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Study design IV: Cohort Studies

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1 Study design IV: Cohort Studies
Principles of design and threats to validity Brent Hagel, PhD

2 Cohort study A Cohort – ‘designated group of persons’ with characteristic of interest (eg disease, class of medical students) Descriptive OR analytical Prospective OR retrospective

3 Cohort Study Study groups defined in terms of exposure and followed to determine frequency of outcome Prospective or concurrent cohort Study Retrospective or historical Cohort study Studies can have both prospective and retrospective components Exposure Disease ? ? Study Begins Exposure Disease ? ? Study Begins From Hennekens & Buring. Epidemiology in Medicine. Little Brown and Company, 1987; P. 24

4 Retrospective cohort study
Identification of study groups based on exposure Some or all of the subjects may have developed outcome Look at frequency of outcome in exposed and unexposed Example question: Among factory workers, how many exposed to asbestos develop lung cancer compared with unexposed workers?

5 Among factory workers, how many exposed to asbestos develop lung cancer compared with unexposed workers? Lung Ca Asbestos No lung Ca Lung Ca No Asbestos No lung Ca Investigator

6 Retrospective cohort study design
Identify cohort with exposure of interest Collect data about other potential predictor variables How do you choose predictor variables? Collect data about subsequent outcome (e.g., medical records)

7 Retrospective cohort study - strengths
Establish that potential cause preceded outcome Potential to evaluate multiple outcomes ‘Cheap’ and quick – the outcome has already occurred

8 Retrospective cohort study - weaknesses
Little control over cohort (what you see is what you get) No control over data originally collected What was collected How it was collected/recorded Association not necessarily causation

9 Prospective cohort study
Identify subjects based on exposure Measurement of characteristics at baseline Follow-up over time for outcome

10 Among factory workers, how many exposed to asbestos develop lung cancer compared with unexposed workers? Lung Ca Asbestos No lung Ca Lung Ca No Asbestos No lung Ca Investigator

11 Prospective cohort study - strengths
Useful for assessing incidence Establish temporal relationship Reduces recall and recording bias, because have baseline and outcome measurement at specified times More accurate and complete data collection Efficient for common outcomes

12 Prospective cohort study - weaknesses
Expensive and inefficient for rare outcomes Prolonged follow-up may be needed Labour intensive Association not necessarily causation

13 Validity – Selection bias
Defn. Distortion in estimate of effect based on way subjects selected for study Selection probabilities different for different cells of 2x2 table e.g., those exposed to asbestos more likely to die and more likely to be lost to follow-up Lack of association between asbestos and lung cancer Mitigate: Ensure high response rates Sensitivity analysis Carefully consider direction of bias

14 Validity – Misclassification bias
Defn. – differential vs. non-differential Differential: knowledge of outcome influences exposure ascertainment or vice-versa Non-differential: classification errors same for cases and controls or exposed and non-exposed e.g., Differential: research assistants look harder for lung cancer outcomes among those in asbestos factories than in the unexposed industry or industries “Creates” an association between asbestos and lung cancer

15 Validity – Misclassification bias (cont)
Mitigate by: Similar procedures for exposed and unexposed Blind interviewers to exposure status Use objective rather than subjective information Use pre-recorded data if available

16 Validity – Confounding bias
Defn. Risk factor for outcome Associated with exposure Not affected by exposure or disease e.g., smoking an independent risk factor for lung cancer, and if asbestos workers smoke more than non-asbestos industries, could partially account for association Mitigate Matching Document and control Restriction

17 Design a Cohort Study . . . Research Question: “What is the risk of sustaining a head or neck injury among intercollegiate ice hockey players wearing full face shields compared with those wearing half shields?" You have 30 minutes!

18 Cheat sheet Choice of design
reasons for using a cohort study reasons against a cohort study How would you identify and select your exposure groups? How would you define your outcome variable? When would you measure outcome? What other variables would be important to consider in this study?


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