SynthesisPLoS medicine2010
Evaluating the quality of research into a single prognostic biomarker: a systematic review and meta-analysis of 83 studies of C-reactive protein in stable coronary artery disease.
Synthesis in PLoS medicine, 2010. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 63 papers, 15 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
63 citing papers in PubMed, 15 syntheses or guidelines pooled it.
- Risk factors for the development of premature ventricular complex-induced cardiomyopathy: a systematic review and meta-analysis.Journal of interventional cardiac electrophysiology : an international journal of arrhythmias and pacing · 2023Pooled it
- Circulating lipoprotein (a) and all-cause and cause-specific mortality: a systematic review and dose-response meta-analysis.European journal of epidemiology · 2023Pooled it
- Importance of so called "novel cardiovascular risk factors" in severity of coronary artery calcification; how serious they should be taken: a systematic review and metaanalysis.Archivos de cardiologia de Mexico · 2023Pooled it
- Prognostic value of soluble urokinase-type plasminogen activator receptor in coronary artery disease: A meta-analysis.European journal of clinical investigation · 2022Pooled it
- Predictive value of baseline C-reactive protein level in patients with stable coronary artery disease: A meta-analysis.Medicine · 2022Pooled it
- Risk Factors to Persistent Pain Following Musculoskeletal Injuries: A Systematic Literature Review.International journal of environmental research and public health · 2022Pooled it
- The prognostic utility of pre-treatment neutrophil-to-lymphocyte-ratio (NLR) in colorectal cancer: A systematic review and meta-analysis.Cancer medicine · 2021Pooled it
- Global assessment of C-reactive protein and health-related outcomes: an umbrella review of evidence from observational studies and Mendelian randomization studies.European journal of epidemiology · 2021Pooled it
- The Prognostic Value of Reticulated Platelets in Patients With Coronary Artery Disease: A Systematic Review and Meta-Analysis.Frontiers in cardiovascular medicine · 2020Pooled it
- Cardiovascular disease risk factors in chronic kidney disease: A systematic review and meta-analysis.PloS one · 2018Pooled it
- Are cardiovascular risk factors also associated with the incidence of atrial fibrillation? A systematic review and field synopsis of 23 factors in 32 population-based cohorts of 20 million participants.Thrombosis and haemostasis · 2017Pooled it
- Multivariate meta-analysis of prognostic factor studies with multiple cut-points and/or methods of measurement.Statistics in medicine · 2015Pooled it
- Serum uric acid is associated with incident chronic kidney disease in middle-aged populations: a meta-analysis of 15 cohort studies.PloS one · 2014Pooled it
- Systematic review and meta-analysis of tumor biomarkers in predicting prognosis in esophageal cancer.BMC cancer · 2013Pooled it
- Circulating biomarkers for predicting cardiovascular disease risk; a systematic review and comprehensive overview of meta-analyses.PloS one · 2013Pooled it
- Aggregate Clinical and Biomarker-Based Model Predicts Adverse Outcomes in Patients With Coronary Artery Disease.The American journal of cardiology · 2023Trial
- Serum levels of retinol-binding protein-4 are associated with the presence and severity of coronary artery disease.Cardiovascular diabetology · 2014Trial
- Article
- Variable selection for causal inference, prediction, and descriptive research: a narrative review of recommendations.European heart journal open · 2025Review
- Comprehensive Analysis Based on Genes Associated With Cuproptosis, Ferroptosis, and Pyroptosis for the Prediction of Diagnosis and Therapies in Coronary Artery Disease.Cardiovascular therapeutics · 2025Article
3 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
Authors and funding
13 authors.
Funding
Abstract
backgroundSystematic evaluations of the quality of research on a single prognostic biomarker are rare. We sought to evaluate the quality of prognostic research evidence for the association of C-reactive protein (CRP) with fatal and nonfatal events among patients with stable coronary disease. METHODS AND
findingsWe searched MEDLINE (1966 to 2009) and EMBASE (1980 to 2009) and selected prospective studies of patients with stable coronary disease, reporting a relative risk for the association of CRP with death and nonfatal cardiovascular events. We included 83 studies, reporting 61,684 patients and 6,485 outcome events. No study reported a prespecified statistical analysis protocol; only two studies reported the time elapsed (in months or years) between initial presentation of symptomatic coronary disease and inclusion in the study. Studies reported a median of seven items (of 17) from the REMARK reporting guidelines, with no evidence of change over time. The pooled relative risk for the top versus bottom third of CRP distribution was 1.97 (95% confidence interval [CI] 1.78-2.17), with substantial heterogeneity (I(2) = 79.5). Only 13 studies adjusted for conventional risk factors (age, sex, smoking, obesity, diabetes, and low-density lipoprotein [LDL] cholesterol) and these had a relative risk of 1.65 (95% CI 1.39-1.96), I(2) = 33.7. Studies reported ten different ways of comparing CRP values, with weaker relative risks for those based on continuous measures. Adjusting for publication bias (for which there was strong evidence, Egger's p<0.001) using a validated method reduced the relative risk to 1.19 (95% CI 1.13-1.25). Only two studies reported a measure of discrimination (c-statistic). In 20 studies the detection rate for subsequent events could be calculated and was 31% for a 10% false positive rate, and the calculated pooled c-statistic was 0.61 (0.57-0.66).
conclusionMultiple types of reporting bias, and publication bias, make the magnitude of any independent association between CRP and prognosis among patients with stable coronary disease sufficiently uncertain that no clinical practice recommendations can be made. Publication of prespecified statistical analytic protocols and prospective registration of studies, among other measures, might help improve the quality of prognostic biomarker research.
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.