ArticlePerspectives in clinical research
Common pitfalls in statistical analysis: The perils of multiple testing.
Article in Perspectives in clinical research. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 88 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
88 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Study Design Complexity and Participant Completion in Dietary Trials for Inflammatory Bowel Disease: A Systematic Review and Metaresearch Study.Advances in nutrition (Bethesda, Md.) · 2026Pooled it
- Associations between cancer survivorship and subsequent respiratory disease: a systematic literature review.BMJ open respiratory research · 2025Pooled it
- Exposure to Outdoor Particulate Matter Air Pollution and Risk of Gastrointestinal Cancers in Adults: A Systematic Review and Meta-Analysis of Epidemiologic Evidence.Environmental health perspectives · 2022Pooled it
- Self-management interventions for cancer survivors: a systematic review.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2018Pooled it
- BABS (Becoming Active in Beating osteoarthritiS): a cluster randomized controlled trial evaluating an information campaign to improve osteoarthritis care and management in Dutch general practices.BMC primary care · 2026Trial
- 'A post-test experimental study on the effects of message framing and the use of a patient testimonial on intentions of osteoarthritis patients to adhere to treatment advice'.BMC public health · 2025Trial
- Randomized Laboratory Study of Single-Dose Cannabis, Dronabinol, and Placebo in Patients With Schizophrenia and Cannabis Use Disorder.Schizophrenia bulletin · 2025Trial
- Addressing Multiplicity in Retinal Sensitivity Analysis: An Alternative Approach to Assessing Gene Therapy Efficacy in Inherited Retinal Diseases.Translational vision science & technology · 2025Trial
- Trial
- Familism, family cohesion, and health-related quality of life in Hispanic prostate cancer survivors.Journal of behavioral medicine · 2024Trial
- Trial
- Molecular correlates of response to eribulin and pembrolizumab in hormone receptor-positive metastatic breast cancer.Nature communications · 2021Trial
- Transcutaneous electrical nerve stimulation for advanced cancer pain inpatients in specialist palliative care-a blinded, randomized, sham-controlled pilot cross-over trial.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2020Trial
- Monetary reinforcement for self-monitoring of blood glucose among young people with type 1 diabetes: evaluating effects on psychosocial functioning.Diabetic medicine : a journal of the British Diabetic Association · 2020Trial
- Heterogeneous treatment effects of a text messaging smoking cessation intervention among university students.PloS one · 2020Trial
- Esketamine multi-omic biomarker evaluation in major depressive disorder (EMBER-MDD): concept, objectives and methodologies of a non-clinical investigator-initiated study.European archives of psychiatry and clinical neuroscience · 2026Article
- Methodological Considerations Regarding "Prevalence and Associated Risk Factors of Suicidal Tendencies Among Bangladeshi Public University Students".Health science reports · 2026Article
- T-rex: standardized analysis of germline variants in whole-exome sequencing trios.Scientific reports · 2026Article
- Model Analysis of the American Heart Association's Life's Essential 8: Can Physical Activity Mitigate Cardiovascular Risk Among Low-Income Individuals?Journal of the American Heart Association · 2026Article
- Dietary behaviors, lifestyle habits, food insecurity risk and depressive symptoms among New York City adolescents: a cross-sectional study.BMC pediatrics · 2026Article
28 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Multiple testing refers to situations where a dataset is subjected to statistical testing multiple times - either at multiple time-points or through multiple subgroups or for multiple end-points. This amplifies the probability of a false-positive finding. In this article, we look at the consequences of multiple testing and explore various methods to deal with this issue.
Indexed as
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.