Current status and future perspectives of radiomics in hepatocellular carcinoma
Carregando...
Citações na Scopus
5
Tipo de produção
article
Data de publicação
2023
Título da Revista
ISSN da Revista
Título do Volume
Editora
BAISHIDENG PUBLISHING GROUP INC
Autores
HORVAT, Natally
ARAUJO-FILHO, Jose de Arimateia Batista
FERNANDES, Maria Clara
CHARBEL, Charlotte
CHAKRABORTY, Jayasree
Citação
WORLD JOURNAL OF GASTROENTEROLOGY, v.29, n.1, p.43-60, 2023
Resumo
Given the frequent co-existence of an aggressive tumor and underlying chronic liver disease, the management of hepatocellular carcinoma (HCC) patients requires experienced multidisciplinary team discussion. Moreover, imaging plays a key role in the diagnosis, staging, restaging, and surveillance of HCC. Currently, imaging assessment of HCC entails the assessment of qualitative characteristics which are prone to inter-reader variability. Radiomics is an emerging field that extracts high-dimensional mineable quantitative features that cannot be assessed visually with the naked eye from medical imaging. The main potential applications of radiomic models in HCC are to predict histology, response to treatment, genetic signature, recurrence, and survival. Despite the encouraging results to date, there are challenges and limitations that need to be overcome before radiomics implementation in clinical practice. The purpose of this article is to review the main concepts and challenges pertaining to radiomics, and to review recent studies and potential applications of radiomics in HCC.
Palavras-chave
Radiomics, Hepatocellular carcinoma, Texture analysis, Radiology
Referências
- Akai H, 2018, DIAGN INTERV IMAG, V99, P643, DOI 10.1016/j.diii.2018.05.008
- Bakr S, 2017, J MED IMAGING, V4, DOI 10.1117/1.JMI.4.4.041303
- Bera K, 2022, NAT REV CLIN ONCOL, V19, P132, DOI 10.1038/s41571-021-00560-7
- Blanc-Durand P, 2018, ONCOTARGET, V9, P4549, DOI 10.18632/oncotarget.23423
- Brancato V, 2022, DIAGNOSTICS, V12, DOI 10.3390/diagnostics12051085
- Cai W, 2019, SURG ONCOL, V28, P78, DOI 10.1016/j.suronc.2018.11.013
- Carbonell G, 2022, EUR RADIOL, V32, P2030, DOI 10.1007/s00330-021-08282-1
- Che F, 2022, WORLD J GASTROENTERO, V28, P1479, DOI 10.3748/wjg.v28.i14.1479
- Chen MY, 2021, LIVER CANCER, V10, P38, DOI 10.1159/000512028
- Chen SL, 2019, EUR RADIOL, V29, P4177, DOI 10.1007/s00330-018-5986-x
- Chen W, 2021, FRONT ONCOL, V11, DOI 10.3389/fonc.2021.660509
- Xia W, 2018, PHYS MED BIOL, V63, DOI 10.1088/1361-6560/aaa609
- Xu X, 2019, J HEPATOL, V70, P1133, DOI 10.1016/j.jhep.2019.02.023
- Yang F, 2021, FRONT ONCOL, V11, DOI 10.3389/fonc.2021.672126
- Yang L, 2019, LIVER CANCER, V8, P373, DOI 10.1159/000494099
- Ye Z, 2019, CHINESE J CANCER RES, V31, P806, DOI 10.21147/j.issn.1000-9604.2019.05.10
- Yuan GS, 2021, FRONT IMMUNOL, V11, DOI 10.3389/fimmu.2020.613946
- Zhang HP, 2022, DIAGNOSTICS, V12, DOI 10.3390/diagnostics12051043
- Zhang J, 2019, TRANSL CANCER RES, V8, P130, DOI 10.21037/tcr.2019.01.14
- Zhao Y, 2021, J MAGN RESON IMAGING, V53, P1066, DOI 10.1002/jmri.27424
- Zheng BH, 2018, BMC CANCER, V18, DOI 10.1186/s12885-018-5024-z
- Zheng J, 2017, J AM COLL SURGEONS, V225, P778, DOI 10.1016/j.jamcollsurg.2017.09.003
- Zhong X, 2022, ABDOM RADIOL, V47, P2071, DOI 10.1007/s00261-022-03496-3
