Study Design

Clinical Trial

Reviewed byMallik Gaddam

Definition

A clinical trial is a prospective research study that assigns human participants to one or more health related interventions to evaluate their effects on health outcomes.[4] Clinical trials follow predefined protocols specifying the study design, eligibility criteria, interventions, outcome measures, and statistical analysis plan. They require ethical approval and are typically registered in public databases such as ClinicalTrials.gov or the ISRCTN registry.

Explore the concept

Climb the trial phases

Tap each step to climb from Phase I to Phase IV and see that every phase is defined by the question it answers, then set the registration clock for three different rules.

Approval

Marketing authorization: regulators such as the FDA and EMA assess the trial data first

Phase 1 of 4 · The question

Is it safe, at what dose, and how does the body handle it?

Who takes part
Healthy volunteers or patients
Typical size
Typically 20 to 80 participants

Typical number of participants (log scale)

Phase I
Phase II
Phase III
101001,00010,000

Phase I

Phase I asks about safety, dosing and pharmacokinetics, not whether the drug works.

Registration clock

  1. Protocol written

    Design, eligibility, outcomes, analysis plan

  2. Ethics committee approves

  3. Recruitment begins

  4. First participant consents

    At or before this
  5. First participant enrolled

  6. 21 calendar days after first enrollment

ICMJE journals

Journals that follow the ICMJE recommendations consider a trial for publication only if it was registered at or before the first patient consented to enroll. Registration puts the trial and its primary outcome on public record before results exist, which makes selective outcome reporting easier to spot.

The big idea: A clinical trial's phase is set by the question it answers: safety and dosing, efficacy in patients, confirmation against a comparator, or use after approval; participant numbers are only typical. Registering the trial and its primary outcome on time, by the rule that applies, makes selective reporting easier to detect.

Phase questions, participants, typical sizes and the Phase III comparator come from the article (after 21 CFR 312.21 and Friedman et al.); the Phase III band on the ruler stands for "hundreds to thousands" and its ends are illustrative. Trial example from the article: 1,200 randomized 2:1 gives 800 and 400; 58% of 800 is 464 and 17% of 400 is 68; NNT = 1 ÷ 0.41 (58% minus 17%) = 2.44, rounded up to 3. Registration timing: ICMJE recommendations (journals that follow them), Declaration of Helsinki, and US FDAAA 801 (42 CFR Part 11, applicable clinical trials only); the order of the setup steps is a typical sequence. Step heights are illustrative.

Why it matters

Clinical trials are the primary mechanism for establishing whether medical interventions are safe and effective. They provide the evidence base for drug approval, device clearance, and clinical practice guidelines. Medicines regulators, such as the US Food and Drug Administration (FDA) and the European Medicines Agency (EMA), assess clinical trial data before new medicines can be authorized for marketing. For patients, clinical trials represent both an opportunity to access promising new treatments and a commitment to rigorous evaluation of those treatments. For the research community, randomized clinical trials are the gold standard for causal inference in medicine, providing the strongest evidence for treatment effects when properly designed and conducted. The results of clinical trials influence billions of dollars in healthcare expenditure and affect the health outcomes of millions of patients.

How it works

Clinical trials progress through a series of phases, each with distinct objectives. Phase I trials are small studies (typically 20 to 80 participants) that assess the safety, dosing, and pharmacokinetics of a new intervention in healthy volunteers or patients.[3] Phase II trials are medium sized studies (typically 100 to 300 participants) that evaluate the intervention's efficacy and further assess safety in patients with the target condition. Phase III trials are large scale studies (hundreds to thousands of participants) that confirm efficacy, monitor side effects, and compare the new intervention with the current standard of care or, where appropriate, with placebo.[2][3] Phase IV trials are post marketing studies that evaluate long term safety, effectiveness in broader populations, and optimal use in clinical practice.

The design of a clinical trial is specified in a protocol, which details the study objectives, participant eligibility criteria, intervention procedures, outcome measures, randomization and blinding methods, sample size justification, data collection procedures, and statistical analysis plan. The protocol is reviewed and approved by institutional review boards or ethics committees before enrollment begins.

