Evidence map›Paper›PMID 42291610›Full record

ArticlePakistan journal of medical sciences2026

Development and validation of a nomogram for predicting recurrence in epithelial ovarian cancer after primary cytoreductive surgery: A single-center retrospective study.

Weifeng Zhang, Yan Shu, Zeqiu Wan, Shuying Yang

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Article in Pakistan journal of medical sciences, 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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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Weifeng ZhangWeifeng Zhang Department of Gynecology, Huzhou Maternity & Child Health Care Hospital,Huzhou, Zhejiang Province 313000, P.R. China.
Yan ShuYan Shu Department of Ultrasound, Huzhou Maternity & Child Health Care Hospital,Huzhou, Zhejiang Province 313000, P.R. China.
Zeqiu WanZeqiu Wan Department of Gynecology, Huzhou Maternity & Child Health Care Hospital,Huzhou, Zhejiang Province 313000, P.R. China.
Shuying YangShuying Yang, Huzhou Maternity & Child Health Care Hospital,Huzhou, Zhejiang Province 313000, P.R. China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To explore the risk factors for recurrence of epithelial ovarian cancer (EOC) after primary cytoreductive surgery, and to develop and validate a risk prediction model based on the identified factors. Methodology: Clinical data of 213 patients with epithelial ovarian cancer (EOC) who underwent primary cytoreductive surgery (CRS) in Huzhou Maternity & Child Health Care Hospital, China from January 2020 to July 2025 were retrospectively collected. Patients were randomly divided into a training (n=128) and a validation cohort (n=85) at a ratio of 6:4. The Least Absolute Shrinkage and Selection Operator (LASSO) regression and multivariable logistic regression were utilized for feature selection in the training cohort to construct a nomogram for predicting postoperative recurrence. The discriminative performance and calibration of the nomogram were evaluated in both cohorts utilizing the area under the receiver operating characteristic curve (AUC) and the Hosmer-Lemeshow test. Results: The EOC recurrence rate was 40.8% (87/213). The analysis identified six independent risk factors for predicting recurrence, including International Federation of Gynecology and Obstetrics (FIGO) stage, differentiation grade, residual lesions, positive ascites cytology, carbohydrate antigen 125 (CA125) positive, and positive Risk of Ovarian Malignancy Algorithm (ROMA) index. The nomogram model demonstrated sufficient predictive accuracy, with AUC values of 0.861 (95%CI: 0.795-0.928) and 0.801 (95%CI: 0.697-0.904) in the training and validation cohorts, respectively. The results of the H-L test showed good fitness. Conclusions: The nomogram model developed in this study exhibits good predictive performance and applicability, and can be used to screen for the risk of recurrence in this population.

Indexed as

Cytoreductive surgeryEpithelial ovarian cancerPredictionPrimaryRecurrence

Identifiers

PMID42291610
PMCPMC13263576

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