- Zhou W, 2017, J MAGN RESON IMAGING, V45, P1476, DOI 10.1002/jmri.25454
- Zhou Y, 2017, ABDOM RADIOL, V42, P1695, DOI 10.1007/s00261-017-1072-0
- Zhu WS, 2020, WORLD J GASTROENTERO, V26, P1208, DOI 10.3748/wjg.v26.i11.1208
- Zhuo JY, 2020, J CANCER, V11, P5069, DOI 10.7150/jca.44697
- Chen YY, 2021, J HEPATOCELL CARCINO, V8, P795, DOI 10.2147/JHC.S313879
- Du M, 2014, BMC CANCER, V14, DOI 10.1186/1471-2407-14-38
- Duan JH, 2022, FRONT ONCOL, V12, DOI 10.3389/fonc.2022.881931
- Ezzoukhry Z, 2012, INT J CANCER, V131, P2961, DOI 10.1002/ijc.27604
- Fan YF, 2021, BMC MED IMAGING, V21, DOI 10.1186/s12880-021-00633-0
- Feng ST, 2019, EUR RADIOL, V29, P4648, DOI 10.1007/s00330-018-5935-8
- Forner A, 2018, LANCET, V391, P1301, DOI 10.1016/S0140-6736(18)30010-2
- Forner A, 2012, LANCET, V379, P1245, DOI 10.1016/S0140-6736(11)61347-0
- Gao F., 2018, J PHYS C SER, V1053
- Giger ML, 2018, J AM COLL RADIOL, V15, P512, DOI 10.1016/j.jacr.2017.12.028
- Gillies RJ, 2016, RADIOLOGY, V278, P563, DOI 10.1148/radiol.2015151169
- Guo DH, 2019, EUR J RADIOL, V117, P33, DOI 10.1016/j.ejrad.2019.05.010
- Haniff NSM, 2021, DIAGNOSTICS, V11, DOI 10.3390/diagnostics11091573
- He XX, 2015, SCI REP-UK, V5, DOI 10.1038/srep08705
- Hectors SJ, 2020, EUR RADIOL, V30, P3759, DOI 10.1007/s00330-020-06675-2
- Herman P, 2022, CLINICS, V77, DOI 10.1016/j.clinsp.2022.100088
- Horvat N, 2022, ABDOM RADIOL, V47, P2972, DOI 10.1007/s00261-021-03359-3
- Horvat N, 2021, CLINICS, V76, DOI 10.6061/clinics/2021/e2888
- Hu HT, 2020, RADIOL MED, V125, P697, DOI 10.1007/s11547-020-01174-2
- Hu MJ, 2021, CLIN RADIOL, V76, DOI 10.1016/j.crad.2020.11.002
- Hu XM, 2022, CANCERS, V14, DOI 10.3390/cancers14112575
- Hui TCH, 2018, CLIN RADIOL, V73, DOI 10.1016/j.crad.2018.07.109
- Ibrahim A, 2021, CANCERS, V13, DOI 10.3390/cancers13184638
- Ivanics T, 2021, TRANSPLANTATION, V105, P2435, DOI 10.1097/TP.0000000000003605
- Ji GW, 2020, RADIOLOGY, V294, P568, DOI 10.1148/radiol.2020191470
- Perez MJ, 2020, WORLD J GASTROENTERO, V26, P5617, DOI 10.3748/wjg.v26.i37.5617
- Kim J, 2018, AM J ROENTGENOL, V211, P1026, DOI 10.2214/AJR.18.19507
- Kim S, 2019, CLIN CANCER RES, V25, P3847, DOI 10.1158/1078-0432.CCR-18-2861
- Kiryu S, 2017, SCI REP-UK, V7, DOI 10.1038/s41598-017-12688-7
- Kong CL, 2021, EUR RADIOL, V31, P7500, DOI 10.1007/s00330-021-07910-0
- Larue RTHM, 2017, BRIT J RADIOL, V90, DOI 10.1259/bjr.20160665
- Lauwers GY, 2002, AM J SURG PATHOL, V26, P25, DOI 10.1097/00000478-200201000-00003
- Lewis S, 2019, ABDOM RADIOL, V44, P912, DOI 10.1007/s00261-019-01906-7
- Li XM, 2022, J CLIN TRANSL HEPATO, V10, P63, DOI 10.14218/JCTH.2021.00023
- Li Y, 2019, CLIN RADIOL, V74, DOI 10.1016/j.crad.2019.06.024
- Liao HT, 2022, ANN SURG ONCOL, V29, P4552, DOI 10.1245/s10434-022-11505-4
- Liao HT, 2019, ANN SURG ONCOL, V26, P4537, DOI 10.1245/s10434-019-07815-9
- Liu XY, 2022, AM J ROENTGENOL, V219, P985, DOI 10.2214/AJR.22.27695
- Liu XY, 2021, EUR RADIOL, V31, P244, DOI 10.1007/s00330-020-07119-7
- Llovet JM, 1999, HEPATOLOGY, V29, P62, DOI 10.1002/hep.510290145
- Llovet JM, 2021, NAT REV DIS PRIMERS, V7, DOI 10.1038/s41572-020-00240-3
- Lopes FDLM, 2016, ABCD-ARQ BRAS CIR DI, V29, P105, DOI 10.1590/0102-6720201600020010
- Luo YH, 2015, INT J CLIN EXP MED, V8, P10235
- Lv X, 2021, EUR J RADIOL, V144, DOI 10.1016/j.ejrad.2021.109955
