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Comparison of Proportions Part II. Instructor: 李奕慧 yihwei@mail.tcu.edu.tw. Lecture Overview. Study designs in epidemiology Measures of study effect for 2 categorical variables 1. Risk difference 2. Relative risk 3. Odds ratio McNemar’s test for Matched-pair study.
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Comparison of Proportions Part II Instructor: 李奕慧 yihwei@mail.tcu.edu.tw
Lecture Overview • Study designs in epidemiology • Measures of study effect for 2 categorical variables 1. Risk difference 2. Relative risk 3. Odds ratio • McNemar’s test for Matched-pair study
Epidemiologic Study Design • Analytical studies • Intervention studies • Clinical trials • Observational studies • Cross-sectional studies • Cohort studies • Case-control studies
建構 p1-p2的信賴區間(confidence interval, CI) 沒戴安全帽頭部受傷的機率,較有戴安全帽者高出39%~61%,戴安全帽的機車騎士,在車禍發生時,可以減少39%~61%的頭部受傷的機會。
Example for Clinical trial and Risk Difference BMJ 2006;333;1193-
比較Intervention group與Control group病人住院3天後的死亡率(death after day 3) • 每一個病人皆觀察其死亡(=1)或存活(=0)情形 • Intervention group:5/132 (5%)的人住院3天後死亡 • Control group: 8/133 (8%)的人住院3天後死亡 • 兩組住院3天後死亡率的差異(control-intervention)為 2% (point estimate), 95%CI:(-3% to 8%),表示兩組母體死亡率差異的範圍介於-3%~8%,Intervention不會影響病人的死亡率。
Disease + Exposed Disease - Study population Disease + Non-exposed Disease - Cohort study / Clinical trial (Intervention) (Control)
ill not ill a b Exposed c d Unexposed Cohort Data 2 x 2 table Incidence in exposed (p1) = a/(a+b) Incidence in non-exposed(p2) = c/(c+d)
Effect measures in cohort studies • Hypothesis • Is the incidence among exposed higher than among unexposed • Absolute measures • Risk difference (RD) • Relative measures • Relative risk/Risk Ratio (RR)
Foodborne Outbreak in a Wedding, Dublin not ill Incidence ill 49 49 98 50% Ate ham Did not eat ham 4 6 10 40% 53 55 108 Risk difference 0.5 - 0.4 = 0.1 (10%) Relative risk 0.5 / 0.4 = 1.25
RR與OR的意義 RR=1 ln(RR)=0 沒有相關 RR>1 ln(RR)>0 危險因子 RR<1 ln(RR)<0 保護因子
Relative risk • RR = 1.25 25 % increase in risk • RR = 1.13 13 % increase in risk • RR = 13 13 fold increase • RR= 0.820% of risk reduction
Example for Relative Risk A Randomized Trial of Aspirin on the Risk of Embolic Events in Patients With Infective Endocarditis JACC, 2003;42(5):775–80
OR = (17/42)/(8/47) = 2.38 RR = (17/59)/(8/55) =1.98 Aspirin.sav
Case-control (Retrospective) Exposed Cases Non-exposed Study Population Exposed Controls Non-exposed
有子宮頸癌 CASE 無子宮頸癌 Control Total Smoker 150 50 200 Nonsmoker 150 250 400 Total 300 300 600 Odds ratio in Case-control and Cohort study OR for smoking =(150/150)/(50/250) = 5 OR for cervical cancer = (150/50)/(150/250) = 5 不管是針對暴露因子,或疾病的odds ratio都相等,odds ratio不會因為研究設計而有所改變。
Relative Risk and Odds ratio 當疾病發生的機率很低時,OR RR
Matched Pair Study Design Journal of Stroke and Cerebrovascular Diseases, 2005: pp 174-178
SBP control (<=140 mmHg) status before and after stroke admission H0: Pbefore=Pafter (中風前SBP控制的比例=中風後SBP控制的比例) Ha: PbeforePafter Stroke.sav
應該使用McNemar檢定的結果, 而非一般的Chi-square檢定結果。