Radiomics and Its Applications and Progress in Pancreatitis: A Current State of the Art Review

被引：4
作者：
Yan, Gaowu [1 ]
Yan, Gaowen [2 ]
Li, Hongwei [3 ,8 ]
Liang, Hongwei [4 ]
Peng, Chen [5 ]
Bhetuwal, Anup [6 ]
McClure, Morgan A. [7 ]
Li, Yongmei [4 ]
Yang, Guoqing [1 ]
Li, Yong [1 ]
Zhao, Linwei [1 ]
Fan, Xiaoping [1 ]
机构：
[1] Suining Cent Hosp, Dept Radiol, Suining, Peoples R China
[2] First Hosp Suining, Dept Radiol, Suining, Peoples R China
[3] Third Hosp Mianyang, Dept Radiol, Mianyang, Peoples R China
[4] Chongqing Med Univ, Dept Radiol, Affiliated Hosp 1, Chongqing, Peoples R China
[5] First Hosp Suining, Dept Gastroenterol, Suining, Peoples R China
[6] North Sichuan Med Coll, Dept Radiol, Sichuan Key Lab Med Imaging, Affiliated Hosp, Nanchong, Peoples R China
[7] Nanchong Cent Hosp, Inst Rehabil & Dev Brain Funct, North Sichuan Med Coll, Dept Radiol & Imaging,Clin Med Coll 2, Nanchong, Peoples R China
[8] Sichuan Mental Hlth Ctr, Mianyang, Peoples R China
来源：
FRONTIERS IN MEDICINE | 2022年 / 9卷
关键词：
radiomics; acute pancreatitis; chronic pancreatitis; autoimmune pancreatitis; pancreatic ductal adenocarcinoma; computed tomography; magnetic resonance imaging; positron emission tomography; RECURRENT ACUTE-PANCREATITIS; DUCTAL ADENOCARCINOMA; AUTOIMMUNE PANCREATITIS; DIFFERENTIAL-DIAGNOSIS; RISK-FACTORS; ARTIFICIAL-INTELLIGENCE; 1ST ATTACK; CT; CANCER; IMAGES;
D O I：
10.3389/fmed.2022.922299
中图分类号：
R5 [内科学];
学科分类号：
1002 ; 100201 ;
摘要：
Radiomics involves high-throughput extraction and analysis of quantitative information from medical images. Since it was proposed in 2012, there are some publications on the application of radiomics for (1) predicting recurrent acute pancreatitis (RAP), clinical severity of acute pancreatitis (AP), and extrapancreatic necrosis in AP; (2) differentiating mass-forming chronic pancreatitis (MFCP) from pancreatic ductal adenocarcinoma (PDAC), focal autoimmune pancreatitis (AIP) from PDAC, and functional abdominal pain (functional gastrointestinal diseases) from RAP and chronic pancreatitis (CP); and (3) identifying CP and normal pancreas, and CP risk factors and complications. In this review, we aim to systematically summarize the applications and progress of radiomics in pancreatitis and it associated situations, so as to provide reference for related research.
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页数：13
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共 87 条
  • [1] Radiomics: A Primer on Processing Workflow and Analysis
    Avery, Emily
    Sanelli, Pina C.
    Aboian, Mariam
    Payabvash, Seyedmehdi
    [J]. SEMINARS IN ULTRASOUND CT AND MRI, 2022, 43 (02) : 142 - 146
  • [2] Evaluation of Chinese updated guideline for acute pancreatitis on management of moderately severe and severe acute pancreatitis
    Bai, Xiaoyin
    Jin, Meng
    Zhang, Huimin
    Lu, Bo
    Yang, Hong
    Qian, Jiaming
    [J]. PANCREATOLOGY, 2020, 20 (08) : 1582 - 1586
  • [3] Classification of acute pancreatitis-2012: revision of the Atlanta classification and definitions by international consensus
    Banks, Peter A.
    Bollen, Thomas L.
    Dervenis, Christos
    Gooszen, Hein G.
    Johnson, Colin D.
    Sarr, Michael G.
