ArticleBMC medicine2021
Validity of observational evidence on putative risk and protective factors: appraisal of 3744 meta-analyses on 57 topics.
Article in BMC medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 6 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
24 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Risk factors for idiopathic pulmonary fibrosis: an umbrella review of meta-analyses and mendelian randomization analyses.BMC pulmonary medicine · 2026Pooled it
- Systematic evidence grading evaluates multisystemic associations and risks of vitiligo.Nature communications · 2025Pooled it
- Revisiting the association between pretreatment thrombocytosis and cancer survival outcomes: an umbrella review of meta-analyses.BMC cancer · 2024Pooled it
- Pooled it
- Healthcare outcomes assessed with observational study designs compared with those assessed in randomized trials: a meta-epidemiological study.The Cochrane database of systematic reviews · 2024Pooled it
- Risk factors for preterm birth: an umbrella review of meta-analyses of observational studies.BMC medicine · 2023Pooled it
- Guidance for umbrella reviews of observational studies: A scoping review.JCPP advances · 2026Article
- Biological aging and lifespan in men and women using a Mendelian randomization study.Human genomics · 2025Article
- Umbrella Reviews: Concepts, Methodological Frameworks, and Step-by-Step Implementation.Journal of evidence-based medicine · 2025Review
- Article
- The impact of investigator bias in nutrition research.Frontiers in nutrition · 2025Article
- Article
- Short-Term Outcomes and Efficacy of Percutaneous Deep Vein Arterialization for No-Option Critical Limb Ischemia: A Systematic Review and Meta-Analysis.Biomedicines · 2024Review
- Association between serum iron status and the risk of five bone and joint-related diseases: a Mendelian randomization analysis.Frontiers in endocrinology · 2024Article
- Design, implementation, and inferential issues associated with clinical trials that rely on data in electronic medical records: a narrative review.BMC medical research methodology · 2023Review
- Mapping and systematic appraisal of umbrella reviews in epidemiological research: a protocol for a meta-epidemiological study.Systematic reviews · 2023Article
- The impact of blinding on trial results: A systematic review and meta-analysis.Cochrane evidence synthesis and methods · 2023Review
- Availability of evidence and comparative effectiveness for surgical versus drug interventions: an overview of systematic reviews.medRxiv : the preprint server for health sciences · 2023Article
- A 7-Step Guideline for Qualitative Synthesis and Meta-Analysis of Observational Studies in Health Sciences.Public health reviews · 2023Review
- Agreement of treatment effects from observational studies and randomized controlled trials evaluating hydroxychloroquine, lopinavir-ritonavir, or dexamethasone for covid-19: meta-epidemiological study.BMJ (Clinical research ed.) · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
backgroundThe validity of observational studies and their meta-analyses is contested. Here, we aimed to appraise thousands of meta-analyses of observational studies using a pre-specified set of quantitative criteria that assess the significance, amount, consistency, and bias of the evidence. We also aimed to compare results from meta-analyses of observational studies against meta-analyses of randomized controlled trials (RCTs) and Mendelian randomization (MR) studies.
methodsWe retrieved from PubMed (last update, November 19, 2020) umbrella reviews including meta-analyses of observational studies assessing putative risk or protective factors, regardless of the nature of the exposure and health outcome. We extracted information on 7 quantitative criteria that reflect the level of statistical support, the amount of data, the consistency across different studies, and hints pointing to potential bias. These criteria were level of statistical significance (pre-categorized according to 10
results3744 associations (in 57 umbrella reviews) assessed by a median number of 7 (interquartile range 4 to 11) observational studies were eligible. Most associations were statistically significant at P < 0.05 (61.1%, 2289/3744). Only 2.6% of associations had P < 10
conclusionsAcknowledging that no gold-standard exists to judge whether an observational association is genuine, statistically significant results are common in observational studies, but they are rarely convincing or corroborated by randomized evidence.
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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.