Game 7 · Clinical trials

How do you keep a trial fair?

Randomisation, allocation concealment, blinding, intention-to-treat and per-protocol analysis.

Read with: Clinical trials78 DNB questions

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Keep the trial fair from the first patient to the last analysis

Each round tests one safeguard: predicting allocations from a block list, the group sizes simple randomisation gives, who can be blinded, and how intention to treat and per protocol differ. Every third round is a short question. You have three lives.

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Randomisation

Simple, block and stratified randomisation

Random allocation means a chance process that nobody can predict decides who gets which treatment. A computer-generated list or a random-number table does this. Alternate patients, date of birth, hospital number and day of admission are predictable, so they are not randomisation.

Simple randomisation is a coin toss for each patient. It cannot be predicted, but in a small trial the groups can be unequal. The number of patients given A follows a binomial distribution.

P(k patients get A) = C(n, k) × 0.5ⁿ

n
number of patients randomised
k
number allocated to treatment A
C(n, k)
number of ways of choosing k patients out of n

With 20 patients, one group has 7 or fewer in 26% of trials, and an exact 10 : 10 split happens only 17.6% of the time. Block randomisation fixes this: a block of 4 always holds two A and two B, in one of 6 orders (AABB, ABAB, ABBA, BAAB, BABA, BBAA). The cost is predictability. Once two of one drug have been given in a block, the rest of the block is known. ICH E9 therefore advises that investigators should not know the block length, and two or more block lengths chosen at random serve the same purpose.

Stratified randomisation first divides patients by an important prognostic factor such as severity or centre, then randomises in blocks within each stratum, so that factor is balanced. Minimisation balances several factors at once by assigning each new patient to the group that reduces imbalance. Factors nobody has measured are left to randomisation itself.

Two kinds of hiding

Allocation concealment is not blinding

FeatureAllocation concealmentBlinding
What is hiddenThe next allocation, before a patient is assignedThe treatment received, after assignment
PreventsSelection bias at enrolmentPerformance bias and detection bias
Always possible?Yes, in every randomised trialNo. A surgeon cannot be unaware of the operation
MethodsCentral telephone or web system. Sequentially numbered, opaque, sealed containersIdentical placebo, double dummy, sham procedure, blinded outcome assessor
CONSORT 2025Items 18 and 19Items 20a and 20b

ICH E9 defines a double-blind trial as one in which neither the subject nor any of the investigator or sponsor staff involved in the treatment or clinical evaluation of the subjects are aware of the treatment received. In a single-blind trial one side knows. In an open-label trial everyone knows. Triple-blind has no agreed definition and usually means that outcome assessors or data analysts were also unaware. Physicians read these labels in many different ways (Devereaux et al., 2001), so CONSORT 2025 item 20a asks authors to say who was blinded: participants, care providers, outcome assessors or data analysts.

When the two treatments look different, as a tablet and an injection do, the double-dummy technique gives every patient one active drug and one matching placebo. When the treatment itself cannot be hidden, as in surgery or physiotherapy, the outcome assessor can still be kept unaware.

Analysis

Intention to treat and per protocol

Risk difference = events in group A ÷ patients in group A − events in group B ÷ patients in group B

Intention to treat
every randomised patient, counted in the group they were randomised to, whatever they took
Per protocol
only patients who followed the protocol: those who stopped or crossed over are left out

ITT keeps the groups as randomisation made them. ICH E9 calls the set as close as possible to this ideal the full analysis set. Per protocol removes patients whose adherence may depend on both the treatment and their prognosis, so ICH E9 warns its bias may be severe. In a superiority trial, ITT is the primary analysis and usually underestimates the effect, which is a conservative error. In a non-inferiority trial, non-adherence and crossover make the groups look alike, which favours the claim, so ITT is not conservative. Both analyses are reported, and both should support the conclusion.

For worked examples and the CONSORT flow diagram, read the clinical trials chapter.

Writing the answer

How to write this in a 10-mark DNB answer

  1. Define randomisation in one line and say why it is done: it balances known and unknown prognostic factors between groups.
  2. List the methods with one line each: simple, block (draw a block of 4 and its 6 orders), stratified, minimisation, cluster.
  3. Draw a two-column table of allocation concealment against blinding: what is hidden, when, what bias it prevents, methods.
  4. Name who can be blinded (participants, care providers, outcome assessors, analysts) and say that the trial should state who was blinded (CONSORT 2025 item 20a).
  5. Define ITT and per protocol, work a small made-up example with both, and say which is primary for superiority and why both are needed for non-inferiority.
  6. End with ICH E9 and CONSORT 2025 as the references.

