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Secondary Analysis of Randomized Controlled Trials: Methodological Considerations and Best Practices.

Publication ,  Journal Article
Shang, Q; Yao, S; Ouyang, M; Wang, X; Luo, S
Published in: Ann Clin Epidemiol
October 31, 2025

Secondary analyses of randomized controlled trials (RCTs) offer an efficient way to maximize the value of existing trial data and explore clinical questions beyond the original trial scope. This review outlines methodological considerations and best practices, emphasizing their role in evidence-based medicine. We describe major RCT data sources and summarize steps for accessing individual participant data. Key methods include formulating research questions, understanding trial design, data processing, statistical analysis, and clinical interpretation. Types of secondary analyses are discussed including subgroup analysis, biomarker studies, health economics, methodological research, adverse event analysis, and predictive modeling. Common challenges, such as data applicability, missingness, generalizability, and multiple testing, are summarized. With advances in data sharing, secondary analyses are expected to drive scientific discovery and provide more evidence for diagnosis and treatment patterns as long as rigorous standards and transparency are maintained.

Duke Scholars

Published In

Ann Clin Epidemiol

DOI

EISSN

2434-4338

Publication Date

October 31, 2025

Volume

7

Issue

4

Start / End Page

137 / 147

Location

Japan
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Shang, Q., Yao, S., Ouyang, M., Wang, X., & Luo, S. (2025). Secondary Analysis of Randomized Controlled Trials: Methodological Considerations and Best Practices. Ann Clin Epidemiol, 7(4), 137–147. https://doi.org/10.37737/ace.25017
Shang, Qingyao, Shuna Yao, Meishuo Ouyang, Xin Wang, and Sheng Luo. “Secondary Analysis of Randomized Controlled Trials: Methodological Considerations and Best Practices.Ann Clin Epidemiol 7, no. 4 (October 31, 2025): 137–47. https://doi.org/10.37737/ace.25017.
Shang Q, Yao S, Ouyang M, Wang X, Luo S. Secondary Analysis of Randomized Controlled Trials: Methodological Considerations and Best Practices. Ann Clin Epidemiol. 2025 Oct 31;7(4):137–47.
Shang, Qingyao, et al. “Secondary Analysis of Randomized Controlled Trials: Methodological Considerations and Best Practices.Ann Clin Epidemiol, vol. 7, no. 4, Oct. 2025, pp. 137–47. Pubmed, doi:10.37737/ace.25017.
Shang Q, Yao S, Ouyang M, Wang X, Luo S. Secondary Analysis of Randomized Controlled Trials: Methodological Considerations and Best Practices. Ann Clin Epidemiol. 2025 Oct 31;7(4):137–147.

Published In

Ann Clin Epidemiol

DOI

EISSN

2434-4338

Publication Date

October 31, 2025

Volume

7

Issue

4

Start / End Page

137 / 147

Location

Japan