Statistical Foundations of Epidemiology copy
Transcript of Statistical Foundations of Epidemiology copy
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STATISTICAL FOUNDATIONS OF EPIDEMIOLOGY
EVIE PIERCE
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STATISTICAL FOUNDATIONS
OVERVIEW
▸ What is a p-value?
▸ What about Confidence Intervals?
▸ Statistical Foundations.
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STATISTICAL FOUNDATIONS
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STATISTICAL FOUNDATIONS
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STATISTICAL FOUNDATIONS
CONFIDENCE INTERVALS
▸ Interval estimate, calculated from the statistics of the observed data, that might contain the true value of an unknown population parameter
▸ If the analysis were done an infinite amount of times, 95% of the time, the true value would fall within the interval.
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STATISTICAL FOUNDATIONS
STATISTICAL FOUNDATIONS
Diagnostic Tests Study Types Quantifying Risk
Bias and Study Errors
T-test, ANOVA, X2
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Disease + Disease -
Test + TP FP
Test - FN TN
EVALUATION OF DIAGNOSTIC TESTS
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SENSITIVITY (TRUE POSITIVE RATE)
Disease + Disease -
Test + TP FP
Test - FN TN
TP (TP + FN)
EVALUATION OF DIAGNOSTIC TESTS
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SPECIFICITY (TRUE NEGATIVE RATE)
Disease + Disease -
Test + TP FP
Test - FN TN
TN (TN + FP)
EVALUATION OF DIAGNOSTIC TESTS
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EVALUATION OF DIAGNOSTIC TESTS
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POSITIVE PREDICTIVE VALUE
Disease + Disease -
Test + TP FP
Test - FN TN
TP (TP + FP)
EVALUATION OF DIAGNOSTIC TESTS
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NEGATIVE PREDICTIVE VALUE
Disease + Disease -
Test + TP FP
Test - FN TNTN
(TN + FN)
EVALUATION OF DIAGNOSTIC TESTS MENU
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STUDY TYPES
CROSS-SECTIONAL
▸ Observational, all measurements are made on a single occasion.
▸ Collects data from a group of people to assess frequency of disease (and related risk factors) at a particular point in time.
▸ Can show risk factor association with disease, but do not establish causality.
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STUDY TYPES
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STUDY TYPES
CASE-CONTROL
▸ Compares a group of people with disease to a group without disease.
▸ Selection of cases based on disease state
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STUDY TYPES
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STUDY TYPES
COHORT
▸ Compares a group with a given exposure or risk factor to a group without such exposure.
▸ Selection based on exposure to risk factor.
▸ Looks to see if exposure ︎ changes the likelihood of disease.
▸ Can be prospective or retrospective.
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STUDY TYPES
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STUDY TYPES
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STUDY DESIGN
COMBINATION STUDIES
▸ Nested Case Control
▸ Case-Cohort
▸ Case Cross-Over
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STUDY TYPES
CAUSAL INFERENCE
MENU
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QUANTIFIABLE RISK
Disease + Disease -
Exposure + A B
Exposure - C D
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QUANTIFYING RISK
ODDS RATIO
A x D B x C
OR =
Disease + Disease -
Exposure + A B
Exposure - C D
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QUANTIFYING RISK
RELATIVE RISK
Disease + Disease -
Exposure + A B
Exposure - C D
A / (A +B) C / (C + D)
RR =
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QUANTIFYING RISK
ATTRIBUTABLE RISK
A A + B
AR =
Disease + Disease -
Exposure + A B
Exposure - C D
C C + D
-
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QUANTIFYING RISK
NUMBER NEEDED TO TREAT AND NUMBER NEEDED TO HARM
1 ARR
NNT =
1 AR
NNH =
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QUANTIFYING RISK
HAZARD RATIOS
MENU
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BIAS + ERROR
RECRUITING PARTICIPANTS
▸ Selection bias
▸ Berkson bias
▸ Loss to follow-up
▸ Healthy worker and volunteer biases
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BIAS + ERROR
PERFORMING STUDY
▸ Recall bias
▸ Measurement bias
▸ Procedure bias
▸ Observer-expectancy bias
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BIAS + ERROR
INTERPRETING RESULTS
▸ Confounding bias
▸ Lead-time bias
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BIAS + ERROR
DISTRIBUTION
MENU
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STATISTICAL FOUNDATION
T-TEST VS. ANOVA VS. Χ2
▸ T-Test: differences between means of 2 groups
▸ ANOVA: differences between means of 3 or more groups
▸ X2: difference between 2 or more percentages or proportions of categorical outcomes
MENU