Prognostic Value of Texture Analysis Based on Pretreatment DWI-Weighted MRI for Esophageal Squamous Cell Carcinoma Patients Treated With Concurrent Chemo-Radiotherapy

被引:9
|
作者
Li, Zhenjiang [1 ]
Han, Chun [2 ]
Wang, Lan [2 ]
Zhu, Jian [1 ]
Yin, Yong [1 ]
Li, Baosheng [1 ]
机构
[1] Shandong First Med Univ & Shandong Acad Med Sci, Shandong Canc Hosp & Inst, Jinan, Shandong, Peoples R China
[2] Hebei Med Univ, Hosp 4, Shijiazhuang, Hebei, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2019年 / 9卷
基金
中国国家自然科学基金;
关键词
esophageal squamous cell cancer; texture analysis; magnetic resonance imaging; diffusion-weighted magnetic resonance imaging; chemo-radiotherapy; TUMOR HETEROGENEITY; RECTAL-CARCINOMA; REPRODUCIBILITY; CHEMORADIATION; FEATURES; STAGE;
D O I
10.3389/fonc.2019.01057
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: The purpose of the research was to assess the prognostic value of three-dimensional (3D) texture features based on diffusion-weighted magnetic resonance imaging (DWI) for esophageal squamous cell carcinoma (ESCC) patients undergoing concurrent chemo-radiotherapy (CRT). Methods: We prospectively enrolled 82 patients with ESCC into a cohort study. Two DWI sequences (b = 0 and b = 600 s/mm(2)) were acquired along with axial T2WI and T1WI before CRT. Two groups of features were examined: (1) clinical and demographic features (e.g., TNM stage, age and sex) and (2) changes in spatial texture characteristics of the apparent diffusion coefficient (ADC), which characterizes gray intensity changes in tumor areas, spatial pattern and distribution, and related changes caused by CRT. Reproducible feature sets without redundancy were statistically filtered and validated. The prognostic values associated with overall survival (OS) for each parameter were studied using Kaplan-Meier and Cox regression models for univariate and multivariate analyses, respectively. Results: Both univariate and multivariate Cox model analyses showed that the energy of intensity histogram texture (IHIST_energy), radiation dose, mean of the contrast in distance 1 of 26 directions (m_contrast_1), extreme difference of the homogeneity in distance 2 of 26 directions (Diff_homogeneity_2), mean of the inverse variance in distance 2 of 26 directions (m_lnversevariance_2), high-intensity small zone emphasis (HISE), and low-intensity large zone emphasis (LILE) were significantly associated with survival. The results showed that 6 texture parameters extracted from the ADC images before treatment could distinguish among high-, medium-, and low-risk groups (log-rank chi(2) = 9.7; P = 0.00773). The biased C-index value was 0.715 (95% CI: 0.708 to 0.732) based on bootstrapping validation. Conclusions: The ADC 3D texture feature can be used as a useful biomarker to predict the survival of ESCC patients undergoing CRT. Combining ADC 3D texture features with conventional prognostic factors can generate reliable survival prediction models.
