A transcriptional signature accurately identifies Aspergillus Infection across healthy and immunosuppressed states.
Journal
Translational research : the journal of laboratory and clinical medicine
ISSN: 1878-1810
Titre abrégé: Transl Res
Pays: United States
ID NLM: 101280339
Informations de publication
Date de publication:
05 2020
05 2020
Historique:
received:
08
10
2019
revised:
11
02
2020
accepted:
15
02
2020
pubmed:
14
3
2020
medline:
2
10
2020
entrez:
14
3
2020
Statut:
ppublish
Résumé
Invasive aspergillosis (IA) is a major cause of critical illness in immunocompromised (IC) patients. However, current fungal tests are limited. Disease-specific gene expression patterns in circulating host cells show promise as novel diagnostics, however it is unknown whether such a 'signature' exists for IA and the effect of iatrogenic immunosuppression on any such biomarkers. Male BALB/c mice were separated into 6 experimental groups based on Aspergillus fumigatus inhalational exposure and IC status (no immunosuppression, cyclophosphamide, and corticosteroids). Mice were sacrificed 4 days postinfection. Whole blood was assayed for transcriptomic responses in peripheral white blood cells via microarray. An elastic net regularized logistic regression was employed to develop classifiers of IA based on gene expression. Aspergillus infection triggers a powerful response in non-IC hosts with 2718 genes differentially expressed between IA and controls. We generated a 146-gene classifier able to discriminate between non-IC infected and uninfected mice with an AUC of 1. However, immunosuppressive medications exhibited a confounding effect on this transcriptomic classifier. After controlling for the genomic effects of immunosuppression, we were able to generate a 187-gene classifier with an AUC of 0.92 in the absence of immunosuppression, 1 with cyclophosphamide, and 0.9 with steroids. The host transcriptomic response to IA is robust and conserved. Pharmacologic perturbation of the host immune response has powerful effects on classifier performance and must be considered when developing such novel diagnostics. When appropriately designed, host-derived peripheral blood transcriptomic responses demonstrate the ability to accurately diagnose Aspergillus infection, even in the presence of immunosuppression.
Identifiants
pubmed: 32165060
pii: S1931-5244(20)30034-7
doi: 10.1016/j.trsl.2020.02.005
pmc: PMC7170547
mid: NIHMS1568744
pii:
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
1-12Subventions
Organisme : NIAID NIH HHS
ID : N01AI30041
Pays : United States
Organisme : NIAID NIH HHS
ID : T32 AI100851
Pays : United States
Informations de copyright
Copyright © 2020 Elsevier Inc. All rights reserved.
Références
Infect Immun. 1989 Nov;57(11):3412-7
pubmed: 2680973
Bioinformatics. 2004 Feb 12;20(3):307-15
pubmed: 14960456
Antimicrob Agents Chemother. 2004 May;48(5):1908-11
pubmed: 15105158
Med Mycol. 2009;47 Suppl 1:S233-40
pubmed: 18720216
J Leukoc Biol. 2007 Dec;82(6):1375-81
pubmed: 17709402
PLoS One. 2014 Jan 16;9(1):e78644
pubmed: 24454679
Bone Marrow Transplant. 2005 Jul;36(1):85-6
