دورية أكاديمية
Establishment of a Bayesian network model to predict the survival of malignant peritoneal mesothelioma patients after cytoreductive surgery plus hyperthermic intraperitoneal chemotherapy
العنوان: | Establishment of a Bayesian network model to predict the survival of malignant peritoneal mesothelioma patients after cytoreductive surgery plus hyperthermic intraperitoneal chemotherapy |
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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 |
تدمد: | 02656736 14645157 |
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DOI: | 10.1080/02656736.2023.2223374 |