AI in Medical Imaging Informatics: Current Challenges and Future Directions.
Journal
IEEE journal of biomedical and health informatics
ISSN: 2168-2208
Titre abrégé: IEEE J Biomed Health Inform
Pays: United States
ID NLM: 101604520
Informations de publication
Date de publication:
07 2020
07 2020
Historique:
entrez:
2
7
2020
pubmed:
2
7
2020
medline:
8
5
2021
Statut:
ppublish
Résumé
This paper reviews state-of-the-art research solutions across the spectrum of medical imaging informatics, discusses clinical translation, and provides future directions for advancing clinical practice. More specifically, it summarizes advances in medical imaging acquisition technologies for different modalities, highlighting the necessity for efficient medical data management strategies in the context of AI in big healthcare data analytics. It then provides a synopsis of contemporary and emerging algorithmic methods for disease classification and organ/ tissue segmentation, focusing on AI and deep learning architectures that have already become the de facto approach. The clinical benefits of in-silico modelling advances linked with evolving 3D reconstruction and visualization applications are further documented. Concluding, integrative analytics approaches driven by associate research branches highlighted in this study promise to revolutionize imaging informatics as known today across the healthcare continuum for both radiology and digital pathology applications. The latter, is projected to enable informed, more accurate diagnosis, timely prognosis, and effective treatment planning, underpinning precision medicine.
Identifiants
pubmed: 32609615
doi: 10.1109/JBHI.2020.2991043
pmc: PMC8580417
mid: NIHMS1742605
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Langues
eng
Sous-ensembles de citation
IM
Pagination
1837-1857Subventions
Organisme : NCI NIH HHS
ID : P30 CA072720
Pays : United States
Organisme : NCI NIH HHS
ID : UG3 CA225021
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR003017
Pays : United States
Références
Med Image Anal. 2019 Dec;58:101547
pubmed: 31476576
J Med Imaging (Bellingham). 2018 Oct;5(4):047501
pubmed: 30840742
Nat Rev Clin Oncol. 2017 Dec;14(12):749-762
pubmed: 28975929
Front Bioeng Biotechnol. 2019 Apr 02;7:53
pubmed: 31001524
J Am Med Inform Assoc. 2013 Nov-Dec;20(6):1010-3
pubmed: 24114330
Sci Rep. 2017 Oct 17;7(1):13396
pubmed: 29042619
IEEE Trans Med Imaging. 2017 Apr;36(4):994-1004
pubmed: 28026754
J Med Imaging (Bellingham). 2015 Oct;2(4):041007
pubmed: 26835491
Nat Med. 2018 Oct;24(10):1559-1567
pubmed: 30224757
IEEE J Biomed Health Inform. 2019 Sep;23(5):2063-2079
pubmed: 30596591
Sci Rep. 2017 May 10;7(1):1648
pubmed: 28490744
IEEE Trans Inf Technol Biomed. 2009 May;13(3):291-9
pubmed: 19171530
Med Image Anal. 2014 Jan;18(1):50-62
pubmed: 24091241
PLoS One. 2013 Nov 13;8(11):e81049
pubmed: 24236209
Cancer Res. 2017 Nov 1;77(21):e79-e82
pubmed: 29092946
Med Image Comput Comput Assist Interv. 2016 Oct;9901:212-220
