Case Report: A Beginner’s Guide with Examples

A case report is a descriptive study that documents an unusual clinical phenomenon in a single patient. It describes in details the patient’s history, signs, symptoms, test results, diagnosis, prognosis and treatment. It also contains a short literature review, discusses the importance of the case and how it improves the existing knowledge on the subject.

A similar design involving a group of patients (with the similar problem) is referred to as case series.

Advantages of case reports

Case reports offer, in general a fast, easy and cheap way to report an unusual observation or a rare event in a clinical setting, as these have very small probability of being detected in an experimental study because of limitations on the number of patients that can be included.

These events deserve to be reported since they might provide insights on some exceptions to general rules and theories in the field.

Case reports are great to get first impressions that can generate new hypotheses (e.g. detecting a potential side effect of a drug) or challenge existing ones (e.g. shedding the light on the possibility of a different biological mechanism of a disease).

In many of these cases, additional investigation is needed such as designing large observational studies or randomized experiments or even going back and mining data from previous research looking for evidence for theses hypotheses.

Limitations of case reports

Observing a relationship between an exposure and a disease in a case report does not mean that it is causal in nature.

This is because of:

  • The absence of a control group that provides a benchmark or a point of reference against which we compare our results. A control group is important to eliminate the role of external factors which can interfere with the relationship between exposure and disease
  • Unmeasured Confounding caused by variables that influence both the exposure and the disease

A case report can have a powerful emotional effect (see examples of case reports below). This can lead to overrate the importance of the evidence provided by such case. In his book Against Empathy: The Case for Rational Compassion , Paul Bloom explains how a powerful story affects our emotions, can distort our judgement and even lead us to make bad moral choices.

When a case report describes a rare event it is important to remember that what we’re reading about is exceptional and most importantly resist generalizations especially because a case report is, by definition, a study where the sample is only 1 patient.

Selection bias is another issue as the cases in case reports are not chosen at random, therefore some members of the population may have a higher probability of being included in the study than others.

So, results from a case report cannot be representative of the entire population.

Because of these limitations, case reports have the lowest level of evidence compared to other study designs as represented in the evidence pyramid below:

Pyramid representing the levels of evidence for each study design

Real-world examples of case reports

Example 1: normal plasma cholesterol in an 88-year-old man who eats 25 eggs a day.

This is the case of an old man with Alzheimer’s disease who has been eating 20-30 eggs every day for almost 15 years. [ Source ]

The man had an LDL-cholesterol level of only 142 mg/dL (3.68 mmol/L) and no significant clinical atherosclerosis (deposition of cholesterol in arterial walls)!

His body adapted by reducing the intestinal absorption of cholesterol, lowering the rate of its synthesis and increasing the rate of its conversion into bile acid.

This is indeed an unusual case of biological adaptation to a major change in dietary intake.

Example 2: Recovery from the passage of an iron bar through the head

This is an interesting case of a construction foreman named Phineas Gage. [ Source ]

In 1848, due to an explosion at work, an iron bar passed through his head destroying a large portion of his brain’s frontal lobe. He survived the event and the injury only affected 1 thing: His personality!

After the accident, Gage became profane, rough and disrespectful to the extent that he was no longer tolerable to people around him. So he lost his job and his family.

His case inspired further research that focused on the relationship between specific parts of the brain and personality.

  • Sayre JW, Toklu HZ, Ye F, Mazza J, Yale S.  Case Reports, Case Series – From Clinical Practice to Evidence-Based Medicine in Graduate Medical Education .  Cureus . 2017;9(8):e1546. Published 2017 Aug 7. doi:10.7759/cureus.1546.
  • Nissen T, Wynn R.  The clinical case report: a review of its merits and limitations .  BMC Res Notes . 2014;7:264. Published 2014 Apr 23. doi:10.1186/1756-0500-7-264.

Further reading

  • Case Report vs Cross-Sectional Study
  • Cohort vs Cross-Sectional Study
  • How to Identify Different Types of Cohort Studies?
  • Matched Pairs Design
  • Randomized Block Design

Examples

Clinical Case Study

examples of clinical case study

In 1970, the world first got acquainted with Genie. It was also the little girl’s first time to see a world beyond the potty chair where she was often bound to. Barely a contact outside for most of her life, she was a ripe case for studying the effects of extreme isolation in young children. Clinical case studies shed light on rare and specific circumstances, like Genie’s ordeal, that help us understand the bigger picture. Largely qualitative research , these case studies are an attempt to understand a subject and the case, usually in relation to a general concept.

8+ Clinical Case Study Templates and Examples

Clinical case studies can focus on a person, group, or community. In contrast to case reports , these studies don’t end in reporting about the diagnosis, treatment, and follow-up of patients. Case studies abide by the research methodology and design to understand an experience. During a case study analysis, both subjective and objective accounts of the events are deemed valid data. By focusing on a pixel of the picture, you can learn something that you would have otherwise overlooked. We have prepared the following case study templates that you can use in your research. For your reference, we added examples of scenarios where clinical case studies are being used.

1. Case Study Analysis Template

Case Study Analysis1

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Size: A4 & US Letter Sizes

Case studies are a common method of research in medical and psychological sciences. They are vivid narratives about undocumented cases that strike researchers as irregular and interesting. Their highly descriptive content are valuable information to the respective scientific community. They also open new avenues of inquiry and offer an in-depth treatment of a topic that empirical research cannot give. Its comprehensive nature helps make case study a popular research option, even if it falls short of evidence-based data. Thinking of using this research method? Get started with this template!

2. Clinical Case Study Template

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Since the studies contain detailed accounts, you have to format all the information into categories. The defined structure of the article makes all the information easy to absorb. A case study generally contains the following sections: abstract, introduction, patient information, review of related literature, methodology , findings, then the conclusion. The comprehensive nature of this research method might deter novice researchers, while veteran medical writers might just need a reminder. In either case, this sample outline is for you!

3. Clinical Case Study Sample

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This research method is usable in answering different inquiries. It is notable that case studies are heavy on the qualitative data. Researchers can obtain relevant data from interviews, questionnaires , personal and patients’ observations, journals, clinical reports, and existing literature. However, as seen in this attached example, quantitative data can also be collected as the researchers deem fit. Because the goal is not to derive data that can represent a population, researchers can use a smaller sample size. Study how to make both numbers and descriptions work to your advantage in preparing your clinical case study with this example!

4. Medical Case Study Example

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In a physician’s life, he or she is bound to come across a case that medical school and textbooks did not warn him or her. Clinical case studies are a form of communication about novel findings or observations in practice. Sort of like a medical buzz, the studies contain information like unreported health complications, adverse response to treatment, or new remedial methods. These case studies can also branch into new research directions. This case study illustrates how misdiagnosis can be harmful to the patient. Because some diseases can have overlapping symptoms, it can be hard to identify which is which. The case study alerted the medical community that a seemingly mundane skin condition can point to something more serious.

5. Psychological Case Study Example

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In the field of psychology, clinic psychologists and therapists can report about their interactions with the patient. Some of these cases can stand out as rare and unusual. Others may also serve as a useful reference. Practitioners can obtain information through semi-structured interviews wherein the patient talks with a mental health professional. After the sessions, the practitioner can interpret his or her findings into diagnosis and recommend a treatment plan . Psychology is not entirely removed from medicine. The specialist can incorporate the medical history of the patient in his or her interpretation. This sample case study shows medicine and psychology can work together in the prevention of stress-induced asthma attacks.

6. Sample Clinical Case Study

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The descriptive take of clinical case studies on a situation presents an exhaustive analysis that is not available in empirical research. However, the qualitative nature of these studies is a double-edged sword. The combination of subjective and objective analysis makes the content susceptible to personal biases. Because the case is unique to an individual or a group, researchers cannot replicate the result. The replicability of findings is a hallmark of reliable research. Therefore, clinical case studies have a low-reliability measure. The attached case study is an example of the use of descriptive analysis in the diagnosis and treatment of a patient with depression and adjustment disorder with mixed anxiety.

7. Medical Case Study Guide

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Another point raised against clinical case studies is the issue of memory distortion. The human memory is not a machine that can record and retrieve information at command. It is fallible, and it will make mistakes. The patients can emphasize a few parts of their history and overlook otherwise important pieces of the puzzle. Reliance on memory recall when writing the study can also fail the researchers. The sample clinical case study added here shows how a patient’s recollection of events in her life can be used in the presentation of the case. If the patient failed to recall important details, the researchers might have a different interpretations of the case.

8. Student Medical Case Study

CaseStudy 03

Despite criticisms regarding susceptibility to biases and low-reliability measure, clinical case studies have been an indispensable tool for learning. Studies have reported a significant improvement in the academic performance of students after the integration of case studies into the learning ecosystem. Case studies are situation-based narratives about a textbook principle. Application-motivated learning is effective because the theoretical framework isn’t removed from the real-world experience. This case study is an example of those that are used in the classroom. The students are presented with a problem and series of follow up questions that will help them understand and address the issues exhibited.

9. Clinical Case Study Article

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Unlike empirical investigations, the goal is not to come up with results that can represent a population. Case studies focus on understanding an unusual plight through subjective and objective analysis. Understandably, such situation might not hold for most people. They are also the method of choice for understanding circumstances that cannot be reproduced in controlled testing environments, like Genie’s case earlier or the case discussed in the attached case study sample. Therapy for anorexia nervosa and obsessive personality disorder is hard to come by using quantitative research. Replicating such conditions will constitute a criminal offense. What case studies lack in the universality of the results, they make up for the richness of the insights obtained. It acknowledges that the human experience will always have a degree of subjectivity. This defense of clinical case studies makes them significant in their own right.

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How to present patient cases

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  • Mary Ni Lochlainn , foundation year 2 doctor 1 ,
  • Ibrahim Balogun , healthcare of older people/stroke medicine consultant 1
  • 1 East Kent Foundation Trust, UK

A guide on how to structure a case presentation

This article contains...

-History of presenting problem

-Medical and surgical history

-Drugs, including allergies to drugs

-Family history

-Social history

-Review of systems

-Findings on examination, including vital signs and observations

-Differential diagnosis/impression

-Investigations

-Management

Presenting patient cases is a key part of everyday clinical practice. A well delivered presentation has the potential to facilitate patient care and improve efficiency on ward rounds, as well as a means of teaching and assessing clinical competence. 1

The purpose of a case presentation is to communicate your diagnostic reasoning to the listener, so that he or she has a clear picture of the patient’s condition and further management can be planned accordingly. 2 To give a high quality presentation you need to take a thorough history. Consultants make decisions about patient care based on information presented to them by junior members of the team, so the importance of accurately presenting your patient cannot be overemphasised.

As a medical student, you are likely to be asked to present in numerous settings. A formal case presentation may take place at a teaching session or even at a conference or scientific meeting. These presentations are usually thorough and have an accompanying PowerPoint presentation or poster. More often, case presentations take place on the wards or over the phone and tend to be brief, using only memory or short, handwritten notes as an aid.

Everyone has their own presenting style, and the context of the presentation will determine how much detail you need to put in. You should anticipate what information your senior colleagues will need to know about the patient’s history and the care he or she has received since admission, to enable them to make further management decisions. In this article, I use a fictitious case to show how you can structure case presentations, which can be adapted to different clinical and teaching settings (box 1).

Box 1: Structure for presenting patient cases

Presenting problem, history of presenting problem, medical and surgical history.

Drugs, including allergies to drugs

Family history

Social history, review of systems.

Findings on examination, including vital signs and observations

Differential diagnosis/impression

Investigations

Case: tom murphy.

You should start with a sentence that includes the patient’s name, sex (Mr/Ms), age, and presenting symptoms. In your presentation, you may want to include the patient’s main diagnosis if known—for example, “admitted with shortness of breath on a background of COPD [chronic obstructive pulmonary disease].” You should include any additional information that might give the presentation of symptoms further context, such as the patient’s profession, ethnic origin, recent travel, or chronic conditions.

“ Mr Tom Murphy is a 56 year old ex-smoker admitted with sudden onset central crushing chest pain that radiated down his left arm.”

In this section you should expand on the presenting problem. Use the SOCRATES mnemonic to help describe the pain (see box 2). If the patient has multiple problems, describe each in turn, covering one system at a time.

Box 2: SOCRATES—mnemonic for pain

Associations

Time course

Exacerbating/relieving factors

“ The pain started suddenly at 1 pm, when Mr Murphy was at his desk. The pain was dull in nature, and radiated down his left arm. He experienced shortness of breath and felt sweaty and clammy. His colleague phoned an ambulance. He rated the pain 9/10 in severity. In the ambulance he was given GTN [glyceryl trinitrate] spray under the tongue, which relieved the pain to 5/10. The pain lasted 30 minutes in total. No exacerbating factors were noted. Of note: Mr Murphy is an ex-smoker with a 20 pack year history”

Some patients have multiple comorbidities, and the most life threatening conditions should be mentioned first. They can also be categorised by organ system—for example, “has a long history of cardiovascular disease, having had a stroke, two TIAs [transient ischaemic attacks], and previous ACS [acute coronary syndrome].” For some conditions it can be worth stating whether a general practitioner or a specialist manages it, as this gives an indication of its severity.

In a surgical case, colleagues will be interested in exercise tolerance and any comorbidity that could affect the patient’s fitness for surgery and anaesthesia. If the patient has had any previous surgical procedures, mention whether there were any complications or reactions to anaesthesia.

“Mr Murphy has a history of type 2 diabetes, well controlled on metformin. He also has hypertension, managed with ramipril, and gout. Of note: he has no history of ischaemic heart disease (relevant negative) (see box 3).”

Box 3: Relevant negatives

Mention any relevant negatives that will help narrow down the differential diagnosis or could be important in the management of the patient, 3 such as any risk factors you know for the condition and any associations that you are aware of. For example, if the differential diagnosis includes a condition that you know can be hereditary, a relevant negative could be the lack of a family history. If the differential diagnosis includes cardiovascular disease, mention the cardiovascular risk factors such as body mass index, smoking, and high cholesterol.

Highlight any recent changes to the patient’s drugs because these could be a factor in the presenting problem. Mention any allergies to drugs or the patient’s non-compliance to a previously prescribed drug regimen.

To link the medical history and the drugs you might comment on them together, either here or in the medical history. “Mrs Walsh’s drugs include regular azathioprine for her rheumatoid arthritis.”Or, “His regular drugs are ramipril 5 mg once a day, metformin 1g three times a day, and allopurinol 200 mg once a day. He has no known drug allergies.”

If the family history is unrelated to the presenting problem, it is sufficient to say “no relevant family history noted.” For hereditary conditions more detail is needed.

“ Mr Murphy’s father experienced a fatal myocardial infarction aged 50.”

Social history should include the patient’s occupation; their smoking, alcohol, and illicit drug status; who they live with; their relationship status; and their sexual history, baseline mobility, and travel history. In an older patient, more detail is usually required, including whether or not they have carers, how often the carers help, and if they need to use walking aids.

“He works as an accountant and is an ex-smoker since five years ago with a 20 pack year history. He drinks about 14 units of alcohol a week. He denies any illicit drug use. He lives with his wife in a two storey house and is independent in all activities of daily living.”

Do not dwell on this section. If something comes up that is relevant to the presenting problem, it should be mentioned in the history of the presenting problem rather than here.

“Systems review showed long standing occasional lower back pain, responsive to paracetamol.”

Findings on examination

Initially, it can be useful to practise presenting the full examination to make sure you don’t leave anything out, but it is rare that you would need to present all the normal findings. Instead, focus on the most important main findings and any abnormalities.

“On examination the patient was comfortable at rest, heart sounds one and two were heard with no additional murmurs, heaves, or thrills. Jugular venous pressure was not raised. No peripheral oedema was noted and calves were soft and non-tender. Chest was clear on auscultation. Abdomen was soft and non-tender and normal bowel sounds were heard. GCS [Glasgow coma scale] was 15, pupils were equal and reactive to light [PEARL], cranial nerves 1-12 were intact, and he was moving all four limbs. Observations showed an early warning score of 1 for a tachycardia of 105 beats/ min. Blood pressure was 150/90 mm Hg, respiratory rate 18 breaths/min, saturations were 98% on room air, and he was apyrexial with a temperature of 36.8 ºC.”

Differential diagnoses

Mentioning one or two of the most likely diagnoses is sufficient. A useful phrase you can use is, “I would like to rule out,” especially when you suspect a more serious cause is in the differential diagnosis. “History and examination were in keeping with diverticular disease; however, I would like to rule out colorectal cancer in this patient.”

Remember common things are common, so try not to mention rare conditions first. Sometimes it is acceptable to report investigations you would do first, and then base your differential diagnosis on what the history and investigation findings tell you.

“My impression is acute coronary syndrome. The differential diagnosis includes other cardiovascular causes such as acute pericarditis, myocarditis, aortic stenosis, aortic dissection, and pulmonary embolism. Possible respiratory causes include pneumonia or pneumothorax. Gastrointestinal causes include oesophageal spasm, oesophagitis, gastro-oesophageal reflux disease, gastritis, cholecystitis, and acute pancreatitis. I would also consider a musculoskeletal cause for the pain.”

This section can include a summary of the investigations already performed and further investigations that you would like to request. “On the basis of these differentials, I would like to carry out the following investigations: 12 lead electrocardiography and blood tests, including full blood count, urea and electrolytes, clotting screen, troponin levels, lipid profile, and glycated haemoglobin levels. I would also book a chest radiograph and check the patient’s point of care blood glucose level.”

You should consider recommending investigations in a structured way, prioritising them by how long they take to perform and how easy it is to get them done and how long it takes for the results to come back. Put the quickest and easiest first: so bedside tests, electrocardiography, followed by blood tests, plain radiology, then special tests. You should always be able to explain why you would like to request a test. Mention the patient’s baseline test values if they are available, especially if the patient has a chronic condition—for example, give the patient’s creatinine levels if he or she has chronic kidney disease This shows the change over time and indicates the severity of the patient’s current condition.