The one thing to remember

Randomisation makes the groups comparable. Concealment stops anyone choosing who goes where, blinding stops anyone treating or judging the groups differently, and intention to treat keeps the groups as they were randomised.

Past papers

DNB questions this game helps you answer

Questions from NBE theory papers for DNB, DrNB and Diploma courses, most often asked first. The tag after each question is the specialty and the year it was set.

  1. ×3Methods of randomization.DrNB Plastic And Reconstructive Surgery Direct 6 Years Course Part 2 Final · Oct 2025DrNB Neuro Surgery · Dec 2018DNB Vascular Surgery · Dec 2018
  2. ×2Block randomization.DNB Community Medicine · Oct 2023DNB Dermatology Venereology and Leprosy · Apr 2016
  3. ×2a) Non-parametric tests. b) Principles of randomization. c) Names of randomized multi institutional trials with respect to coronary artery bypass surgery and their salient findings.DrNB Cardio Vascular and Thoracic Surgery · Dec 2022DNB Direct 6-Year (SS) · Dec 2022
  4. ×2Intention to Treat Analysis.DNB Community Medicine · Jun 2015DrNB Cardio Vascular and Thoracic Surgery · Dec 2015
  5. ×1Allocation concealment and blinding. [4]Diploma Paediatrics · Jun 2026
  6. ×1Randomization and blinding in clinical trials.DNB Pharmacology · Dec 2025
  7. ×1Randomization techniques in clinical trials.DrNB Paediatric Neurology · Oct 2025
  8. ×1Randomization.DNB General Surgery · Jun 2025
  9. ×1What is randomization in a clinical trial? Mention the types of randomization. Discuss the merits and demerits of randomization.DNB Paediatrics · Dec 2025
  10. ×1What is randomized controlled study? How would you do randomization?Diploma ENT · Jun 2025
  11. ×1Enumerate and define different types of blinding in a clinical trial.DNB Nuclear Medicine · Jun 2025
  12. ×1How will you ensure blinding in such group of patients?DNB Orthopaedics · Dec 2025
  13. ×1What are various confounding factors in clinical trials? Briefly discuss the double-blind design.DNB Pharmacology · Jun 2025
  14. ×1Describe different randomization techniques.DNB Emergency Medicine · May 2024
  15. ×1Randomisation techniques.DNB Emergency Medicine · Oct 2024
  16. ×1Randomization in experimental study.DNB Paediatrics · May 2024
  17. ×1What is randomization and its different types? What are the advantages of randomization?Diploma Anaesthesiology · Dec 2024
  18. ×1In clinical trials: Describe various blinding strategies.DrNB Nephrology · May 2024
  19. ×1Intention to treat versus per protocol analysis.DrNB Nephrology · May 2024
  20. ×1What is Intention-to-treat Analysis?DrNB Surgical Oncology · May 2024
  21. ×1What is intention to treat analysis and per protocol analysis? Mention the strength and weakness of both the analysis types.DrNB Cardiology · May 2024
  22. ×1What is randomization? What are its benefits? Write briefly about the different types of randomization.DNB Psychiatry · Oct 2023
  23. ×1Describe role of concealment (blinding) in randomised control studies.DrNB Clinical Haematology · Oct 2023
  24. ×1What is Randomised Controlled Double Blind trial? Give one example.DNB Radiation Oncology · Oct 2023
  25. ×1Enlist steps in conducting a randomized controlled trial. Describe intention to treat analysis and per protocol analysis.Diploma Paediatrics · Dec 2023
  26. ×1Blinding & Randomization.DNB Anaesthesiology · Dec 2022
  27. ×1Describe randomization.DNB Radiation Oncology · Jun 2022
  28. ×1Discuss the role of randomization in clinical trials. What are the different types of randomization?DNB Haematology · Jun 2022
  29. ×1What are the advantages and disadvantages of permuted block randomisation over simple randomisation?DrNB Clinical Immunology and Rheumatology · Jun 2022
  30. ×1Bias and Blinding.DNB Respiratory Medicine · Dec 2022
  31. ×1Compare and contrast blinding and concealment in randomised controlled trials.DrNB Clinical Immunology and Rheumatology · Jun 2022
  32. ×1What is the importance of blinding in trials? How would you achieve blinding in study of a new malaria vaccine?DNB Community Medicine · Jun 2022
  33. ×1Randomization and concealment of randomization.DrNB Medical Gastroenterology · Jun 2021
  34. ×1Randomization in clinical trials.DrNB Neonatology · Dec 2021
  35. ×1What is randomization?DNB Physiology · Jun 2021
