ReviewNature reviews. Cardiology2017
Mendelian randomization in cardiometabolic disease: challenges in evaluating causality.
Review in Nature reviews. Cardiology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 399 papers, 16 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
399 citing papers in PubMed, 16 syntheses or guidelines pooled it, 734 citations in OpenAlex.
- Urate-lowering effects of losartan: a meta-analysis of randomised controlled trials and target trial emulation.Hypertension research : official journal of the Japanese Society of Hypertension · 2026Pooled it
- Mendelian randomization identifies multiple immune cell surface markers as potential causal contributors and drug targets in rheumatoid arthritis.The Journal of international medical research · 2026Pooled it
- Strengthening the reporting of observational studies in epidemiology using Mendelian randomization (STROBE-MR): a Korean translation of explanation and elaboration.Ewha medical journal · 2025Guideline
- Cardiovascular diseases and depression: A meta-analysis and Mendelian randomization analysis.Molecular psychiatry · 2025Pooled it
- Primary Aldosteronism and Risk of Cardiovascular Outcomes: Genome-Wide Association and Mendelian Randomization Study.Journal of the American Heart Association · 2024Pooled it
- A burden of proof study on alcohol consumption and ischemic heart disease.Nature communications · 2024Pooled it
- Body mass index and lung cancer risk: Pooled analysis of 10 prospective cohort studies in Japan.Cancer science · 2024Pooled it
- Mendelian randomization study on insulin resistance and risk of hypertension and cardiovascular disease.Scientific reports · 2024Pooled it
- Pooled it
- Protective effect of uridine on atrial fibrillation: a Mendelian randomisation study.Scientific reports · 2023Pooled it
- The Genetic Causal Association between Educational Attainment and Risk of 12 Common Musculoskeletal Disorders: A Two-Sample Mendelian Randomization.Orthopaedic surgery · 2023Pooled it
- Biomarkers Associated With Severe COVID-19 Among Populations With High Cardiometabolic Risk: A 2-Sample Mendelian Randomization Study.JAMA network open · 2023Pooled it
- Assessment of bidirectional relationships between depression and rheumatoid arthritis among adults: a two-sample Mendelian randomization study.Clinical rheumatology · 2023Pooled it
- Association between circulating leukocytes and arrhythmias: Mendelian randomization analysis in immuno-cardiac electrophysiology.Frontiers in immunology · 2023Pooled it
- Evidence of causality of low body mass index on risk of adolescent idiopathic scoliosis: a Mendelian randomization study.Frontiers in endocrinology · 2023Pooled it
- The genetic associations of COVID-19 on genitourinary symptoms.Frontiers in immunology · 2023Pooled it
- Denosumab for Primary Osteoporosis and Its Impact on Sarcopenia in the Chinese Population: Insights from Clinical Evidence and RANKL Pathway Mendelian Randomization.Clinical interventions in aging · 2025Trial
- Refining Genetic Instruments for Dietary Intake Mendelian Randomization Using Phenome-Wide Association Studies.Genetic epidemiology · 2026Article
- Machine learning and statistical methods for molecular quantitative trait loci.Nature reviews. Genetics · 2026Review
- Deciphering the association between uric acid and kidney stones: insights into the mediating roles of BMI and serum iron: a cross-sectional study based on NHANES 2007-2018.International journal of surgery (London, England) · 2026Article
339 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 at 2 institutions in 1 country.
Funding
Abstract
Mendelian randomization (MR) is a burgeoning field that involves the use of genetic variants to assess causal relationships between exposures and outcomes. MR studies can be straightforward; for example, genetic variants within or near the encoding locus that is associated with protein concentrations can help to assess their causal role in disease. However, a more complex relationship between the genetic variants and an exposure can make findings from MR more difficult to interpret. In this Review, we describe some of these challenges in interpreting MR analyses, including those from studies using genetic variants to assess causality of multiple traits (such as branched-chain amino acids and risk of diabetes mellitus); studies describing pleiotropic variants (for example, C-reactive protein and its contribution to coronary heart disease); and those investigating variants that disrupt normal function of an exposure (for example, HDL cholesterol or IL-6 and coronary heart disease). Furthermore, MR studies on variants that encode enzymes responsible for the metabolism of an exposure (such as alcohol) are discussed, in addition to those assessing the effects of variants on time-dependent exposures (extracellular superoxide dismutase), cumulative exposures (LDL cholesterol), and overlapping exposures (triglycerides and non-HDL cholesterol). We elaborate on the molecular features of each relationship, and provide explanations for the likely causal associations. In doing so, we hope to contribute towards more reliable evaluations of MR findings.
Indexed as
Identifiers
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.