# N‐of‐1 trials in clinical research: Methodological foundations, statistical approaches and implementation challenges

**Authors:** Marcos Clint Leal De Carvalho, Matheus de Matos Dourado Simões, Ubiratan Cardinalli Adler, Antonio Brazil Viana Junior, Caren Nádia Soares de Sousa, Lia Lira Olivier Sanders

PMC · DOI: 10.1002/bcp.70382 · British Journal of Clinical Pharmacology · 2025-12-08

## TL;DR

This paper explains the methods and challenges of N-of-1 trials, which test individual treatment responses in personalized medicine.

## Contribution

The paper expands on statistical analysis for N-of-1 trials, complementing existing design-focused guidance.

## Key findings

- N-of-1 trials are a rigorous method for evaluating individual treatment responses.
- Statistical techniques are crucial for the design and analysis of these trials.
- Implementation challenges include practical and theoretical barriers in clinical practice.

## Abstract

N‐of‐1 trials offer a unique and rigorous methodology for evaluating individualized treatment responses, particularly within the context of personalized medicine. This article provides a comprehensive explanation of the conceptual and methodological underpinnings of N‐of‐1 trials, with particular emphasis on statistical techniques and considerations critical for their design and analysis. Existing guidelines for planning and conducting these studies are summarized, along with a discussion of the practical and theoretical challenges to their implementation in clinical practice. We provide an overview for clinicians and researchers who may be unfamiliar with the design. As most of the existing guidance has focused on design and implementation considerations, we expand on the statistical analysis. We aim to support researchers and methodologists in understanding and advancing the methodological toolkit necessary for high‐quality N‐of‐1 research.

## Full-text entities

- **Genes:** MRPL49 (mitochondrial ribosomal protein L49) [NCBI Gene 740] {aka C11orf4, COXPD60, L49mt, MRP-L49, NOF, NOF1}
- **Diseases:** SCED (MESH:D012640), diseases (MESH:D004194), cancer (MESH:D009369), heart failure (MESH:D006333), chronic pain (MESH:D059350), MMDS (MESH:C565304), T (MESH:D001260)
- **Chemicals:** Theil-Sen (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12930012/full.md

## References

82 references — full list in the complete paper: https://tomesphere.com/paper/PMC12930012/full.md

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Source: https://tomesphere.com/paper/PMC12930012