Bi-phase CT radiomics nomogram for the preoperative prediction of pylorus lymph node metastasis in non-pyloric gastric cancer patients

被引:0
作者
Zhang, Hao-yu [1 ]
Aimaiti, Muerzhate [1 ]
Bai, Long [1 ]
Yuan, Meng-qing [2 ]
Zhu, Chun-chao [1 ]
Yan, Jia-jun [1 ]
Cai, Jian-hua [3 ]
Dong, Zhong-yi [1 ]
Zhang, Zi-zhen [1 ]
机构
[1] Shanghai Jiao Tong Univ, Renji Hosp, Sch Med, Dept Gastrointestinal Surg, Shanghai, Peoples R China
[2] Hongkong Univ Sci & Technol, Hong Kong, Peoples R China
[3] Fudan Univ, Huadong Hosp, Dept Gen Surg, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
Gastric cancer; Radiomics; Nomogram; Function-preserving surgery; PRESERVING GASTRECTOMY; OUTCOMES;
D O I
10.1007/s00261-024-04537-9
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
BackgroundThe expansion of function-preserving surgery became possible due to a more profound understanding of gastric cancer (GC), and T1N + or T2N + gastric cancer patients might be potential beneficiaries. However, ways to evaluate the possibility of function-preserving pylorus surgery are still unknown.MethodsA total of 288 patients at Renji Hospital and 58 patients at Huadong Hospital, pathologically diagnosed with gastric cancer staging at T1 and T2 with tumors located in the upper two-thirds of the stomach, were retrospectively enrolled from March 2015 to October 2022. Tumor regions of interest (ROIs) were manually delineated on bi-phase CT images, and a nomogram was built and evaluated.ResultsThe radiomic features distributed differently between positive and negative pLNm groups. Two radiomic signatures (RS1 and RS2) and one clinical signature were constructed. The radiomic signatures exhibited good performance for discriminating pLNm status in the test set. The three signatures were then combined into an integrated nomogram (IN). The IN showed good discrimination of pLNm in the Renji cohort (AUC 0.918) and the Huadong cohort (AUC 0.649). The verification models showed high values.ConclusionFor GC patients with T1 and T2 tumors located in the upper two-thirds of the stomach, a nomogram was successfully built for predicting pylorus lymph node metastasis, which would guide the surgical indication extension of conservative gastrectomies.
引用
收藏
页码:608 / 618
页数:11
相关论文
共 25 条
[1]   Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach [J].
Aerts, Hugo J. W. L. ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Parmar, Chintan ;
Grossmann, Patrick ;
Cavalho, Sara ;
Bussink, Johan ;
Monshouwer, Rene ;
Haibe-Kains, Benjamin ;
Rietveld, Derek ;
Hoebers, Frank ;
Rietbergen, Michelle M. ;
Leemans, C. Rene ;
Dekker, Andre ;
Quackenbush, John ;
Gillies, Robert J. ;
Lambin, Philippe .
NATURE COMMUNICATIONS, 2014, 5
[2]   The Eighth Edition AJCC Cancer Staging Manual: Continuing to build a bridge from a population-based to a more "personalized" approach to cancer staging [J].
Amin, Mahul B. ;
Greene, Frederick L. ;
Edge, Stephen B. ;
Compton, Carolyn C. ;
Gershenwald, Jeffrey E. ;
Brookland, Robert K. ;
Meyer, Laura ;
Gress, Donna M. ;
Byrd, David R. ;
Winchester, David P. .
CA-A CANCER JOURNAL FOR CLINICIANS, 2017, 67 (02) :93-99
[3]   Deep learning radiomic nomogram can predict the number of lymph node metastasis in locally advanced gastric cancer: an international multicenter study [J].
Dong, D. ;
Fang, M. -J. ;
Tang, L. ;
Shan, X. -H. ;
Gao, J. -B. ;
Giganti, F. ;
Wang, R. -P. ;
Chen, X. ;
Wang, X. -X. ;
Palumbo, D. ;
Fu, J. ;
Li, W. -C. ;
Li, J. ;
Zhong, L. -Z. ;
De Cobelli, F. ;
Ji, J. -F. ;
Liu, Z. -Y. ;
Tian, J. .
ANNALS OF ONCOLOGY, 2020, 31 (07) :912-920
[4]   Laparoscopy-assisted pylorus-preserving gastrectomy for early gastric cancer: A retrospective study of long-term functional outcomes and quality of life [J].
Eom, Bang Wool ;
Park, Boram ;
Yoon, Hong Man ;
Ryu, Keun Won ;
Kim, Young-Woo .
WORLD JOURNAL OF GASTROENTEROLOGY, 2019, 25 (36) :5494-5504
[5]   Radiomics: Images Are More than Pictures, They Are Data [J].
Gillies, Robert J. ;
Kinahan, Paul E. ;
Hricak, Hedvig .
RADIOLOGY, 2016, 278 (02) :563-577
[6]   Function-Preserving Gastrectomy for Early Gastric Cancer [J].
Hiramatsu, Yoshihiro ;
Kikuchi, Hirotoshi ;
Takeuchi, Hiroya .
CANCERS, 2021, 13 (24)
[7]   Japanese gastric cancer treatment guidelines 2018 (5th edition) [J].
Japanese Gastric Cancer Association .
GASTRIC CANCER, 2021, 24 (01) :1-21
[8]   Gastric cancer staging at multi-detector row CT gastrography: Comparison of transverse and volumetric CT scanning [J].
Kim, HJ ;
Kim, AY ;
Oh, ST ;
Kim, JS ;
Kim, KW ;
Kim, PN ;
Lee, MG ;
Ha, HK .
RADIOLOGY, 2005, 236 (03) :879-885
[9]   Dual-energy CT-based deep learning radiomics can improve lymph node metastasis risk prediction for gastric cancer [J].
Li, Jing ;
Dong, Di ;
Fang, Mengjie ;
Wang, Rui ;
Tian, Jie ;
Li, Hailiang ;
Gao, Jianbo .
EUROPEAN RADIOLOGY, 2020, 30 (04) :2324-2333
[10]   Multiregional radiomics profiling from multiparametric MRI: Identifying an imaging predictor of IDH1 mutation status in glioblastoma [J].
Li, Zhi-Cheng ;
Bai, Hongmin ;
Sun, Qiuchang ;
Zhao, Yuanshen ;
Lv, Yanchun ;
Zhou, Jian ;
Liang, Chaofeng ;
Chen, Yinsheng ;
Liang, Dong ;
Zheng, Hairong .
CANCER MEDICINE, 2018, 7 (12) :5999-6009