Evidence map›Paper›PMID 39333976›Full record

ArticleBMC cancer2024

Risk factor analysis and establishment of a predictive model for complications of elderly advanced gastric cancer with Clavien-Dindo classification ≥ II grade.

Zhe-Kui Liu, Wen-Xing Ma, Jun-Jie Zhang, Si-da Liu, Xiang-Long Duan, Ze-Zheng Wang

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Article in BMC cancer, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

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7citing papers in PubMed
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1 · What the graph read from it

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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.

2 · The registry

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3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. Article
  2. Quality of life dynamics in the gastric cancer dyad: an actor-partner interdependence model analysis guiding the development of a family-centered nursing framework.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2026
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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Zhe-Kui LiuThe Second Department of General Surgery, Shaanxi Provincial People's Hospital, 256 West Youyi Road, Xi'an, 710068, Shaanxi, China.
Wen-Xing MaThe Second Department of General Surgery, Shaanxi Provincial People's Hospital, 256 West Youyi Road, Xi'an, 710068, Shaanxi, China.
Jun-Jie ZhangThe Second Department of General Surgery, Shaanxi Provincial People's Hospital, 256 West Youyi Road, Xi'an, 710068, Shaanxi, China.
Si-da LiuThe Second Department of General Surgery, Shaanxi Provincial People's Hospital, 256 West Youyi Road, Xi'an, 710068, Shaanxi, China.
Xiang-Long DuanThe Second Department of General Surgery, Shaanxi Provincial People's Hospital, 256 West Youyi Road, Xi'an, 710068, Shaanxi, China. duanxianglong@nwpu.edu.cn.
Ze-Zheng WangThe Second Department of General Surgery, Shaanxi Provincial People's Hospital, 256 West Youyi Road, Xi'an, 710068, Shaanxi, China. doczzw316@163.com.

Funding

Innovation Capability Support Program of Shaanxi 2019GHJD-14Innovation Capability Support Program of Shaanxi 2021TD-40Key Research and Development Projects of Shaanxi Province 2020GXLH-Y-019Science and Technology Program of Xi'an 23ZDCYJSGG0037-2022Science and Technology Talent Support Program of Shaanxi Provincial People's Hospital 2021LJ-05Technology Innovation Leading Program of Shaanxi 2022KXJ-141
6 · The paper itself

Abstract

backgroundThe occurrence of complications following radical gastrectomy for gastric cancer significantly impacts patients' quality of life. Elderly patients are susceptible to postoperative complications. This study seeks to investigate the risk factors associated with Clavien-Dindo ≥IIgrade complications following radical gastrectomy for advanced gastric cancer in elderly patients, develop a nomogram risk prediction model, and validate its accuracy.

methodsRetrospective collection of clinical and pathological data was conducted on 442 elderly patients with advanced gastric cancer who underwent radical gastrectomy at Shaanxi Provincial People's Hospital from January 2015 to December 2020. They were randomly divided into a training set (n = 310) and a validation set (n = 132) in a 7:3 ratio. The severity of postoperative complications was graded using the Clavien-Dindo classification system, resulting in two complication groups: Clavien-Dindo <II group (n = 229) and Clavien-Dindo ≥II group (n = 81). Univariate and multivariate logistic regression analyses were performed to identify independent risk factors affecting the occurrence of Clavien-Dindo ≥II grade complications, and a predictive model was established based on the results. The model was then validated using the validation set.

resultsAmong the 442 patients included in the study, 121 cases (27.38%) experienced postoperative complications, with 111 cases (25.11%) classified as Clavien-Dindo ≥II grade complications. Multivariable logistic analysis revealed that the Prognostic Nutritional Index (PNI), surgical duration, age, and history of Diabetes mellitus were independent risk factors for the occurrence of Clavien-Dindo ≥IIgrade complications in elderly patients with advanced gastric cancer after surgery (P < 0.05). The nomogram model constructed based on these factors demonstrated good discriminative ability, as indicated by the area under the Receiver Operating Characteristic (ROC) curve. Calibration plots showed that the predicted probability of gastric cancer lymph node metastasis using the nomogram model was well aligned with actual outcomes. Decision curve analysis indicated the clinical utility of the nomogram model across a wide range of thresholds, demonstrating its practicality and potential for clinical benefit.

conclusionThis study identified Prognostic Nutritional Index (PNI), surgical duration, age, and history of Diabetes mellitus as risk factors for the occurrence of Clavien-Dindo ≥ II grade complications in elderly patients with advanced gastric cancer after surgery. Based on these four risk factors, a nomogram risk prediction model was constructed. This model can be used to personalize the prediction of the risk of Clavien-Dindo ≥ II grade complications occurring after surgery in elderly patients with advanced gastric cancer.

Indexed as

GastrectomyNomogramsPostoperative ComplicationsStomach NeoplasmsAgedAged, 80 and overFemaleHumansMalePrognosisQuality of LifeRetrospective StudiesRisk AssessmentRisk FactorsAdvanced gastric cancerClavien-Dindo classification of surgical complicationsElderlyNomogramRisk factors

Identifiers

PMID39333976
PMCPMC11437802

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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.