CASIA OpenIR  > 中国科学院分子影像重点实验室
Development and validation of an individualized nomogram to identify occult peritoneal metastasis in patients with advanced gastric cancer
Dong, Di1,2,3; Tang, Lei2; Li, Ziyu4; Fang, Mengjie1,3; Gao, Jianbo5; Shan, Xiuhong6; Ying, Xiangji4; Sun, Yingshi2; Fu, Jia2; Wang, Xiaoxiao6; Li, Liming5; Li, Zhenhui7; Zhang, Dafu7; Zhang, Yan4; Li, Zhemin4; Shan, Fei4; Bu, Zhaode4; Tian, Jie1,3,8; Ji, Jiafu4
发表期刊ANNALS OF ONCOLOGY
ISSN0923-7534
2019-03-01
卷号30期号:3页码:431-438
摘要

Background Occult peritoneal metastasis (PM) in advanced gastric cancer (AGC) patients is highly possible to be missed on computed tomography (CT) images. Patients with occult PMs are subject to late detection or even improper surgical treatment. We therefore aimed to develop a radiomic nomogram to preoperatively identify occult PMs in AGC patients. Patients and methods A total of 554 AGC patients from 4 centers were divided into 1 training, 1 internal validation, and 2 external validation cohorts. All patients' PM status was firstly diagnosed as negative by CT, but later confirmed by laparoscopy (PM-positive n=122, PM-negative n=432). Radiomic signatures reflecting phenotypes of the primary tumor (RS1) and peritoneum region (RS2) were built as predictors of PM from 266 quantitative image features. Individualized nomograms of PM status incorporating RS1, RS2, or clinical factors were developed and evaluated regarding prediction ability. Results RS1, RS2, and Lauren type were significant predictors of occult PM (all P<0.05). A nomogram of these three factors demonstrated better diagnostic accuracy than the model with RS1, RS2, or clinical factors alone (all net reclassification improvement P<0.05). The area under curve yielded was 0.958 [95% confidence interval (CI) 0.923-0.993], 0.941 (95% CI 0.904-0.977), 0.928 (95% CI 0.886-0.971), and 0.920 (95% CI 0.862-0.978) for the training, internal, and two external validation cohorts, respectively. Stratification analysis showed that this nomogram had potential generalization ability. Conclusion CT phenotypes of both primary tumor and nearby peritoneum are significantly associated with occult PM status. A nomogram of these CT phenotypes and Lauren type has an excellent prediction ability of occult PM, and may have significant clinical implications on early detection of occult PM for AGC.

关键词occult peritoneal metastasis radiomic nomogram advanced gastric cancer
DOI10.1093/annonc/mdz001
关键词[WOS]BORRMANN TYPE ; RADIOMICS ; CHEMOTHERAPY ; CT
收录类别SCI
语种英语
资助项目Beijing Natural Science Foundation[Z180001] ; National Natural Science Foundation of China[61622117] ; National Key R&D Program of China[2017YFA0700401] ; Beijing Municipal Science and Technology Commission[Z171100000117023] ; National Key R&D Program of China[2016YFC0103803] ; Youth Innovation Promotion Association CAS[2017175] ; Instrument Developing Project of the Chinese Academy of Sciences[YZ201502] ; Beijing Natural Science Foundation[L182061] ; National Key R&D Program of China[2017YFC1309100] ; National Key R&D Program of China[2017YFC1308700] ; Beijing Municipal Science and Technology Commission[Z161100002616022] ; National Natural Science Foundation of China[81671851] ; National Natural Science Foundation of China[81501616] ; National Natural Science Foundation of China[81771924] ; National Natural Science Foundation of China[61671449] ; National Key R&D Program of China[2017YFA0205200] ; National Natural Science Foundation of China[81527805] ; National Natural Science Foundation of China[81227901] ; National Natural Science Foundation of China[81227901] ; National Natural Science Foundation of China[81527805] ; National Key R&D Program of China[2017YFA0205200] ; National Natural Science Foundation of China[61671449] ; National Natural Science Foundation of China[81771924] ; National Natural Science Foundation of China[81501616] ; National Natural Science Foundation of China[81671851] ; Beijing Municipal Science and Technology Commission[Z161100002616022] ; National Key R&D Program of China[2017YFC1308700] ; National Key R&D Program of China[2017YFC1309100] ; Beijing Natural Science Foundation[L182061] ; Instrument Developing Project of the Chinese Academy of Sciences[YZ201502] ; Youth Innovation Promotion Association CAS[2017175] ; National Key R&D Program of China[2016YFC0103803] ; Beijing Municipal Science and Technology Commission[Z171100000117023] ; National Key R&D Program of China[2017YFA0700401] ; National Natural Science Foundation of China[61622117] ; Beijing Natural Science Foundation[Z180001]
WOS研究方向Oncology
WOS类目Oncology
WOS记录号WOS:000465084000017
出版者OXFORD UNIV PRESS
七大方向——子方向分类医学影像处理与分析
引用统计
被引频次:255[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/24933
专题中国科学院分子影像重点实验室
通讯作者Tian, Jie; Ji, Jiafu
作者单位1.Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, 95 Zhongguancun East Rd, Beijing 100190, Peoples R China
2.Peking Univ, Key Lab Carcinogenesis & Translat Res, Canc Hosp & Inst, Minist Educ,Radiol Dept, Beijing, Peoples R China
3.Univ Chinese Acad Sci, Beijing, Peoples R China
4.Peking Univ, Key Lab Carcinogenesis & Translat Res, Gastrointestinal Canc Ctr, Minist Educ,Canc Hosp & Inst, 52 Fu Cheng Rd, Beijing 100142, Peoples R China
5.Zhengzhou Univ, Dept Radiol, Affiliated Hosp 1, Zhengzhou, Henan, Peoples R China
6.Jiangsu Univ, Dept Radiol, Affiliated Peoples Hosp, Zhenjiang, Jiangsu, Peoples R China
7.Kunming Med Univ, Yunnan Canc Hosp, Dept Radiol, Affiliated Hosp 3, Kunming, Yunnan, Peoples R China
8.Beihang Univ, Beijing Adv Innovat Ctr Big Data Based Precis Med, Sch Med, Beijing, Peoples R China
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
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Dong, Di,Tang, Lei,Li, Ziyu,et al. Development and validation of an individualized nomogram to identify occult peritoneal metastasis in patients with advanced gastric cancer[J]. ANNALS OF ONCOLOGY,2019,30(3):431-438.
APA Dong, Di.,Tang, Lei.,Li, Ziyu.,Fang, Mengjie.,Gao, Jianbo.,...&Ji, Jiafu.(2019).Development and validation of an individualized nomogram to identify occult peritoneal metastasis in patients with advanced gastric cancer.ANNALS OF ONCOLOGY,30(3),431-438.
MLA Dong, Di,et al."Development and validation of an individualized nomogram to identify occult peritoneal metastasis in patients with advanced gastric cancer".ANNALS OF ONCOLOGY 30.3(2019):431-438.
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