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Randomization in
medical research
MPH Course - Epidemiology Module
Dr. Vignesh L, M.D. (AIIMS, New Delhi)
Senior Resident
Department of Preventive & Social Medicine
JIPMER, Puducherry
Outline
• What is random & randomization?
• Why to randomize?
• Whom and what to randomize?
• How to randomize?
• Threats to randomization
• References and further reading
Source: The Lancet 2002; 359:57-61 (DOI:10.1016/S0140-6736(02)07283-5)
Random
• No specific pattern
• Un predictable
• Completely guided by a ‘known’ chance
Randomization
Allocation of individuals to
intervention or control of a clinical
trial by chance
• Each possible assignment has a
known chance of being selected
• Treatment assignment is
unpredictable
Why to Randomize?
• Avoids selection bias
• Balances confounding factors between both the groups – Known and
unknown factors
• Allows to perform statistical tests for establishing causality
What to Randomize?
• Participants / Individual – Classical RCT
• Community / locality – Community trial or Cluster randomized trials
How (not) to Randomize?
• Birth date
• Hospital record number
• Hospital room number
• Day of visiting the hospital
How to Randomize?
• Simple randomization
• Permuted block randomization
• Stratified randomization
• Adaptive randomization
Block randomization
• Every block of X new participants is randomly and equally allocated to
treatment arms A & B
• Block size 4 – 6 possibilities
ABBB AABB AAAB BAAA BBAA BBBA
Advantage
• Equal assignment
Disadvantage
• If block size is known, last participant assignment can be predicted –
random/unknown block size
• Imbalance in critical variables
Stratified randomization
• Important variables that can affect the outcome are stratified and
randomization done separately between these strata
• E.g., Study site in multi-site trial
Advantage
• Balance of critical variables achieved
Disadvantage
• Can’t use too many variables for strata ( < 4 )
Threats to randomization
• Per-protocol analysis Versus Intention-to-treat analysis
• Equipoise and randomization
References
• Leon Gordis – Epidemiology 6th Edition
• John Last – A Dictionary of Epidemiology
• Introduction to the Principles and Practice of Clinical Research (IPPCR) –
Issues in Randomization: Video in Youtube -
https://www.youtube.com/watch?v=UgFXLk7i46c&ab_channel=NIHVideo
Cast
Topics for further reading:
• Adaptive randomization
Questions!?

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Randomization in medical research

  • 1. Randomization in medical research MPH Course - Epidemiology Module Dr. Vignesh L, M.D. (AIIMS, New Delhi) Senior Resident Department of Preventive & Social Medicine JIPMER, Puducherry
  • 2. Outline • What is random & randomization? • Why to randomize? • Whom and what to randomize? • How to randomize? • Threats to randomization • References and further reading
  • 3. Source: The Lancet 2002; 359:57-61 (DOI:10.1016/S0140-6736(02)07283-5)
  • 4.
  • 5.
  • 6.
  • 7. Random • No specific pattern • Un predictable • Completely guided by a ‘known’ chance
  • 8. Randomization Allocation of individuals to intervention or control of a clinical trial by chance • Each possible assignment has a known chance of being selected • Treatment assignment is unpredictable
  • 9. Why to Randomize? • Avoids selection bias • Balances confounding factors between both the groups – Known and unknown factors • Allows to perform statistical tests for establishing causality
  • 10. What to Randomize? • Participants / Individual – Classical RCT • Community / locality – Community trial or Cluster randomized trials
  • 11. How (not) to Randomize? • Birth date • Hospital record number • Hospital room number • Day of visiting the hospital
  • 12. How to Randomize? • Simple randomization • Permuted block randomization • Stratified randomization • Adaptive randomization
  • 13. Block randomization • Every block of X new participants is randomly and equally allocated to treatment arms A & B • Block size 4 – 6 possibilities ABBB AABB AAAB BAAA BBAA BBBA Advantage • Equal assignment Disadvantage • If block size is known, last participant assignment can be predicted – random/unknown block size • Imbalance in critical variables
  • 14. Stratified randomization • Important variables that can affect the outcome are stratified and randomization done separately between these strata • E.g., Study site in multi-site trial Advantage • Balance of critical variables achieved Disadvantage • Can’t use too many variables for strata ( < 4 )
  • 15. Threats to randomization • Per-protocol analysis Versus Intention-to-treat analysis • Equipoise and randomization
  • 16. References • Leon Gordis – Epidemiology 6th Edition • John Last – A Dictionary of Epidemiology • Introduction to the Principles and Practice of Clinical Research (IPPCR) – Issues in Randomization: Video in Youtube - https://www.youtube.com/watch?v=UgFXLk7i46c&ab_channel=NIHVideo Cast Topics for further reading: • Adaptive randomization