Evidence map›Paper›PMID 41691277›Full record

ArticleWorld journal of surgical oncology2026

Risk evaluation for second primary malignancy development in individuals with colorectal adenocarcinoma: a population-based investigation.

Ruonan Jiao, Tong Liu

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Article in World journal of surgical oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Ruonan JiaoDepartment of Gastroenterology, Xuzhou Central Hospital, Southeast University, Xuzhou, Jiangsu, 221000, China.
Tong LiuDepartment of Gastroenterology, Xuzhou Central Hospital, Southeast University, Xuzhou, Jiangsu, 221000, China. liutong12372@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIndividuals diagnosed with primary colorectal adenocarcinoma (CRA) face an elevated likelihood of developing second primary malignancies (SPMs). This study aimed to develop and validate prognostic nomograms for these patients to aid personalized follow-up and treatment planning.

methodsWe retrieved clinical data of patients diagnosed with primary CRA between 2004 and 2020 from the Surveillance, Epidemiology, and End Results (SEER) database. Patients were divided into only one primary malignancy (OOPM) and SPM group. The SPM cohort was randomly divided into training (70%) and validation (30%) sets. A Cox regression model identified independent prognostic factors, which were incorporated into a nomogram to predict 3-, 5-, and 10-year overall survival (OS). The model’s performance was evaluated using the concordance index (C-index), calibration plots, ROC curves, and decision curve analysis (DCA).

resultsAmong 187,204 patients with CRA, 18,668 (9.97%) developed SPMs. The most common SPM sites were the prostate, lung/bronchi, and colon in males and the breast, colon, and lung/bronchi in females. The final nomogram incorporated ten variables: age, sex, marital status, tumor size, primary tumor surgery, chemotherapy, and disease stage information (SEER stage, T, and N stages). The model demonstrated moderate discriminative ability, with C-indices of 0.635 and 0.634 in the training and validation sets, respectively. Calibration and DCA indicated good agreement between predicted and observed outcomes and clinical utility.

conclusionWe present a nomogram that offers individualized survival estimates for CRA patients with SPMs. While further validation is warranted, this tool shows potential for improving risk assessment and supporting clinical decision-making.

Indexed as

AdenocarcinomaColorectal NeoplasmsNeoplasms, Second PrimaryNomogramsAdultAgedFemaleFollow-Up StudiesHumansMaleMiddle AgedPrognosisRisk AssessmentRisk FactorsSEER ProgramSurvival RateColorectal adenocarcinomaNomogramPrognosisSecond primary malignanciesSEER

Identifiers

PMID41691277
PMCPMC13011463

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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.