“To further investigate these differentials, 12 lead electrocardiography was carried out, which showed ST segment depression in the anterior leads. Results of laboratory tests showed an initial troponin level of 85 µg/L, which increased to 1250 µg/L when repeated at six hours. Blood test results showed raised total cholesterol at 7.6 mmol /L and nil else. A chest radiograph showed clear lung fields. Blood glucose level was 6.3 mmol/L; a glycated haemoglobin test result is pending.”

Dependent on the case, you may need to describe the management plan so far or what further management you would recommend.“My management plan for this patient includes ACS [acute coronary syndrome] protocol, echocardiography, cardiology review, and treatment with high dose statins. If you are unsure what the management should be, you should say that you would discuss further with senior colleagues and the patient. At this point, check to see if there is a treatment escalation plan or a “do not attempt to resuscitate” order in place.

“Mr Murphy was given ACS protocol in the emergency department. An echocardiogram has been requested and he has been discussed with cardiology, who are going to come and see him. He has also been started on atorvastatin 80 mg nightly. Mr Murphy and his family are happy with this plan.”

The summary can be a concise recap of what you have presented beforehand or it can sometimes form a standalone presentation. Pick out salient points, such as positive findings—but also draw conclusions from what you highlight. Finish with a brief synopsis of the current situation (“currently pain free”) and next step (“awaiting cardiology review”). Do not trail off at the end, and state the diagnosis if you are confident you know what it is. If you are not sure what the diagnosis is then communicate this uncertainty and do not pretend to be more confident than you are. When possible, you should include the patient’s thoughts about the diagnosis, how they are feeling generally, and if they are happy with the management plan.

“In summary, Mr Murphy is a 56 year old man admitted with central crushing chest pain, radiating down his left arm, of 30 minutes’ duration. His cardiac risk factors include 20 pack year smoking history, positive family history, type 2 diabetes, and hypertension. Examination was normal other than tachycardia. However, 12 lead electrocardiography showed ST segment depression in the anterior leads and troponin rise from 85 to 250 µg/L. Acute coronary syndrome protocol was initiated and a diagnosis of NSTEMI [non-ST elevation myocardial infarction] was made. Mr Murphy is currently pain free and awaiting cardiology review.”

Originally published as: Student BMJ 2017;25:i4406

Competing interests: None declared.

Provenance and peer review: Not commissioned; externally peer reviewed

  • ↵ Green EH, Durning SJ, DeCherrie L, Fagan MJ, Sharpe B, Hershman W. Expectations for oral case presentations for clinical clerks: opinions of internal medicine clerkship directors. J Gen Intern Med 2009 ; 24 : 370 - 3 . doi:10.1007/s11606-008-0900-x   pmid:19139965 . OpenUrl CrossRef PubMed Web of Science
  • ↵ Olaitan A, Okunade O, Corne J. How to present clinical cases. Student BMJ 2010;18:c1539.
  • ↵ Gaillard F. The secret art of relevant negatives, Radiopedia 2016; http://radiopaedia.org/blog/the-secret-art-of-relevant-negatives .

examples of clinical case study

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  • Policy & Compliance
  • Clinical Trials

NIH Definition of Clinical Trial Case Studies

The case studies provided below are designed to help you identify whether your study would be considered by NIH to be a clinical trial. Expect the case studies and related guidance to evolve over the upcoming year. For continuity and ease of reference, case studies will retain their original numbering and will not be renumbered if cases are revised or removed.

The simplified case studies apply the following four questions to determine whether NIH would consider the research study to be a clinical trial:

  • Does the study involve human participants?
  • Are the participants prospectively assigned to an intervention?
  • Is the study designed to evaluate the effect of the intervention on the participants?
  • Is the effect being evaluated a health-related biomedical or behavioral outcome?

If the answer to all four questions is “yes,” then the clinical study would be considered a clinical trial according to the NIH definition.

See this page for more information about the NIH definition of a clinical trial.

General Case Studies

Institute or center specific case studies.

The study involves the recruitment of research participants who are randomized to receive one of two approved drugs. It is designed to compare the effects of the drugs on the blood level of a protein.

  • Does the study involve human participants? Yes, the study involves human participants.
  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive an intervention, one of two drugs.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of the drugs on the level of the protein in the participants’ blood.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, the level of a protein, is a health-related biomedical outcome.

The study involves the recruitment of research participants with condition Y to receive a drug that has been approved for another indication. It is designed to measure the drug’s effects on the level of a biomarker associated with the severity of condition Y.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive an intervention, the approved drug.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the drug’s effect on the level of the biomarker.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, the level of a biomarker, is a health-related biomedical outcome.

The study involves the recruitment of research participants with condition X to receive investigational compound A. It is designed to assess the pharmacokinetic properties of compound A.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive an intervention, compound A.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate how the body interacts with compound A
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, pharmacokinetic properties, is a health-related biomedical outcome.

The study involves the recruitment of research participants with disease X to receive an investigational drug. It is designed to assess safety and determine the maximum tolerated dose of the drug.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive an intervention, the investigational drug.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to assess safety and determine the maximum tolerated dose of the investigational drug.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, safety and maximum tolerated dose, is a health-related biomedical outcome.

The study involves the recruitment of research participants with disease X to receive a chronic disease management program. It is designed to assess usability and to determine the maximum tolerated dose of the chronic disease program (e.g., how many in-person and telemedicine visits with adequate adherence).

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive an intervention, the chronic disease management program.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to determine the maximum tolerated dose of the program to obtain adequate adherence.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, tolerable intensity and adequate adherence of the intervention, is a health-related outcome.

The study involves the recruitment of research participants with disease X to receive either an investigational drug or a placebo. It is designed to evaluate the efficacy of the investigational drug to relieve disease symptoms.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive an intervention, the investigational drug or placebo.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of the investigational drug on the participants’ symptoms.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, relief of symptoms, is a health-related outcome.

The study involves the recruitment of research participants with disease X to receive an investigational drug. It is designed to assess whether there is a change in disease progression compared to baseline. There is no concurrent control used in this study.

  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of the investigational drug on the subject’s disease progression.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, disease progression, is a health-related outcome.

The study involves the recruitment of research participants with disease X to test an investigational in vitro diagnostic device (IVD). It is designed to evaluate the ability of the device to measure the level of an antibody in blood.

  • Are the participants prospectively assigned to an intervention? No, in this context the IVD would not be considered an intervention. The IVD is being used to test its ability to measure antibody levels, but not to test its effects on any health-related biomedical or behavioral outcomes. 

The study involves the recruitment of research participants with disease X to be evaluated with an investigational in vitro diagnostic device (IVD). The study is designed to evaluate how knowledge of certain antibody levels impacts clinical management of disease.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to an intervention, measurement of an antibody level, with the idea that knowledge of that antibody level might affect clinical management.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate how knowledge of the level of an antibody might inform treatment.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being measured, how blood antibody levels inform treatment, is a health-related outcome.

The study involves the recruitment of healthy volunteers who will be randomized to different durations of sleep deprivation (including no sleep deprivation as a control) and who will have stress hormone levels measured. It is designed to determine whether the levels of stress hormones in blood rise in response to different durations of sleep deprivation.

  • Does the study involve human participants? Yes, the healthy volunteers are human participants.
  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to an intervention, different durations of sleep deprivation followed by a blood draw.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to measure the effect of different durations of sleep deprivation on stress hormone levels.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, stress hormone levels, is a health-related biomedical outcome.

The study involves the analysis of de-identified, stored blood samples and de-identified medical records of patients with disease X who were treated with an approved drug. The study is designed to evaluate the level of a protein in the blood of patients that is associated with therapeutic effects of the drug.

  • Does the study involve human participants? No, the study does not involve human participants because only de-identified samples and information are used.

The study involves the analysis of identifiable, stored blood samples and identified medical records of patients with disease X who were treated with an approved drug. The study is designed to evaluate the level of a protein in the blood of patients that is associated with therapeutic effects of the drug.

  • Does the study involve human participants? Yes, patients are human participants because the blood and information are identifiable.
  • Are the participants prospectively assigned to an intervention? No, secondary research with biospecimens or health information is not a clinical trial.

The study involves the recruitment of a healthy volunteers whose blood is drawn for genomic analysis. It is designed to identify the prevalence of a genetic mutation in the cohort and evaluate potential association between the presence of the mutation and the risk of developing a genetic disorder.

  • Are the participants prospectively assigned to an intervention? No, sample collection (blood draw) is not an intervention in this context.

Physicians report that some patients being treated with drug A for disease X are also experiencing some improvement in a second condition, condition Y. The study involves the recruitment of research participants who have disease X and condition Y and are being treated with drug A. The participants are surveyed to ascertain whether they are experiencing an improvement in condition Y.

  • Are the participants prospectively assigned to an intervention? No, participants are not prospectively assigned to receive an intervention as they are receiving drugs as part of their clinical care. The surveys are being used for measurement, not to modify a biomedical or behavioral outcome.

The study involves the recruitment of patients with disease X who are receiving one of three standard therapies as part of their clinical care. It is designed to assess the relative effectiveness of the three therapies by monitoring survival rates using medical records over a few years.

  • Are the participants prospectively assigned to an intervention? No, there is no intervention. The therapies are prescribed as part of clinical care; they are not prospectively assigned for the purpose of the study. The study is observational.

The study involves the recruitment of research participants with disease X vs. healthy controls and comparing these participants on a range of health processes and outcomes including genomics, biospecimens, self-report measures, etc. to explore differences that may be relevant to the development of disease X.

  • Are the participants prospectively assigned to an intervention? No, the measures needed to assess the outcomes are not interventions in this context, as the study is not intended to determine whether the measures modify a health-related biomedical or behavioral outcome.

The study involves the recruitment of healthy volunteers for a respiratory challenge study; participants are randomized to receive different combinations of allergens. The study evaluates the severity and mechanism of the immune response to different combinations of allergens introduced via inhalation.

  • Does the study involve human participants? Yes, healthy volunteers are human participants.
  • Are the participants prospectively assigned to an intervention? Yes, healthy volunteers are prospectively assigned to randomly selected combinations of allergens.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is evaluating the effects of different combinations of allergens on the immune response in healthy individuals.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the study evaluates the severity and mechanism of the immune reaction to allergens, which are health-related biomedical outcomes.

The study involves the recruitment of research participants with Alzheimer’s disease (AD) to evaluate the effects of an investigational drug on memory, and retention and recall of information.

  • Are the participants prospectively assigned to an intervention? Yes, participants are prospectively assigned to receive the investigational drug.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is evaluating the effects of the drug on participants’ memory.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the study evaluates memory, and retention and recall of information in the context of AD.

The study involves the recruitment of individuals to receive a new behavioral intervention for sedentary behavior. It is designed to measure the effect of the intervention on hypothesized differential mediators of behavior change.

  • Are the participants prospectively assigned to an intervention? Yes, participants are prospectively assigned to receive a behavioral intervention.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is evaluating the effects of the intervetion on mediators of behavior change.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, mediators of behavior change, are behavioral outcomes relevant to health.

The study involves the recruitment of patients with disease X to be evaluated with a new visual acuity task. It is designed to evaluate the ability of the new task to measure visual acuity as compared with the gold standard Snellen Test

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to an intervention, the new visual acuity test.
  • Is the study designed to evaluate the effect of the intervention on the participants? No, the study is designed to evaluate the ability of the new visual acuity test to measure visual acuity as compared to the gold standard Snellen Test, but not to modify visual acuity.

The study involves the recruitment of research participants with CHF who were hospitalized before or after implementation of the Medicare incentives to reduce re-hospitalizations. Morbidity, mortality, and quality of life of these participants are evaluated to compare the effects of these Medicare incentives on these outcomes.

  • Are the participants prospectively assigned to an intervention? No, the intervention (incentives to reduce re-hospitalization) were assigned by Medicare, not by the research study.

The study involves the recruitment of healthcare providers to assess the extent to which being provided with genomic sequence information about their patients informs their treatment of those patients towards improved outcomes.

  • Does the study involve human participants? Yes, both the physicians and the patients are human participants.
  • Are the participants prospectively assigned to an intervention? Yes, physicians are prospectively assigned to receive genomic sequence information, which is the intervention.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of intervening with physicians, on the treatment they provide to their patients.
  • Is the effect being evaluated a health-related, biomedical, or behavioral outcome? Yes, the effect being evaluated, the extent to which providing specific information to physicians informs the treatment of patients, is a health-related outcome.

The study involves the recruitment of research participants with a behavioral condition to receive either an investigational behavioral intervention or a behavioral intervention in clinical use. It is designed to evaluate the effectiveness of the investigational intervention compared to the intervention in clinical use in reducing the severity of the obsessive compulsive disorder.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to an intervention, either the investigational intervention or an intervention in clinical use.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate whether the investigational intervention is as effective as the standard intervention, at changing behavior.
  • Is the effect being evaluated a health-related, biomedical, or behavioral outcome? Yes, the effect being evaluated, the interventions’ effectiveness in reducing the severity of the condition, is a health-related behavioral outcome.

The study involves the recruitment of physicians who will be randomly assigned to use a new app or an existing app, which cues directed interviewing techniques. The study is designed to determine whether the new app is better than the existing app at assisting physicians in identifying families in need of social service support. The number of community service referrals will be measured.

  • Does the study involve human participants? Yes, both the physicians and the families are human participants.
  • Are the participants prospectively assigned to an intervention? Yes, physicians are prospectively assigned to use one of two apps, which are the interventions.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of intervening with physicians, on social service support referral for families.
  • Is the effect being evaluated a health-related, biomedical, or behavioral outcome? Yes, the effect being evaluated, the number of referrals, is a health-related outcome.

The study involves the recruitment of parents to participate in focus groups to discuss topics related to parental self-efficacy and positive parenting behaviors. It is designed to gather information needed to develop an intervention to promote parental self-efficacy and positive parenting behaviors.

  • Does the study involve human participants? Yes, the parents are human participants.
  • Are the participants prospectively assigned to an intervention? No, a focus group is not an intervention.

The study involves the recruitment of healthy volunteers to test a new behavioral intervention. It is designed to evaluate the effect of a meditation intervention on adherence to exercise regimens and quality of life to inform the design of a subsequent, fully-powered trial.

  • Does the study involve human participants? Yes, study participants are human participants.
  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to a behavioral intervention.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of the intervention on adherence, and quality of life.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, adherence and quality of life are health-related outcomes.

A study will test the feasibility a mobile phone app designed to increase physical activity. A group of sedentary individuals will use the app for a week while their interactions with the app are monitored. The number of interactions with the app will be measured, as well as any software issues. Participants will also complete a survey indicating their satisfaction with and willingness to use the app, as well as any feedback for improvement. The app’s effect on physical activity, weight, or cardiovascular fitness will not be evaluated.

  • Does the study involve human participants? Yes, sedentary individuals will be enrolled.
  • Are the participants prospectively assigned to an intervention? The participants will interact with the app for a week.
  • Is the study designed to evaluate the effect of the intervention on the participants? No. While the participants’ interactions are monitored (steps or heart rate may be recorded in this process), the study is NOT measuring the effect of using the app ON the participant. The study is only measuring the usability and acceptability of the app, and testing for bugs in the software. The effect on physical activity is NOT being measured.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? N/A

The study involves the recruitment of healthy family members of patients hospitalized for disease X to test two CPR training strategies. Participants will receive one of two training strategies. The outcome is improved CPR skills retention.

  • Does the study involve human participants? Yes, family members of patients are human participants.
  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to one of two CPR educational strategies.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of educational strategies on CPR skills.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, retention of CPR skills is a health-related behavioral outcome.

The study involves the recruitment of research participants in three different communities (clusters) to test three CPR training strategies. The rate of out-of- hospital cardiac arrest survival will be compared.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive one of three types of CPR training, which is the intervention.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of different CPR training strategies on patient survival rates post cardiac arrest.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, out-of-hospital cardiac arrest survival is a health-related outcome.

A study involves the recruitment of school children to evaluate two different tools for monitoring food intake. Food consumption behavior will be measured by asking children to activate a pocket camera during meals and to use a diary to record consumed food. The accuracy of the two food monitoring methods in measuring energy intake will be assessed.

  • Does the study involve human participants? Yes, children are human participants.
  • Are the participants prospectively assigned to an intervention? No, in this context the monitoring methods would not be considered an intervention. The study is designed to test the accuracy of two monitoring methods, but not to test the effect on any health-related biomedical or behavioral outcomes. 

A study involves the recruitment of school children to evaluate two different tools for monitoring food intake. Food consumption behavior will be measured by asking children to activate a pocket camera during meals and to use a diary to record consumed food. Changes to eating behavior will be assessed.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to two food monitoring methods.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to determine whether using the monitoring methods changes eating behavior.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, eating behavior is a health-related outcome.

A study involves the recruitment of children at two schools to monitor eating behavior. Children’s food choices will be monitored using a remote food photography method. Food consumption and the accuracy of food monitoring methods will be assessed.

  • Does the study involve human participants? Yes, the children participating in this study are human participants.
  • Are the participants prospectively assigned to an intervention? No, not in this context. The study involves observing and measuring eating behavior, but not modifying it. This is an observational study.

A study involves the recruitment of children at two schools to evaluate their preferences for graphics and colors used in healthy food advertisements. Children will be presented with multiple health advertisements and their preferences for graphics and colors will be assessed.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to see different advertisements.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the advertisements.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? No, preferences are not health-related biomedical or behavioral outcomes.

The study involves ambulatory patients who have new-onset stable angina and who are recruited from community practices. They are randomized to undergo CT angiography or an exercise stress test of the doctor’s choice. To keep the trial pragmatic, the investigators do not prescribe a protocol for how physicians should respond to test results. The study is designed to determine whether the initial test (CT angiography or stress test) affects long-term rates of premature death, stroke, or myocardial infarctions.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are randomized to undergo CT angiography or an exercise stress test.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to determine whether the initial test done affects long-term rates of certain clinical events.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, premature death, stroke, and myocardial infarction are health-related biomedical outcomes.

