Table · dataset · 2026
Table 1_Development and external validation of a nomogram to predict survival and guide surgical strategy for colorectal cancer with synchronous liver and lung metastases: a SEER-based analysis.docx
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.3389/fonc.2026.1915006.s001
<p>Surgical management of colorectal cancer with synchronous liver and lung metastases (CRC-SLLM) remains challenging because of marked clinical heterogeneity, and reliable tools for individualized risk assessment are lacking.
Description
We aimed to develop and externally validate a nomogram for overall survival (OS) prediction and to explore its potential value in guiding selection for primary tumor resection (PTR). Patients diagnosed with CRC-SLLM between 2010 and 2015 were identified from the Surveillance, Epidemiology, and End Results (SEER) database and randomly assigned to a training cohort (n = 808) and an internal validation cohort (n = 345) in a 7:3 ratio, whereas external validation was performed using 65 patients from the Fourth Hospital of Hebei Medical University, China.
After feature selection with least absolute shrinkage and selection operator (LASSO) regression, a multivariable Cox-based nomogram was constructed, and its performance was assessed using time-dependent receiver operating characteristic curves, calibration plots, decision curve analysis (DCA), and risk stratification. The final nomogram incorporated nine predictors: age, primary tumor site, histological grade, tumor size, N stage, bone metastasis, carcinoembryonic antigen status, metastasectomy, and chemotherapy.
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It showed stable discrimination across the training, internal validation, and external validation cohorts, with 12-month areas under the curve (AUCs) of 0.791, 0.714, and 0.778 and 24-month AUCs of 0.742, 0.740, and 0.730, respectively; calibration was good in all cohorts, and DCA supported potential clinical utility. Nomogram-based risk stratification separated patients into prognostically distinct low- and high-risk groups, and an exploratory analysis indicated that the survival benefit of PTR was largely confined to low-risk patients.
This externally validated nomogram provides individualized survival prediction and risk stratification for patients with CRC-SLLM and may help identify those more likely to benefit from PTR, although this finding remains exploratory and warrants confirmation in prospective multicenter studies.</p>
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Where it is published
- DOI doi.org/10.3389/fonc.2026.1915006.s001 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
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- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
- Inferred from text
- Cancer 75% · Oncology and carcinogenesis 72% · Tabular 65%
Provenance · 2 source records, 31 field assertions
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|---|---|---|---|
| figshare | oai:figshare.com:article/33992005 | 10 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33992005 | 9 d ago | JSON v1 |
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