In-Vivo and Ex-Vivo Tissue Analysis through Hyperspectral Imaging Techniques: Revealing the Invisible Features of Cancer.

artificial intelligence biomedical optical imaging cancer clinical diagnosis hyperspectral imaging machine learning medical diagnostic imaging

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
30 May 2019
Historique:
received: 27 04 2019
revised: 20 05 2019
accepted: 24 05 2019
entrez: 2 6 2019
pubmed: 4 6 2019
medline: 4 6 2019
Statut: epublish

Résumé

In contrast to conventional optical imaging modalities, hyperspectral imaging (HSI) is able to capture much more information from a certain scene, both within and beyond the visual spectral range (from 400 to 700 nm). This imaging modality is based on the principle that each material provides different responses to light reflection, absorption, and scattering across the electromagnetic spectrum. Due to these properties, it is possible to differentiate and identify the different materials/substances presented in a certain scene by their spectral signature. Over the last two decades, HSI has demonstrated potential to become a powerful tool to study and identify several diseases in the medical field, being a non-contact, non-ionizing, and a label-free imaging modality. In this review, the use of HSI as an imaging tool for the analysis and detection of cancer is presented. The basic concepts related to this technology are detailed. The most relevant, state-of-the-art studies that can be found in the literature using HSI for cancer analysis are presented and summarized, both in-vivo and ex-vivo. Lastly, we discuss the current limitations of this technology in the field of cancer detection, together with some insights into possible future steps in the improvement of this technology.

Identifiants

pubmed: 31151223
pii: cancers11060756
doi: 10.3390/cancers11060756
pmc: PMC6627361
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Subventions

Organisme : Foundation for the National Institutes of Health
ID : R01CA204254
Organisme : European Commission
ID : 618080
Organisme : Foundation for the National Institutes of Health
ID : R01CA156775
Organisme : Foundation for the National Institutes of Health
ID : R01HL140325
Organisme : Canarian Agency for Research, Innovation and the Information Society
ID : ProID2017010164
Organisme : NCI NIH HHS
ID : R01 CA156775
Pays : United States
Organisme : NCI NIH HHS
ID : R01 CA204254
Pays : United States
Organisme : Foundation for the National Institutes of Health
ID : R21CA176684

