Host Blood RNA Transcript and Protein Signatures for Sputum-Independent Diagnostics of Tuberculosis in Adults.


Journal

Frontiers in immunology
ISSN: 1664-3224
Titre abrégé: Front Immunol
Pays: Switzerland
ID NLM: 101560960

Informations de publication

Date de publication:
2020
Historique:
received: 04 11 2020
accepted: 21 12 2020
entrez: 22 2 2021
pubmed: 23 2 2021
medline: 1 7 2021
Statut: epublish

Résumé

To achieve the ambitious targets for tuberculosis (TB) prevention, care, and control stated by the End TB Strategy, new health care strategies, diagnostic tools are warranted. Host-derived biosignatures are explored for their TB diagnostic potential in accordance with the WHO target product profiles (TPPs) for point-of-care (POC) testing. We aimed to identify sputum-independent TB diagnostic signatures in newly diagnosed adult pulmonary-TB (PTB) patients recruited in the context of a prospective household contact cohort study conducted in Andhra Pradesh, India. Whole-blood mRNA samples from 158 subjects (PTB, n = 109; age-matched household controls, n = 49) were examined by dual-color Reverse-Transcriptase Multiplex Ligation-dependent Probe-Amplification (dcRT-MLPA) for the expression of 198 pre-defined genes and a Mesoscale discovery assay for the concentration of 18 cytokines/chemokines in TB-antigen stimulated QuantiFERON supernatants. To identify signatures, we applied a two-step approach; in the first step, univariate filtering was used to identify and shortlist potentially predictive biomarkers; this step may be seen as removing redundant biomarkers. In the second step, a logistic regression approach was used such that group membership (PTB vs. household controls) became the binary response in a Lasso regression model. We identified an 11-gene signature that distinguished PTB from household controls with AUCs of ≥0.98 (95% CIs: 0.94-1.00), and a 4-protein signature (IFNγ, GMCSF, IL7 and IL15) that differentiated PTB from household controls with AUCs of ≥0.87 (95% CIs: 0.75-1.00), in our discovery cohort. Subsequently, we evaluated the performance of the 11-gene signature in two external validation data sets viz, an independent cohort at the Glenfield Hospital, University Hospitals of Leicester NHS Trust, Leicester, UK (GSE107994 data set), and the Catalysis treatment response cohort (GSE89403 data set) from South Africa. The 11-gene signature validated and distinguished PTB from healthy and asymptomatic

Identifiants

pubmed: 33613569
doi: 10.3389/fimmu.2020.626049
pmc: PMC7891042
doi:

Substances chimiques

Biomarkers 0
Chemokines 0
Cytokines 0
Proteome 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

626049

Informations de copyright

Copyright © 2021 Sivakumaran, Ritz, Gjøen, Vaz, Selvam, Ottenhoff, Doherty, Jenum and Grewal.

Déclaration de conflit d'intérêts

TMD is an employee of and holds shares in the GSK group of companies but participated in the current work as an independent investigator. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Références

JAMA Netw Open. 2018 Oct 5;1(6):e183779
pubmed: 30646264
Lancet Respir Med. 2020 Apr;8(4):395-406
pubmed: 31958400
Thorax. 2016 Sep;71(9):785-94
pubmed: 27146200
Lancet Infect Dis. 2019 Aug;19(8):794-796
pubmed: 31155317
PLoS Med. 2013 Oct;10(10):e1001538
pubmed: 24167453
J Exp Med. 2015 Oct 19;212(11):1759-69
pubmed: 26458772
J Clin Microbiol. 2017 Oct;55(10):3057-3071
pubmed: 28794177
Lancet Infect Dis. 2013 Apr;13(4):362-72
pubmed: 23531389
Infect Dis Rep. 2016 Jun 24;8(2):6568
pubmed: 27403267
Front Pediatr. 2019 Sep 25;7:376
pubmed: 31612118
PLoS One. 2013 Sep 16;8(9):e73230
pubmed: 24066041
Genes Immun. 2012 Jan;13(1):71-82
pubmed: 21956656
mBio. 2015 Sep 15;6(5):e01187-15
pubmed: 26374119
Genes Immun. 2013 Sep;14(6):356-64
pubmed: 23676757
Sci Transl Med. 2019 Oct 23;11(515):
pubmed: 31645455
Nat Microbiol. 2019 May;4(5):899
pubmed: 30976122
Nature. 2010 Aug 19;466(7309):973-7
pubmed: 20725040
Nat Commun. 2018 Jun 19;9(1):2308
pubmed: 29921861
Thorax. 2020 Jul;75(7):576-583
pubmed: 32201389
Lancet Respir Med. 2020 Apr;8(4):407-419
pubmed: 32178775
BMC Med. 2016 May 16;14:76
pubmed: 27183822
N Engl J Med. 2014 May 01;370(18):1712-1723
pubmed: 24785206
Tuberculosis (Edinb). 2017 Dec;107:48-58
pubmed: 29050771
PLoS One. 2012;7(9):e45839
pubmed: 23029268
PLoS One. 2013 Aug 05;8(8):e70630
pubmed: 23940611
Sci Rep. 2017 Jul 19;7(1):5839
pubmed: 28724962
EBioMedicine. 2020 Aug;58:102909
pubmed: 32711253
Vaccine. 2015 Sep 29;33(40):5282-8
pubmed: 25917681
Int J Infect Dis. 2017 Mar;56:253-257
pubmed: 28159577
Lancet Respir Med. 2016 Mar;4(3):213-24
pubmed: 26907218
Commun Biol. 2020 Jul 9;3(1):359
pubmed: 32647325
Genes Immun. 2011 Jan;12(1):15-22
pubmed: 20861863
Sci Rep. 2016 Jan 04;6:18520
pubmed: 26725873
J Infect Dis. 2013 Jan 1;207(1):18-29
pubmed: 22872737
Eur Respir J. 2014 Aug;44(2):537-40
pubmed: 24696110
Sci Rep. 2020 Mar 2;10(1):3825
pubmed: 32123207
Lancet. 2016 Jun 4;387(10035):2312-2322
pubmed: 27017310
Nat Immunol. 2018 Nov;19(11):1159-1168
pubmed: 30333612
J Clin Microbiol. 2015 Dec;53(12):3750-9
pubmed: 26378277

Auteurs

Dhanasekaran Sivakumaran (D)

Department of Clinical Science, Faculty of Medicine, University of Bergen, Bergen, Norway.
Department of Microbiology, Haukeland University Hospital, University of Bergen, Bergen, Norway.

Christian Ritz (C)

Department of Clinical Science, Faculty of Medicine, University of Bergen, Bergen, Norway.
Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark.

John Espen Gjøen (JE)

Department of Paediatrics, Haukeland University Hospital, Bergen, Norway.

Mario Vaz (M)

Department of Physiology, St. John's Medical College and Division of Health and Humanities, St. John's Research Institute, Bangalore, India.

Sumithra Selvam (S)

Division of Infectious Diseases, St. John's Research Institute, Bangalore, India.

Tom H M Ottenhoff (THM)

Department of Infectious Diseases, Leiden University Medical Center, Leiden, Netherlands.

Timothy Mark Doherty (TM)

GlaxoSmithKline Vaccines, Wavre, Belgium.

Synne Jenum (S)

Department of Infectious Diseases, Oslo University Hospital, Oslo, Norway.

Harleen M S Grewal (HMS)

Department of Clinical Science, Faculty of Medicine, University of Bergen, Bergen, Norway.
Department of Microbiology, Haukeland University Hospital, University of Bergen, Bergen, Norway.

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