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Analyzing Randomized Control Trial: ITT vs. PP vs. AT Proceedings from Journal club….. Vikash
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Basic Analysis of RCT: To calculate: –Relative Risk (RR) –Relative Risk Ratio (RRR) –Attributable Risk (AR) –Absolute Risk Reduction (ARR) –Number Needed to treat (NNT) For Time dependant analysis –Survival Analysis by Kaplan- Mier or by Cox Proportional Model. Then, Apply test of Significance.
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For Dichotomous Outcome: RR = ID (Exposed)/ ID (Unexposed) = a/a +b / c /c +D RRR = 1 – RR ARR = ID (Unexposed) - ID (Exposed) Disease Present Disease Absent Total Experiment al Group aba + b Control Group cdC + d
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Attributable Risk = (OR – 1) PE / 1+ [ (OR-1) PE] x 100 Where OR = Odds Ratio = ad / bc Number Needed to treat (NNT) = 1/ARR RR = 0. 4 /0.5 = 0.8 RRR = 0.2 ARR = 0.2 – 0.25 = - 0.05 NNT = 1/ARR = 20 TB No TBTotal Cont. Isoniazid 40160200 Isoniazid 6 month 50150200
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Intention to treat Analysis Also called As randomized or Method Effectiveness analysis. Compare outcome according to the randomized group (Gold Standard). Adherence to intervention not necessary. Advantages: Randomization is maintained: –Treatment assignment is based on chance alone. –Randomization provides Theoretical foundation for Statistical test of significance. Disadvantages: –Doesn’t take into account Protocol violation.
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Group may not be comparable at the end. –Not adhering to treatment or vice versa. –Eligibility for the trial was incorrect. –Loss to follow up. Estimates of non – complied in the efficacy dilutes difference between groups. Analysis may underestimate adverse effect. Why gold standard ? Randomization is maintained Difficulty in defining compliance. Effect in complied group may be due to factor of compliance.
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Per Protocol Analysis: Analyze only those who fully complied to protocol. Doesn’t included cross- over in final analysis. Provides fair idea of efficacy for treatment. May be Biased (randomization compromised) As treated Analysis: Subject analyzed according to treatment taken or not. (no relation with randomization). Non compliant from treatment and vice versa analyzed accordingly. AT is shown if ITT shows no effect ( why trial done).
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Hypothetical Example: RCT to see the effect of Aspirin in incidence of Myocardial Re-infarction in patient with h/o MI. ARR by ITT = 20.833% - 16.66% = 4.17% ARR by PP = 23% - 16.66% = 6.34% ARR by AT = 21.25% - 16.25% = 5% Re- infarctNo Re- infarct Total (adhere d to t/t) Aspirin 40 (5)200240 (210) Placebo50 (4) 190240 (200)
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References: Redmond C, Armitage P editors. Biostatics in Clinical Trials. 1 st ed. Sussex. John Wiley & Sons ltd. 2001. p243- 6. Haynes RB, Sacket DL, Guyat GH, Tugwell P. Clinical Epidemiology. 3 rd ed. Baltimore. Lippincott Williams & Wilkins.2006. p 95 & 116. Fletcher RW, Fletcher SW. Clinical Epidemiology: the essential. 4 th ed. Baltimore. Lippincott Williams & Wilkins. 2005. p 136-9.
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