Randomization and blinding are key design features that minimize bias. Randomization makes treatment groups comparable at baseline, in both known and unknown factors, apart from chance differences, while blinding reduces the risk that knowledge of treatment assignments influences behavior and outcome assessment.[2] Intention to treat analysis, which analyzes all randomized participants in their assigned groups regardless of adherence or withdrawal, preserves the benefits of randomization.[2]

Registration in a public database is now widely required, though the timing rules differ. Journals that follow the International Committee of Medical Journal Editors (ICMJE) recommendations require registration at or before the time of first patient consent for enrollment as a condition of consideration for publication[4]; the Declaration of Helsinki requires registration before recruitment of the first participant; and in the US, FDAAA 801 requires applicable clinical trials to be registered on ClinicalTrials.gov no later than 21 calendar days after the first participant is enrolled.[5] Registration promotes transparency by making the trial's existence, design, and primary outcomes publicly available, reducing the risk of selective outcome reporting and publication bias.[4]

When to use it

Clinical trials are the appropriate design for evaluating the efficacy and safety of therapeutic interventions in humans. In the US, for example, the FDA generally requires them for approval of new drugs, biologics, and high risk medical devices. They are also used to compare existing treatments, evaluate diagnostic strategies, and test preventive interventions such as vaccines. Clinical trials are not appropriate when randomization is unethical (e.g., exposing participants to known harmful agents), when the condition is too rare to recruit sufficient participants, or when the research question can be adequately addressed with observational data.

Key takeaways

  • Clinical trials are the primary mechanism for establishing whether medical interventions are safe and effective.
  • Phase I trials are small studies (typically 20 to 80 participants) that assess the safety, dosing, and pharmacokinetics of a new intervention in healthy volunteers or patients.
  • Clinical trials are the appropriate design for evaluating the efficacy and safety of therapeutic interventions in humans.
  • A common error is conducting a trial without adequate sample size to detect clinically meaningful effects, resulting in an underpowered study that wastes resources and exposes participants to risk without generating actionable evidence.

Common mistakes

  • A common error is conducting a trial without adequate sample size to detect clinically meaningful effects, resulting in an underpowered study that wastes resources and exposes participants to risk without generating actionable evidence.
  • Another mistake is failing to pre register the trial and specify the primary outcome before enrollment, which enables selective outcome reporting.[4]
  • Researchers sometimes also deviate from the pre specified analysis plan without documenting and justifying the changes, undermining the credibility of the results. Poor adherence to randomization and blinding procedures can introduce bias even in well designed trials.
  • Finally, reporting trial results selectively (publishing positive results while suppressing negative or null findings) contributes to publication bias and distorts the evidence base for clinical decision making.

Example

A pharmaceutical company conducts a Phase III, double blind, placebo controlled, multicenter clinical trial to evaluate a new monoclonal antibody for moderate to severe atopic dermatitis. The trial enrolls 1,200 patients across 80 sites in 12 countries. Participants are randomized 2:1 to the active drug or placebo, stratified by disease severity and geographic region. The primary endpoint is the proportion of patients achieving at least 75% improvement on the Eczema Area and Severity Index (EASI 75) at week 16. The trial finds that 58% of patients in the active group achieve EASI 75, compared to 17% in the placebo group (p < 0.0001, NNT = 3: 1 ÷ 0.41 = 2.44, rounded up). Based on these results and the safety data, the manufacturer submits a regulatory application for marketing approval.

Test your understanding

5 questions that adapt as you go: answer two in a row correctly and they get harder.

Question 1 of 5

Scenario:

In the article's Phase III trial, 58% of the active group and 17% of the placebo group achieve EASI 75 at week 16 (NNT = 3, rounded up from 2.44).

Question:

What does the NNT of 3 mean?

Hardness: Interpret

Sources

  1. [1]Hopewell S, Chan AW, Collins GS, Hróbjartsson A, Moher D, Schulz KF, et al. CONSORT 2025 statement: updated guideline for reporting randomised trials. BMJ. 2025;389:e081123. doi:10.1136/bmj-2024-081123
  2. [2]Friedman LM, Furberg CD, DeMets DL, Reboussin DM, Granger CB. Fundamentals of Clinical Trials. 5th ed. Springer, 2015. doi:10.1007/978-3-319-18539-2
  3. [3]U.S. Food and Drug Administration. 21 CFR 312.21: Phases of an investigation. Code of Federal Regulations, Title 21. https://www.ecfr.gov/current/title-21/chapter-I/subchapter-D/part-312/subpart-B/section-312.21
  4. [4]International Committee of Medical Journal Editors. Recommendations for the Conduct, Reporting, Editing, and Publication of Scholarly Work in Medical Journals: Clinical Trials, Registration. https://www.icmje.org/recommendations/browse/publishing-and-editorial-issues/clinical-trial-registration.html
  5. [5]U.S. Department of Health and Human Services. 42 CFR Part 11: Clinical Trials Registration and Results Information Submission. https://www.ecfr.gov/current/title-42/chapter-I/subchapter-A/part-11

Cite this term

FullPaperguide. (2026, October 14). Clinical Trial. In Paperguide Research Glossary. https://paperguide.ai/research-glossary/clinical-trial/
In-text(Paperguide, 2026)

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