引用
收藏
页数:10
相关论文
共 46 条
  • [1] MRI Evaluation using DWI and T2WI of Residual Lymph Nodes in Patients Affected by Head and Neck Squamous Cell Carcinoma Treated with Chemo-radiotherapy
    Piludu, Francesca
    Gangemi, Emma
    Marucci, Laura
    Guerrisi, Antonino
    Pellini, Raul
    Covello, Renato
    Carlini, Paolo
    Spriano, Giuseppe
    Sanguineti, Giuseppe
    Marzi, Simona
    Vidiri, Antonello
    CURRENT MEDICAL IMAGING REVIEWS, 2018, 14 (04) : 599 - 608
  • [2] Predictive Value of Early Post-Treatment Diffusion-Weighted MRI for Recurrence or Tumor Progression of Head and Neck Squamous Cell Carcinoma Treated with Chemo-Radiotherapy
    Brenet, Esteban
    Barbe, Coralie
    Hoeffel, Christine
    Dubernard, Xavier
    Merol, Jean-Claude
    Fath, Lea
    Servagi-Vernat, Stephanie
    Labrousse, Marc
    CANCERS, 2020, 12 (05)
  • [3] MRI T2-weighted sequences-based texture analysis (TA) as a predictor of response to neoadjuvant chemo-radiotherapy (nCRT) in patients with locally advanced rectal cancer (LARC)
    Crimi, Filippo
    Capelli, Giulia
    Spolverato, Gaya
    Bao, Quoc Riccardo
    Florio, Anna
    Milite Rossi, Sebastiano
    Cecchin, Diego
    Albertoni, Laura
    Campi, Cristina
    Pucciarelli, Salvatore
    Stramare, Roberto
    RADIOLOGIA MEDICA, 2020, 125 (12): : 1216 - 1224
  • [4] Prognostic value of liver metastasis in patients with esophageal squamous cell carcinoma treated with nivolumab
    Morita, Ryuichi
    Ishikawa, Takeshi
    Doi, Toshifumi
    Itani, Junichiro
    Sone, Daiki
    Iwai, Naoto
    Inoue, Ken
    Konishi, Hirotaka
    Dohi, Osamu
    Yoshida, Naohisa
    Shiozaki, Atsushi
    Uchiyama, Kazuhiko
    Takagi, Tomohisa
    Fujiwara, Hitoshi
    Konishi, Hideyuki
    Itoh, Yoshito
    ONCOLOGY LETTERS, 2025, 29 (03)
  • [5] Effect of modern high-dose versus standard-dose radiation in definitive concurrent chemo-radiotherapy on outcome of esophageal squamous cell cancer: a meta-analysis
    Luo, He-San
    Huang, He-Cheng
    Lin, Lian-Xing
    RADIATION ONCOLOGY, 2019, 14 (01)
  • [6] The development of a nomogram and the prognostic prediction value of patients with esophageal squamous cell carcinoma undergoing radical radiotherapy
    Xiao, Ling
    Lyu, Jiahua
    Chen, Meihua
    Wang, Liu
    Huang, Jing
    Wei, Yajun
    Li, Tao
    FUTURE SCIENCE OA, 2022, 8 (03):
  • [7] A retrospective study: the prevalence and prognostic value of anemia in patients undergoing radiotherapy for esophageal squamous cell carcinoma
    Zhang, Fang
    Cheng, Fengyu
    Cao, Lifang
    Wang, Shengchuan
    Zhou, Wei
    Ma, Wei
    WORLD JOURNAL OF SURGICAL ONCOLOGY, 2014, 12
  • [8] Prognostic and Predictive Relevance of Tumor-Infiltrating Lymphocytes in Squamous Cell Head-Neck Cancer Patients Treated with Radical Radiotherapy/Chemo-Radiotherapy
    Koukourakis, Ioannis M.
    Gkegka, Anastasia G.
    Xanthopoulou, Erasmia
    Nanos, Christos
    Giatromanolaki, Alexandra
    Koukourakis, Michael, I
    CURRENT ONCOLOGY, 2022, 29 (06) : 4274 - 4284
  • [9] PROGNOSTIC VALUE OF PRETREATMENT CARCINOEMBRYONIC ANTIGEN AFTER DEFINITIVE RADIOTHERAPY WITH OR WITHOUT CONCURRENT CHEMOTHERAPY FOR SQUAMOUS CELL CARCINOMA OF THE UTERINE CERVIX
    Huang, Eng-Yen
    Hsu, Hsuan-Chih
    Sun, Li-Min
    Chanchien, Chan-Chao
    Lin, Hao
    Chen, Hui-Chun
    Tseng, Chih-Wen
    Ou, Yu-Che
    Chang, Hung-Yao
    Fang, Fu-Min
    Huang, Yu-Jie
    Wang, Chang-Yu
    Lu, Hsien-Ming
    Tsai, Ching-Chou
    Ma, Yen-Ying
    Fu, Hung-Chun
    Wang, Yu-Ming
    Wang, Chong-Jong
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2011, 81 (04): : 1105 - 1113
  • [10] Prognostic value of tumor length and diameter for esophageal squamous cell cancer patients treated with definitive (chemo)radiotherapy: Potential indicators for nonsurgical T staging
    Xu, Hongyao
    Wu, Shengxi
    Luo, Hesan
    Chen, Chuyun
    Lin, Lianxing
    Huang, Hecheng
    Xue, Renliang
    CANCER MEDICINE, 2019, 8 (14): : 6326 - 6334