The study involves patients who present with stable angina to community practices. As part of their routine care some of their physicians refer them for CT angiography, while others refer them for exercise stress tests. The study is designed to see whether or not there's an association between the type of test that is chosen and long-term risk of death, stroke, or myocardial infarction.

  • Are the participants prospectively assigned to an intervention? No, the intervention is not prospectively assigned by the investigators. Rather, the intervention, in this case diagnostic study, occurs as part of routine clinical care.

The investigators conduct a longitudinal study of patients with schizophrenia. Their physicians, as part of their standard clinical care, prescribe antipsychotic medication. The investigators conduct an imaging session before starting treatment; they repeat imaging 4-6 weeks later.

  • Does the study involve human participants? Yes.
  • Are the participants prospectively assigned to an intervention? No, not in this context.  Antipsychotic medications are given as part of clinical care, not as part of a prospective, approved research protocol.  

The investigators conduct a longitudinal study of patients with schizophrenia. Their physicians, as part of their standard clinical care, prescribe antipsychotic medication. As part of the research protocol, all participants will be prescribed the same dose of the antipsychotic medication. The investigators conduct an imaging session before starting treatment; they repeat imaging 4-6 weeks later.

  • Are the participants prospectively assigned to an intervention? Yes, although participants are all receiving antipsychotic medication as part of their standard medical care, the dose of the antipsychotic medication is determined by the research protocol, rather than individual clinical need.
  • Is the study designed to evaluate the effect of the intervention on the participants?  Yes, the study is designed to evaluate the effect of a dose of antipsychotic medication on brain function.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome ? Yes, brain function measured by imaging is a health-related outcome.

The study involves recruitment of healthy volunteers who will wear a thermal compression device around their legs. This pilot study is designed to examine preliminary performance and safety of a thermal compression device worn during surgery. Investigators will measure core temperature, comfort, and presence of skin injury in 15-minute intervals.

  • Are the participants prospectively assigned to an intervention? Yes, participants are assigned to wear a thermal compression device.
  • Is the study designed to evaluate the effect of the intervention on the participants?  Yes, the study is designed to evaluate the effect of the thermal compression device on participant core temperature, comfort, and presence of skin injury.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome ? Yes, participant core temperature, comfort, and presence of skin injury are health-related biomedical outcomes.

The study involves collection of data on hospitalizations for various acute illnesses among people who live close to a border between two states that have recently implemented different laws related to public health (e.g. smoking regulations, soda taxes). The investigators want to take advantage of this “natural experiment” to assess the health impact of the laws.

  • Does the study involve human participants?  Yes, the study involves human participants.
  • Are the participants prospectively assigned to an intervention?  No, the interventions were assigned by state laws and state of residence, not by the research study.

The study involves recruitment of healthy volunteers to engage in working memory tasks while undergoing transcranial magnetic stimulation (TMS) to induce competing local neuronal activity. The study is measuring task performance to investigate the neural underpinnings of working memory storage and processing.

  • Are the participants prospectively assigned to an intervention? Yes, healthy volunteers are prospectively assigned to receive TMS stimulation protocols during a working memory task.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is evaluating the effects of local TMS stimulation on working memory performance and oscillatory brain activity in healthy individuals.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the study evaluates working memory processes, which are health-related biomedical outcomes.

The study involves recruitment of healthy volunteers to engage in a social valuation task while dopamine tone in the brain is manipulated using tolcapone, an FDA-approved medication. The study aims to understand the role of dopamine in social decision-making and to search for neural correlates of this valuation using fMRI.

  • Are the participants prospectively assigned to an intervention? Yes, healthy volunteers are prospectively assigned to receive tolcapone during a social valuation task.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is evaluating the effects of modulating dopamine tone on social decision-making. Although this study uses an FDA-approved drug to modulate dopamine tone, the goal of this intervention is to understand the role of dopamine in a fundamental phenomenon (social valuation), and not to study the mechanism of action of the drug or its clinical effects.

The career development candidate proposes to independently lead a study to test a new drug A on patients with disease X. Patients will be randomized to a test and control group, with the test group receiving one dose of drug A per week for 12 months and controls receiving placebo. To assess presence, number, and type of any polyps, a colonoscopy will be performed. To assess biomarkers of precancerous lesions, colon mucosal biopsies will be collected. Complete blood count will be measured, and plasma will be stored for potential biomarker evaluation.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive an intervention, drug A or placebo.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of drug A and placebo on the presence and type of polyps.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, the presence and type of polyps, is a health-related biomedical outcome.

Ancillary Study to Case Study #42b: Some types of drug A being evaluated in Case Study #42a have been reported to impact renal function. An internal medicine fellow performs an ancillary study where stored plasma from Case Study #42a will be evaluated for multiple biomarkers of renal function.

  • Does the study involve human participants? Yes, patients are human participants because the plasma and information are identifiable.
  • Are the participants prospectively assigned to an intervention? No, because the assignment of participants to an intervention occurs as part of an existing, separately funded clinical trial. This proposal would be considered an ancillary study that is not an independent clinical trial.

Ancillary Study to Case Study #42a: An internal medicine fellow designs an independent ancillary trial where a subset of patients from the parent trial in Case Study #42a will also receive drug B, based on the assumption that a two-drug combination will work significantly better than a single drug at both improving renal function and reducing polyps. The test subjects will be evaluated for renal function via plasma clearance rates at 6 and 12 months after initiation of drugs A and B.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to receive an intervention, drugs A and B.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of drugs A and B on renal function.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the effect being evaluated, renal function, is a health-related biomedical outcome.

A group of healthy young adults will perform a Go/No-Go task while undergoing fMRI scans. The purpose of the study is to characterize the pattern of neural activation in the frontal cortex during response inhibition, and the ability of the participant to correctly withhold a response on no-go

  • Does the study involve human participants? Yes, healthy young adults will be enrolled in this study.
  • Are the participants prospectively assigned to an intervention? Yes, the participants will be prospectively assigned to perform a Go/No-Go task, which involves different levels of inhibitory control.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of the Go/No-Go task on neural activation in the frontal cortex. The study will measure inhibitory control and the neural systems being engaged. In this study, the Go/No-Go task is the independent variable, and behavioral performance and the associated fMRI activations are the dependent variables.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the neural correlates of inhibitory control and behavioral performance are health-related biomedical outcomes.

A group of adolescents will participate in a longitudinal study examining changes in executive function over the course of a normal school year. Color naming performance on the standard version of the Stroop test will be obtained. All measures will be compared at multiple time points during the school year to examine changes in executive function. The purpose is to observe changes in executive function and to observe if differences exist in the Stroop effect over the course of the school year for these adolescents.

  • Does the study involve human participants? Yes, adolescents will be enrolled in this study.
  • Are the participants prospectively assigned to an intervention? No, there is no intervention in this study and no independent variable manipulated. The adolescents are not prospectively assigned to an intervention, but instead the investigator will examine variables of interest (including the Stroop test) over time. The Stroop effect is used as a measurement of point-in-time data.
  • Is the study designed to evaluate the effect of the intervention on the participants? No, there is no intervention. Performance on the Stroop test is a well-established measure of executive function and the test is not providing an independent variable of interest here. It is not being used to manipulate the participants or their environment. The purpose is simply to obtain a measure of executive function in adolescents over the course of the school year.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? N/A. No effect of an intervention is being evaluated.

A group of participants with social anxiety will perform an experimentally manipulated Stroop test. In this variant of the Stroop test, the stimuli presented are varied to include emotional and neutral facial expressions presented in different colors. Participants are instructed to name the colors of the faces presented, with the expectation that they will be slower to name the color of the emotional face than the neutral face. The purpose of the study is to examine the degree to which participants with social anxiety will be slower to process emotional faces than neutral faces.

  • Does the study involve human participants? Yes, participants with social anxiety will be enrolled in this study.
  • Are the participants prospectively assigned to an intervention? Yes, the participants will be prospectively assigned to perform a modified Stroop test using different colored emotional/neutral faces to explore emotional processing in people with social anxiety. Note that the independent variable is the presentation of emotional vs neutral faces.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to measure the effect of emotional valence (i.e. emotional faces) on participant response time to name the color. The purpose is to determine whether the response time to emotional faces is exaggerated for people with social anxiety as compared to neutral faces. Note that the response time to name the colors is the dependent variable in this study.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the processing of emotional information is a health-related biomedical outcome.

The study involves healthy volunteers and compares temporal SNR obtained with a new fMRI pulse sequence with that from another sequence.

  • Are the participants prospectively assigned to an intervention? No, in this context the different pulse sequences would not be considered an intervention. The pulse sequences are not being used to modify any biomedical or behavioral outcome; rather the investigator is comparing performance characteristics of the two pulse sequences.

The study is designed to demonstrate that a new imaging technology (e.g. MRI, PET, ultrasound technologies, or image processing algorithm) is equivalent to, or has better sensitivity/specificity than a standard of care imaging technology. Aim one will use the new imaging technology and the gold standard in ten healthy volunteers. Aim Two will use the new imaging technology and the gold standard before and after a standard care procedure in ten patients. In both aims the performance of the new technology will be compared to the gold standard. No clinical care decisions will be made based on the use of the device in this study.

  • Does the study involve human participants? YES. Aim one will study ten healthy volunteers, and aim two will study ten patient volunteers.
  • Are the participants prospectively assigned to an intervention? Yes, participants will be prospectively assigned to be evaluated with a new imaging technology and the gold standard technology.
  • Is the study designed to evaluate the effect of the intervention on the participants? No, the study is not measuring the effect of the technologies ON the human subjects. The study is determining if the new technology is equivalent or better than the gold standard technology. No effect on the participant is being measured.

An investigator proposes to add secondary outcomes to an already funded clinical trial of a nutritional intervention. The trial is supported by other funding, but the investigator is interested in obtaining NIH funding for studying oral health outcomes. Participants in the existing trial would be assessed for oral health outcomes at baseline and at additional time points during a multi-week dietary intervention. The oral health outcomes would include measures of gingivitis and responses to oral health related quality of life questionnaires. Oral fluids would be collected for analysis of inflammatory markers and microbiome components.

  • Are the participants prospectively assigned to an intervention? No, because the assignment of participants to an intervention (and the administration of the intervention) occur as part of an existing, separately funded clinical trial. This proposal would be considered an ancillary study that leverages an already existing clinical trial.

The goal of the project is to use functional neuroimaging to distinguish patients with temporomandibular disorders (TMD) who experience TMD pain through centralized pain processes from those with TMD related to peripheral pain. Pain processing in a study cohort of TMD patients and healthy controls will be measured through functional magnetic resonance neuroimaging (fMRI) following transient stimulation of pain pathways through multimodal automated quantitative sensory testing (MAST QST). TMD patients will receive study questionnaires to better correlate the extent to which TMD pain centralization influences TMD prognosis and response to standard of care peripherally targeted treatment (prescribed by physicians, independently of the study).

  • Are the participants prospectively assigned to an intervention? No, not in this context. The transient stimulation of pain pathways and the fMRI are being performed to measure and describe brain activity, but not to modify it.

An investigator proposes to perform a study of induced gingivitis in healthy humans, to study microbial colonization and inflammation under conditions of health and disease. During a 3-week gingivitis induction period, each study participant will use a stent to cover the teeth in one quadrant during teeth brushing. A contralateral uncovered quadrant will be exposed to the individual's usual oral hygiene procedures, to serve as a control. Standard clinical assessments for gingivitis will be made and biospecimens will be collected at the point of maximal induced gingivitis, and again after normal oral hygiene is resumed. Biospecimens will be assessed for microbial composition and levels of inflammation-associated chemokines.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are prospectively assigned to an intervention, abstaining from normal oral hygiene for a portion of the mouth, to induce gingivitis.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to evaluate the effect of the induced gingivitis on microbial composition and levels of inflammatory chemokines in oral samples.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, the microbial composition and chemokine levels in oral samples are health-related biomedical outcomes.

The study will enroll older adults with hearing loss, comparing the effectiveness of enhanced hearing health care (HHC) to usual HHC. In addition to routine hearing-aid consultation and fitting, participants randomized to enhanced HCC will be provided patient-centered information and education about a full range of hearing assistive technologies and services. Study outcomes include the utilization of technology or services, quality of life, communication abilities, and cognitive function.

  • Does the study involve human participants? Yes, the study enrolls older adults with hearing loss.
  • Are the participants prospectively assigned to an intervention? Yes, participants are randomized to receive enhanced HCC or usual HCC interventions.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study will evaluate enhanced HCC’s effectiveness in modifying participant behavior and biomedical outcomes.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, rate of technology/service utilization is a behavioral outcome and quality of life, communications, and cognition are biomedical outcomes that may be impacted by the interventions.

The study involves the recruitment of obese individuals who will undergo a muscle biopsy before and after either exercise training or diet-induced weight loss. Sarcolemmal 1,2-disaturated DAG and C18:0 ceramide species and mitochondrial function will be measured. Levels will be correlated with insulin sensitivity.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are assigned to either exercise training or a diet.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to compare the effects of the interventions on muscle metabolism.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, muscle metabolism/signaling is a health-related outcome.

The study involves the recruitment of participants with type 2 diabetes who will undergo a muscle biopsy before and after a fast to measure acetylation on lysine 23 of the mitochondrial solute carrier adenine nucleotide translocase 1 (ANT1). Levels will be related to rates of fat oxidation.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are assigned to undergo a fast.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to compare the effects of the fast on molecular parameters of metabolism.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, metabolism is a health-related outcome.

Insulin-resistant and insulin-sensitive nondiabetic adults who have a parent with type 2 diabetes will be followed over time to understand the role of mitochondrial dysfunction in the development of diabetes. Oral glucose tolerance tests will be performed annually to measure insulin sensitivity and glycemic status. Participants will also undergo a brief bout of exercise, and mitochondrial ATP synthesis rates will be measured by assessing the rate of recovery of phosphocreatine in the leg muscle, using 31P magnetic resonance spectroscopy.

  • Are the participants prospectively assigned to an intervention? No, the participants are not assigned to an intervention; the OGTT and 31P MRS are measures.

Participants with chronic kidney disease will be recruited to receive one of two drug agents. After 6 weeks of therapy, subjects will undergo vascular function testing and have measures of oxidative stress evaluated in their plasma and urine. Results of the function testing and the oxidative stress biomarkers will be related to drug treatment.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are assigned to receive two different drugs.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to compare the effects of the drugs on vascular function.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, vascular function is a health-related outcome.

Participants with Autosomal Dominant Polycystic Kidney Disease will be recruited to receive an oral curcumin therapy or placebo and the participants will undergo vascular function testing, renal imaging to assess kidney size, and assessment of oxidative stress biomarkers in urine and plasma after an ascorbic acid challenge. Changes in these outcomes will be related to oral therapy.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are assigned to receive medication or placebo.
  • Is the study designed to evaluate the effect of the intervention on the participants? Yes, the study is designed to compare the effects of the drugs on vascular function and kidney size.
  • Is the effect being evaluated a health-related biomedical or behavioral outcome? Yes, vascular function and kidney size are health-related outcomes.

Kidney transplant recipients will be recruited to undergo an experimental imaging procedure at several timepoints up to 4 months post-transplantation. Output from the images will be related to pathological assessments of the transplant as well as clinical measures of renal function.

  • Are the participants prospectively assigned to an intervention? No, the participants are not assigned to receive an intervention. They undergo transplantation as part of their routine clinical care. The imaging procedure is a measure and not an intervention.

The study proposes the development of a novel probe to assess clearance of a nutritional metabolite in a given disease state. The probe is a GMP grade, deuterated, intravenously administered tracer and clearance is assessed by mass spectrometry analysis of serial blood draws. Participants will either receive a micronutrient supplement or will receive no supplementation. The clearance rate of the probe will be compared in the two groups, to understand the performance of the probe.

  • Are the participants prospectively assigned to an intervention? Yes, the participants are assigned to receive either a micronutrient supplement or nothing.
  • Is the study designed to evaluate the effect of the intervention on the participants? No, the intervention is being used to assess the performance of the probe and is not looking at an effect on the participant.
  • Are the participants prospectively assigned to an intervention? Yes, the participants are assigned to receive a controlled diet for three days.
  • Is the study designed to evaluate the effect of the intervention on the participants? No, the intervention (controlled diet) is being used to minimize exogenous dietary sources of oxalate in the participants prior to the labeled tracer infusion. The study will not be evaluating the effect of the diet on the participants.

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A woman living with osteoarthritis: A case report

  • Jane C Richardson 1 ,
  • Christian D Mallen 1 , 2 &
  • Helen S Burrell 1  

Cases Journal volume  1 , Article number:  153 ( 2008 ) Cite this article

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Osteoarthritis is a common condition that is typically associated with older adults. Other causes of osteoarthritis, such as those cases resulting from childhood Perthes disease, can affect younger people and frequently have a major impact on the lives of those affected. This case report describes the experiences of one patient with osteoarthritis, using examples of her poetry to illustrate her social, psychological and emotional transformation.

Introduction

Osteoarthritis (OA) is the most common joint disease and one of the most widespread of all chronic conditions managed in general practice. Whilst the prevalence of OA increases with age, a significant minority of adults experience symptoms earlier in life. Most cases of osteoarthritis are not extraordinary, yet the individual experiences of those affected provide a unique opportunity for health care practitioners and researchers to more fully understand the impact that common conditions have on their patients.

