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An Introduction to Clinical Epidemiology and Research Methodology

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1 An Introduction to Clinical Epidemiology and Research Methodology
F. Farrokhyar, MPhil, PhD, PDoc Department of Surgery Department of Clinical Epidemiology and Biostatistics

2 Evidence-based Medicine
Explicit and judicious use of the best current evidence in making decisions about the care of the individual patient. EBM and patient-derived outcomes assessment movements has led to an increased focus on the effectiveness of clinical care. Clinical epidemiology provides the methodology with which we assess this effectiveness.

3 Pyramid of Evidence Clinical research Quantitative research
Qualitative research

4 Clinical Research Experimental RCTs Non-RCTs Observational Analytical
Cohort studies Case-control studies Descriptive studies – no control group Case-series Longitudinal studies

5 Clinical Research . . . If treatment effect is very large, this is likely to be identified reliably in an observational study, if they are properly designed to control biases. However, most interventions and procedures have moderate or small treatment effect and these biases would matter considerably.

6 What is a case series? Exposure Yes Patient Population Cases No
T I M E Patient Population Cases Yes No R E S E A R C H A case-series is a common way of describing the clinical picture of a disease. Case-series provide the least quality clinical evidence

7 Research question How many patients with prostate cancer will have urinary tract infection after prostate resection surgery?

8 What is a case series? Pre-op antibiotic R E S E A R C H Patient population Cases yes No T I M E 15 6 = 15/21 = 0.71 or 71% 21 140 Patients with prostate cancer underwent resection surgery infection = 21/140 = 0.15 = 15% Major Limitations: - no control group - retrospective - Cause - effect relationship - Hypothesis generating

9 Research question Does the use of pre-op antibiotic decrease the urinary tract infection after prostate resection surgery?

10 Study of Cause-and-Effect Relationship

11 What is a case-control study?
Outcome/ disease Intervention/ exposure? Yes No Cases Controls Pre-op antibiotic Infection Target population 15 85 40 60 100 800 OR = 15 x 60/40x85 = 0.26 Patients following prostate surgery No infection & 95% CI

12 Case-control studies Advantages: Feasible for rare conditions
Smaller sample size Can assess outcome with many exposures Overcome temporal delays Cheap Disadvantages: Retrospective Potential threats to internal validity Selection bias Measurement bias Data extraction bias Missing data Recall bias

13 To control biases in case-control studies?
At the stage of study design – to control for selection bias Restriction Matching At the stage of data analysis Multivariable analysis Stratified analysis

14 Study of Cause-and-Effect Relationship

15 What is a cohort?

16 What is a cohort study? Intervention/ Exposure Outcome? Yes No Target population Sample Does the use of pre-op antibiotic decrease the urinary tract infection after prostate resection surgery?

17 What is a cohort study? Pre-op antibiotic infection 85 130 115 70
Intervention/ Exposure Outcome? Yes No infection Target population Sample 85 130 115 70 215 185 400 Patients before prostate surgery No pre-op antibiotic Odds ratios? (0.40)

18 Cohort studies Advantages: Prospective Estimate incidence
Feasible when randomization not possible Can assess the relationship between exposure/ intervention and many outcomes Disadvantages: Not feasible for rare diseases Expensive Results not available for a long time. Potential threats to internal validity Selection bias Performance bias Detection/ascertainment bias Measurement bias Attrition bias

19 What are the potential threats to internal validity?
Selection bias – systematic differences in comparison groups. Measurement bias – systematic differences in measuring variables Performance bias – systematic differences in care provided apart form the intervention being evaluated. Detection - systematic differences in outcome assessment Attrition bias – systematic differences in withdrawals from the study. provide as well as considers the - Participants have an equal chance to be assigned to one of two or more groups. One gets the most widely accepted treatment (standard treatment) The other gets the new treatment being tested, which researchers hope and have reason to believe will be better than standard treatment

20 To control biases in cohort studies?
At the stage of study design Restriction Matching At the stage of data analysis Propensity score analysis Multivariable analysis Stratified analysis

21

22 Study of Cause-and-Effect Relationship

23 What is Randomization?

24 Why Randomization is Important?
The process of randomization provides comparable groups for most factors so that the differences in the outcome at the end of the trial can be attributed to the intervention alone. Consequently, preventing biased assignment permits a more definitive interpretation of the trial’s results.

