Cargando…

Radiomic signature of( 18)F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits

We aimed to evaluate whether radiomic feature-based fluorine 18 ((18)F) fluorodeoxyglucose (FDG) positron emission tomography (PET) imaging signatures allow prediction of gastric cancer (GC) survival and chemotherapy benefits. Methods: A total of 214 GC patients (training (n = 132) or validation (n...

Descripción completa

Detalles Bibliográficos
Autores principales: Jiang, Yuming, Yuan, Qingyu, Lv, Wenbing, Xi, Sujuan, Huang, Weicai, Sun, Zepang, Chen, Hao, Zhao, Liying, Liu, Wei, Hu, Yanfeng, Lu, Lijun, Ma, Jianhua, Li, Tuanjie, Yu, Jiang, Wang, Quanshi, Li, Guoxin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Ivyspring International Publisher 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6299427/
https://www.ncbi.nlm.nih.gov/pubmed/30613271
http://dx.doi.org/10.7150/thno.28018
_version_ 1783381481167519744
author Jiang, Yuming
Yuan, Qingyu
Lv, Wenbing
Xi, Sujuan
Huang, Weicai
Sun, Zepang
Chen, Hao
Zhao, Liying
Liu, Wei
Hu, Yanfeng
Lu, Lijun
Ma, Jianhua
Li, Tuanjie
Yu, Jiang
Wang, Quanshi
Li, Guoxin
author_facet Jiang, Yuming
Yuan, Qingyu
Lv, Wenbing
Xi, Sujuan
Huang, Weicai
Sun, Zepang
Chen, Hao
Zhao, Liying
Liu, Wei
Hu, Yanfeng
Lu, Lijun
Ma, Jianhua
Li, Tuanjie
Yu, Jiang
Wang, Quanshi
Li, Guoxin
author_sort Jiang, Yuming
collection PubMed
description We aimed to evaluate whether radiomic feature-based fluorine 18 ((18)F) fluorodeoxyglucose (FDG) positron emission tomography (PET) imaging signatures allow prediction of gastric cancer (GC) survival and chemotherapy benefits. Methods: A total of 214 GC patients (training (n = 132) or validation (n = 82) cohort) were subjected to radiomic feature extraction (80 features). Radiomic features of patients in the training cohort were subjected to a LASSO cox analysis to predict disease-free survival (DFS) and overall survival (OS) and were validated in the validation cohort. A radiomics nomogram with the radiomic signature incorporated was constructed to demonstrate the incremental value of the radiomic signature to the TNM staging system for individualized survival estimation, which was then assessed with respect to calibration, discrimination, and clinical usefulness. The performance was assessed with concordance index (C-index) and integrated Brier scores. Results: Significant differences were found between the high- and low-radiomic score (Rad-score) patients in 5-year DFS and OS in training and validation cohorts. Multivariate analysis revealed that the Rad-score was an independent prognostic factor. Incorporating the Rad-score into the radiomics-based nomogram resulted in better performance (C-index: DFS, 0.800; OS, 0.786; in the training cohort) than TNM staging system and clinicopathologic nomogram. Further analysis revealed that patients with higher Rad-scores were prone to benefit from chemotherapy. Conclusion: The newly developed radiomic signature was a powerful predictor of OS and DFS. Moreover, the radiomic signature could predict which patients could benefit from chemotherapy.
format Online
Article
Text
id pubmed-6299427
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Ivyspring International Publisher
record_format MEDLINE/PubMed
spelling pubmed-62994272019-01-04 Radiomic signature of( 18)F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits Jiang, Yuming Yuan, Qingyu Lv, Wenbing Xi, Sujuan Huang, Weicai Sun, Zepang Chen, Hao Zhao, Liying Liu, Wei Hu, Yanfeng Lu, Lijun Ma, Jianhua Li, Tuanjie Yu, Jiang Wang, Quanshi Li, Guoxin Theranostics Research Paper We aimed to evaluate whether radiomic feature-based fluorine 18 ((18)F) fluorodeoxyglucose (FDG) positron emission tomography (PET) imaging signatures allow prediction of gastric cancer (GC) survival and chemotherapy benefits. Methods: A total of 214 GC patients (training (n = 132) or validation (n = 82) cohort) were subjected to radiomic feature extraction (80 features). Radiomic features of patients in the training cohort were subjected to a LASSO cox analysis to predict disease-free survival (DFS) and overall survival (OS) and were validated in the validation cohort. A radiomics nomogram with the radiomic signature incorporated was constructed to demonstrate the incremental value of the radiomic signature to the TNM staging system for individualized survival estimation, which was then assessed with respect to calibration, discrimination, and clinical usefulness. The performance was assessed with concordance index (C-index) and integrated Brier scores. Results: Significant differences were found between the high- and low-radiomic score (Rad-score) patients in 5-year DFS and OS in training and validation cohorts. Multivariate analysis revealed that the Rad-score was an independent prognostic factor. Incorporating the Rad-score into the radiomics-based nomogram resulted in better performance (C-index: DFS, 0.800; OS, 0.786; in the training cohort) than TNM staging system and clinicopathologic nomogram. Further analysis revealed that patients with higher Rad-scores were prone to benefit from chemotherapy. Conclusion: The newly developed radiomic signature was a powerful predictor of OS and DFS. Moreover, the radiomic signature could predict which patients could benefit from chemotherapy. Ivyspring International Publisher 2018-11-12 /pmc/articles/PMC6299427/ /pubmed/30613271 http://dx.doi.org/10.7150/thno.28018 Text en © Ivyspring International Publisher This is an open access article distributed under the terms of the Creative Commons Attribution (CC BY-NC) license (https://creativecommons.org/licenses/by-nc/4.0/). See http://ivyspring.com/terms for full terms and conditions.
spellingShingle Research Paper
Jiang, Yuming
Yuan, Qingyu
Lv, Wenbing
Xi, Sujuan
Huang, Weicai
Sun, Zepang
Chen, Hao
Zhao, Liying
Liu, Wei
Hu, Yanfeng
Lu, Lijun
Ma, Jianhua
Li, Tuanjie
Yu, Jiang
Wang, Quanshi
Li, Guoxin
Radiomic signature of( 18)F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits
title Radiomic signature of( 18)F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits
title_full Radiomic signature of( 18)F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits
title_fullStr Radiomic signature of( 18)F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits
title_full_unstemmed Radiomic signature of( 18)F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits
title_short Radiomic signature of( 18)F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits
title_sort radiomic signature of( 18)f fluorodeoxyglucose pet/ct for prediction of gastric cancer survival and chemotherapeutic benefits
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6299427/
https://www.ncbi.nlm.nih.gov/pubmed/30613271
http://dx.doi.org/10.7150/thno.28018
work_keys_str_mv AT jiangyuming radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT yuanqingyu radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT lvwenbing radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT xisujuan radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT huangweicai radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT sunzepang radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT chenhao radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT zhaoliying radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT liuwei radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT huyanfeng radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT lulijun radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT majianhua radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT lituanjie radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT yujiang radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT wangquanshi radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits
AT liguoxin radiomicsignatureof18ffluorodeoxyglucosepetctforpredictionofgastriccancersurvivalandchemotherapeuticbenefits