This case report was triggered by a patient (HB) wanting to tell her story. The importance of narrative in medicine is increasingly being recognised as a powerful tool that can strengthen clinical practice and help to create an alliance with patients. This alternative case report, written by a researcher (JCR), a general practitioner (CDM) and a patient (HB), presents a fairly typical case of a younger adult with osteoarthritis. However, rather than presenting laboratory results or X-ray findings, we use Helen's poems to highlight her experiences and her journey with osteoarthritis.

Case presentation

Helen is 46 years old and has generalised osteoarthritis. Her hips and hands are the most severely affected joints. Helen's health problems started at the age of 11, following a fall on a cross-country run. She consulted her general practitioner and the accident unit multiple times with increasing levels of pain and disability before she was eventually diagnosed with Perthes disease, a diagnosis that has had a huge impact on her subsequent life. Over the years Helen has tried the full range of pain medications. A review of her past prescriptions reveals trials of over 15 different analgesics and anti-inflammatory drugs, covering the full range of the analgesic ladder. Her current medication, oxycodone, has so far been the best choice, optimising pain relief whilst minimising side effects. Helen continues to be under the care of local orthopaedic surgeons, who are contemplating further revisions to her failed total hip replacement. Helen remains independent and self-caring despite deterioration in her levels of pain and physical functioning.

Helen trained as a radiographer, but following the failure of a hip replacement she became a wheelchair user, which was not felt to be compatible with her job. This loss has had significant impact on Helen's identity: she describes it as being ' picked up from one life, where I could focus on me and what I wanted to happen, and put in another, where someone else was in control '. The issues of identity and social roles are key for Helen, in knowing how to define herself – 'A m I disabled? a woman? a disabled woman? a carer ?' – and in the huge loss of identity caused by loss of her job, associated financial security and her increasing disabilities. This meant radical changes to her social life, independence, choices, freedom of movement, interests and hobbies.

The nature of Helen's condition does not mean she has necessarily lost all other social roles. Helen's parents live close to her and suffer from a number of physical and mental health conditions. For Helen, being her parents' main carer is a source of positive identity and pride, although it also means she can be called to provide physical or emotional help at any time during the day or night. Her father's illness also meant that Helen took on some of his caring responsibilities, in looking after her elderly aunt who had dementia.

Relationships and friendships have been very important to Helen and have been affected by her condition. She had been engaged at age 21, shortly before a period of hospitalisation. The relationship ended, she felt, because of her depression during this period and her fiancé's lack of experience of dealing with such a situation. She describes the problems with actually meeting people with whom to have a relationship, but also the dilemma and difficulty of attempting to " build an equal partnership, when somebody does have to take on a carer's role ." She also describes conflict in relationships with people who had had disabilities since birth, both from their perspective, and from expectations of other people who thought she 'should' have a relationship with a non-disabled person.

Helen describes the process of learning " to become disabled ." An event she found helpful in this process was a disability awareness training course, because, " you're put into this situation but you don't get given a tablet to make you be disabled, ...to understand being disabled and impaired and 'all the rest of it"." This enabled her to write her own disability awareness course, including issues that were important to her as a woman and as a person who had acquired her disabilities.

Helen's relationship with her GP (CDM) is important to her, particularly as he is also her parents' GP and therefore has an understanding of the context in which she is managing her disability. She also feels strongly about the benefits of having a relationship with her GP in which she is seen as a person and is able to " be herself ", without being concerned that she is seen as a problem or that people are worrying about her.

We have presented a case of a woman with osteoarthritis secondary to Perthes disease in childhood. We have described her emotional, social and psychological transformation using her poetry to illustrate different life experiences. The notion of biographical disruption[ 1 ] can be used to describe the identity changes experienced by Helen. This 'breaking down' of one's life is eloquently described by Arthur Frank, a medical sociologist who has himself experienced critical illness: " What happens when my body breaks down happens not just to that body but also to my life, which is lived in that body. When the body breaks down, so does the life. Even when medicine can fix the body, that doesn't always put the life back together again ." [ 2 ] One response to biographical disruption is to attempt to repair the narrative of one's life[ 3 ]. Creativity, through poetry, writing or art, can be seen as one way of trying to make sense of this disruption. This type of creativity may be actively encouraged as part of a healing process [ 4 – 6 ], although Helen's poems were originally written solely for and by herself.

This is not a traditional case report, yet we believe that our approach can be equally as informative, by allowing doctors and researchers to more fully understand the impact a disease has on all aspects of their patient's lives.

Patient's perspective

Where have I gone?

Where's the woman who weighed less than 9 stone?

Who wore a dress size 12 and didn't need to wear shapeless clothes or jogging suits?

Who had shaped and tidy eyebrows that would complement her latest hair colour and style?

Whose painted nails, with manicured hands and feet, were perfect for holidays in the sun?

Where's the woman who had a vocation not just a job, but who exists on benefits, a step away from poverty?

Where's the woman who owned her own home that gave her safety and privacy, it was her pride and joy?"

Where's the woman whose hobbies include travel, gardening, decorating, furniture restoring, sewing, reading and studying at home?

Here I am and life before my impairment has gone, the only thing I can do is hold a pen with a special grip and writing is agony .

Where has she gone?

WHERE HAVE I GONE?

Do you see me?

How can you ever know me, when all you see is my chair?

My limitations are all you see and you say they complicate your life .

Will you ever see the deep pools of love in my eyes for you?

When you half close yours with pity and turn away from me .

The beating of my heart in expectation of your closeness is

quickly cooled by your fleeting hug or, worse, patting my shoulder .

I wait in anticipation remembering the taste and softness of

your kiss, you offer me a warm 'peck' on the cheek .

I smell your aftershave ... you say I smell clean!

I remember running my fingers through your hair ,

Ripping buttons off your shirt but that's difficult when you

stand behind me pushing my chair, we can't even hold hands anymore .

The power of my emotions makes me feel strong ,

Then I catch that pitying look in your eye ,

They die in my heart .

I do not speak, my smile fills my face but you will never know ...

You'll never see the real woman who is me

Who sits and is seen by the world framed by a wheelchair

Cut off emotionally just because I cannot stand or walk .

Thank you to those who take the time to listen to difficult and unclear speech, for you help us to know that if we persevere we can be understood

Thank you to those who walk with us in public places, ignoring stares and whispers from strangers, for in your friendship we find enjoyment, laughter and happiness

Thank you for never asking us to 'hurry up', but even more special is you don't snatch our tasks from us or offer 'Care' in such a way as to make us feel that we are still children, with no control and respect

Thank you for standing beside us when we enter new experiences and try new adventures

Though our success may be outweighed by our failure, the experience will stay with us forever and there will be many occasions when we surprise ourselves and maybe even you!

Thank you for asking for our help and expertise ,

As self-confidence and awareness come from being needed by you and others

Thank you for giving us respect

You acknowledge our value as experts in our fields and that we require to live with equality in society

We shouldn't have to ask or have laws to enforce it or remind you

Thank you for assuring us that the things that make us individuals are not our medical impairments, as everyone has those and they don't define ONE'S SELF, it's people's attitudes that create barriers that exclude us from you .

Treat us as we treat you .

Written informed consent was obtained from the patient for publication of this case report and accompanying images. A copy of the written consent is available for review by the Editor-in-Chief of this journal.

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Arthritis Research Campaign National Primary Care Centre, Keele University, Keele, Staffs, ST5 5BG, England

Jane C Richardson, Christian D Mallen & Helen S Burrell

Kingsbridge Medical Practice, Kingsbridge Avenue, Clayton, Newcastle-under-Lyme, Staffordshire, ST5 3BR, England

Christian D Mallen

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The authors declare that they have no competing interests.

Authors' contributions

"JCR interviewed HSB and wrote the article based on the interviews. CDM wrote the medical aspects of the article and helped with the drafting of the article. HSB wrote the patient perspective section. HSB and CDM helped revise the manuscript".

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Richardson, J.C., Mallen, C.D. & Burrell, H.S. A woman living with osteoarthritis: A case report. Cases Journal 1 , 153 (2008). https://doi.org/10.1186/1757-1626-1-153

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  • Osteoarthritis
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Cases Journal

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examples of clinical case study

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  • Published: 15 May 2024

Learning together for better health using an evidence-based Learning Health System framework: a case study in stroke

  • Helena Teede 1 , 2   na1 ,
  • Dominique A. Cadilhac 3 , 4   na1 ,
  • Tara Purvis 3 ,
  • Monique F. Kilkenny 3 , 4 ,
  • Bruce C.V. Campbell 4 , 5 , 6 ,
  • Coralie English 7 ,
  • Alison Johnson 2 ,
  • Emily Callander 1 ,
  • Rohan S. Grimley 8 , 9 ,
  • Christopher Levi 10 ,
  • Sandy Middleton 11 , 12 ,
  • Kelvin Hill 13 &
  • Joanne Enticott   ORCID: orcid.org/0000-0002-4480-5690 1  

BMC Medicine volume  22 , Article number:  198 ( 2024 ) Cite this article

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In the context of expanding digital health tools, the health system is ready for Learning Health System (LHS) models. These models, with proper governance and stakeholder engagement, enable the integration of digital infrastructure to provide feedback to all relevant parties including clinicians and consumers on performance against best practice standards, as well as fostering innovation and aligning healthcare with patient needs. The LHS literature primarily includes opinion or consensus-based frameworks and lacks validation or evidence of benefit. Our aim was to outline a rigorously codesigned, evidence-based LHS framework and present a national case study of an LHS-aligned national stroke program that has delivered clinical benefit.

Current core components of a LHS involve capturing evidence from communities and stakeholders (quadrant 1), integrating evidence from research findings (quadrant 2), leveraging evidence from data and practice (quadrant 3), and generating evidence from implementation (quadrant 4) for iterative system-level improvement. The Australian Stroke program was selected as the case study as it provides an exemplar of how an iterative LHS works in practice at a national level encompassing and integrating evidence from all four LHS quadrants. Using this case study, we demonstrate how to apply evidence-based processes to healthcare improvement and embed real-world research for optimising healthcare improvement. We emphasize the transition from research as an endpoint, to research as an enabler and a solution for impact in healthcare improvement.

Conclusions

The Australian Stroke program has nationally improved stroke care since 2007, showcasing the value of integrated LHS-aligned approaches for tangible impact on outcomes. This LHS case study is a practical example for other health conditions and settings to follow suit.

Peer Review reports

Internationally, health systems are facing a crisis, driven by an ageing population, increasing complexity, multi-morbidity, rapidly advancing health technology and rising costs that threaten sustainability and mandate transformation and improvement [ 1 , 2 ]. Although research has generated solutions to healthcare challenges, and the advent of big data and digital health holds great promise, entrenched siloes and poor integration of knowledge generation, knowledge implementation and healthcare delivery between stakeholders, curtails momentum towards, and consistent attainment of, evidence-and value-based care [ 3 ]. This is compounded by the short supply of research and innovation leadership within the healthcare sector, and poorly integrated and often inaccessible health data systems, which have crippled the potential to deliver on digital-driven innovation [ 4 ]. Current approaches to healthcare improvement are also often isolated with limited sustainability, scale-up and impact [ 5 ].

Evidence suggests that integration and partnership across academic and healthcare delivery stakeholders are key to progress, including those with lived experience and their families (referred to here as consumers and community), diverse disciplines (both research and clinical), policy makers and funders. Utilization of evidence from research and evidence from practice including data from routine care, supported by implementation research, are key to sustainably embedding improvement and optimising health care and outcomes. A strategy to achieve this integration is through the Learning Health System (LHS) (Fig.  1 ) [ 2 , 6 , 7 , 8 ]. Although there are numerous publications on LHS approaches [ 9 , 10 , 11 , 12 ], many focus on research perspectives and data, most do not demonstrate tangible healthcare improvement or better health outcomes. [ 6 ]

figure 1

Monash Learning Health System: The Learn Together for Better Health Framework developed by Monash Partners and Monash University (from Enticott et al. 2021 [ 7 ]). Four evidence quadrants: Q1 (orange) is evidence from stakeholders; Q2 (green) is evidence from research; Q3 (light blue) is evidence from data; and, Q4 (dark blue) is evidence from implementation and healthcare improvement

In developed nations, it has been estimated that 60% of care provided aligns with the evidence base, 30% is low value and 10% is potentially harmful [ 13 ]. In some areas, clinical advances have been rapid and research and evidence have paved the way for dramatic improvement in outcomes, mandating rapid implementation of evidence into healthcare (e.g. polio and COVID-19 vaccines). However, healthcare improvement is challenging and slow [ 5 ]. Health systems are highly complex in their design, networks and interacting components, and change is difficult to enact, sustain and scale up. [ 3 ] New effective strategies are needed to meet community needs and deliver evidence-based and value-based care, which reorients care from serving the provider, services and system, towards serving community needs, based on evidence and quality. It goes beyond cost to encompass patient and provider experience, quality care and outcomes, efficiency and sustainability [ 2 , 6 ].

The costs of stroke care are expected to rise rapidly in the next decades, unless improvements in stroke care to reduce the disabling effects of strokes can be successfully developed and implemented [ 14 ]. Here, we briefly describe the Monash LHS framework (Fig.  1 ) [ 2 , 6 , 7 ] and outline an exemplar case in order to demonstrate how to apply evidence-based processes to healthcare improvement and embed real-world research for optimising healthcare. The Australian LHS exemplar in stroke care has driven nationwide improvement in stroke care since 2007.

An evidence-based Learning Health System framework

In Australia, members of this author group (HT, AJ, JE) have rigorously co-developed an evidence-based LHS framework, known simply as the Monash LHS [ 7 ]. The Monash LHS was designed to support sustainable, iterative and continuous robust benefit of improved clinical outcomes. It was created with national engagement in order to be applicable to Australian settings. Through this rigorous approach, core LHS principles and components have been established (Fig.  1 ). Evidence shows that people/workforce, culture, standards, governance and resources were all key to an effective LHS [ 2 , 6 ]. Culture is vital including trust, transparency, partnership and co-design. Key processes include legally compliant data sharing, linkage and governance, resources, and infrastructure [ 4 ]. The Monash LHS integrates disparate and often siloed stakeholders, infrastructure and expertise to ‘Learn Together for Better Health’ [ 7 ] (Fig.  1 ). This integrates (i) evidence from community and stakeholders including priority areas and outcomes; (ii) evidence from research and guidelines; (iii) evidence from practice (from data) with advanced analytics and benchmarking; and (iv) evidence from implementation science and health economics. Importantly, it starts with the problem and priorities of key stakeholders including the community, health professionals and services and creates an iterative learning system to address these. The following case study was chosen as it is an exemplar of how a Monash LHS-aligned national stroke program has delivered clinical benefit.

Australian Stroke Learning Health System

Internationally, the application of LHS approaches in stroke has resulted in improved stroke care and outcomes [ 12 ]. For example, in Canada a sustained decrease in 30-day in-hospital mortality has been found commensurate with an increase in resources to establish the multifactorial stroke system intervention for stroke treatment and prevention [ 15 ]. Arguably, with rapid advances in evidence and in the context of an ageing population with high cost and care burden and substantive impacts on quality of life, stroke is an area with a need for rapid research translation into evidence-based and value-based healthcare improvement. However, a recent systematic review found that the existing literature had few comprehensive examples of LHS adoption [ 12 ]. Although healthcare improvement systems and approaches were described, less is known about patient-clinician and stakeholder engagement, governance and culture, or embedding of data informatics into everyday practice to inform and drive improvement [ 12 ]. For example, in a recent review of quality improvement collaborations, it was found that although clinical processes in stroke care are improved, their short-term nature means there is uncertainty about sustainability and impacts on patient outcomes [ 16 ]. Table  1 provides the main features of the Australian Stroke LHS based on the four core domains and eight elements of the Learning Together for Better Health Framework described in Fig.  1 . The features are further expanded on in the following sections.

Evidence from stakeholders (LHS quadrant 1, Fig.  1 )

Engagement, partners and priorities.

Within the stroke field, there have been various support mechanisms to facilitate an LHS approach including partnership and broad stakeholder engagement that includes clinical networks and policy makers from different jurisdictions. Since 2008, the Australian Stroke Coalition has been co-led by the Stroke Foundation, a charitable consumer advocacy organisation, and Stroke Society of Australasia a professional society with membership covering academics and multidisciplinary clinician networks, that are collectively working to improve stroke care ( https://australianstrokecoalition.org.au/ ). Surveys, focus groups and workshops have been used for identifying priorities from stakeholders. Recent agreed priorities have been to improve stroke care and strengthen the voice for stroke care at a national ( https://strokefoundation.org.au/ ) and international level ( https://www.world-stroke.org/news-and-blog/news/world-stroke-organization-tackle-gaps-in-access-to-quality-stroke-care ), as well as reduce duplication amongst stakeholders. This activity is built on a foundation and culture of research and innovation embedded within the stroke ‘community of practice’. Consumers, as people with lived experience of stroke are important members of the Australian Stroke Coalition, as well as representatives from different clinical colleges. Consumers also provide critical input to a range of LHS activities via the Stroke Foundation Consumer Council, Stroke Living Guidelines committees, and the Australian Stroke Clinical Registry (AuSCR) Steering Committee (described below).

Evidence from research (LHS quadrant 2, Fig.  1 )

Advancement of the evidence for stroke interventions and synthesis into clinical guidelines.

To implement best practice, it is crucial to distil the large volume of scientific and trial literature into actionable recommendations for clinicians to use in practice [ 24 ]. The first Australian clinical guidelines for acute stroke were produced in 2003 following the increasing evidence emerging for prevention interventions (e.g. carotid endarterectomy, blood pressure lowering), acute medical treatments (intravenous thrombolysis, aspirin within 48 h of ischemic stroke), and optimised hospital management (care in dedicated stroke units by a specialised and coordinated multidisciplinary team) [ 25 ]. Importantly, a number of the innovations were developed, researched and proven effective by key opinion leaders embedded in the Australian stroke care community. In 2005, the clinical guidelines for Stroke Rehabilitation and Recovery [ 26 ] were produced, with subsequent merged guidelines periodically updated. However, the traditional process of periodic guideline updates is challenging for end users when new research can render recommendations redundant and this lack of currency erodes stakeholder trust [ 27 ]. In response to this challenge the Stroke Foundation and Cochrane Australia entered a pioneering project to produce the first electronic ‘living’ guidelines globally [ 20 ]. Major shifts in the evidence for reperfusion therapies (e.g. extended time-window intravenous thrombolysis and endovascular clot retrieval), among other advances, were able to be converted into new recommendations, approved by the Australian National Health and Medical Research Council within a few months of publication. Feedback on this process confirmed the increased use and trust in the guidelines by clinicians. The process informed other living guidelines programs, including the successful COVID-19 clinical guidelines [ 28 ].