    Tsiotos, Gregory G.
    Vege, Santhi Swaroop
    [J]. GUT, 2013, 62 (01) : 102 - 111
  • [4] CT and MRI of pancreatic tumors: an update in the era of radiomics
    Bartoli, Marion
    Barat, Maxime
    Dohan, Anthony
    Gaujoux, Sebastien
    Coriat, Romain
    Hoeffel, Christine
    Cassinotto, Christophe
    Chassagnon, Guillaume
    Soyer, Philippe
    [J]. JAPANESE JOURNAL OF RADIOLOGY, 2020, 38 (12) : 1111 - 1124
  • [5] Artificial intelligence in cancer imaging: Clinical challenges and applications
    Bi, Wenya Linda
    Hosny, Ahmed
    Schabath, Matthew B.
    Giger, Maryellen L.
    Birkbak, Nicolai J.
    Mehrtash, Alireza
    Allison, Tavis
    Arnaout, Omar
    Abbosh, Christopher
    Dunn, Ian F.
    Mak, Raymond H.
    Tamimi, Rulla M.
    Tempany, Clare M.
    Swanton, Charles
    Hoffmann, Udo
    Schwartz, Lawrence H.
    Gillies, Robert J.
    Huang, Raymond Y.
    Aerts, Hugo J. W. L.
    [J]. CA-A CANCER JOURNAL FOR CLINICIANS, 2019, 69 (02) : 127 - 157
  • [6] Radiomics model of contrast-enhanced computed tomography for predicting the recurrence of acute pancreatitis
    Chen, Yong
    Chen, Tian-wu
    Wu, Chang-qiang
    Lin, Qiao
    Hu, Ran
    Xie, Chao-lian
    Zuo, Hou-dong
    Wu, Jia-long
    Mu, Qi-wen
    Fu, Quan-shui
    Yang, Guo-qing
    Zhang, Xiao Ming
    [J]. EUROPEAN RADIOLOGY, 2019, 29 (08) : 4408 - 4417
  • [7] PANCREATIC-CANCER VERSUS CHRONIC-PANCREATITIS - DIAGNOSIS WITH CA 19-9 ASSESSMENT, US, CT, AND CT-GUIDED FINE-NEEDLE BIOPSY
    DELMASCHIO, A
    VANZULLI, A
    SIRONI, S
    CASTRUCCI, M
    MELLONE, R
    STAUDACHER, C
    CARLUCCI, M
    ZERBI, A
    PAROLINI, D
    FARAVELLI, A
    CANTABONI, A
    GARANCINI, P
    DICARLO, V
    [J]. RADIOLOGY, 1991, 178 (01) : 95 - 99
  • [8] Radiomics Model Based on MR Images to Discriminate Pancreatic Ductal Adenocarcinoma and Mass-Forming Chronic Pancreatitis Lesions
    Deng, Yan
    Ming, Bing
    Zhou, Ting
    Wu, Jia-long
    Chen, Yong
    Liu, Pei
    Zhang, Ju
    Zhang, Shi-yong
    Chen, Tian-wu
    Zhang, Xiao-Ming
    [J]. FRONTIERS IN ONCOLOGY, 2021, 11
  • [9] Pancreatitis and PDAC: association and differentiation
    Elsherif, Sherif B.
    Virarkar, Mayur
    Javadi, Sanaz
    Ibarra-Rovira, Juan J.
    Tamm, Eric P.
    Bhosale, Priya R.
    [J]. ABDOMINAL RADIOLOGY, 2020, 45 (05) : 1324 - 1337
  • [10] Pancreatic magnetic resonance imaging texture analysis in chronic pancreatitis: a feasibility and validation study
    Frokjar, Jens Brondum
    Lisitskaya, Maria Valeryevna
    Jorgensen, Alex Skovsbo
    Ostergaard, Lasse Riis
    Hansen, Tine Maria
    Drewes, Asbjorn Mohr
    Olesen, Soren Schou
    [J]. ABDOMINAL RADIOLOGY, 2020, 45 (05) : 1497 - 1506
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