Risk factor analysis and development of predictive models for osteoradionecrosis in patients with nasopharyngeal carcinoma after concurrent chemoradiotherapy.

IF 3.6 3区 医学 Q2 ONCOLOGY American journal of cancer research Pub Date : 2024-10-15 eCollection Date: 2024-01-01 DOI:10.62347/RIWX7204
Ming-Jie Gong, Zhi-Gang Lai, Yun-Xia Zhang, Na Hu
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Abstract

Nasopharyngeal carcinoma (NPC) is a malignant tumor that targets the nasopharyngeal mucosal epithelium. Concurrent chemoradiotherapy (CCRT) is a pivotal treatment modality for NPC, yet it poses a risk for osteoradionecrosis (ORN), a complication that can impede further treatment. This study sought to explore the risk factors for ORN in NPC patients post-CCRT and to construct predictive models. We performed a retrospective analysis of clinical data from 417 NPC patients treated with CCRT at the Affiliated Hospital of Jiangnan University, with 204 patients from Longyan First Hospital as a validation cohort for the models. Our findings indicated that a high radiation dose, tooth extraction after radiotherapy, inadequate oral hygiene, smoking, anemia, and advanced T staging were associated with an elevated risk of ORN in NPC patients following CCRT. We formulated risk prediction models for ORN utilizing a nomogram, gradient boosting machine (GBM), and random forest (RF) algorithms. The area under the curve (AUC) was 0.813 (95% CI: 0.724-0.902) for the nomogram model in the validation cohort, 0.821 (95% CI: 0.732-0.910) for the GBM, and 0.735 (95% CI: 0.614-0.855) for the RF. Delong's test indicated no statistically significant differences in the AUC values among the three models. The nomogram has strong performance across both the training and validation cohorts, featuring a straightforward structure that is both intuitive and comprehensible. Taking into account the model's discriminative power, generalizability, and clinical practicability, the nomogram was proven to be highly applicable in the current study.

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鼻咽癌患者同时接受放化疗后发生骨坏死的风险因素分析和预测模型的开发。
鼻咽癌(NPC)是一种针对鼻咽粘膜上皮的恶性肿瘤。同期放化疗(CCRT)是鼻咽癌的关键治疗方式,但它也存在骨坏死(ORN)的风险,这种并发症会阻碍进一步的治疗。本研究旨在探索CCRT后鼻咽癌患者发生ORN的风险因素,并构建预测模型。我们对江南大学附属医院接受CCRT治疗的417例鼻咽癌患者的临床数据进行了回顾性分析,并将龙岩市第一医院的204例患者作为模型的验证队列。我们的研究结果表明,高放射剂量、放疗后拔牙、口腔卫生不良、吸烟、贫血和T分期晚期与接受CCRT治疗的鼻咽癌患者发生ORN的风险升高有关。我们利用提名图、梯度提升机(GBM)和随机森林(RF)算法建立了 ORN 风险预测模型。在验证队列中,提名图模型的曲线下面积(AUC)为 0.813(95% CI:0.724-0.902),GBM 为 0.821(95% CI:0.732-0.910),RF 为 0.735(95% CI:0.614-0.855)。德隆检验表明,三种模型的 AUC 值在统计学上没有显著差异。该提名图在训练组和验证组中都有很好的表现,其结构简单直观,易于理解。考虑到该模型的鉴别力、通用性和临床实用性,该提名图在当前研究中被证明具有很高的适用性。
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来源期刊
自引率
3.80%
发文量
263
期刊介绍: The American Journal of Cancer Research (AJCR) (ISSN 2156-6976), is an independent open access, online only journal to facilitate rapid dissemination of novel discoveries in basic science and treatment of cancer. It was founded by a group of scientists for cancer research and clinical academic oncologists from around the world, who are devoted to the promotion and advancement of our understanding of the cancer and its treatment. The scope of AJCR is intended to encompass that of multi-disciplinary researchers from any scientific discipline where the primary focus of the research is to increase and integrate knowledge about etiology and molecular mechanisms of carcinogenesis with the ultimate aim of advancing the cure and prevention of this increasingly devastating disease. To achieve these aims AJCR will publish review articles, original articles and new techniques in cancer research and therapy. It will also publish hypothesis, case reports and letter to the editor. Unlike most other open access online journals, AJCR will keep most of the traditional features of paper print that we are all familiar with, such as continuous volume, issue numbers, as well as continuous page numbers to retain our comfortable familiarity towards an academic journal.
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