However, best practice clinical guideline recommendations are necessary but insufficient for healthcare improvement and nesting these within an LHS with stakeholder partnership, enables implementation via a range of proven methods, including audit and feedback strategies [ 29 ].

Evidence from data and practice (LHS quadrant 3, Fig.  1 )

Data systems and benchmarking : revealing the disparities in care between health services. A national system for standardized stroke data collection was established as the National Stroke Audit program in 2007 by the Stroke Foundation [ 30 ] following various state-level programs (e.g. New South Wales Audit) [ 31 ] to identify evidence-practice gaps and prioritise improvement efforts to increase access to stroke units and other acute treatments [ 32 ]. The Audit program alternates each year between acute (commencing in 2007) and rehabilitation in-patient services (commencing in 2008). The Audit program provides a ‘deep dive’ on the majority of recommendations in the clinical guidelines whereby participating hospitals provide audits of up to 40 consecutive patient medical records and respond to a survey about organizational resources to manage stroke. In 2009, the AuSCR was established to provide information on patients managed in acute hospitals based on a small subset of quality processes of care linked to benchmarked reports of performance (Fig.  2 ) [ 33 ]. In this way, the continuous collection of high-priority processes of stroke care could be regularly collected and reviewed to guide improvement to care [ 34 ]. Plus clinical quality registry programs within Australia have shown a meaningful return on investment attributed to enhanced survival, improvements in quality of life and avoided costs of treatment or hospital stay [ 35 ].

figure 2

Example performance report from the Australian Stroke Clinical Registry: average door-to-needle time in providing intravenous thrombolysis by different hospitals in 2021 [ 36 ]. Each bar in the figure represents a single hospital

The Australian Stroke Coalition endorsed the creation of an integrated technological solution for collecting data through a single portal for multiple programs in 2013. In 2015, the Stroke Foundation, AuSCR consortium, and other relevant groups cooperated to design an integrated data management platform (the Australian Stroke Data Tool) to reduce duplication of effort for hospital staff in the collection of overlapping variables in the same patients [ 19 ]. Importantly, a national data dictionary then provided the common data definitions to facilitate standardized data capture. Another important feature of AuSCR is the collection of patient-reported outcome surveys between 90 and 180 days after stroke, and annual linkage with national death records to ascertain survival status [ 33 ]. To support a LHS approach, hospitals that participate in AuSCR have access to a range of real-time performance reports. In efforts to minimize the burden of data collection in the AuSCR, interoperability approaches to import data directly from hospital or state-level managed stroke databases have been established (Fig.  3 ); however, the application has been variable and 41% of hospitals still manually enter all their data.

figure 3

Current status of automated data importing solutions in the Australian Stroke Clinical Registry, 2022, with ‘ n ’ representing the number of hospitals. AuSCR, Australian Stroke Clinical Registry; AuSDaT, Australian Stroke Data Tool; API, Application Programming Interface; ICD, International Classification of Diseases; RedCAP, Research Electronic Data Capture; eMR, electronic medical records

For acute stroke care, the Australian Commission on Quality and Safety in Health Care facilitated the co-design (clinicians, academics, consumers) and publication of the national Acute Stroke Clinical Care Standard in 2015 [ 17 ], and subsequent review [ 18 ]. The indicator set for the Acute Stroke Standard then informed the expansion of the minimum dataset for AuSCR so that hospitals could routinely track their performance. The national Audit program enabled hospitals not involved in the AuSCR to assess their performance every two years against the Acute Stroke Standard. Complementing these efforts, the Stroke Foundation, working with the sector, developed the Acute and Rehabilitation Stroke Services Frameworks to outline the principles, essential elements, models of care and staffing recommendations for stroke services ( https://informme.org.au/guidelines/national-stroke-services-frameworks ). The Frameworks are intended to guide where stroke services should be developed, and monitor their uptake with the organizational survey component of the Audit program.

Evidence from implementation and healthcare improvement (LHS quadrant 4, Fig.  1 )

Research to better utilize and augment data from registries through linkage [ 37 , 38 , 39 , 40 ] and to ensure presentation of hospital or service level data are understood by clinicians has ensured advancement in the field for the Australian Stroke LHS [ 41 ]. Importantly, greater insights into whole patient journeys, before and after a stroke, can now enable exploration of value-based care. The LHS and stroke data platform have enabled focused and time-limited projects to create a better understanding of the quality of care in acute or rehabilitation settings [ 22 , 42 , 43 ]. Within stroke, all the elements of an LHS culminate into the ready availability of benchmarked performance data and support for implementation of strategies to address gaps in care.

Implementation research to grow the evidence base for effective improvement interventions has also been a key pillar in the Australian context. These include multi-component implementation interventions to achieve behaviour change for particular aspects of stroke care, [ 22 , 23 , 44 , 45 ] and real-world approaches to augmenting access to hyperacute interventions in stroke through the use of technology and telehealth [ 46 , 47 , 48 , 49 ]. The evidence from these studies feeds into the living guidelines program and the data collection systems, such as the Audit program or AuSCR, which are then amended to ensure data aligns to recommended care. For example, the use of ‘hyperacute aspirin within the first 48 h of ischemic stroke’ was modified to be ‘hyperacute antiplatelet…’ to incorporate new evidence that other medications or combinations are appropriate to use. Additionally, new datasets have been developed to align with evidence such as the Fever, Sugar, and Swallow variables [ 42 ]. Evidence on improvements in access to best practice care from the acute Audit program [ 50 ] and AuSCR is emerging [ 36 ]. For example, between 2007 and 2017, the odds of receiving intravenous thrombolysis after ischemic stroke increased by 16% 9OR 1.06 95% CI 1.13–1.18) and being managed in a stroke unit by 18% (OR 1.18 95% CI 1.17–1.20). Over this period, the median length of hospital stay for all patients decreased from 6.3 days in 2007 to 5.0 days in 2017 [ 51 ]. When considering the number of additional patients who would receive treatment in 2017 in comparison to 2007 it was estimated that without this additional treatment, over 17,000 healthy years of life would be lost in 2017 (17,786 disability-adjusted life years) [ 51 ]. There is evidence on the cost-effectiveness of different system-focussed strategies to augment treatment access for acute ischemic stroke (e.g. Victorian Stroke Telemedicine program [ 52 ] and Melbourne Mobile Stroke Unit ambulance [ 53 ]). Reciprocally, evidence from the national Rehabilitation Audit, where the LHS approach has been less complete or embedded, has shown fewer areas of healthcare improvement over time [ 51 , 54 ].

Within the field of stroke in Australia, there is indirect evidence that the collective efforts that align to establishing the components of a LHS have had an impact. Overall, the age-standardised rate of stroke events has reduced by 27% between 2001 and 2020, from 169 to 124 events per 100,000 population. Substantial declines in mortality rates have been reported since 1980. Commensurate with national clinical guidelines being updated in 2007 and the first National Stroke Audit being undertaken in 2007, the mortality rates for men (37.4 deaths per 100,000) and women (36.1 deaths per 100,0000 has declined to 23.8 and 23.9 per 100,000, respectively in 2021 [ 55 ].

Underpinning the LHS with the integration of the four quadrants of evidence from stakeholders, research and guidelines, practice and implementation, and core LHS principles have been addressed. Leadership and governance have been important, and programs have been established to augment workforce training and capacity building in best practice professional development. Medical practitioners are able to undertake courses and mentoring through the Australasian Stroke Academy ( http://www.strokeacademy.com.au/ ) while nurses (and other health professionals) can access teaching modules in stroke care from the Acute Stroke Nurses Education Network ( https://asnen.org/ ). The Association of Neurovascular Clinicians offers distance-accessible education and certification to develop stroke expertise for interdisciplinary professionals, including advanced stroke co-ordinator certification ( www.anvc.org ). Consumer initiative interventions are also used in the design of the AuSCR Public Summary Annual reports (available at https://auscr.com.au/about/annual-reports/ ) and consumer-related resources related to the Living Guidelines ( https://enableme.org.au/resources ).

The important success factors and lessons from stroke as a national exemplar LHS in Australia include leadership, culture, workforce and resources integrated with (1) established and broad partnerships across the academic-clinical sector divide and stakeholder engagement; (2) the living guidelines program; (3) national data infrastructure, including a national data dictionary that provides the common data framework to support standardized data capture; (4) various implementation strategies including benchmarking and feedback as well as engagement strategies targeting different levels of the health system; and (5) implementation and improvement research to advance stroke systems of care and reduce unwarranted variation in practice (Fig.  1 ). Priority opportunities now include the advancement of interoperability with electronic medical records as an area all clinical quality registry’s programs needs to be addressed, as well as providing more dynamic and interactive data dashboards tailored to the need of clinicians and health service executives.

There is a clear mandate to optimise healthcare improvement with big data offering major opportunities for change. However, we have lacked the approaches to capture evidence from the community and stakeholders, to integrate evidence from research, to capture and leverage data or evidence from practice and to generate and build on evidence from implementation using iterative system-level improvement. The LHS provides this opportunity and is shown to deliver impact. Here, we have outlined the process applied to generate an evidence-based LHS and provide a leading exemplar in stroke care. This highlights the value of moving from single-focus isolated approaches/initiatives to healthcare improvement and the benefit of integration to deliver demonstrable outcomes for our funders and key stakeholders — our community. This work provides insight into strategies that can both apply evidence-based processes to healthcare improvement as well as implementing evidence-based practices into care, moving beyond research as an endpoint, to research as an enabler, underpinning delivery of better healthcare.

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Abbreviations

Australian Stroke Clinical Registry

Confidence interval

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Acknowledgements

The following authors hold National Health and Medical Research Council Research Fellowships: HT (#2009326), DAC (#1154273), SM (#1196352), MFK Future Leader Research Fellowship (National Heart Foundation #105737). The Funders of this work did not have any direct role in the design of the study, its execution, analyses, interpretation of the data, or decision to submit results for publication.

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Helena Teede and Dominique A. Cadilhac contributed equally.

Authors and Affiliations

Monash Centre for Health Research and Implementation, 43-51 Kanooka Grove, Clayton, VIC, Australia

Helena Teede, Emily Callander & Joanne Enticott

Monash Partners Academic Health Science Centre, 43-51 Kanooka Grove, Clayton, VIC, Australia

Helena Teede & Alison Johnson

Stroke and Ageing Research, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Level 2 Monash University Research, Victorian Heart Hospital, 631 Blackburn Rd, Clayton, VIC, Australia

Dominique A. Cadilhac, Tara Purvis & Monique F. Kilkenny

Stroke Theme, The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Heidelberg, VIC, Australia

Dominique A. Cadilhac, Monique F. Kilkenny & Bruce C.V. Campbell

Department of Neurology, Melbourne Brain Centre, Royal Melbourne Hospital, Parkville, VIC, Australia

Bruce C.V. Campbell

Department of Medicine, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Victoria, Australia

School of Health Sciences, Heart and Stroke Program, University of Newcastle, Hunter Medical Research Institute, University Drive, Callaghan, NSW, Australia

Coralie English

School of Medicine and Dentistry, Griffith University, Birtinya, QLD, Australia

Rohan S. Grimley

Clinical Excellence Division, Queensland Health, Brisbane, Australia

John Hunter Hospital, Hunter New England Local Health District and University of Newcastle, Sydney, NSW, Australia

Christopher Levi

School of Nursing, Midwifery and Paramedicine, Australian Catholic University, Sydney, NSW, Australia

Sandy Middleton

Nursing Research Institute, St Vincent’s Health Network Sydney and and Australian Catholic University, Sydney, NSW, Australia

Stroke Foundation, Level 7, 461 Bourke St, Melbourne, VIC, Australia

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HT: conception, design and initial draft, developed the theoretical formalism for learning health system framework, approved the submitted version. DAC: conception, design and initial draft, provided essential literature and case study examples, approved the submitted version. TP: revised the manuscript critically for important intellectual content, approved the submitted version. MFK: revised the manuscript critically for important intellectual content, provided essential literature and case study examples, approved the submitted version. BC: revised the manuscript critically for important intellectual content, provided essential literature and case study examples, approved the submitted version. CE: revised the manuscript critically for important intellectual content, provided essential literature and case study examples, approved the submitted version. AJ: conception, design and initial draft, developed the theoretical formalism for learning health system framework, approved the submitted version. EC: revised the manuscript critically for important intellectual content, approved the submitted version. RSG: revised the manuscript critically for important intellectual content, provided essential literature and case study examples, approved the submitted version. CL: revised the manuscript critically for important intellectual content, provided essential literature and case study examples, approved the submitted version. SM: revised the manuscript critically for important intellectual content, provided essential literature and case study examples, approved the submitted version. KH: revised the manuscript critically for important intellectual content, provided essential literature and case study examples, approved the submitted version. JE: conception, design and initial draft, developed the theoretical formalism for learning health system framework, approved the submitted version. All authors read and approved the final manuscript.

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Teede, H., Cadilhac, D.A., Purvis, T. et al. Learning together for better health using an evidence-based Learning Health System framework: a case study in stroke. BMC Med 22 , 198 (2024). https://doi.org/10.1186/s12916-024-03416-w

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Persistent symptoms and clinical findings in adults with post-acute sequelae of COVID-19/post-COVID-19 syndrome in the second year after acute infection: population-based, nested case-control study

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Objective: To assess risk factors for persistence vs improvement and to describe clinical characteristics and diagnostic evaluation of subjects with post-acute sequelae of COVID-19/post-COVID-19 syndrome (PCS) persisting for more than one year. Design: Nested population-based case-control study. Setting: Comprehensive outpatient assessment, including neurocognitive, cardiopulmonary exercise, and laboratory testing in four university health centres in southwestern Germany (2022). Participants: PCS cases aged 18 to 65 years with (n=982) and age and sex-matched controls without PCS (n=576) according to an earlier population-based questionnaire study (six to 12 months after acute infection, phase 1) consenting to provide follow-up information and to undergo clinical diagnostic assessment (phase 2, another 8.5 months [median] after phase 1). Main outcome measures: Relative frequencies of symptoms and health problems and distribution of symptom scores and diagnostic test results between persistent cases and controls. Additional analysis included predictors of changing case or control status over time with adjustments for potentially confounding variables. Results: At the time of clinical examination (phase 2), 67.6% of the initial cases (phase 1) remained cases, whereas 78.5% of the controls continued to report no health problems related to PCS. In adjusted analyses, predictors of improvement among cases were mild acute index infection, previous full-time employment, educational status, and no specialist consultation and not attending a rehabilitation programme. Among controls, predictors of new symptoms or worsening with PCS development were an intercurrent secondary SARS-CoV-2 infection and educational status. At phase 2, persistent cases were less frequently never smokers, had higher values for BMI and body fat, and had lower educational status than controls. Fatigue/exhaustion, neurocognitive disturbance, chest symptoms/breathlessness and anxiety/depression/sleep problems remained the predominant symptom clusters, and exercise intolerance with post-exertional malaise for >14 h (PEM) and symptoms compatible with ME/CFS (according to Canadian consensus criteria) were reported by 35.6% and 11.6% of persistent cases, respectively. In adjusted analyses, significant differences between persistent cases and stable controls (at phase 2) were observed for neurocognitive test performances, scores for perceived stress and subjective cognitive disturbances, symptoms indicating dysautonomia, depression and anxiety, sleep quality, fatigue, and quality of life. In persistent cases, handgrip strength, maximal oxygen consumption, and ventilator efficiency were significantly reduced. However, there were no differences in measures of systolic and diastolic cardiac function, in the level of pro-BNP blood levels or other laboratory measurements (including complement activity, serological markers of EBV reactivation, inflammatory and coagulation markers, cortisol, ACTH and DHEA-S serum levels). Screening for viral persistence (based on PCR in stool samples and SARS-CoV-2 spike antigen levels in plasma in a subgroup of the cases) was negative. Sensitivity analyses (pre-existing illness/comorbidity, obesity, PEM, medical care of the index acute infection) revealed similar findings and showed that persistent cases with PEM reported more pain symptoms and had worse results in almost all tests. Conclusions: This nested population-based case-control study demonstrates that the majority of PCS cases do not recover in the second year of their illness, with patterns of reported symptoms remaining essentially similar, nonspecific and dominated by fatigue, exercise intolerance and cognitive complaints. We found objective signs of cognitive deficits and reduced exercise capacity likely to be unrelated to primary cardiac or pulmonary dysfunction in some of the cases, but there was no major pathology in laboratory investigations. A history of PEM >14 h which was associated with more severe symptoms as well as with more objective signs of disease may be a pragmatic means to stratify cases for disease severity.

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The authors have declared no competing interest.

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This work was funded by the Baden-Wuerttemberg Federal State Ministry of Science and Art (grant number MR/S028188/1).

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Ethical approval was obtained from the Ethics Committee of the University of Freiburg, Engelberger Strasse 21, D-79106 Freiburg/Germany (#21/1484_1), the Ethics Committee of the Medical Faculty of Heidelberg University, Alte Glockengiesserei 11/1, D-69115 Heidelberg/Germany (#S-846/2021), the Ethics Committee at the Medical Faculty of the Eberhard-Karls-University and at the University Hospital of Tuebingen, Gartenstrasse 47, D-72074 Tuebingen/Germany (#845/2021BO2), and the Ethic Committee of the University of Ulm, Oberberghof 7, D-89081 Ulm/Germany (#337/21).

