دورية أكاديمية

Establishment of a Bayesian network model to predict the survival of malignant peritoneal mesothelioma patients after cytoreductive surgery plus hyperthermic intraperitoneal chemotherapy

التفاصيل البيبلوغرافية
العنوان: Establishment of a Bayesian network model to predict the survival of malignant peritoneal mesothelioma patients after cytoreductive surgery plus hyperthermic intraperitoneal chemotherapy
المؤلفون: Yan-Dong Su, Xin Zhao, Ru Ma, Yu-Bin Fu, Zhi-Ran Yang, He-Liang Wu, Yang Yu, Rui Yang, Xin-li Liang, Xue-Mei Du, Yue Chen, Yan Li
المصدر: International Journal of Hyperthermia, Vol 40, Iss 1 (2023)
بيانات النشر: Taylor & Francis Group, 2023.
سنة النشر: 2023
المجموعة: LCC:Medical technology
مصطلحات موضوعية: Malignant peritoneal mesothelioma, cytoreductive surgery, hyperthermic intraperitoneal chemotherapy, Bayesian network model, survival prediction, Medical technology, R855-855.5
الوصف: AbstractObjectives To establish a Bayesian network (BN) model to predict the survival of patients with malignant peritoneal mesothelioma (MPM) treated with cytoreductive surgery (CRS) plus hyperthermic intraperitoneal chemotherapy (HIPEC).Methods The clinicopathological data of 154 MPM patients treated with CRS + HIPEC at our hospital from April 2015 to November 2022 were retrospectively analyzed. They were randomly divided into two groups in a 7:3 ratio. Survival analysis was conducted on the training set and a BN model was established. The accuracy of the model was validated using a confusion matrix of the testing set. The receiver operating characteristic (ROC) curve and area under the curve were used to evaluate the overall performance of the BN model.Results Survival analysis of 107 patients (69.5%) in the training set found ten factors affecting patient prognosis: age, Karnofsky performance score, surgical history, ascites volume, peritoneal cancer index, organ resections, red blood cell transfusion, pathological types, lymphatic metastasis, and Ki-67 index (all p
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 02656736
1464-5157
0265-6736
Relation: https://doaj.org/toc/0265-6736; https://doaj.org/toc/1464-5157
DOI: 10.1080/02656736.2023.2223374
URL الوصول: https://doaj.org/article/ee5273a47ed44db881e8113ca266a6d6
رقم الأكسشن: edsdoj.5273a47ed44db881e8113ca266a6d6
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:02656736
14645157
DOI:10.1080/02656736.2023.2223374