25 What is an RCT? Clinical uncertainty? Clinical equipoise? Intervention
Outcome? Yes No A . B . Target population R 55 145 200 125 75 Clinical uncertainty? Clinical equipoise? Calculation: RR, RRR, OR, RD, NNT/ NNH

26 What are the potential sources of bias in RCTs?
Concealment Blinding care providers Blinding outcome assessors Minimize loss to follow-ups …. blind patients, investigators, data entry personnel, data analyst Selection bias Performance bias Detection/ascertainment bias Attrition bias provide as well as considers the - Participants have an equal chance to be assigned to one of two or more groups. One gets the most widely accepted treatment (standard treatment) The other gets the new treatment being tested, which researchers hope and have reason to believe will be better than standard treatment

27 In a well-designed RCT:
Inclusion and exclusion criteria are predescribed and identical between the treatment groups. All patients have the equal chance of receiving either treatment. Known and unknown confounders are similar between the treatment groups. Any differences would be by chance. Treatments are concurrent, avoiding temporal trends. Data collection is prospective, concurrent, high quality and eliminates the differences in definitions and types of variables. Assumptions underlying the statistical comparison tests are met.

28 Types of RCT in Surgery? Three types of RCTs are commonly described “surgical” Type I –comparison of medical treatments in surgical patients – traditional clinical trials Type II – comparison of a surgical technique with a medical treatment or no treatment Type III – comparison of two surgical techniques

29 Surgical trials vs. clinical trials

30 What are the Challenges of Surgical Trials?
Clinical trials do not risk any differential skills in administering the intervention. A major difference between clinical trials and surgical trials is that surgical trials require skills and training to administer the intervention. Surgery is a skilled and multi-step process and this makes the design of surgical trials challenging for the following reasons.

31 Ethical issues Helsinki Declaration – all study subjects have the right to withdraw from a study at any time, without prejudice. This is hardly possible in a surgical trial. Sham surgery? is it ethical? In drug trials, most likely the drug company is responsible in case of an adverse event or a bad outcome. In surgical trials, surgeons, personally and legally, are responsible for their patients.

32 Learning curve

33 Why learning curve? differential bias
It takes training and experience to develop expertise in a surgical technique. Surgeons tend to predominantly use a single surgical approach to treat a specific problem. Even for a fully trained surgeon, there is a learning process to become an expert with a new technique. If the participating surgeon is performing both new and standard techniques and has limited experiences with the new one, the results will be biased towards the standard technique. differential bias

34 Expertise-based RCTs Patients are randomized to surgeon who is an expert in that intervention. Advantages; Surgeons will perform only the procedure in which they have expertise Procedural crossovers are less likely to occur because surgeons are doing the procedure they are most comfortable with. It makes it easier to obtain informed consent and recruit patients into the trial

35 Surgeons’ Skill Variation

36 Surgeons’ Skill Variation
There is an inherent variation in performing a specific procedure by different experts. There is also the effects of trainees, fellows and others in the operating room It requires more sophisticated statistical analysis to adjust for the effect of surgeons’ skill variation in multicenter surgical trials.

37

38 Blinding Clinical trials are traditionally double blinded : patients and investigators are blinded to the type of treatment In surgical trials – Surgeons cannot be blinded. It is hard and unethical not to tell patients. – sham surgery has been used in the evaluation of fetal tissue transplants in Parkinson’s disease Blinded trials are not possible when comparing surgical and non-surgical treatments. Outcome assessors and data analyst could be blinded

39 Outcome assessment Patient’s knowledge of the procedure often influences their behaviour – Hawthorne effect Investigators knowledge of the procedure influences their assessment of the outcome. Co-intervention – patients often require extra treatment such as physiotherapy or rehabilitation in orthopaedic surgery.

40 Follow up time It is hard to determine the appropriate duration of follow up in surgical trials. The loss to follow up is higher when the duration of follow up is very long. The loss to follow up is higher when no treatment is required after surgery.

41 Different types of RCTs
Equality trials Superiority trials Non-Inferiority trials Equivalence trials Cluster randomized trials Cross-over trials

42 Study of Cause-and-Effect Relationship

43 In summary, … Randomized controlled trials should have a very important role in the evaluation of surgical interventions. If properly designed, conducted, and interpreted the results are likely to make a substantial impact on the health of patients.

44 However, … In those situations when it is deemed infeasible to conduct a randomized controlled trial, we need to choose alternatives such as inception cohort or case-control studies that may be less rigorous than the randomized controlled trial but more rigorous than the uncontrolled case-series.

45 Message to take home… Pilot study
In designing a research project consider: Frequency of the disease Treatment effect Follow-up time and Ethics Pilot study

46 Did investigator assign exposure/intervention?
Yes No Did investigator assign exposure/intervention? Experimental study Random allocation Comparison group? Descriptive study Analytical study Direction? Randomized controlled trial Non-randomized controlled trial Cohort study Case-control study Cross-sectional study Exposure Outcome Outcome Exposure Exposure and outcome at the same time


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