Fractional order calculus model-derived histogram metrics for assessing pathological complete response to neoadjuvant chemotherapy in locally advanced rectal cancer

被引:0
|
作者
Zhou, Mi [1 ]
Huang, Hongyun [2 ]
Bao, Deying [2 ]
Chen, Meining [3 ]
机构
[1] Sichuan Prov Orthoped Hosp, Dept Radiol, Chengdu 610041, Peoples R China
[2] Univ Elect Sci & Technol China, Sichuan Prov Peoples Hosp, Dept Radiol, Chengdu 610072, Peoples R China
[3] Siemens Healthineers, Dept MR Sci Mkt, Shanghai 200135, Peoples R China
关键词
Histogram analysis; Rectal cancer; Neoadjuvant treatment; Fractional order calculus; Tumor response; RADIATION-THERAPY; ANOMALOUS DIFFUSION; TUMOR RESPONSE; CHEMORADIOTHERAPY; DIFFERENTIATION; CHEMORADIATION; OUTCOMES;
D O I
10.1016/j.clinimag.2024.110327
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
Aim: This study evaluates the value of diffusion fractional order calculus (FROC) model for the assessment of pathological complete response (pCR) after neoadjuvant chemoradiotherapy (nCRT) for locally advanced rectal cancer (LARC) by using histogram analysis derived from whole-tumor volumes. Materials and methods: Ninety-eight patients were prospectively included. Every patient received MRI scans before and after nCRT using a 3.0-Tesla MRI machine. Parameters of the FROC model, including the anomalous diffusion coefficient (D), intravoxel diffusion heterogeneity (beta), spatial parameter (mu), and the standard apparent diffusion coefficient (ADC), were calculated. Changes in median values (Delta X-median) and ratio (r Delta X-median) were calculated. Receiver operating characteristic (ROC) curves were used for evaluating the diagnostic performance. Results: Pre-treatment beta-10th percentile values were significantly lower in the pCR group compared to the non-pCR group (p < 0.001). The Delta beta-median showed higher diagnostic accuracy (AUC = 0.870) and sensitivity (76.67 %) for predicting tumor response compared to MRI tumor regression grading (mrTRG) scores (AUC = 0.722; sensitivity = 90.0 %). Discussion: The use of FROC alongside comprehensive tumor histogram analysis was found to be practical and effective in evaluating the tumor response to nCRT in LARC patients.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Predicting Pathological Complete Regression with Haematological Markers During Neoadjuvant Chemoradiotherapy for Locally Advanced Rectal Cancer
    Lee, Joo Ho
    Song, Changhoon
    Kang, Sung-Bum
    Lee, Hye Seung
    Lee, Keun-Wook
    Kim, Jae-Sung
    ANTICANCER RESEARCH, 2018, 38 (12) : 6905 - 6910
  • [22] Multi-modal radiomics model to predict treatment response to neoadjuvant chemotherapy for locally advanced rectal cancer
    Li, Zheng-Yan
    Wang, Xiao-Dong
    Li, Mou
    Liu, Xi-Jiao
    Ye, Zheng
    Song, Bin
    Yuan, Fang
    Yuan, Yuan
    Xia, Chun-Chao
    Zhang, Xin
    Li, Qian
    WORLD JOURNAL OF GASTROENTEROLOGY, 2020, 26 (19) : 2388 - 2402
  • [23] A pathological complete response after neoadjuvant triplet chemotherapy for locally advanced transverse colon cancer
    Tominaga, Tetsuro
    Nonaka, Takashi
    Tabata, Kazuhiro
    Sawai, Terumitsu
    Nagayasu, Takeshi
    INTERNATIONAL JOURNAL OF SURGERY CASE REPORTS, 2020, 72 : 127 - 132
  • [24] MRI and FDG-PET for Assessment of Response to Neoadjuvant Chemotherapy in Locally Advanced Rectal Cancer
    Aiba, Toshisada
    Uehara, Keisuke
    Nihashi, Takashi
    Tsuzuki, Toyonori
    Yatsuya, Hiroshi
    Yoshioka, Yuichiro
    Kato, Katsuhiko
    Nagino, Masato
    ANNALS OF SURGICAL ONCOLOGY, 2014, 21 (06) : 1801 - 1808
  • [25] Predicting pathologic complete response in locally advanced rectal cancer patients after neoadjuvant therapy: a machine learning model using XGBoost
    Chen, Xijie
    Wang, Wenhui
    Chen, Junguo
    Xu, Liang
    He, Xiaosheng
    Lan, Ping
    Hu, Jiancong
    Lian, Lei
    INTERNATIONAL JOURNAL OF COLORECTAL DISEASE, 2022, 37 (07) : 1621 - 1634
  • [26] Impact of Neoadjuvant Radiochemotherapy on Pathological Complete Response for Locally Advanced Rectal Cancer: A Mono Institutional Experience
    Lucarelli, Marco
    Gentile, Virginia
    Bonelli, Rosario
    De Pasquale, Giulia
    Delli Pizzi, Andrea
    Di Nicola, Marta
    Porreca, Annamaria
    Genovesi, Domenico
    IN VIVO, 2024, 38 (03): : 1367 - 1374
  • [27] Clinical factors of post-chemoradiotherapy as valuable indicators for pathological complete response in locally advanced rectal cancer
    Peng, Jianhong
    Lin, Junzhong
    Qiu, Miaozhen
    Wu, Xiaojun
    Lu, Zhenhai
    Chen, Gong
    Li, Liren
    Ding, Peirong
    Gao, Yuanhong
    Zeng, Zhifan
    Zhang, Huizhong
    Wan, Desen
    Pan, Zhizhong
    CLINICS, 2016, 71 (08) : 449 - 454
  • [28] Analyses of predictive factors for pathological complete remission in neoadjuvant therapy for locally advanced rectal cancer
    Yang, Jun
    Ling, Xin
    Tang, Wen
    Hu, Duanmin
    Zhou, Haiyun
    Yin, Guojian
    JOURNAL OF BUON, 2019, 24 (01): : 77 - 83
  • [29] A Specific miRNA Signature Correlates With Complete Pathological Response to Neoadjuvant Chemoradiotherapy in Locally Advanced Rectal Cancer
    Scarpati, Giuseppina Della Vittoria
    Falcetta, Francesca
    Carlomagno, Chiara
    Ubezio, Paolo
    Marchini, Sergio
    De Stefano, Alfonso
    Singh, Vijay Kumar
    D'Incalci, Maurizio
    De Placido, Sabino
    Pepe, Stefano
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2012, 83 (04): : 1113 - 1119
  • [30] Complete pathological response following neoadjuvant FOLFOX chemotherapy in BRCA2-mutant locally advanced rectal cancer: a case report
    Zhenyu Lin
    Junli Liu
    Li Peng
    Dejun Zhang
    Ming Jin
    Jing Wang
    Jun Xue
    Hongli Liu
    Tao Zhang
    BMC Cancer, 18