- Ma XH, 2019, EUR RADIOL, V29, P3595, DOI 10.1007/s00330-018-5985-y
- Ma YF, 2021, INT J MED SCI, V18, P1456, DOI 10.7150/ijms.51256
- Mantovani F, 2017, FEBS J, V284, P837, DOI 10.1111/febs.13948
- Mao B, 2020, EUR RADIOL, V30, P6924, DOI 10.1007/s00330-020-07056-5
- Mao YF, 2022, HEPATOBIL SURG NUTR, V11, P13, DOI 10.21037/hbsn-19-870
- Santos JMMM, 2020, ABDOM RADIOL, V45, P342, DOI 10.1007/s00261-019-02299-3
- Mittal S, 2013, J CLIN GASTROENTEROL, V47, pS2, DOI 10.1097/MCG.0b013e3182872f29
- Mokrane FZ, 2020, EUR RADIOL, V30, P558, DOI 10.1007/s00330-019-06347-w
- Negri FV, 2015, LIVER INT, V35, P2001, DOI 10.1111/liv.12778
- Nie P, 2021, ACAD RADIOL, V28, P799, DOI 10.1016/j.acra.2020.04.027
- Nie P, 2020, CANCER IMAGING, V20, DOI 10.1186/s40644-020-00297-z
- Park S, 2023, ACTA RADIOL, V64, P907, DOI 10.1177/02841851221100318
- Perrin T, 2018, ABDOM RADIOL, V43, P3271, DOI 10.1007/s00261-018-1600-6
- Petukhova-Greenstein A, 2022, J VASC INTERV RADIOL, V33, P814, DOI 10.1016/j.jvir.2022.04.006
- Qiu QT, 2019, QUANT IMAG MED SURG, V9, P453, DOI 10.21037/qims.2019.03.02
- Rizzo Stefania, 2018, Eur Radiol Exp, V2, P36, DOI 10.1186/s41747-018-0068-z
- Segal E, 2007, NAT BIOTECHNOL, V25, P675, DOI 10.1038/nbt1306
- Shan QY, 2019, CANCER IMAGING, V19, DOI 10.1186/s40644-019-0197-5
- Shur JD, 2021, RADIOGRAPHICS, V41, P1717, DOI 10.1148/rg.2021210037
- Siegel RL, 2018, CA-CANCER J CLIN, V68, P7, DOI [10.3322/caac.21492, 10.3322/caac.21442, 10.3322/caac.21660]
- Song WL, 2020, J MAGN RESON IMAGING, V52, P461, DOI 10.1002/jmri.26977
- Sun YJ, 2020, J MAGN RESON IMAGING, V52, P1083, DOI 10.1002/jmri.27143
- Suzuki K, 2017, RADIOL PHYS TECHNOL, V10, P257, DOI 10.1007/s12194-017-0406-5
- Thawani R, 2018, LUNG CANCER, V115, P34, DOI 10.1016/j.lungcan.2017.10.015
- Tian YC, 2021, DIAGNOSTICS, V11, DOI 10.3390/diagnostics11101875
- UEDA K, 1988, Acta Paediatrica Japonica, V30, P163
- van Timmeren JE, 2020, INSIGHTS IMAGING, V11, DOI 10.1186/s13244-020-00887-2
- Venook AP, 2010, ONCOLOGIST, V15, P5, DOI 10.1634/theoncologist.2010-S4-05
- Villanueva A, 2019, NEW ENGL J MED, V380, P1450, DOI 10.1056/NEJMra1713263
- Wagner MW, 2021, NEURORADIOLOGY, V63, P1957, DOI 10.1007/s00234-021-02813-9
- Wang HQ, 2019, EUR J RADIOL, V117, P164, DOI 10.1016/j.ejrad.2019.06.016
- Wang XH, 2022, COMPUT BIOL MED, V141, DOI 10.1016/j.compbiomed.2021.105058
- World Health Organization, CANC FACT SHEETS
- Wu CY, 2022, FRONT ONCOL, V12, DOI 10.3389/fonc.2022.943942
- Wu HZ, 2019, METHOD INFORM MED, V58, P42, DOI 10.1055/s-0039-1688758
- Wu JJ, 2019, BMC MED IMAGING, V19, DOI 10.1186/s12880-019-0321-9
- Wu MH, 2019, EUR RADIOL, V29, P2802, DOI 10.1007/s00330-018-5787-2
Coleções
Artigos e Materiais de Revistas Científicas - FM/MGT
Artigos e Materiais de Revistas Científicas - HC/ICHC
Artigos e Materiais de Revistas Científicas - HC/InCor
Artigos e Materiais de Revistas Científicas - LIM/02
Artigos e Materiais de Revistas Científicas - LIM/37
Artigos e Materiais de Revistas Científicas - LIM/44
Carregar mais Artigos e Materiais de Revistas Científicas - HC/ICHC
Artigos e Materiais de Revistas Científicas - HC/InCor
Artigos e Materiais de Revistas Científicas - LIM/02
Artigos e Materiais de Revistas Científicas - LIM/37
Artigos e Materiais de Revistas Científicas - LIM/44