pubmed: 28149967
J Am Med Inform Assoc. 2012 Jun;19(e1):e119-24
pubmed: 22437072
IEEE Rev Biomed Eng. 2014;7:97-114
pubmed: 24802905
IEEE Trans Biomed Eng. 2017 Mar;64(3):501-503
pubmed: 28824199
Radiology. 2016 Feb;278(2):563-77
pubmed: 26579733
J Magn Reson Imaging. 2012 Nov;36(5):1015-36
pubmed: 23090914
Clin Transl Sci. 2015 Feb;8(1):57-66
pubmed: 25196592
Nat Med. 2019 Jul;25(7):1054-1056
pubmed: 31160815
Eur J Cancer. 2019 Jul;115:79-83
pubmed: 31129383
Neuroimage. 2000 Jun;11(6 Pt 1):805-21
pubmed: 10860804
Nat Commun. 2016 Aug 16;7:12474
pubmed: 27527408
Glob J Health Sci. 2015 Jun 25;8(3):72-9
pubmed: 26493433
Radiology. 2015 Dec;277(3):813-25
pubmed: 26267831
Radiographics. 2011 Jul-Aug;31(4):1031-46; discussion 1047-50
pubmed: 21768237
Med Biol Eng Comput. 2018 Sep;56(9):1683-1697
pubmed: 29516334
Acta Neuropathol. 2010 Sep;120(3):297-304
pubmed: 20644945
Nature. 2015 May 28;521(7553):436-44
pubmed: 26017442
IEEE Trans Med Imaging. 2016 May;35(5):1299-1312
pubmed: 26978662
J Pathol Inform. 2018 Nov 21;9:40
pubmed: 30607307
Acad Radiol. 2017 May;24(5):639-649
pubmed: 28131497
Med Image Anal. 2015 Aug;24(1):205-219
pubmed: 26201875
Methods. 2014 Jun 1;67(3):304-12
pubmed: 24657666
Med Image Anal. 2017 Feb;36:135-146
pubmed: 27898306
Appl Immunohistochem Mol Morphol. 2003 Sep;11(3):269-73
pubmed: 12966355
Arch Pathol Lab Med. 2019 Feb;143(2):222-234
pubmed: 30307746
Brief Bioinform. 2017 Sep 1;18(5):851-869
pubmed: 27473064
BMC Bioinformatics. 2015 Dec 01;16:399
pubmed: 26627175
Cancer Res. 2017 Nov 1;77(21):e83-e86
pubmed: 29092947
Arch Pathol Lab Med. 2018 Nov;142(11):1383-1387
pubmed: 29708429
J Pathol Inform. 2013 Sep 27;4:27
pubmed: 24244884
Biophys J. 1994 Jan;66(1):259-67
pubmed: 8130344
Science. 1997 Jun 27;276(5321):2037-9
pubmed: 9197265
Annu Rev Biomed Eng. 2017 Jun 21;19:221-248
pubmed: 28301734
Curr Opin Immunol. 2013 Apr;25(2):261-7
pubmed: 23579076
IEEE J Biomed Health Inform. 2017 Dec 25;23(2):519-526
pubmed: 29990146
IEEE Rev Biomed Eng. 2021;14:270-289
pubmed: 31976904
Sci Rep. 2017 Aug 18;7(1):8738
pubmed: 28821822
Sci Rep. 2017 Jul 14;7(1):5467
pubmed: 28710497
Ultrasound Med Biol. 2003 Oct;29(10):1387-96
pubmed: 14597335
Med Image Anal. 2017 Feb;36:61-78
pubmed: 27865153
Comput Intell Neurosci. 2015;2015:813696
pubmed: 26759553
Sci Data. 2016 Mar 15;3:160018
pubmed: 26978244
Annu Int Conf IEEE Eng Med Biol Soc. 2015;2015:7226-9
pubmed: 26737959
AMIA Annu Symp Proc. 2012;2012:189-98
pubmed: 23304288
Front Genet. 2018 Feb 13;9:31
pubmed: 29487613
Ultrasound Med Biol. 2000 Jul;26(6):965-75
pubmed: 10996696
Pac Symp Biocomput. 2016;22:82-93
pubmed: 27896964
NPJ Breast Cancer. 2016;2:
pubmed: 27853751
Front Cell Dev Biol. 2017 Sep 21;5:83
pubmed: 28983483
IEEE J Biomed Health Inform. 2017 Sep;21(5):1315-1326
pubmed: 28880152
IEEE Trans Pattern Anal Mach Intell. 2017 Apr;39(4):640-651
pubmed: 27244717
IEEE Trans Med Imaging. 2016 May;35(5):1182-1195
pubmed: 26886975
Radiology. 2020 May;295(2):328-338
pubmed: 32154773
