SynthesisBMC medicine2020
Risk factors and risk prediction models for colorectal cancer metastasis and recurrence: an umbrella review of systematic reviews and meta-analyses of observational studies.
Synthesis in BMC medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 89 papers, 6 of them syntheses that pooled it.
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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.
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Who cites it
89 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Factors affecting survival in patients with colorectal cancer: an umbrella review.Journal of translational medicine · 2025Pooled it
- Association between red and processed meat consumption and colorectal cancer risk: a comprehensive meta-analysis of prospective studies.GeroScience · 2025Pooled it
- Clinical Prediction Models for Contact X-Ray Brachytherapy in Managing Rectal Cancers: A Scoping Review.Cancer medicine · 2025Pooled it
- Utility of ctDNA in predicting relapse in solid tumors after curative therapy: a meta-analysis.JNCI cancer spectrum · 2023Pooled it
- Methodological approaches for assessing certainty of the evidence in umbrella reviews: A scoping review.PloS one · 2022Pooled it
- Higher Yogurt Consumption Is Associated With Lower Risk of Colorectal Cancer: A Systematic Review and Meta-Analysis of Observational Studies.Frontiers in nutrition · 2021Pooled it
- Trifluridine/tipiracil+bevacizumab (BEV) vs. fluoropyrimidine-irinotecan+BEV as second-line therapy for metastatic colorectal cancer: a randomised noninferiority trial.British journal of cancer · 2023Trial
- Article
- First-line treatment efficacy and prognostic model in RAS-mutant metastatic colorectal cancer: a real-world study.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026Article
- Tertiary Lymphoid Structures as Predictors of Recurrence in Colorectal Cancer: Development and Validation of a Machine Learning-Based Scoring Model.Cancer medicine · 2026Article
- Prognostic biomarkers of distant metastasis following curative-intent resection of early-stage rectal cancer.Clinical proteomics · 2026Article
- Improving detection of colorectal cancer: A Bayesian approach to serial circulating tumour DNA testing following curative-intent treatment.Clinical and translational medicine · 2026Article
- Article
- Perioperative characteristics and outcomes of colorectal cancer in elderly patients.World journal of gastrointestinal surgery · 2026Article
- Article
- An interpretable machine learning model for predicting distant organ metastasis after radical resection of colorectal cancer.Frontiers in oncology · 2026Article
- Article
- The risk perception of disease aggravation in older patients with non-communicable diseases: a qualitative descriptive study.BMC health services research · 2025Article
- A Seer-Based Analysis of Survival Predictors in Stage I Colorectal Adenocarcinomas.Journal of surgical oncology · 2025Article
- Impact of primary colorectal cancer site on surgical outcomes for liver metastases: A retrospective study.World journal of gastrointestinal surgery · 2025Article
29 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
backgroundThere is a clear need for systematic appraisal of models/factors predicting colorectal cancer (CRC) metastasis and recurrence because clinical decisions about adjuvant treatment are taken on the basis of such variables.
methodsWe conducted an umbrella review of all systematic reviews of observational studies (with/without meta-analysis) that evaluated risk factors of CRC metastasis and recurrence. We also generated an updated synthesis of risk prediction models for CRC metastasis and recurrence. We cross-assessed individual risk factors and risk prediction models.
resultsThirty-four risk factors for CRC metastasis and 17 for recurrence were investigated. Twelve of 34 and 4/17 risk factors with p < 0.05 were estimated to change the odds of the outcome at least 3-fold. Only one risk factor (vascular invasion for lymph node metastasis [LNM] in pT1 CRC) presented convincing evidence. We identified 24 CRC risk prediction models. Across 12 metastasis models, six out of 27 unique predictors were assessed in the umbrella review and four of them changed the odds of the outcome at least 3-fold. Across 12 recurrence models, five out of 25 unique predictors were assessed in the umbrella review and only one changed the odds of the outcome at least 3-fold.
conclusionsThis study provides an in-depth evaluation and cross-assessment of 51 risk factors and 24 prediction models. Our findings suggest that a minority of influential risk factors are employed in prediction models, which indicates the need for a more rigorous and systematic model construction process following evidence-based methods.
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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.