Principles and design of RCTs

Principles and design of RCTs

Principles and design of RCTs

On this page

RCT Fundamentals - The Gold Standard

  • Definition: The gold standard experimental design to establish causality between an intervention and an outcome.
  • Core Principle: Compares outcomes in a group receiving an intervention against a control group receiving a placebo or standard of care.
  • Key Features:
    • Randomization: Allocates subjects to groups by chance.
    • Blinding: Prevents bias; can be single, double, or triple-blind.

⭐ RCTs are the most effective study design for minimizing confounding by randomly distributing potential confounders between groups.

RCT Flow Diagram: Participant Progression and Attrition

Phases of Clinical Trials - The Drug Gauntlet

Drug development pipeline: preclinical to clinical phases

📌 Mnemonic: SWIM

  • Safe? (Phase I)
  • Works? (Phase II)
  • Improvement? (Phase III)
  • Market? (Phase IV)
PhasePurposeParticipants
ISafety & Toxicity ("Is it safe?")~20-80 healthy volunteers
IIEfficacy & Dosing ("Does it work?")~100s with disease
IIICompare to Standard of Care ("Is it better?")~1000s, multiple centers (RCT)
IVPost-marketing surveillanceGeneral population

Bias & Confounding - Taming the Gremlins

  • Bias: Systematic error skewing results from the true value.

    • Selection Bias: Non-random assignment. Prevented by randomization.
    • Performance Bias: Differences in care between groups. Prevented by blinding of participants/personnel.
    • Detection Bias: Outcome assessment differs between groups. Prevented by blinding of outcome assessors.
    • Attrition Bias: Unequal loss to follow-up. Mitigated by intention-to-treat (ITT) analysis.
  • Confounding: A third variable associated with both exposure and outcome distorts the apparent relationship.

    • Controlled during design by randomization, restriction, and matching.

Confounding vs. Effect Modification: Confounding is a bias to be removed. Effect modification is a real finding to be described and reported.

Analysis Principles - The Final Verdict

  • Intention-to-Treat (ITT): "Once randomized, always analyzed."
    • Includes all subjects in their originally assigned group, regardless of adherence or withdrawal.
    • Preserves randomization, avoids bias, and reflects real-world effectiveness.
  • Per-Protocol (PP):
    • Includes only subjects who completed the trial according to the protocol.
    • Estimates treatment efficacy in a perfect scenario but is susceptible to selection bias.

⭐ ITT is the primary analysis for most RCTs because it provides an unbiased estimate of the treatment effect in a practical setting.

High‑Yield Points - ⚡ Biggest Takeaways

  • Randomization is the most critical element, minimizing selection bias and confounding.
  • Blinding (masking) prevents performance bias (participants/staff) and detection bias (observers).
  • Intention-to-treat analysis includes all randomized patients, preserving randomization and reflecting real-world effectiveness.
  • Per-protocol analysis evaluates only compliant patients, showing efficacy under ideal conditions but risking bias.
  • A control group (placebo or standard of care) is essential for comparison.

Practice Questions: Principles and design of RCTs

Test your understanding with these related questions

A 21-year-old man presents to the office for a follow-up visit. He was recently diagnosed with type 1 diabetes mellitus after being hospitalized for diabetic ketoacidosis following a respiratory infection. He is here today to discuss treatment options available for his condition. The doctor mentions a recent study in which researchers have developed a new version of the insulin pump that appears efficacious in type 1 diabetics. They are currently comparing it to insulin injection therapy. This new pump is not yet available, but it looks very promising. At what stage of clinical trials is this current treatment most likely at?

1 of 5

Flashcards: Principles and design of RCTs

1/9

Blinding (the cardinal feature of RCTs) is critical in reducing _____

TAP TO REVEAL ANSWER

Blinding (the cardinal feature of RCTs) is critical in reducing _____

measurement bias

browseSpaceflip

Enjoying this lesson?

Get full access to all lessons, practice questions, and more.

Start Your Free Trial