Sci Rep. 2019 Sep 6;9(1):12845
pubmed: 31492872
IEEE J Biomed Health Inform. 2017 Jan 17;22(2):503-515
pubmed: 28103561
BMC Med Imaging. 2016 Jan 19;16:9
pubmed: 26785613
Med Image Anal. 2015 Dec;26(1):306-15
pubmed: 26599156
J Digit Imaging. 2017 Oct;30(5):622-628
pubmed: 28785873
Cancer J. 2001 Jan-Feb;7(1):24-31
pubmed: 11269645
Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit. 2019 Jun;2019:8533-8542
pubmed: 34025103
J Oral Pathol Med. 2019 Apr;48(4):263-269
pubmed: 30618114
Histopathology. 2016 Jun;68(7):1063-72
pubmed: 26409165
Magn Reson Imaging. 2012 Nov;30(9):1234-48
pubmed: 22898692
IEEE Trans Pattern Anal Mach Intell. 2017 Aug;39(8):1648-1661
pubmed: 28113356
J Digit Imaging. 2018 Jun;31(3):321-326
pubmed: 29748852
J Am Med Inform Assoc. 2011 Jul-Aug;18(4):403-15
pubmed: 21606133
Proc Natl Acad Sci U S A. 2018 Mar 27;115(13):E2970-E2979
pubmed: 29531073
Cancer Inform. 2018 Jul 27;17:1176935118790262
pubmed: 30083052
Proc SPIE Int Soc Opt Eng. 2018 Feb;10579:
pubmed: 30662142
Sci Rep. 2015 Dec 07;5:17787
pubmed: 26639025
Sci Rep. 2017 Dec 4;7(1):16878
pubmed: 29203879
J Med Imaging (Bellingham). 2014 Oct;1(3):034003
pubmed: 26158062
Clin Cancer Res. 2008 Apr 15;14(8):2396-404
pubmed: 18413830
J Am Med Inform Assoc. 2009 Sep-Oct;16(5):624-30
pubmed: 19567788
Healthc Technol Lett. 2016 Mar 23;3(1):16-21
pubmed: 27222728
NPJ Digit Med. 2018 Aug 28;1:39
pubmed: 31304320
Virchows Arch. 2019 Mar;474(3):269-287
pubmed: 30685784
IEEE Trans Med Imaging. 1995;14(4):711-8
pubmed: 18215875
IEEE Trans Med Imaging. 2016 Nov;35(11):2459-2475
pubmed: 27305669
Magn Reson Med. 1995 Oct;34(4):537-41
pubmed: 8524021
J Clin Oncol. 2011 Feb 20;29(6):610-8
pubmed: 21245428
IEEE Trans Med Imaging. 2015 Oct;34(10):1993-2024
pubmed: 25494501
J Cardiovasc Comput Tomogr. 2012 May-Jun;6(3):154-63
pubmed: 22551595
Sci Rep. 2017 Sep 4;7(1):10353
pubmed: 28871110
Immunity. 2018 Apr 17;48(4):812-830.e14
pubmed: 29628290
Nature. 2020 Jan;577(7788):89-94
pubmed: 31894144
Med Image Comput Comput Assist Interv. 2018 Sep;11071:201-209
pubmed: 30465047
Phys Med Biol. 2001 May;46(5):R67-99
pubmed: 11384074
Bioinformatics. 2018 Mar 15;34(6):1024-1030
pubmed: 29136101
J Nucl Med. 2000 Aug;41(8):1369-79
pubmed: 10945530
J Magn Reson Imaging. 2014 Nov;40(5):1022-40
pubmed: 24408499
Magn Reson Med. 2016 Mar;75(3):1018-29
pubmed: 25914199
JAMA Oncol. 2016 Dec 01;2(12):1636-1642
pubmed: 27541161
Stat Methods Med Res. 2015 Feb;24(1):27-67
pubmed: 24919831
Annu Rev Biomed Eng. 2015;17:351-83
pubmed: 26643023
IEEE Trans Med Imaging. 2016 May;35(5):1160-1169
pubmed: 26955024
Radiology. 2016 May;279(2):329-43
pubmed: 27089187
J Digit Imaging. 2018 Jun;31(3):341-352
pubmed: 29725964
Neuron. 2006 Jun 15;50(6):823-39
pubmed: 16772166
IEEE Trans Med Imaging. 2016 May;35(5):1196-1206
pubmed: 26863654
J Am Med Inform Assoc. 2010 Mar-Apr;17(2):131-5
pubmed: 20190054
J Am Med Inform Assoc. 1997 May-Jun;4(3):252-3
pubmed: 9147344
J Biomed Opt. 2014 Jan;19(1):10901
pubmed: 24441941
