Prognostic modeling for nasopharyngeal carcinoma (NC) undergoing concurrent chemoradiotherapy using clinical and enhanced MRI-Delta radiomics data: A preliminary study

列线图 医学 鼻咽癌 放化疗 单变量分析 内科学 卡帕 肿瘤科 多元分析 回顾性队列研究 单变量 放射科 放射治疗 多元统计 机器学习 语言学 哲学 计算机科学
作者
Li Wang,Peng An,Lina Song,Jun-Jie Liu,Jisheng Liu
出处
期刊:Technology and Health Care [IOS Press]
卷期号:32 (4): 2381-2394 被引量:1
标识
DOI:10.3233/thc-231173
摘要

BACKGROUND: Nasopharyngeal carcinoma (NC) is one of the prevalent malignancies of the head and neck region with poor prognosis. OBJECTIVE: The aim of this study is to establish a predictive model for assessing NC prognosis based on clinical and MR radiomics data, subsequently to develop a nomogram for practical application. METHODS: Retrospective analysis was conducted on clinical and imaging data collected between May 2010 and August 2018, involving 211 patients diagnosed with histologically confirmed NC who received concurrent chemoradiotherapy or radical surgery in Xiangyang No. 1 People’s Hospital. According to 5–10 years of follow-up results, the patients were divided into two groups: the study group (n= 76), which experienced recurrence, metastasis, or death, and the control group (n= 135), characterized by normal survival. Training and testing subsets were established at a 7:3 ratio, with a predefined time cutoff. In the training set, three prediction models were established: a clinical data model, an imaging model, and a combined model using the integrated variation in clinical characteristics along with MR radiomics parameters (Delta-Radscore) observed before and after concurrent chemoradiotherapy. Model performance was compared using Delong’s test, and net clinical benefit was assessed via decision curve analysis (DCA). Then, external validation was conducted on the test set, and finally a nomogram predicting NC prognosis was created. RESULTS: Univariate analysis identified that the risk factors impacting the prognosis of NC included gender, pathological type, neutrophil to lymphocyte ratio (NLR), degree of tumor differentiation, MR enhancement pattern, and Delta-Radscore (P< 0.05). The combined model established based on the abovementioned factors exhibited significantly higher predictive performance [AUC: 0.874, 95% CI (0.810–0.923)] than that of the clinical data model [AUC: 0.650, 95% CI (0.568–0.727)] and imaging model [AUC: 0.824, 95% CI (0.753–0.882)]. DCA also demonstrated superior clinical net benefit in the combined model, a finding further verified by results from the test set. The developed nomogram, based on the combined model, exhibited promising performance in clinical applications. CONCLUSION: The Delta-Radscore derived from MR radiomics data before and after concurrent chemoradiotherapy helps enhance the performance of the NC prognostic model. The combined model and resultant nomogram provide valuable support for clinical decision-making in NC treatment, ultimately contributing to an improved survival rate.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
wjf发布了新的文献求助10
3秒前
情怀应助wang采纳,获得10
3秒前
wanci应助紫萱采纳,获得10
4秒前
量子星尘发布了新的文献求助10
6秒前
7秒前
果汁橡皮糖完成签到,获得积分10
7秒前
wjf完成签到,获得积分20
9秒前
10秒前
10秒前
汪宇发布了新的文献求助10
10秒前
10秒前
11秒前
11秒前
落忆完成签到 ,获得积分10
12秒前
wang完成签到,获得积分10
13秒前
ding应助Queena采纳,获得10
14秒前
柴胡发布了新的文献求助10
14秒前
嘿嘿嘿发布了新的文献求助10
15秒前
16秒前
CAOHOU应助忧伤的书萱采纳,获得10
16秒前
目眩完成签到,获得积分10
16秒前
18秒前
大橙子发布了新的文献求助10
19秒前
善学以致用应助wjf采纳,获得10
20秒前
20秒前
sougardenist完成签到 ,获得积分10
21秒前
隐形的映波完成签到,获得积分10
22秒前
疯狂的寒风完成签到,获得积分10
22秒前
林搞搞发布了新的文献求助10
23秒前
嘿嘿嘿完成签到,获得积分10
23秒前
CodeCraft应助科研通管家采纳,获得10
25秒前
科研通AI6应助科研通管家采纳,获得10
25秒前
华仔应助科研通管家采纳,获得30
25秒前
英俊的铭应助科研通管家采纳,获得10
25秒前
CodeCraft应助科研通管家采纳,获得10
25秒前
英俊的铭应助科研通管家采纳,获得10
25秒前
科研通AI6应助科研通管家采纳,获得10
25秒前
科研通AI6应助科研通管家采纳,获得10
25秒前
华仔应助科研通管家采纳,获得30
25秒前
打打应助科研通管家采纳,获得10
25秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Introduction to strong mixing conditions volume 1-3 5000
Ägyptische Geschichte der 21.–30. Dynastie 2500
Human Embryology and Developmental Biology 7th Edition 2000
The Developing Human: Clinically Oriented Embryology 12th Edition 2000
Clinical Microbiology Procedures Handbook, Multi-Volume, 5th Edition 2000
„Semitische Wissenschaften“? 1510
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5741889
求助须知:如何正确求助?哪些是违规求助? 5404554
关于积分的说明 15343509
捐赠科研通 4883431
什么是DOI,文献DOI怎么找? 2625018
邀请新用户注册赠送积分活动 1573876
关于科研通互助平台的介绍 1530812