pubmed: 15880126
Pancreatology. 2003;3(5):414-21
pubmed: 14526152
Lancet. 2016 Jun 4;387(10035):2312-2322
pubmed: 27017310
Cochrane Database Syst Rev. 2015 Dec 30;(12):CD007394
pubmed: 26716951
Nat Commun. 2015 Nov 04;6:8755
pubmed: 26530832
Nat Rev Immunol. 2005 Jan;5(1):58-68
pubmed: 15630429
Clin Infect Dis. 2005 Jun 15;40(12):1762-9
pubmed: 15909264
Clin Infect Dis. 2006 May 15;42(10):1417-27
pubmed: 16619154
Am J Respir Crit Care Med. 2012 Jul 1;186(1):56-64
pubmed: 22517788
Eur J Immunol. 2003 May;33(5):1193-204
pubmed: 12731044
Autoimmun Rev. 2009 Dec;9(2):108-12
pubmed: 19332150
J Stat Softw. 2010;33(1):1-22
pubmed: 20808728
Sci Transl Med. 2010 Mar 3;2(21):21ra17
pubmed: 20374997
J Infect Dis. 2004 Aug 1;190(3):641-9
pubmed: 15243943
J Clin Microbiol. 2017 Jul;55(7):2153-2161
pubmed: 28446576
Nat Protoc. 2009;4(1):44-57
pubmed: 19131956
Am J Clin Pathol. 2019 Feb 4;151(3):275-285
pubmed: 30307463
Crit Rev Microbiol. 2015 Feb;41(1):124-34
pubmed: 23799871
Br J Haematol. 2010 Aug;150(4):406-17
pubmed: 20618330
Clin Infect Dis. 2016 Jul 1;63(1):57-63
pubmed: 27076567
Nucleic Acids Res. 2015 Apr 20;43(7):e47
pubmed: 25605792
J Clin Invest. 2010 Jan;120(1):214-22
pubmed: 20038800
N Engl J Med. 2009 Apr 30;360(18):1870-84
pubmed: 19403905
EBioMedicine. 2019 Oct;48:453-461
pubmed: 31631046
BMC Bioinformatics. 2016 Jan 22;17:47
pubmed: 26801061
Oncotarget. 2014 May 15;5(9):2418-27
pubmed: 24810714
Clin Infect Dis. 2010 Jun 15;50(12):1559-67
pubmed: 20450350
Eur J Immunol. 2015 Apr;45(4):1082-91
pubmed: 25594453
Scientifica (Cairo). 2013;2013:459405
pubmed: 24278780
Blood. 2002 Dec 15;100(13):4521-8
pubmed: 12393638
Front Microbiol. 2016 Jul 13;7:1107
pubmed: 27468286
Sci Rep. 2017 Dec 6;7(1):17096
pubmed: 29213115
Clin J Am Soc Nephrol. 2016 Feb 5;11(2):332-43
pubmed: 26170177
Blood. 2007 Mar 1;109(5):2066-77
pubmed: 17105821
Crit Rev Immunol. 2008;28(2):109-26
pubmed: 18540827
Clin Infect Dis. 2012 Mar 1;54(5):633-43
pubmed: 22198786
Cell Microbiol. 2007 Sep;9(9):2095-102
pubmed: 17590164
Genome Biol. 2004;5(10):R80
pubmed: 15461798
Genes Immun. 2009 Dec;10(8):722-6
pubmed: 19727123
Nat Genet. 2003 Jul;34(3):267-73
pubmed: 12808457
J Exp Med. 2004 Jun 21;199(12):1659-69
pubmed: 15210744
PLoS One. 2013;8(1):e52198
pubmed: 23326326
Antimicrob Agents Chemother. 2006 Oct;50(10):3501-3
pubmed: 17005844
Infect Immun. 2008 Feb;76(2):820-7
pubmed: 18039838
J Clin Immunol. 2014 Feb;34(2):138-41
pubmed: 24481606
Eukaryot Cell. 2007 Nov;6(11):1953-63
pubmed: 17890370
Clin Infect Dis. 2012 Aug;55(4):e22-7
pubmed: 22610929
Cancer Chemother Pharmacol. 2016 Oct;78(4):661-71
pubmed: 27646791
Clin Infect Dis. 2011 Mar 15;52(6):750-70
pubmed: 21367728
Cochrane Database Syst Rev. 2019 May 20;5:CD012399
pubmed: 31107543
Infect Immun. 2010 Sep;78(9):3871-82
pubmed: 20605974
J Infect. 2016 Jun;72(6):738-744
pubmed: 27025205
Eur Respir J. 2012 Feb;39(2):411-8
pubmed: 21778165
Clin Infect Dis. 2008 Jun 15;46(12):1813-21
pubmed: 18462102
Cell Host Microbe. 2009 Sep 17;6(3):207-17
pubmed: 19664979
Sci Transl Med. 2016 Jan 20;8(322):322ra11
pubmed: 26791949