Références

Crit Rev Food Sci Nutr. 2012;52(11):1039-58
pubmed: 22823350
J Clin Med. 2019 Jan 01;8(1):
pubmed: 30609685
IEEE J Biomed Health Inform. 2014 Mar;18(2):594-605
pubmed: 24608059
J Neurosurg. 2011 Mar;114(3):613-23
pubmed: 20397896
J Biomed Opt. 2014;19(10):106004
pubmed: 25277147
Neurotherapeutics. 2009 Jul;6(3):478-86
pubmed: 19560738
J Biomed Opt. 2013 Feb;18(2):26010
pubmed: 23389679
Proc SPIE Int Soc Opt Eng. 2019 Feb;10951:
pubmed: 31447494
Lancet Oncol. 2006 May;7(5):392-401
pubmed: 16648043
J Diabetes Sci Technol. 2010 Sep 01;4(5):1099-113
pubmed: 20920429
Cancer Biol Ther. 2007 Mar;6(3):439-46
pubmed: 17374984
J Clin Oncol. 2015 Oct 10;33(29):3322-7
pubmed: 26351336
Biomed Opt Express. 2018 Jan 25;9(2):818-831
pubmed: 29552415
Gastroenterology. 2018 Feb;154(3):568-575
pubmed: 29042219
J Biomed Opt. 2012 Jul;17(7):076005
pubmed: 22894488
Annu Int Conf IEEE Eng Med Biol Soc. 2016 Aug;2016:1340-1343
pubmed: 28268573
J Pathol Inform. 2017 Jul 25;8:30
pubmed: 28828201
BMJ Open. 2011 Jun 24;1(1):e000071
pubmed: 22021749
J Pharm Biomed Anal. 2010 Jan 5;51(1):138-45
pubmed: 19766424
J Neural Eng. 2017 Feb;14(1):016003
pubmed: 27900952
Biomed Opt Express. 2014 Jun 16;5(7):2247-61
pubmed: 25071962
Nature. 2015 May 28;521(7553):436-44
pubmed: 26017442
J Biomed Opt. 2019 Mar;24(3):1-9
pubmed: 30891966
J Biomed Opt. 2017 Aug;22(8):1-7
pubmed: 28849631
Cancer. 2013 Apr 1;119(7):1402-11
pubmed: 23359049
J Biomed Opt. 2017 Jan 1;22(1):15006
pubmed: 28138693
Psychometrika. 1967 Sep;32(3):241-54
pubmed: 5234703
Proc SPIE Int Soc Opt Eng. 2015 Feb 21;9415:
pubmed: 26523083
Sensors (Basel). 2016 Aug 13;16(8):
pubmed: 27529255
J Biophotonics. 2016 Mar;9(3):235-45
pubmed: 26033881
Phys Med Biol. 2013 Jun 7;58(11):R37-61
pubmed: 23666068
J Biomed Opt. 2016 Jan;21(1):16001
pubmed: 26747475
Biomed Opt Express. 2012 Jan 1;3(1):48-54
pubmed: 22254167
J Biomed Opt. 2011 May;16(5):056005
pubmed: 21639573
Neurosurgery. 2014 May;74(5):542-52; discussion 552
pubmed: 24598809
J Biomed Opt. 2015 Jan;20(1):016017
pubmed: 25604546
J Biomed Opt. 2015;20(12):126012
pubmed: 26720879
Proc SPIE Int Soc Opt Eng. 2014 Mar 21;9034:903413
pubmed: 25328639
Biomed Opt Express. 2015 Mar 04;6(4):1135-45
pubmed: 25909000
Technol Cancer Res Treat. 2011 Apr;10(2):121-34
pubmed: 21381790
Surg Laparosc Endosc Percutan Tech. 2006 Dec;16(6):390-400
pubmed: 17277655
Sensors (Basel). 2018 Jul 17;18(7):
pubmed: 30018216
Clin Cancer Res. 2017 Sep 15;23(18):5426-5436
pubmed: 28611203
J Biomed Opt. 2012 Jul;17(7):076027
pubmed: 22894510
Oral Maxillofac Surg Clin North Am. 2014 May;26(2):123-41
pubmed: 24794262
Front Oncol. 2018 Feb 07;8:17
pubmed: 29468139
HNO. 2016 Jan;64(1):27-33
pubmed: 26676521
Proc SPIE Int Soc Opt Eng. 2019 Feb;10951:
pubmed: 32489227
Dig Dis. 2011;29(2):222-8
pubmed: 21734388
Comput Biol Med. 2017 Sep 1;88:60-71
pubmed: 28700901
Head Neck. 2017 Aug;39(8):1680-1688
pubmed: 28560813
Biomed Opt Express. 2011 Apr 05;2(5):1082-96
pubmed: 21559121
Forensic Sci Int. 2014 Sep;242:228-235
pubmed: 25086347
PLoS One. 2018 Mar 19;13(3):e0193721
pubmed: 29554126
IEEE Trans Biomed Eng. 2010 Aug;57(8):2011-7
pubmed: 20460203
Ann Transl Med. 2015 Jun;3(9):121
pubmed: 26207249
Sensors (Basel). 2019 Feb 22;19(4):
pubmed: 30813245
Front Comput Neurosci. 2016 Oct 19;10:106
pubmed: 27807415
Neurosurgery. 2008 Apr;62(4):753-64; discussion 264-6
pubmed: 18496181
Eur J Nucl Med Mol Imaging. 2011 Apr;38(4):731-41
pubmed: 21153408
Sci Rep. 2018 Feb 21;8(1):3395
pubmed: 29467373
Annu Int Conf IEEE Eng Med Biol Soc. 2009;2009:1461-4
pubmed: 19963752
Biomed Tech (Berl). 1997;42 Suppl:247-8
pubmed: 9517136
Forensic Sci Int. 2012 Nov 30;223(1-3):28-39
pubmed: 23088824
Cancer Sci. 2011 Apr;102(4):852-7
pubmed: 21205093
Med Image Anal. 2017 Jan;35:403-420
pubmed: 27585837
Annu Int Conf IEEE Eng Med Biol Soc. 2013;2013:3658-61
pubmed: 24110523
J Biomed Opt. 2013 Oct;18(10):100901
pubmed: 24114019
World J Gastroenterol. 2016 Jan 14;22(2):704-17
pubmed: 26811618
J Neurooncol. 2013 Jan;111(1):19-23
pubmed: 23054563
Sensors (Basel). 2012;12(1):162-74
pubmed: 22368462
Eur J Pharm Biopharm. 2016 Jul;104:180-8
pubmed: 27163244
J Biomed Opt. 2019 Jan;24(1):1-9
pubmed: 30701726
Comput Med Imaging Graph. 2017 Nov;61:2-13
pubmed: 28676295
Front Oncol. 2018 Oct 10;8:434
pubmed: 30364103
IEEE Trans Med Imaging. 2016 May;35(5):1196-1206
pubmed: 26863654
ScientificWorldJournal. 2014;2014:627892
pubmed: 25258728
World J Gastroenterol. 2014 Feb 21;20(7):1635-49
pubmed: 24587643
J Biomed Opt. 2014 Jan;19(1):10901
pubmed: 24441941
Proc SPIE Int Soc Opt Eng. 2019 Feb;10890:
pubmed: 34045786
J Biomed Opt. 2017 Jun 1;22(6):60503
pubmed: 28655055
J Biomed Opt. 2007 Jan-Feb;12(1):014036
pubmed: 17343511
IEEE J Biomed Health Inform. 2017 Jan;21(1):4-21
pubmed: 28055930
Proc SPIE Int Soc Opt Eng. 2014 Mar 12;9036:90360S
pubmed: 25328640
IEEE Trans Med Imaging. 2017 Sep;36(9):1845-1857
pubmed: 28436854
Sensors (Basel). 2018 Feb 01;18(2):
pubmed: 29389893
Stat Appl Genet Mol Biol. 2010;9:Article17
pubmed: 20361856
Comput Med Imaging Graph. 2007 Dec;31(8):672-8
pubmed: 17920813
IEEE Trans Biomed Eng. 2016 Mar;63(3):653-63
pubmed: 26285052
J Neurosurg. 1996 May;84(5):737-41
pubmed: 8622145
Comput Math Methods Med. 2016;2016:6584725
pubmed: 27847543
Eye (Lond). 2011 Mar;25(3):309-20
pubmed: 21390065
Acta Neuropathol. 2016 Jun;131(6):803-20
pubmed: 27157931
World J Gastrointest Endosc. 2012 Dec 16;4(12):518-25
pubmed: 23293721
Acta Neurochir (Wien). 2003 Sep;145(9):743-8; discussion 748
pubmed: 14505099
Stat Appl Genet Mol Biol. 2004;3:Article33
pubmed: 16646813
PLoS One. 2017 Nov 2;12(11):e0187336
pubmed: 29095872
Oral Oncol. 2007 Mar;43(3):213-23
pubmed: 16978911
Ann Surg Oncol. 2008 May;15(5):1271-2
pubmed: 18320287
Analyst. 2014 Oct 21;139(20):5176-84
pubmed: 25118338

