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Case-Control Studies Abdualziz BinSaeed

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Page 1: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Case-Control Studies

Abdualziz BinSaeed

Page 2: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Case-Control Studies

• Type of analytic study

• Unit of observation and analysis: Individual (not group)

Page 3: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Case-Control Studies

• Definition: It is a type of observational analytic epidemiologic

investigation in which subjects are selected on the basis of whether they do or do not have a particular disease under study.

• Importance of case-control studies ∂ (drawback of cohort study “large population”)∂ Achieving the same goals of cohort study efficiently

Page 4: Case-Control Studies Abdualziz BinSaeed. 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

Page 5: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Design

• At baseline:

– Selection of cases (disease) and controls (no disease) based on disease status

– Exposure status is unknown

• Retrospective design – lacks temporality!

Page 6: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Case Control Study Design

Target Population

Diseased(Cases)

Not Diseased(Controls)

Exposed

Not Exposed

Exposed

Not Exposed

Page 7: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Selecting Cases

• Select cases after the diagnostic criteria and definition of the disease is clearly established

• Study cases should be representative of all cases

Page 8: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Selecting Cases (cont.)

• The study need not include all cases in the population

• Cases may be located from hospitals, clinics, disease registries, screenings, etc.

Page 9: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 10: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 11: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Selecting Controls (cont.)

• Controls estimate the exposure rate to be expected in cases if there were no association between exposure and disease

Page 12: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 13: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Sources of cases and controls

Spouses, siblings or associates of cases

Any of the above methods

Sample of patients in the same hospital who do not have the disease

All cases diagnosed in a single hospital

Sample of patients in all hospitals who do not have the disease

All cases diagnosed in all hospitals

Non-cases in a sample of the population

All cases diagnosed in a sample of the population

Sample of general populationAll cases diagnosed in the community

CONTROLSCASES

Page 14: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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)

Page 15: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 16: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 17: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Calculating the Odds Ratio

400200Total

22488Non-smoker

176112SmokerExposure Status

No CHD

(Controls)

CHD cases

(Cases)

Disease Status

Odds Ratio = =AD

BC

112 x 224176 x 88

= 1.62

Page 18: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Exposure increases

disease risk(Risk factor)

Particular exposure is not

a risk factor

Exposure reduces

disease risk

(Protectivefactor)

Exposure as a risk factor for

the disease?

Odds of exposure for cases are

greater than the odds of exposure

for controls

Odds of exposure are equal among

cases and controls

Odds of exposure for cases are less than the odds of

exposure for controls

Odds comparison

between cases and controls

OR>1OR=1OR<1

Page 19: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Interpreting the Odds Ratio

The odds of exposure for cases are 1.62 times the odds of exposure for controls.

Page 20: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Interpreting the Odds Ratio

Those with CHD are 62% more likely to be smokers than those without CHD

Those with CHD are 1.62 times more likely to be smokers than those without CHD

or

Page 21: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 22: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 23: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 24: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

Nested Case-Control Study

SubgroupSelected as

“Controls”

”Cases”

CASE-CONTROL STUDY

Population

DevelopDisease

Do NotDevelopDisease

Year

s

Initial Data and/orSerum, Urine, or Other

Specimens Obtained

Page 25: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

ORs, P-Values and 95% CIs for Case-Control Study with 3 Different Sample Sizes

Sample Size

Parameter Computed

n=20n=50n=500

OR2.02.02.0

p-value0.5000.2000.001

95% CIs0.5, 7.70.9, 4.71.5, 2.6

Page 26: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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

Page 27: Case-Control Studies Abdualziz BinSaeed. Case-Control Studies Type of analytic study Unit of observation and analysis: Individual (not group)

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)