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The clinical case report: a review of its merits and limitations

Trygve nissen.

1 Department of Clinical Medicine, University of Tromsø, N-9038 Tromsø, Norway

2 Division of General Psychiatry, University Hospital of North Norway, N-9291 Tromsø, Norway

3 Division of Addictions and Specialized Psychiatry, University Hospital of North Norway, N-9291 Tromsø, Norway

The clinical case report has a long-standing tradition in the medical literature. While its scientific significance has become smaller as more advanced research methods have gained ground, case reports are still presented in many medical journals. Some scholars point to its limited value for medical progress, while others assert that the genre is undervalued. We aimed to present the various points of view regarding the merits and limitations of the case report genre. We searched Google Scholar, PubMed and select textbooks on epidemiology and medical research for articles and book-chapters discussing the merits and limitations of clinical case reports and case series.

The major merits of case reporting were these: Detecting novelties, generating hypotheses, pharmacovigilance, high applicability when other research designs are not possible to carry out, allowing emphasis on the narrative aspect (in-depth understanding), and educational value. The major limitations were: Lack of ability to generalize, no possibility to establish cause-effect relationship, danger of over-interpretation, publication bias, retrospective design, and distraction of reader when focusing on the unusual.

Conclusions

Despite having lost its central role in medical literature in the 20th century, the genre still appears popular. It is a valuable part of the various research methods, especially since it complements other approaches. Furthermore, it also contributes in areas of medicine that are not specifically research-related, e.g. as an educational tool. Revision of the case report genre has been attempted in order to integrate the biomedical model with the narrative approach, but without significant success. The future prospects of the case report could possibly be in new applications of the genre, i.e. exclusive case report databases available online, and open access for clinicians and researchers.

Throughout history the clinical case report and case report series have been integral components of medical literature [ 1 ]. The case report genre held a strong position until it was sidelined in the second half of the 20 th century [ 2 , 3 ]. New methodologies for research articles paved the way for evidence-based medicine. Editors had to make space for these research articles and at the same time signaled less enthusiasm for publishing case reports [ 4 ]. This spurred some heated debates in medical journals as readers were worried that the traditional case report was in jeopardy [ 5 , 6 ]. Those who welcomed the new trend with fewer case reports being published pointed mainly to their low quality and inclination to emphasize mere curiosa [ 7 - 9 ]. Some of the proponents of the genre claimed that the case report had been and still was indispensible for furthering medical knowledge and that it was unique in taking care of the detailed study of the individual patient as opposed to the new research methods with their “…nomothetic approach [taking] precedence…” [ 5 ]. Still, the case report got a low ranking on the evidence hierarchy. After a decline in popularity a new interest for the case report emerged, probably beginning in the late 1990s [ 2 ]. A peer-reviewed ‘Case reports’ section was introduced in the Lancet in 1995 [ 10 ]. In 2007, the first international, Pubmed-listed medical journal publishing only case reports was established [ 11 , 12 ]. In the following years, several similar journals, for the most part online and open-access, have been launched.

The present debate is not so much focused on whether case reporting is obsolete or not. Some of the discussions after the turn of the century have been about adapting the case report genre to new challenges. One example is the suggestion of incorporating the narrative, i.e. “… stressing the patient’s story”, in the case report [ 13 ]. The authors termed their initiative “The storied case report”. Their endeavor was not met with success. In analyzing the causes for this, they wondered if “… junior trainees find it too hard to determine what is relevant and senior trainees find it too hard to change their habits” [ 13 ]. A similar attempt was done when the editors of the Journal of Medical Case Reports in 2012 encouraged authors to include the patients’ perspectives by letting patients describe their own experiences [ 14 ].

Notwithstanding, we feel there is much to be gained from having an ongoing discussion highlighting the indications and contraindications for producing case reports. This can to some degree be facilitated by getting an understanding of the merits and limitations of the genre. The objective of this article is to present the merits and limitations of case reports and case series reports.

We adopted Taber’s Cyclopedic Medical Dictionary’s definition of the case report : “A formal summary of a unique patient and his or her illness, including the presenting signs and symptoms, diagnostic studies, treatment course and outcome” [ 15 ]. A case report consists of one or two cases, most often only one. The case series or case series report usually consists of three to ten cases [ 16 ]. (In the following we use the term case report to denote both case reports and case series report). Case reports are most often naturalistic and descriptive. Sometimes, however, they can be prospective and experimental.

As literature specifically dealing with the case report genre seemed harder to elicit from the databases than the vast amount of particular case reports, we performed iterative searches. We searched Google Scholar and PubMed using the search terms ‘case report(s)’, ‘case series’, ‘case series report(s)’, ‘case reporting’ in various combinations with ‘clinical’, ‘medical’, ‘anecdotal’, ‘methodology’, ‘review’, ‘overview’, ‘strengths’, ‘weaknesses’, ‘merits’, and ‘limitations’. Further references were identified by examining the literature found in the electronic searches. We also consulted major textbooks on epidemiology [ 17 , 18 ], some scholars of medical genres [ 19 , 20 ] and a monograph on case reporting by the epidemiologist M. Jenicek [ 16 ]. We delimited our review to the retrospective, naturalistic, and descriptive case report, also labeled the “traditional” or “classic” case report, and case series including such reports. Thus we excluded other types, such as the planned, qualitative case study approach [ 21 ] and simulated cases [ 22 - 24 ]. Finally, we extracted the relevant data and grouped the merits and limitations items in rank order with the items we judged to be the most important first.

New observations

The major advantage of case reporting is probably its ability to detect novelties [ 16 ]. It is the only way to present unusual, uncontrolled observations regarding symptoms, clinical findings, course of illness, complications of interventions, associations of diseases, side effects of drugs, etc. In short, anything that is rare or has never been observed previously might be important for the medical community and ought to be published. A case report might sensitize readers and thus facilitate detection of similar or identical cases.

Generating hypotheses

From a single, or preferably several single case reports or a case series, new hypotheses could be formulated. These could then be tested with formal research methods that are designed to refute or confirm the hypotheses, i.e. comparative (observational and experimental) studies.

There are numerous examples of new discoveries or major advancements in medicine that started with a case report or, in some cases, as humbly as a letter to the editor. The first concern from the medical community about the devastating side effect of thalidomide, i.e. the congenital abnormalities, appeared as a letter to the editor in the Lancet in 1961 [ 25 ]. Soon thereafter, several case reports and case series reports were published in various journals. Case reporting is thus indispensable in drug safety surveillance (pharmacovigilance) [ 26 ].

Sometimes significant advancements in knowledge have come not from what researchers were pursuing, but from “accidental discoveries”, i.e. by serendipity. The story of Alexander Fleming’s discovery of penicillin in 1928 is well known in the medical field [ 27 ]. Psychiatry has profited to a large degree from this mode of advancing medical science as many of the drugs used for mental disorders have been discovered serendipitously [ 27 ]. One notable example is the discovery of the effect of lithium on manic episodes in patients with manic-depressive disorder [ 28 ]. A more recent discovery is the successful treatment of infantile hemangiomas with systemic propranolol. This discovery was published, as a case series report, in the correspondence section in New England Journal of Medicine [ 29 ]. However, the evidence for the effect of this treatment is still preliminary, and several randomized trials are under way [ 30 , 31 ].

Clear and operational entities are prerequisites for doing medical research. Descriptions must come before understanding. Clinical observations that lead to new disorders being described are well suited for case reporting. The medical literature is replete with case-based articles describing new diseases and syndromes. One notable example is the first description of neurasthenia by G. Beard in Boston Medical and Surgical Journal in 1869 [ 32 ].

Researching rare disorders

For rare disorders randomized controlled trials (RCTs) can be impossible to run due to lack of patients to be enrolled. Research on drug treatment and other kinds of interventions must therefore be based on less rigorous methodologies, among them case series and case reports. This would be in accordance with the European Commission’s recommendation to its members to improve health care for those with rare disorders [ 33 ].

Solving ethical constraints

Case reporting can be valuable when ethical constraints prohibit experimental research. Take as an example the challenge of how to manage the side effects of accidental extravasation of cytotoxic drugs. As RCTs on humans seem unethical in this clinical situation the current guidelines rest on small observational studies, case reports and animal studies [ 34 ]. Or another example: Physical restraint is sometimes associated with sudden, unexpected death. The cause or causes for this are to some degree enigmatic, and it is hard to conceive of a controlled study that could be ethical [ 35 , 36 ]. Case reports and case series being “natural experiments” might be the only evidence available for guiding clinical practice.

In-depth narrative case studies

Case reporting can be a way of presenting research with an idiographic emphasis. As contrasted to nomothetic research, an idiographic approach aims at in-depth understanding of human phenomena, especially in the field of psychology and psychiatry. The objective is not generalizable knowledge, but an understanding of meaning and intentionality for an individual or individuals. Sigmund Freud’s case studies are relevant examples. This usage of case reports borders on qualitative research. Qualitative studies, although developed in the social sciences, have become a welcome contribution within health sciences in the last two decades.

Educational value

Clinical medical learning is to a large degree case-based. Typical case histories and vignettes are often presented in textbooks, in lectures, etc. Unusual observations presented as published case reports are important as part of doctors’ continuing medical education, especially as they demonstrate the diversity of manifestations both within and between medical diseases and syndromes [ 37 , 38 ]. Among the various medical texts, the case report is the only one that presents day-to-day clinical practice, clinicians’ diagnostic reasoning, disease management, and follow-up. We believe that some case reports that are written with the aim of contributing to medical knowledge turn out to be of most value educationally because the phenomena have already been described elsewhere. Other case reports are clearly primarily written for educational value [ 37 ]. Some journals have regular sections dedicated to educational case reports, e.g. The Case Records of the Massachusetts General Hospital in the New England Journal of Medicine and the Clinical Case Conference found in the American Journal of Psychiatry.

The cost of doing a case report is low compared to planned, formal studies. Most often the necessary work is probably done in the clinical setting without specific funding. Larger studies, for instance RCTs, will usually need an academic setting.

Fast publication

The time span from observation to publication can be much shorter than for other kinds of studies. This is obviously a great advantage as a case report can be an important alert to the medical community about a serious event. The unexpected side effects of the sedative-antinauseant thalidomide on newborn babies is a telling story. The drug had been prescribed during pregnancy to the babies’ mothers. After the first published observation of severe abnormalities in babies appeared as a letter to the editor of the Lancet in December 16 th , 1961 [ 25 ], several case reports and series followed [ 39 , 40 ]. It should be mentioned though that the drug company had announced on December 2 nd , 1961, i.e. two weeks before the letter from McBride [ 25 ], that it would withdraw the drug form the market immediately [ 41 ].

Flexible structure

Riaz Agha, editor of the International Journal of Surgery Case Reports suggests that the case report, with its less rigid structure is useful as it “… allows the surgeon(s) to discuss their diagnostic approach, the context, background, decision-making, reasoning and outcomes” [ 42 ]. Although the editor is commenting on the surgical case report, the argument can be applied for the whole field of clinical medicine. It should be mentioned though, that other commentators have argued for a more standardized, in effect more rigid, structure [ 43 ].

Clinical practice can be changed

Case reporting can lead to or contribute to a change in clinical practice. A drug might be withdrawn from the market. Or a relabeling might change the attitude to and treatment of a condition. During Word War I the shell shock syndrome was labeled and described thoroughly in several articles in the Lancet , the first of them appearing in February 1915 [ 44 ]. The author was the British captain and military doctor Charles S. Myers. Before his efforts to bring good care and treatment to afflicted soldiers there had been a common misconception that many of these dysfunctional soldiers were malingerers or cowards.

Exercise for novice researchers

The case report format is well suited for young doctors not yet trained as researchers. It can be an opportunity for a first exercise in authoring an article and a preparation for a scientific career [ 37 , 45 , 46 ].

Communication between the clinical and academic fields

Articles authored by clinicians can promote communication between practicing clinicians and academic researchers. Observations published can generate ideas and be a trigger for further studies. For instance, a case series consisting of several similar cases in a short period can make up the case-group for a case–control study [ 47 ]. Clinicians could do the observation and publish the case series while the case–control study could be left to the academics.

Entertainment

Some commentators find reading case reports fun. Although a rather weak argument in favor of case reporting, the value of being entertained should not be dismissed altogether. It might inspire physicians to spend more time browsing and reading scientific literature [ 48 ].

Studying the history of medicine

Finally, we present a note on a different and unintended aspect of the genre. The accumulated case reports from past eras are a rich resource for researching and understanding medical history [ 49 , 50 ]. A close study of old case reports can provide valuable information about how medicine has been practiced through the centuries [ 50 , 51 ].

Limitations

No epidemiological quantities.

As case reports are not chosen from representative population samples they cannot generate information on rates, ratios, incidences or prevalences. The case or cases being the numerator in the equation, has no denominator. However, if a case series report consists of a cluster of cases, it can signal an important and possibly causal association, e.g. an epidemic or a side effect of a newly marketed drug.

Causal inference not possible

Causality cannot be inferred from an uncontrolled observation. An association does not imply a cause-effect relationship. The observation or event in question could be a mere coincidence. This is a limitation shared by all the descriptive studies [ 47 ]. Take the thalidomide tragedy already mentioned as an example; Unusual events such as congenital malformations in some of the children born to mothers having taken a specific drug during pregnancy does not prove that the drug is the culprit. It is a mere hypothesis until further studies have either rejected or confirmed it. Cause-effect relationships require planned studies including control groups that to the extent possible control for chance, bias and confounders [ 52 ].

Generalization not possible

From the argument above, it follows that findings from case reports cannot be generalized. In order to generalize we need both a cause-effect relationship and a representative population for which the findings are valid. A single case report has neither. A case series, on the other hand, e.g. many “thalidomide babies” in a short time period, could strengthen the suspicion of a causal relationship, demanding further surveillance and research.

Publication bias could be a limiting factor. Journals in general favor positive-outcome findings [ 53 ]. One group of investigators studying case reports published in the Lancet found that only 5% of case reports and 10% of case series reported treatment failures [ 54 ]. A study of 435 case reports from the field of dentistry found that in 99.1%, the reports “…clearly [had] a positive outcome and the intervention was considered and described as successful by the authors” [ 55 ].

Overinterpretation

Overinterpretation or misinterpretation is the tendency or temptation to generalize when there is no justification for it. It has also been labeled “the anecdotal fallacy” [ 56 ]. This is not a shortcoming intrinsic to the method itself. Overinterpretation may be due to the phenomenon of case reports often having an emotional appeal on readers. The story implicitly makes a claim to truth. The reader might conclude prematurely that there is a causal connection. The phenomenon might be more clearly illustrated by the impact of the clinician’s load of personal cases on his or her practice. Here exemplified by a young doctor’s confession: “I often tell residents and medical students, ‘The only thing that actually changes practice is adverse anecdote.’” [ 57 ].

Emphasis on the rare

As case reporting often deals with the rare and atypical, it might divert the readers’ attention from common diseases and problems [ 58 ].

Confidentiality

Journals today require written informed consent from patients before publishing case reports. Both authors and publishers are responsible for securing confidentiality. A guarantee for full confidentiality is not always possible. Despite all possible measures taken to preserve confidentiality, sometimes the patient will be recognized by someone. This information should be given to the patient. An adequately informed patient might not consent to publication. In 1995 in an Editorial in the British Journal of Psychiatry one commentator, Isaac Marks, feared that written consent would discourage case reports being written [ 59 ]. Fortunately, judged form the large number of reports being published today, it seems unlikely that the demand for consent has impeded their publication.

Other methodological limitations

Case reports and series are written after the relevant event, i.e. the observation. Thus, the reports are produced retrospectively. The medical record might not contain all relevant data. Recall bias might prevent us from getting the necessary information from the patient or other informants such as family members and health professionals.

It has also been held against case reporting that it is subjective. The observer’s subjectivity might bias the quality and interpretation of the observation (i.e. information bias).

Finally, the falsification criterion within science, which is tested by repeating an experiment, cannot be applied for case reports. We cannot design another identical and uncontrolled observation. However, unplanned similar “experiments” of nature can be repeated. Several such observations can constitute a case series that represents stronger indicative evidence than the single case report.

The major advantages of case reporting are the ability to make new observations, generate hypotheses, accumulate scientific data about rare disorders, do in-depth narrative studies, and serve as a major educational tool. The method is deficient mainly in being unable to deliver quantitative data. Nor can it prove cause-effect relationship or allow generalizations. Furthermore, there is a risk of overinterpretation and publication bias.

The traditional case report does not fit easily into the qualitative-quantitative dichotomy of research methods. It certainly shares some characteristics with qualitative research [ 16 ], especially with regard to the idiographic, narrative perspective – the patient’s “interior world” [ 60 ] – that sometimes is attended to. Apart from “The storied case report” mentioned in the Background-section, other innovative modifications of the traditional case report have been tried: the “evidence-based case report” [ 61 ], the “interactive case report” [ 62 ] and the “integrated narrative and evidence based case report” [ 63 ]. These modifications of the format have not made a lasting impact on the way case reports in general are written today.

The method of case reporting is briefly dealt with in some textbooks on epidemiology [ 17 , 18 ]. Journals that welcome case reports often put more emphasis on style and design than on content in their ‘instruction to authors’ section [ 64 ]. As a consequence, Sorinola and coworkers argue for more consensus and more consistent guidance on writing case reports [ 64 ]. We feel that a satisfactory amount of guidance concerning both style and content now exists [ 12 , 16 , 65 , 66 ]. The latest contribution, “The CARE guidelines”, is an ambitious endeavor to improve completeness and transparency of reports [ 66 ]. These guidelines have included the “Patient perspective” as an item, apparently a bit half-heartedly as this item is placed after the Discussion section, thus not allowing this perspective to influence the Discussion and/or Conclusion section. We assume this is symptomatic of medicine’s problem with integrating the biomedical model with “narrative-based medicine”.