Auteurs

Martin Halicek (M)

Department of Bioengineering, The University of Texas at Dallas, 800 W. Campbell Road, Richardson, TX 75080, USA. martin.halicek@gatech.edu.
Department of Biomedical Engineering, Emory University and The Georgia Institute of Technology, 1841 Clifton Road NE, Atlanta, GA 30329, USA. martin.halicek@gatech.edu.

Himar Fabelo (H)

Department of Bioengineering, The University of Texas at Dallas, 800 W. Campbell Road, Richardson, TX 75080, USA. hfabelo@iuma.ulpgc.es.
Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35017 Las Palmas de Gran Canaria, Spain. hfabelo@iuma.ulpgc.es.

Samuel Ortega (S)

Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35017 Las Palmas de Gran Canaria, Spain. sortega@iuma.ulpgc.es.

Gustavo M Callico (GM)

Institute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35017 Las Palmas de Gran Canaria, Spain. gustavo@iuma.ulpgc.es.

Baowei Fei (B)

Department of Bioengineering, The University of Texas at Dallas, 800 W. Campbell Road, Richardson, TX 75080, USA. bfei@utdallas.edu.
Advanced Imaging Research Center, University of Texas Southwestern Medical Center, 5323 Harry Hine Blvd, Dallas, TX 75390, USA. bfei@utdallas.edu.
Department of Radiology, University of Texas Southwestern Medical Center, 5323 Harry Hine Blvd, Dallas, TX 75390, USA. bfei@utdallas.edu.

Classifications MeSH