  36. ×1What is the purpose of randomization in a randomized controlled trial?DrNB Surgical Gastroenterology · Jun 2021
  37. ×1Why and how is allocation concealment done in a randomized controlled trial?DrNB Surgical Gastroenterology · Jun 2021
  38. ×1Add a note on blinding in research.DNB Physiology · Jun 2021
  39. ×1Blinding.DrNB Medical Gastroenterology · Jun 2021
  40. ×1Double blind randomised controlled trial.DNB Physical Medicine and Rehabilitation · Dec 2021
  41. ×1How is blinding done and what is the difference between single and double blind studies?DrNB Surgical Gastroenterology · Jun 2021
  42. ×1Intention to treat analysis.DrNB Medical Gastroenterology · Jun 2021
  43. ×1Per protocol analysis.DrNB Medical Gastroenterology · Jun 2021
  44. ×1What is block randomization? What does it achieve?DrNB Clinical Haematology · Jun 2020
  45. ×1What is the need for randomization in a clinical trial?DrNB Clinical Haematology · Jun 2020
  46. ×1Blinding in randomized controlled trial.DrNB Neuro Surgery · Dec 2020
  47. ×1Outline the differences between Intent to Treat and Per Protocol analyses.DNB Pharmacology · Jun 2020
  48. ×1Allocation concealment.DrNB Neonatology · Dec 2019
  49. ×1Enumerate the methods used for randomization.DNB Paediatric Surgery · Jun 2019
  50. ×1Methods of Randomization and points of consideration when selecting end points.DNB Radiation Oncology · Dec 2019
  51. ×1Randomization in Randomized Control Trials.DNB Community Medicine · Jun 2019
  52. ×1Randomization methods in a clinical research.DNB General Surgery · Jun 2019
  53. ×1Randomization methods.DNB Respiratory Medicine · Jun 2019
  54. ×1What is a double blind study?DNB Paediatric Surgery · Dec 2019
  55. ×1What is double blind drug trial? What is double blind double dummy drug trial? How are they different from other clinical drug trails?DNB Psychiatry · Jun 2019
  56. ×1Intention to Treat Analysis and Co-efficient of Correlation.DrNB Cardiology · Jun 2019
  57. ×1Write a commentary on per-protocol vis-a-vis intention to treat analysis.DNB Pharmacology · Dec 2019
  58. ×1Block randomizationDrNB Endocrinology · Jun 2018
  59. ×1How is blinding different from allocation concealment?DrNB Surgical Gastroenterology · Dec 2018
  60. ×1Randomization and blinding in a clinical trial.DNB Anaesthesiology · Jun 2018
  61. ×1What is randomization and why is it required?DNB Ophthalmology · Jun 2018
  62. ×1Types and importance of blinding in randomized trials.DNB Vascular Surgery · Dec 2018
  63. ×1Double Blind Randomization.DrNB Urology · Jun 2017
  64. ×1What are allocation concealment and blinding in randomized trials? How can these be achieved?DrNB Urology · Dec 2017
  65. ×1Blinding in research studies.DNB Community Medicine · Dec 2017
  66. ×1a) How do you calculate sample size for a research study? b) What is the difference between consent form and assent form? c) What is the difference between 'review article' and 'metanalysis'? d) Double-blinding in research studies.DNB Paediatric Surgery · Dec 2017
  67. ×1Explain the concepts of blinding, allocation concealment and randomization in clinical trials.DrNB Urology · Jun 2016
  68. ×1Methods of randomizationDrNB Neuro Surgery · Jun 2016
  69. ×1Various methods of randomization.DNB General Medicine · Jun 2016
  70. ×1What is randomizationDrNB Neuro Surgery · Jun 2016
  71. ×1a) Confidence interval. b) Methods of randomization.DNB Respiratory Medicine · Dec 2016
  72. ×1What is blinding?DNB Otorhinolaryngology ENT · Apr 2016
  73. ×1What are the various methods of randomization in an interventional study?DNB Dermatology Venereology and Leprosy · Dec 2015
  74. ×1Double blind randomized trial.DrNB Urology · Jun 2015
  75. ×1Concepts underlying “Odd’s Ratio”, “Multiple Logistic Regression Analysis” and “Intention to treat analysis”.DrNB Neurology · Dec 2015
  76. ×1What do you understand by double blind placebo controlled trial and its significance?DNB Obstetrics and Gynaecology · Dec 2014
  77. ×1What is randomization? What are various methods/tools of randomization in clinical medicine? What are the benefits of randomization?DrNB Surgical Gastroenterology · Dec 2013
  78. ×1What are the features of the different phases of clinical trials? What is the importance of randomization and stratification?DrNB Surgical Oncology · Dec 2012

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