Principles of Epidemiology Lecture 10 Dona Schneider, PhD, MPH, FACE

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Presentation transcript:

Principles of Epidemiology Lecture 10 Dona Schneider, PhD, MPH, FACE Case-Control Studies Principles of Epidemiology Lecture 10 Dona Schneider, PhD, MPH, FACE

Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Case-Control Studies Case-control studies are the most frequently undertaken analytical epidemiological studies They are the only practical approach for identifying risk factors for rare diseases They are best suited to the study of diseases for which medical care is sought, such as cancers or hip fracture

Design At baseline: Retrospective design – lacks temporality! Selection of cases (disease) and controls (no disease) based on disease status Exposure status is unknown Retrospective design – lacks temporality!

Case Control Study Design Exposed Diseased (Cases) Not Exposed Target Population Exposed Not Diseased (Controls) Not Exposed

Selecting Cases Select cases after the diagnostic criteria and definition of the disease is clearly established Study cases should be representative of all cases

Selecting Cases (cont.) The study need not include all cases in the population Cases may be located from hospitals, clinics, disease registries, screenings, etc.

Selecting Cases (cont.) Incident cases are preferable to prevalent cases for reducing (a) recall bias and (b) over-representation of cases of long duration The most desirable way to obtain cases is to include all incident cases in a defined population over a specified period of time

Selecting Controls Controls should come from the same population at risk for the disease as the cases Controls should be representative of the target population

Selecting Controls (cont.) Controls estimate the exposure rate to be expected in cases if there were no association between exposure and disease

Selecting Controls (cont.) Multiple controls can be used to help add statistical power when cases are unduly difficult to obtain Using more than one control group lends credibility to the results More than 3 controls for a case is usually not cost-efficient

Sources of cases and controls All cases diagnosed in the community Sample of general population Non-cases in a sample of the population All cases diagnosed in a sample of the population Sample of patients in all hospitals who do not have the disease All cases diagnosed in all hospitals All cases diagnosed in a single hospital Sample of patients in the same hospital who do not have the disease Any of the above methods Spouses, siblings or associates of cases

Assessing Exposure Exposure is usually an estimate unless past measurements are available It has to be assumed that the exposure incurred at the time the disease process began (this may not be valid)

Assessing Exposure (cont.) Exposure estimates are subject to recall bias and interviewer bias Some protection may be afforded by blinding interviewers and carefully phrasing interview questions Potential confounders need to be accurately assessed in order to be controlled in the analysis

Odds Ratio (OR) A ratio that measures the odds of exposure for cases compared to controls Odds of exposure = number exposed  number unexposed OR Numerator: Odds of exposure for cases OR Denominator: Odds of exposure for controls

Calculating the Odds Ratio Disease Status CHD cases (Cases) No CHD (Controls) Exposure Status Smoker 112 176 Non-smoker 88 224 Total 200 400 AD 112 x 224 Odds Ratio = = = 1.62 BC 176 x 88

OR<1 OR=1 OR>1 Odds of exposure are equal among cases and controls Odds of exposure for cases are greater than the odds of exposure for controls Odds comparison between cases and controls Odds of exposure for cases are less than the odds of exposure for controls Exposure as a risk factor for the disease? Particular exposure is not a risk factor Exposure increases disease risk (Risk factor) Exposure reduces disease risk (Protective factor)

Interpreting the Odds Ratio The odds of exposure for cases are 1.62 times the odds of exposure for controls. or

Interpreting the Odds Ratio Those with CHD are 1.62 times more likely to be smokers than those without CHD or Those with CHD are 62% more likely to be smokers than those without CHD

Possible Sources of Bias and Error Information on the potential risk factor (exposure) may not be available either from records or the study subjects’ memories Information on potentially important confounding variables may not be available either from records or the study subjects’ memories

Possible Sources of Bias and Error (cont.) Cases may search for a cause for their disease and thereby be more likely to report an exposure than controls (recall bias) The investigator may be unable to determine with certainty whether the suspected agent caused the disease or whether the occurrence of the disease caused the person to be exposed to the agent

Possible Sources of Bias and Error (cont.) Identifying and assembling a case group representative of all cases may be unduly difficult Identifying and assembling an appropriate control group may be unduly difficult

Nested Case-Control Study Population Initial Data and/or Serum, Urine, or Other Specimens Obtained Years Do Not Develop Disease Develop Disease Subgroup Selected as “Controls” ”Cases” CASE-CONTROL STUDY

ORs, P-Values and 95% CIs for Case-Control Study with 3 Different Sample Sizes Parameter Computed n=20 n=50 n=500 OR 2.0 p-value 0.500 0.200 0.001 95% CIs 0.5, 7.7 0.9, 4.7 1.5, 2.6

Advantages of Case-Control Studies Quick and easy to complete, cost effective Most efficient design for rare diseases Usually requires a smaller study population than a cohort study

Disadvantages of Case-Control Studies Uncertainty of exposure-disease time relationship Inability to provide a direct estimate of risk Not efficient for studying rare exposures Subject to biases (recall & selection bias)