Comput Biol Med. 2019 May;108:354-370
pubmed: 31054502
Nat Commun. 2014 Jun 03;5:4006
pubmed: 24892406
Sci Rep. 2018 Nov 1;8(1):16200
pubmed: 30385804
Mol Pharm. 2016 Jul 5;13(7):2524-30
pubmed: 27200455
Mach Learn Med Imaging. 2018 Sep;11046:55-63
pubmed: 31098597
Cancer Res. 2017 Nov 1;77(21):e75-e78
pubmed: 29092945
Biomed J. 2017 Dec;40(6):329-338
pubmed: 29433836
Yearb Med Inform. 2017 Aug;26(1):110-119
pubmed: 29063549
Cancer Res. 2017 Nov 1;77(21):e7-e10
pubmed: 29092928
Cancer. 2016 Mar 1;122(5):748-57
pubmed: 26619259
Med Image Anal. 2017 Dec;42:60-88
pubmed: 28778026
Nature. 2016 Jul 27;535(7613):551-5
pubmed: 27466127
PLoS One. 2018 Jan 19;13(1):e0190783
pubmed: 29351281
Science. 1995 Sep 29;269(5232):1854-7
pubmed: 7569924
Eur J Histochem. 2019 May 20;63(2):
pubmed: 31113192
Ann Biomed Eng. 2002 Apr;30(4):483-97
pubmed: 12086000
Annu Rev Biomed Eng. 2013;15:71-92
pubmed: 23642246
J Pathol Inform. 2016 Jul 26;7:29
pubmed: 27563488
IEEE Trans Inf Technol Biomed. 2000 Dec;4(4):265-73
pubmed: 11206811
IEEE J Biomed Health Inform. 2015 Jul;19(4):1283-90
pubmed: 25415993
Radiology. 2016 Nov;281(2):382-391
pubmed: 27144536
Sci Transl Med. 2012 Oct 24;4(157):157ra143
pubmed: 23100629
Sci Rep. 2017 Jun 12;7(1):3213
pubmed: 28607456
J Cardiovasc Magn Reson. 2014 Jul 30;16:56
pubmed: 25160814
IEEE J Biomed Health Inform. 2017 Jan;21(1):48-55
pubmed: 27893402
IEEE Trans Med Imaging. 2016 May;35(5):1285-98
pubmed: 26886976
Comput Biol Med. 2019 Jun;109:85-90
pubmed: 31048129
IEEE Trans Med Imaging. 2020 Mar;39(3):718-728
pubmed: 31403410
Adv Radiat Oncol. 2016 Oct 13;1(4):260-271
pubmed: 28740896
Curr Neurol Neurosci Rep. 2015 Jan;15(1):506
pubmed: 25410316
Ann Oncol. 2018 Aug 1;29(8):1836-1842
pubmed: 29846502
Cell Rep. 2018 Apr 3;23(1):181-193.e7
pubmed: 29617659
Med Image Anal. 2019 May;54:280-296
pubmed: 30959445
Proc SPIE Int Soc Opt Eng. 2016 Feb;9791:
pubmed: 27375315
IEEE Trans Med Imaging. 2007 Oct;26(10):1357-65
pubmed: 17948726
NPJ Digit Med. 2018 May 8;1:18
pubmed: 31304302
BMC Cancer. 2018 Apr 12;18(1):408
pubmed: 29649981
Concurr Comput. 2014 Sep 10;26(13):2266-2279
pubmed: 25342933
BMC Med Imaging. 2008 Jun 05;8:11
pubmed: 18534031
Nat Med. 2018 Sep;24(9):1337-1341
pubmed: 30104767
Magn Reson Med. 2010 Sep;64(3):767-76
pubmed: 20535813
IEEE Trans Biomed Eng. 2010 Apr;57(4):841-52
pubmed: 19884070
Nat Rev Clin Oncol. 2016 Apr;13(4):228-41
pubmed: 26667975
Med Image Anal. 2020 Dec;66:101796
pubmed: 32911207
Cytometry. 1997 Aug 1;28(4):289-97
pubmed: 9266748
IEEE Trans Biomed Eng. 2008 Feb;55(2 Pt 1):512-8
pubmed: 18269986
Radiology. 2013 Apr;267(1):26-44
pubmed: 23525716
J Nucl Med. 2015 Jan;56(1):98-105
pubmed: 25525181
IEEE Trans Med Imaging. 2019 Feb;38(2):550-560
pubmed: 30716025
J Magn Reson Imaging. 2013 Mar;37(3):544-55
pubmed: 23423795
Bioinformatics. 2019 Sep 15;35(18):3461-3467
pubmed: 30726865
IEEE Rev Biomed Eng. 2016;9:234-63
pubmed: 26742143
IEEE Trans Image Process. 1998;7(12):1673-83
pubmed: 18276234