In recent years the medical community has taken an increased interest in case reports [ 2 ], especially after the surge of online, exclusive case report journals started in 2007 with the Journal of Medical Case Reports (which was the first international, Pubmed-listed medical journal publishing only case reports) as the first of this new brand. The climate of skepticism has been replaced by enthusiasm and demand for more case reports. A registry for case reports, Cases Database, was founded in 2012 [ 67 ]. On the condition that it succeeds in becoming a large, international database it could serve as a register being useful for clinicians at work as well as for medical research on various clinical issues. Assuming Pamela P. Powell’s assertion that “[a]lmost all practicing physicians eventually will encounter a case worthy of being reported” [ 60 ] is valid, there should be no shortage of potential cases waiting to be reported and filed in various databases, preferably online and open access.

Limitations of this review

There are several limitations to this study. It is a weakness that we have not been able to review all the relevant literature. The number of publications in some way related to case reports and case report series is enormous, and although we have attempted to identify those publications relevant for our purpose (i.e. those that describe the merits and limitations of the case report genre), we might have missed some. It was difficult to find good search terms for our objective. Still, after repeated electronic searches supplemented with manual searches in reference lists, we had a corpus of literature where essentially no new merits or limitations emerged.

As we point out above, the ranking of merits and limitations represents our subjective opinion and we acknowledge that others might rank the importance of the items differently.

The perspective on merits and limitations of case reporting has been strictly medical. As a consequence we have not analyzed or discussed the various non-medical factors affecting the publication of case reports in different medical journals [ 2 ]. For instance, case reports are cited less often than other kinds of medical research articles [ 68 ]. Thus they can lower a journal’s impact factor, potentially making the journal less attractive. This might lead some high-impact journals to publish few or no case reports, while other journals have chosen to specialize in this genre.

Before deciding on producing a case report or case series based on a particular patient or patients at hand, the observant clinician has to determine if the case report method is the appropriate article type. This review could hopefully assist in that judgment and perhaps be a stimulus to the continuing debate in the medical community on the value of case reporting.

Competing interests

The authors declare that there are no competing interests.

Authors’ contributions

TN contributed to the conception, drafting, and revision of the article. RW contributed to the conception, drafting, and revision of the article. Both authors approved the final manuscript.

Acknowledgements

There was no specific funding for this study.

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  • Published: 21 May 2024

Comparative study of different extendable intramedullary rods combined with surgery in the treatment of congenital pseudarthrosis of the tibia

  • Yaoxi Liu 1 ,
  • Kun Liu 1 ,
  • Qian Tan 1 ,
  • Ge Yang 1 ,
  • Yiyong Huang 1 ,
  • Guanghui Zhu 1 ,
  • Jiangyan Wu 1 &
  • Haibo Mei   ORCID: orcid.org/0000-0002-0563-8703 1  

Orphanet Journal of Rare Diseases volume  19 , Article number:  208 ( 2024 ) Cite this article

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When using traditional extensible intramedullary rods to treat congenital pseudarthrosis of the tibia (CPT), there were cases of re-fracture and internal fixation fracture. Therefore, the authors propose a research hypothesis that a thicker distal extensible intramedullary rod can better protect the tibia and reduce the incidence of refracture

To investigate the clinical efficacy of new and traditional extensible intramedullary rods in the treatment of CPT in children

From January 2017 to December 2021, the clinical data of 49 children with CPT who were treated with traditional extensible intramedullary rod combined surgery (group A) and new extensible intramedullary rod combined surgery (group B) in our hospital were collected. Inclusive criteria: ① Crawford type IV CPT children; ② The operation was performed by the same team. Exclusion criteria: patients with multiple tibial angulation. During follow-up, the initial healing, proximal tibial valgus, tibial length, ankle valgus, refracture and intramedullary rod displacement of CPT children in the two groups were evaluated

It was a retrospective investigation. In group A, 26 cases met the inclusion criteria, 24 cases achieved primary healing, with an primary healing rate of 92%, including 1 case of nonunion due to osteomyelitis complications after surgery, and 1 case of delayed healing, with an average healing time of 4.7 ± 0.8 months. 17 cases (68%) had unequal tibia length, with an average difference of 1.6 ± 0.8 cm. Ankle valgus occurred in 10 cases (40%) with an average of 14.4°±4.8°; Proximal tibial valgus occurred in 6 cases (24%) with an average of 7 °± 1.8 °. 20 cases (80%) had tip of the rod migration.10 cases (40%) had re-fracture; The average follow-up time was 2.4 ± 0.4 years. In group B, 22 patients achieved primary healing, and the primary healing rate was 95%, including 1 case with delayed healing. The average healing time was 4.7 ± 1.7months. 14 cases (61%) had unequal tibia length, with an average difference of 1 ± 0.5 cm. Ankle valgus occurred in 4 cases (17%) with an average of 12.3 °±4.9°; The proximal tibia valgus occurred in 9 cases (39%), with an average of 7.7 °±2.5 °. 14 cases (61%) had new type of intramedullary rod displacement. 3 cases (13%) had re-fracture; The average follow-up time was 2.3 ± 0.6years

Compared with the traditional extended intramedullary rod combined operation, the new type of extended intramedullary rod combined operation has a lower incidence of re-fracture after CPT, but it still needs to be verified by large sample and multi-center research

Introduction

Congenital pseudarthrosis of the tibia (CPT) is a rare and refractory disease in pediatric orthopedics [ 1 , 2 , 3 , 4 ], which often requires multiple operations, and the family members of patients often suffer from great economic and psychological pressure. With the development of surgical technology, although the primary union rate of tibial pseudarthrosis is significantly improved [ 2 ], the risk of amputation has not been completely eliminated. The therapeutic objective of CPT is to achieve the healing of tibial pseudarthrosis, minimize the occurrence of postoperative complications, and improve the quality of life of children. After the initial healing of CPT, there are ankle valgus, unequal length of tibia, proximal tibia valgus, re-fracture and other complications. Among them, re-fracture is the most serious complication, because it may lead to the formation of new tibial pseudarthrosis. The incidence of re-fracture reported in the literature is 11 − 68%, which may have a small cross-sectional area with the healing area of tibial pseudarthrosis, accompanied by fibular pseudarthrosis, abnormal tibial axis, poor compliance of wearing brace, no intramedullary fixation, biological factors related to hamartoma recurrence [ 4 ]. If the cast immobilization does not heal after re-fracture, surgery may be required. The intramedullary rod may have the effect of preventing re-fracture. In the past, Williams rods were often used in surgery, but the traditional intramedullary fixation through the ankle would affect the ankle function. The expandable intramedullary rod does not pass through the ankle, so it does not affect the function of the ankle. However, the traditional extensible intramedullary rod has some shortcomings, such as small diameter of the inner core of the intramedullary rod, easy bending [ 5 ], fracture (Fig.  1 ), and cannot prevent the distal tibia from re-fracture [ 6 ]. In 1990, Fern E et al. [ 7 ] reported that 5 patients with CPT were treated with expandable intramedullary rods, and one of them suffered from bending and re-fracture of the core of the expandable intramedullary rods. In our hospital, when using traditional extensible intramedullary rods to treat CPT, there were cases of re-fracture and inner core-fracture. Therefore, the authors propose a research hypothesis that a thicker distal extensible intramedullary rod can better protect the tibia and reduce the incidence of refracture. The authors improved the intramedullary rod and designed a new type of expandable intramedullary rod for patients, aiming at better preventing the occurrence of re-fracture. The purpose of this paper was to investigate the clinical effect of the combination of new and traditional expandable intramedullary rods in the treatment of CPT.

figure 1

A and B : X-rays of the tibia of a 9-year-old male child with CPT before operation; C and D : Anteroposterior and lateral radiographs in two years and three months after CPT showed distal displacement of the intramedullary rod. E and F : Anteroposterior and lateral radiographs at 2 years and 10 months after CPT showed re-fracture with bent inner core

Patients and methods

A total of 49 children with CPT who were treated in our hospital from January 2017 to December 2021 with traditional extensible intramedullary rod combined surgery (Group A) and new extensible intramedullary rod combined surgery (Group B) (Fig.  2 ) [ 8 ] were collected. Inclusion criteria: ① Crawford type IV CPT children, ② The operation was completed by the same team. Exclusion criteria: patients with multiple tibial angulations. This study has been reviewed and approved by the Hospital Ethics Committee (HCHLL - 2019 ‐ 37). After discharge, patients were followed up at the outpatient clinic once two months to evaluate the initial healing of the tibial pseudarthrosis, and the occurrence of complications such as tibial unequal length, proximal tibial valgus, ankle valgus, and refracture [ 6 ]. The RUST scoring standard [ 9 ] was used to evaluate the healing, and the image archiving and communication system was used to measure the tibial length, proximal tibial valgus, and ankle valgus. Statistical SPSSl8.0 software was used to statistically analyze the initial healing rate of tibial pseudarthrosis, re-fracture rate, incidence rate of ankle valgus, incidence rate of tibial valgus, incidence rate of tibial unequal length, and rate of intramedullary rod displacement between the two groups. Chi square test was used for statistical method, Statistical significance was considered at P less than 0.05.

figure 2

Schematic diagram of new extensible intramedullary rod Note 1: external sleeve; 2 Inner core. (The outer sleeve rod is composed of a threaded near end and a sleeve part connecting the tip head. The core rod is composed of a threaded flat end and a core rod connecting the flat end. The mandrel is sleeved in the hollow sleeve tube body, and the top end of the flat end of the inner core is provided with an inner hexagon hole; The inner side of the opening end of the outer sleeve tube body is provided with an internal thread section, and the outer sleeve rod is fixedly connected with the internal thread section with a mounting rod during installation. The threaded tip is fixed in the distal tibial epiphysis.)

All patients were followed up. There were 20 males and 6 females in group A; 14 cases on the left and 12 cases on the right; The average age at the time of operation was 51.8 ± 31.3 months. 9 cases were associated with proximal tibial dysplasia [ 10 ], and 22 cases were associated with neurofibromatosis type 1 (NF1). There were 16 males and 7 females in Group B:; 12 on the left and 11 on the right; The average age at the time of operation was 34.5 ± 11.6 months. 4 cases were associated with proximal tibial dysplasia and 19 cases with NF1.

26 cases met the inclusion criteria in group A, 24 cases achieved primary healing, with an primary union rate of 92%, including 1 case did not achieve union due to osteomyelitis complications after surgery, and 1 case of delayed healing, with an average healing time of 4.7 ± 0.8 months. 17 cases (68%) had unequal tibia length, with an average difference of 1.6 ± 0.8 cm. Ankle valgus occurred in 10 cases (40%) with an average of 14.4°±4.8°; Proximal tibial valgus occurred in 6 cases (24%) with an average of 7 °± 1.8 °. 20 cases (80%) had tip of the rod migration. 10 cases (40%) had re-fracture; The average follow-up time was 2.4 ± 0.4 years.

22 patients achieved primary healing in group B, and the primary healing rate was 95%, including 1 case with delayed healing. The average healing time was 4.7 ± 1.7months. 14 cases (61%) had unequal tibia length, with an average difference of 1 ± 0.5 cm. Ankle valgus occurred in 4 cases (17%) with an average of 12.3 °±4.9°; The proximal tibia valgus occurred in 9 cases (39%), with an average of 7.7 °±2.5 °. 14 cases (61%) had tip of the rod migration. 3 cases (13%) had re-fracture; The average follow-up time was 2.3 ± 0.6years. (Table  1 ) Fig.  3 . (typical cases)

figure 3

Female CPT children aged 3 years, A and B : Anteroposterior and lateral radiographs before operation; C , D : Three days after operation, X ray of tibia showed that the new type of children’s extensible intramedullary rod was in good position; E . F : Two years and three months after the operation, X ray of the tibia showed good healing at the tibial pseudarthrosis, no proximal tibial valgus and no intramedullary rod displacement

The role of intramedullary rods, as a central internal fixation device, plays an important role in the healing and prevention of re-fracture of CPT. Ordinary intramedullary rods may shift or become shorter with the growth of tibia. The traditional extensible intramedullary rod has a small inner core, which cannot prevent the occurrence of re-fracture. However, the diameter of the distal part of the new extensible intramedullary rod is relatively large, it may be able to better maintain the healing of the tibial pseudarthrosis and prevent the tibial re-fracture. Dustin Singer et al. [ 11 ] reported that 34 children with CPT were treated with intramedullary rods combined with autologous bone grafting, with an average follow-up of 11.9 years. 13 cases had re-fracture, of which 3 cases were not achieved union after surgical treatment. This scholar believes that intramedullary rods can maintain the union of tibial pseudarthrosis for a long time. Johnston et al. [ 12 ] pointed out that the use of intramedullary rods can promote union of tibial pseudarthrosis, maintain a good tibial mechanical axis and prevent re-fracture. Dobbs et al. [ 13 ] reported the long-term results of 31 cases treated with intramedullary rods. Among them, 12 cases suffered from re-fracture, and 3 cases recovered ankle motion by taking out the intramedullary rods, but all of them suffered from re-fracture soon. The scholar supported the idea of retaining intramedullary rods in the tibia. The meta-analysis results of Kesireddy et al. [ 14 ] showed that the incidence of refracture was 35% when CPT was treated with Ilizarov fixation alone, while the incidence of refracture was reduced to 16% when intramedullary rod was used together. In addition, Anderson et al. [ 15 ] suggested that the intramedullary rods should be retained until the time of skeletal maturity. Vanderstappen et al. [ 16 ] reported that 12 patients with CPT were treated with external fixation. The initial healing rate was 83%, and 6 patients suffered from re-fracture. The scholar believed that the bone biomechanical strength of the healing area of the tibial pseudarthrosis was not enough, so he recommended that patients use internal fixation devices to prevent re-fracture.

The authors also believe that if the intramedullary rod is in good position, it is recommended to retain the intramedullary rod in the tibia for a long time to prevent re-fracture. As a matter of fact, the site of re-fracture in children with CPT after primary union is usually in the middle and lower 1/3 of the distal tibia, in this study, 10 cases of group A had refracture, of which 7 cases occurred in the middle and lower 1/3 of the distal tibia. While the traditional extensible intramedullary rod grows with the tibia, the outer sleeve with a thicker diameter will be far away from the middle and lower 1/3 of the distal tibia. At this time, because the traditional extensible intramedullary rod has a small inner core, it might cannot prevent re-fracture. Based on this, we improved the traditional extensible intramedullary rod, and placed the outer sleeve with a larger diameter at the distal end of the tibia, so that the intramedullary rod can always protect the distal end of the tibia. We propose a hypothesis that the new type of expandable intramedullary rod can better prevent re-fracture. The new type of expandable intramedullary rod is sleeved in the hollow sleeve tube body, and the top end of the flat end of the inner core is provided with an inner hexagon hole; The inner side of the opening end of the outer sleeve tube body is provided with an internal thread section for convenient insertion and replacement. The threaded tip is fixed in the distal tibial epiphysis. Traditional extensible intramedullary rod (designed by Fassier and Duval in 2001, also known as FD nail [ 17 ]). In 2011, Birke et al. [ 18 ] reported that two CPT patients with NF1 were treated with expandable intramedullary rods combined with bone grafting, and two of them were healed.

In this investigation, the union rate between the two groups was higher. The author analyzed that the reason might be related to the combined operation. Cox et al. [ 19 ] reported that there were complications of distal displacement of the intramedullary rod when the expandable intramedullary rod was used to treat osteogenesis imperfection. The traditional extensible intramedullary rod has a small inner core, which might not prevent re-fracture. Therefore, there is a risk of bending or breaking at the junction of the outer sleeve and the inner core of the intramedullary rod due to stress concentration. Based on the above reasons, the new type of intramedullary rod designed by the author, hoping to effectively fix the tibia, maintain the bone mechanical axis and prevent re-fracture. In this study, 10 (40%) patients in group A (traditional extensible intramedullary rod) had re-fracture, and 3 (13%) patients in group B (new extensible intramedullary rod group) had re-fracture. The incidence of re-fractures in children with CPT in group B was lower than that in group A, with a statistically significant difference ( P  = 0.036). This may be related to the thick outer sleeve protecting the middle and lower third of the tibia which is not easy to fracture. There was no significant difference between group A and group B in primary healing rate, ankle valgus, proximal tibial valgus, and unequal length of tibia.

With the growth of tibia, there is still a risk of displacement of the extensible intramedullary rod, and the displacement of the intramedullary rod is the most common complication. In 2016, Alzahrani et al. [ 20 ] reported that 4 children with CPT were treated with expandable intramedullary rods, with an average follow-up of 52.3 months, and 2 of them were displaced. In this investigation, the incidence of intramedullary rod displacement in group A was 80%, while that in group B was 61%, with no significant difference. The authors analyzed the reasons for the displacement of the new type of expandable intramedullary rod in children, which may be related to the less distal thread of the intramedullary rod screwing into the distal tibial epiphysis or the shallower distal thread. Therefore, the new extensible intramedullary rod needs to be further improved. For example, the distal thread of the intramedullary rod should be deepened to prevent the displacement of the intramedullary rod. When the intramedullary rod is placed, the distal thread should be as close to the ankle surface as possible, but should not enter the ankle. During the operation, the range of motion of the ankle should be checked to confirm that it does not affect the ankle movement. Besides, ankle arthrography was performed during the operation, and fluoroscopy confirmed that the distal thread of the intramedullary rod did not enter the ankle. However, the follow-up time of two groups is relatively short. We will continue to follow up the long-term results of traditional and new types of expandable intramedullary rods in the treatment of CPT.

Compared with the traditional extended intramedullary rod combined operation, the new type of extended intramedullary rod combined operation has a lower incidence of re-fracture after CPT, but it still needs to be verified by large sample and multi-center research.

