Applications of Artificial Intelligence in Thrombocytopenia.
artificial intelligence
diagnosis
prediction
prognosis
thrombocytopenia
transmission
Journal
Diagnostics (Basel, Switzerland)
ISSN: 2075-4418
Titre abrégé: Diagnostics (Basel)
Pays: Switzerland
ID NLM: 101658402
Informations de publication
Date de publication:
10 Mar 2023
10 Mar 2023
Historique:
received:
27
12
2022
revised:
26
02
2023
accepted:
04
03
2023
medline:
30
3
2023
entrez:
29
3
2023
pubmed:
30
3
2023
Statut:
epublish
Résumé
Thrombocytopenia is a medical condition where blood platelet count drops very low. This drop in platelet count can be attributed to many causes including medication, sepsis, viral infections, and autoimmunity. Clinically, the presence of thrombocytopenia might be very dangerous and is associated with poor outcomes of patients due to excessive bleeding if not addressed quickly enough. Hence, early detection and evaluation of thrombocytopenia is essential for rapid and appropriate intervention for these patients. Since artificial intelligence is able to combine and evaluate many linear and nonlinear variables simultaneously, it has shown great potential in its application in the early diagnosis, assessing the prognosis and predicting the distribution of patients with thrombocytopenia. In this review, we conducted a search across four databases and identified a total of 13 original articles that looked at the use of many machine learning algorithms in the diagnosis, prognosis, and distribution of various types of thrombocytopenia. We summarized the methods and findings of each article in this review. The included studies showed that artificial intelligence can potentially enhance the clinical approaches used in the diagnosis, prognosis, and treatment of thrombocytopenia.
Identifiants
pubmed: 36980370
pii: diagnostics13061060
doi: 10.3390/diagnostics13061060
pmc: PMC10047875
pii:
doi:
Types de publication
Journal Article
Review
Langues
eng
Références
Pharmaceutics. 2022 Apr 26;14(5):
pubmed: 35631529
J Am Coll Cardiol. 2007 Jul 3;50(1):40-7
pubmed: 17601544
Crit Care Med. 2000 Feb;28(2):451-7
pubmed: 10708182
J Pharm Sci. 2021 May;110(5):2295-2300
pubmed: 33609520
Immunohematology. 2014;30(2):55-65
pubmed: 25247620
Sci Data. 2016 May 24;3:160035
pubmed: 27219127
Neurosci Biobehav Rev. 2020 Dec;119:456-467
pubmed: 33035522
Exp Mol Med. 2021 May;53(5):713-722
pubmed: 33953322
J Thromb Haemost. 2017 Feb;15(2):370-374
pubmed: 28012249
Diagnostics (Basel). 2021 Sep 03;11(9):
pubmed: 34573956
Hematology Am Soc Hematol Educ Program. 2018 Nov 30;2018(1):576-583
pubmed: 30504360
J Med Libr Assoc. 2020 Apr;108(2):195-207
pubmed: 32256231
Haematologica. 2015 Oct;100(10):e387-9
pubmed: 26113420
Infection. 2014 Dec;42(6):1007-12
pubmed: 25119433
J Thromb Haemost. 2015 Apr;13(4):676-8
pubmed: 25604471
Sci Rep. 2021 Nov 8;11(1):21831
pubmed: 34750465
JAMA. 2016 Feb 23;315(8):801-10
pubmed: 26903338
Int J Infect Dis. 2022 Oct;123:80-83
pubmed: 35987469
EClinicalMedicine. 2022 Nov 24;55:101745
pubmed: 36457646
Clin Microbiol Infect. 2015 Mar;21(3):274-9
pubmed: 25687766
Med Sci Monit. 2016 Jun 21;22:2119-25
pubmed: 27324271
Clin Infect Dis. 2002 Mar 1;34(5):695-8
pubmed: 11803505
Hemasphere. 2021 Jun 01;5(6):e574
pubmed: 34095758
EBioMedicine. 2022 Feb;76:103820
pubmed: 35074629
Clin Case Rep. 2021 Jan 21;9(3):1416-1419
pubmed: 33768857
J Clin Lab Anal. 2021 Dec;35(12):e24053
pubmed: 34674393
J Community Hosp Intern Med Perspect. 2019 Feb 11;9(1):59-61
pubmed: 30788080
Front Immunol. 2018 Apr 30;9:880
pubmed: 29760702
Int J Mol Sci. 2019 Jul 16;20(14):
pubmed: 31315248
Crit Care Med. 2009 May;37(5):1649-54
pubmed: 19325482
Cureus. 2022 Aug 5;14(8):e27718
pubmed: 35949449
J Clin Med. 2020 Jul 13;9(7):
pubmed: 32668640
JAMA. 2017 Dec 12;318(22):2199-2210
pubmed: 29234806
Crit Care. 2020 Mar 24;24(1):101
pubmed: 32204716
Hematology Am Soc Hematol Educ Program. 2009;:153-8
pubmed: 20008194
Biol Pharm Bull. 2016;39(11):1846-1851
pubmed: 27803456
Crit Care Med. 2000 Jun;28(6):1871-6
pubmed: 10890635
J Thromb Haemost. 2013 Jan;11(1):169-76
pubmed: 23121994
J Thromb Haemost. 2009 Jun;7(6):911-8
pubmed: 19344362
Blood Adv. 2022 Sep 14;:
pubmed: 36103340
Informatics (MDPI). 2021 Mar;8(1):
pubmed: 33981592
J Thromb Thrombolysis. 2016 Nov;42(4):471-8
pubmed: 27229333
Clin Lymphoma Myeloma Leuk. 2021 Nov;21(11):e903-e914
pubmed: 34493478
Sci Rep. 2017 Apr 18;7:46450
pubmed: 28418027
Front Med (Lausanne). 2022 Jan 27;9:837382
pubmed: 35155506
Clin Infect Dis. 2015 Jun 1;60(11):1681-3
pubmed: 25694652
Lancet Oncol. 2019 Feb;20(2):166-167
pubmed: 30583847
Vector Borne Zoonotic Dis. 2012 Feb;12(2):156-60
pubmed: 21955213
Am J Emerg Med. 2013 Mar;31(3):545-8
pubmed: 23380094
Indian J Crit Care Med. 2017 Sep;21(9):552-562
pubmed: 28970653
Arch Pathol Lab Med. 2019 Jul;143(7):859-868
pubmed: 30295070
J Infect Chemother. 2022 Sep;28(9):1249-1254
pubmed: 35581121
J Family Med Prim Care. 2019 Jul;8(7):2328-2331
pubmed: 31463251
Vasc Med. 2020 Apr;25(2):160-173
pubmed: 32195628
Am J Hematol. 2019 Mar;94(3):E76-E78
pubmed: 30549322
J Ambient Intell Humaniz Comput. 2022 Jan 13;:1-28
pubmed: 35039756
Am J Emerg Med. 2018 Jun;36(6):949-953
pubmed: 29133071
Biophys Rev. 2019 Feb;11(1):111-118
pubmed: 30182201
Shock. 2022 Apr 1;57(4):486-493
pubmed: 34966069
Emerg Microbes Infect. 2020 Dec;9(1):817-826
pubmed: 32212956