Data Availability

The data are available on request. The data are not publicly available due to privacy restrictions. Data requests can be made to this email: [email protected].

Abbreviations

Congenital pseudarthrosis of the tibia

Neurofibromatosis type 1

Tibial length discrepancy, PTV: proximal tibial valgus

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Acknowledgements

We thank patients and members of the Hunan Children’s Hospital for supporting this study. The authors certify that they have participated sufficiently in the work to take public responsibility for the appropriateness of the experimental design and method, and the collection, analysis, and interpretation of the data. They have reviewed the final version of the manuscript and approve it for publication.

This work was supported by funding from the Project of Hunan Provincial Health Committee(D202304078395); Hunan Science & Health Joint Fund(2022JJ70007); Opening fundings of Hunan Provincial Key Laboratory of Pediatric Orthopedics(2023TP1019), Science and Technology Project of Furong Laboratory(2023SK2111), Hunan Provincial Clinical Medical Research Center for pediatric Limb Deformities.

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Department of pediatric orthopedics, The Affiliated Children’s Hospital Of Xiangya School of Medicine,Central South University (Hunan children’s hospital), Hunan Provincial Key Laboratory of Pediatric Orthopedics, The school of pediatrics,University of South China, 86 Ziyuan Road, Changsha City, Hunan Province, 410007, People’s Republic of China

Yaoxi Liu, Kun Liu, Qian Tan, Ge Yang, Yiyong Huang, Guanghui Zhu, Jiangyan Wu & Haibo Mei

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HBM conceptualization and supervision. HBM and YXL: funding acquisition, investigation, project administration, resources acquisition, methodology, and validation. YXL and GY: original draft writing and editing, data analysis and visualization. GHZ, KL, QT, YYH and JYW: resources collection and clinical data curation. GHZ: manuscript review and editing. All authors read and approved the final manuscript.

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Correspondence to Kun Liu or Haibo Mei .

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Liu, Y., Liu, K., Tan, Q. et al. Comparative study of different extendable intramedullary rods combined with surgery in the treatment of congenital pseudarthrosis of the tibia. Orphanet J Rare Dis 19 , 208 (2024). https://doi.org/10.1186/s13023-024-03202-0

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According to  Statista , the artificial intelligence (AI) healthcare market, which is valued at $11 billion in 2021, is projected to be worth $187 billion in 2030. That massive increase means we will likely continue to see considerable changes in how medical providers, hospitals, pharmaceutical and biotechnology companies, and others in the healthcare industry operate.

Better  machine learning (ML)  algorithms, more access to data, cheaper hardware, and the availability of 5G have contributed to the increasing application of AI in the healthcare industry, accelerating the pace of change. AI and ML technologies can sift through enormous volumes of health data—from health records and clinical studies to genetic information—and analyze it much faster than humans.

Healthcare organizations are using AI to improve the efficiency of all kinds of processes, from back-office tasks to patient care. The following are some examples of how AI might be used to benefit staff and patients:

  • Administrative workflow:  Healthcare workers spend a lot of time doing paperwork and other administrative tasks. AI and automation can help perform many of those mundane tasks, freeing up employee time for other activities and giving them more face-to-face time with patients. For example, generative AI can help clinicians with note-taking and content summarization that can help keep medical records as thoroughly as possible. AI might also help with accurate coding and sharing of information between departments and billing.
  • Virtual nursing assistants:  One study found that  64% of patients  are comfortable with the use of AI for around-the-clock access to answers that support nurses provide. AI virtual nurse assistants—which are AI-powered chatbots, apps, or other interfaces—can be used to help answer questions about medications, forward reports to doctors or surgeons and help patients schedule a visit with a physician. These sorts of routine tasks can help take work off the hands of clinical staff, who can then spend more time directly on patient care, where human judgment and interaction matter most.
  • Dosage error reduction:  AI can be used to help identify errors in how a patient self-administers medication. One example comes from a study in  Nature Medicine , which found that up to 70% of patients don’t take insulin as prescribed. An AI-powered tool that sits in the patient’s background (much like a wifi router) might be used to flag errors in how the patient administers an insulin pen or inhaler.
  • Less invasive surgeries:  AI-enabled robots might be used to work around sensitive organs and tissues to help reduce blood loss, infection risk and post-surgery pain.
  • Fraud prevention:  Fraud in the healthcare industry is enormous, at $380 billion/year, and raises the cost of consumers’ medical premiums and out-of-pocket expenses. Implementing AI can help recognize unusual or suspicious patterns in insurance claims, such as billing for costly services or procedures that are not performed, unbundling (which is billing for the individual steps of a procedure as though they were separate procedures), and performing unnecessary tests to take advantage of insurance payments.

A recent study found that  83% of patients  report poor communication as the worst part of their experience, demonstrating a strong need for clearer communication between patients and providers. AI technologies like  natural language processing  (NLP), predictive analytics, and  speech recognition  might help healthcare providers have more effective communication with patients. AI might, for instance, deliver more specific information about a patient’s treatment options, allowing the healthcare provider to have more meaningful conversations with the patient for shared decision-making.

According to  Harvard’s School of Public Health , although it’s early days for this use, using AI to make diagnoses may reduce treatment costs by up to 50% and improve health outcomes by 40%.

One use case example is out of the  University of Hawaii , where a research team found that deploying  deep learning  AI technology can improve breast cancer risk prediction. More research is needed, but the lead researcher pointed out that an AI algorithm can be trained on a much larger set of images than a radiologist—as many as a million or more radiology images. Also, that algorithm can be replicated at no cost except for hardware.

An  MIT group  developed an ML algorithm to determine when a human expert is needed. In some instances, such as identifying cardiomegaly in chest X-rays, they found that a hybrid human-AI model produced the best results.

Another  published study  found that AI recognized skin cancer better than experienced doctors.  US, German and French researchers used deep learning on more than 100,000 images to identify skin cancer. Comparing the results of AI to those of 58 international dermatologists, they found AI did better.

As health and fitness monitors become more popular and more people use apps that track and analyze details about their health. They can share these real-time data sets with their doctors to monitor health issues and provide alerts in case of problems.

AI solutions—such as big data applications, machine learning algorithms and deep learning algorithms—might also be used to help humans analyze large data sets to help clinical and other decision-making. AI might also be used to help detect and track infectious diseases, such as COVID-19, tuberculosis, and malaria.

One benefit the use of AI brings to health systems is making gathering and sharing information easier. AI can help providers keep track of patient data more efficiently.

One example is diabetes. According to the  Centers for Disease Control and Prevention , 10% of the US population has diabetes. Patients can now use wearable and other monitoring devices that provide feedback about their glucose levels to themselves and their medical team. AI can help providers gather that information, store, and analyze it, and provide data-driven insights from vast numbers of people. Using this information can help healthcare professionals determine how to better treat and manage diseases.

Organizations are also starting to use AI to help improve drug safety. The company SELTA SQUARE, for example, is  innovating the pharmacovigilance (PV) process , a legally mandated discipline for detecting and reporting adverse effects from drugs, then assessing, understanding, and preventing those effects. PV demands significant effort and diligence from pharma producers because it’s performed from the clinical trials phase all the way through the drug’s lifetime availability. Selta Square uses a combination of AI and automation to make the PV process faster and more accurate, which helps make medicines safer for people worldwide.

Sometimes, AI might reduce the need to test potential drug compounds physically, which is an enormous cost-savings.  High-fidelity molecular simulations  can run on computers without incurring the high costs of traditional discovery methods.

AI also has the potential to help humans predict toxicity, bioactivity, and other characteristics of molecules or create previously unknown drug molecules from scratch.

As AI becomes more important in healthcare delivery and more AI medical applications are developed, ethical, and regulatory governance must be established. Issues that raise concern include the possibility of bias, lack of transparency, privacy concerns regarding data used for training AI models, and safety and liability issues.

“AI governance is necessary, especially for clinical applications of the technology,” said Laura Craft, VP Analyst at  Gartner . “However, because new AI techniques are largely new territory for most [health delivery organizations], there is a lack of common rules, processes, and guidelines for eager entrepreneurs to follow as they design their pilots.”

The World Health Organization (WHO) spent 18 months deliberating with leading experts in ethics, digital technology, law, and human rights and various Ministries of Health members to produce a report that is called  Ethics & Governance of Artificial Intelligence for Health . This report identifies ethical challenges to using AI in healthcare, identifies risks, and outlines six  consensus principles  to ensure AI works for the public’s benefit:

  • Protecting autonomy
  • Promoting human safety and well-being
  • Ensuring transparency
  • Fostering accountability
  • Ensuring equity
  • Promoting tools that are responsive and sustainable

The WHO report also provides recommendations that ensure governing AI for healthcare both maximizes the technology’s promise and holds healthcare workers accountable and responsive to the communities and people they work with.

AI provides opportunities to help reduce human error, assist medical professionals and staff, and provide patient services 24/7. As AI tools continue to develop, there is potential to use AI even more in reading medical images, X-rays and scans, diagnosing medical problems and creating treatment plans.

AI applications continue to help streamline various tasks, from answering phones to analyzing population health trends (and likely, applications yet to be considered). For instance, future AI tools may automate or augment more of the work of clinicians and staff members. That will free up humans to spend more time on more effective and compassionate face-to-face professional care.

When patients need help, they don’t want to (or can’t) wait on hold. Healthcare facilities’ resources are finite, so help isn’t always available instantaneously or 24/7—and even slight delays can create frustration and feelings of isolation or cause certain conditions to worsen.

IBM® watsonx Assistant™ AI healthcare chatbots  can help providers do two things: keep their time focused where it needs to be and empower patients who call in to get quick answers to simple questions.

IBM watsonx Assistant  is built on deep learning, machine learning and natural language processing (NLP) models to understand questions, search for the best answers and complete transactions by using conversational AI.

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  1. FREE 11+ Clinical Case Study Templates in PDF

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COMMENTS

  1. Case 24-2020: A 44-Year-Old Woman with Chest Pain, Dyspnea, and Shock

    Zhou F, Yu T, Du R, et al. Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study. Lancet 2020;395:1054-1062. Crossref

  2. Writing a case report in 10 steps

    Writing up. Write up the case emphasising the interesting points of the presentation, investigations leading to diagnosis, and management of the disease/pathology. Get input on the case from all members of the team, highlighting their involvement. Also include the prognosis of the patient, if known, as the reader will want to know the outcome.

  3. Developing a Beginner's Guide to Writing a Clinical Case Report: A

    The aim of this study was to get junior doctors to evaluate an online presentation as part of the process of developing a beginner's guide to writing a clinical case report. Materials and methods. In response to our previous studies an online presentation concerning how to write a clinical case report was provided for junior doctors.

  4. Guidelines To Writing A Clinical Case Report

    A case report is a detailed report of the symptoms, signs, diagnosis, treatment, and follow-up of an individual patient. Case reports usually describe an unusual or novel occurrence and as such, remain one of the cornerstones of medical progress and provide many new ideas in medicine. Some reports contain an extensive review of the relevant ...

  5. How to Write Your First Clinical Case Report

    For example, many other cases on that topic may already have been accepted/published. If the case has been accepted with revision after peer review, try to address the editors' and reviewers' comments and resubmit as soon as possible. ... A clinical case can easily get outdated if the authors delay submitting a revised version, particularly ...

  6. Case Report: A Beginner's Guide with Examples

    A case report is a descriptive study that documents an unusual clinical phenomenon in a single patient. It describes in details the patient's history, signs, symptoms, test results, diagnosis, prognosis and treatment. It also contains a short literature review, discusses the importance of the case and how it improves the existing knowledge on the subject.

  7. Clinical Case Studies: Sage Journals

    Clinical Case Studies (CCS), peer-reviewed & published bi-monthly electronic only, is the only journal devoted entirely to innovative psychotherapy case studies & presents cases involving individual, couples, & family therapy.The easy-to-follow case presentation format allows you to learn how interesting & challenging cases were assessed & conceptualized, & how treatment followed such ...

  8. A young researcher's guide to writing a clinical case report

    A clinical case report or case study is a means of disseminating new knowledge gained from clinical practice. Medical practitioners often come across patient cases that are different or unusual such as a previously unknown condition, a complication of a known disease, an unusual side effect or adverse response to a mode of treatment, or a new ...

  9. Clinical Case Study

    The sample clinical case study added here shows how a patient's recollection of events in her life can be used in the presentation of the case. If the patient failed to recall important details, the researchers might have a different interpretations of the case. 8. Student Medical Case Study. acofp.org. Details.

  10. PDF Case Write-Up: Summary and Conceptualization

    Include a completed CCD with the case write -up. PART FOUR: THE CASE CONCEPTUALIZATION SUMMARY HISTORY OF CURRENT ILLNESS, PRECIPITANTS AND LIFE STRESSORS: The first occurrence of Abe's psychiatric symptoms began 2 ½ years ago when Abe began to display mild depressive and anxious symptoms. The precipitant was difficulty at work; his new boss

  11. What Is a Case Study?

    Revised on November 20, 2023. A case study is a detailed study of a specific subject, such as a person, group, place, event, organization, or phenomenon. Case studies are commonly used in social, educational, clinical, and business research. A case study research design usually involves qualitative methods, but quantitative methods are ...

  12. Case Examples

    Sara, a 35-year-old married female. Sara was referred to treatment after having a stillbirth. Sara showed symptoms of grief, or complicated bereavement, and was diagnosed with major depression, recurrent. The clinician recommended interpersonal psychotherapy (IPT) for a duration of 12 weeks. Bleiberg, K.L., & Markowitz, J.C. (2008).

  13. Homepage

    Every year BMJ Case Reports selects authors of global health case reports to join our editorial team as a global health associate editor. This is an opportunity to gain some editorial experience or join our team on research and educational projects. Students and graduates may apply. Simply select Global Health Competition when you submit.

  14. How to present patient cases

    Presenting patient cases is a key part of everyday clinical practice. A well delivered presentation has the potential to facilitate patient care and improve efficiency on ward rounds, as well as a means of teaching and assessing clinical competence.1 The purpose of a case presentation is to communicate your diagnostic reasoning to the listener, so that he or she has a clear picture of the ...

  15. Guidelines to the writing of case studies

    Introduction. Case studies are an invaluable record of the clinical practices of a profession. While case studies cannot provide specific guidance for the management of successive patients, they are a record of clinical interactions which help us to frame questions for more rigorously designed clinical studies.

  16. Clinical Case Studies for the Family Nurse Practitioner

    Introduction. to interact with other family members in role circumscribed ways. These interactions based on indi-vidual roles are determined by each relationship within the family. As behaviors of family members affect the behaviors of other family members, patterns of behavior may develop.

  17. NIH Definition of Clinical Trial Case Studies

    The study involves the recruitment of patients with disease X who are receiving one of three standard therapies as part of their clinical care. It is designed to assess the relative effectiveness of the three therapies by monitoring survival rates using medical records over a few years. Case #13b.

  18. A woman living with osteoarthritis: A case report

    Osteoarthritis is a common condition that is typically associated with older adults. Other causes of osteoarthritis, such as those cases resulting from childhood Perthes disease, can affect younger people and frequently have a major impact on the lives of those affected. This case report describes the experiences of one patient with osteoarthritis, using examples of her poetry to illustrate ...

  19. 15 Real-Life Case Study Examples & Best Practices

    To ensure you're making the most of your case studies, we've put together 15 real-life case study examples to inspire you. These examples span a variety of industries and formats. We've also included best practices, design tips and templates to inspire you. Let's dive in!

  20. Learning together for better health using an evidence-based Learning

    In developed nations, it has been estimated that 60% of care provided aligns with the evidence base, 30% is low value and 10% is potentially harmful [].In some areas, clinical advances have been rapid and research and evidence have paved the way for dramatic improvement in outcomes, mandating rapid implementation of evidence into healthcare (e.g. polio and COVID-19 vaccines).

  21. Persistent symptoms and clinical findings in adults with post-acute

    Objective: To assess risk factors for persistence vs improvement and to describe clinical characteristics and diagnostic evaluation of subjects with post-acute sequelae of COVID-19/post-COVID-19 syndrome (PCS) persisting for more than one year. Design: Nested population-based case-control study. Setting: Comprehensive outpatient assessment, including neurocognitive, cardiopulmonary exercise ...

  22. Causal relationship between gut microbiota and childhood obesity: a

    MR identified 16 causal relationships between the gut microbiome and childhood obesity. In the case-control study, we found that five gut microorganisms differed between children with and without obesity, whereas three gut microorganisms changed after weight loss in children with obesity.

  23. The clinical case report: a review of its merits and limitations

    The clinical case report has a long-standing tradition in the medical literature. While its scientific significance has become smaller as more advanced research methods have gained ground, case reports are still presented in many medical journals. ... Sigmund Freud's case studies are relevant examples. This usage of case reports borders on ...

  24. Clinical and Radiological Features of Kimura Disease

    The aim of this study was to provide a comprehensive analysis of the clinical and radiological features of KD in a retrospective case series, to assess the efficacy of treatment, to discuss the implications for diagnosis and management, and to provide a solid foundation for the diagnosis and treatment of KD. Methods Study Sample

  25. Comparative study of different extendable intramedullary rods combined

    Background When using traditional extensible intramedullary rods to treat congenital pseudarthrosis of the tibia (CPT), there were cases of re-fracture and internal fixation fracture. Therefore, the authors propose a research hypothesis that a thicker distal extensible intramedullary rod can better protect the tibia and reduce the incidence of refracture Purpose To investigate the clinical ...

  26. The Benefits of AI in Healthcare

    According to Harvard's School of Public Health, although it's early days for this use, using AI to make diagnoses may reduce treatment costs by up to 50% and improve health outcomes by 40%. One use case example is out of the University of Hawaii, where a research team found that deploying deep learning AI technology can improve breast cancer risk prediction.