Blood transcriptional biomarkers for active pulmonary tuberculosis in a high-burden setting: a prospective, observational, diagnostic accuracy study

被引:86
作者
Turner, Carotin T. [1 ]
Gupta, Rishi K. [2 ]
Tsaliki, Evdokia [1 ]
Roe, Jennifer K. [1 ]
Mondal, Prasenjit [1 ]
Nyawo, Georgina R. [3 ,4 ,5 ]
Palmer, Zaida [3 ,4 ,5 ]
Miller, Robert F. [2 ]
Reeve, Byron W. P. [3 ,4 ,5 ]
Theron, Grant [3 ,4 ,5 ]
Noursadeghi, Mahdad [1 ]
机构
[1] UCL, Div Infect & Immun, Cruciform Bldg, London WC1E 6BT, England
[2] UCL, Inst Global Hlth, London, England
[3] Stellenbosch Univ, Fac Med & Hlth Sci, DST NRF Ctr Excellence Biomed TB Res, Cape Town, South Africa
[4] Stellenbosch Univ, Fac Med & Hlth Sci, South African Med Res Council Ctr TB Res, Cape Town, South Africa
[5] Stellenbosch Univ, Fac Med & Hlth Sci, Div Mol Biol & Human Genet, Cape Town, South Africa
基金
美国国家卫生研究院; 英国医学研究理事会; 英国惠康基金;
关键词
OPERATING CHARACTERISTIC CURVES; EXPRESSION; AREAS;
D O I
10.1016/S2213-2600(19)30469-2
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Background Blood transcriptional signatures are candidates for non-sputum triage or confirmatory tests of tuberculosis. Prospective head-to-head comparisons of their diagnostic accuracy in real-world settings are necessary to assess their clinical use. We aimed to compare the diagnostic accuracy of candidate transcriptional signatures identified by systematic review, in a setting with a high burden of tuberculosis and HIV. Methods We did a prospective observational study nested within a diagnostic accuracy study of sputum Xpert MTB/RIF (Xpert) and Xpert MTB/RIF Ultra (Ultra) tests for pulmonary tuberculosis. We recruited consecutive symptomatic adults aged 18 years or older self-presenting to a tuberculosis clinic in Cape Town, South Africa. Participants provided blood for RNA sequencing, and sputum samples for liquid culture and molecular testing using Xpert and Ultra. We assessed the diagnostic accuracy of candidate blood transcriptional signatures for active tuberculosis (including those intended to distinguish active tuberculosis from other diseases) identified by systematic review, compared with culture or Xpert MTB/RIF positivity as the standard reference. In our primary analysis, patients with tuberculosis were defined as those with either a positive liquid culture or Xpert result. Patients with missing blood RNA or sputum results were excluded. Our primary objective was to benchmark the diagnostic accuracy of candidate transcriptional signatures against the WHO target product profile (TPP) for a tuberculosis triage test. Findings Between Feb 12, 2016, and July 18, 2017, we obtained paired sputum and RNA sequencing data from 181 participants, 54 (30%) of whom had confirmed pulmonary tuberculosis. Of 27 eligible signatures identified by systematic review, four achieved the highest diagnostic accuracy with similar area under the receiver operating characteristic curves (Sweeney3: 90 center dot 6% [95% CI 85 center dot 6-95 center dot 6]; Kaforou25: 86 center dot 9% [80 center dot 9-92 center dot 9]; Roe3: 86 center dot 9% [80 center dot 3-93 center dot 5]; and BATF2: 86 center dot 8% [80 center dot 6-93 center dot 1]), independent of age, sex, HIV status, previous tuberculosis, or sputum smear result. At test thresholds that gave 70% specificity (the minimum WHO TPP specificity for a triage test), these four signatures achieved sensitivities between 83 center dot 3% (95% CI 71 center dot 3-91 center dot 0) and 90 center dot 7% (80 center dot 1-96 center dot 0). No signature met the optimum criteria, of 95% sensitivity and 80% specificity proposed by WHO for a triage test, or the minimum criteria (of 65% sensitivity and 98% specificity) for a confirmatory test, but all four correctly identified Ultra-positive, culture-negative patients. Interpretation Selected blood transcriptional signatures met the minimum WHO benchmarks for a tuberculosis triage test but not for a confirmatory test. Further development of the signatures is warranted to investigate their possible effects on clinical and health economic outcomes as part of a triage strategy, or when used as add-on confirmatory test in conjunction with the highly sensitive Ultra test for Mycobacterium tuberculosis DNA. Copyright (c) 2020 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license.
引用
收藏
页码:407 / 419
页数:13
相关论文
共 46 条
  • [1] Diagnosis of Childhood Tuberculosis and Host RNA Expression in Africa
    Anderson, Suzanne T.
    Kaforou, Myrsini
    Brent, Andrew J.
    Wright, Victoria J.
    Banwell, Claire M.
    Chagaluka, George
    Crampin, Amelia C.
    Dockrell, Hazel M.
    French, Neil
    Hamilton, Melissa S.
    Hibberd, Martin L.
    Kern, Florian
    Langford, Paul R.
    Ling, Ling
    Mlotha, Rachel
    Ottenhoff, Tom H. M.
    Pienaar, Sandy
    Pillay, Vashini
    Scott, J. Anthony G.
    Twahir, Hemed
    Wilkinson, Robert J.
    Coin, Lachlan J.
    Heyderman, Robert S.
    Levin, Michael
    Eley, Brian
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2014, 370 (18) : 1712 - 1723
  • [2] [Anonymous], NAT TUB MAN GUID
  • [3] [Anonymous], 2017, M REP TECHN EXP CONS
  • [4] [Anonymous], 2019, BIORXIV583674, DOI DOI 10.1101/583674
  • [5] Rapid Molecular Detection of Tuberculosis and Rifampin Resistance
    Boehme, Catharina C.
    Nabeta, Pamela
    Hillemann, Doris
    Nicol, Mark P.
    Shenai, Shubhada
    Krapp, Fiorella
    Allen, Jenny
    Tahirli, Rasim
    Blakemore, Robert
    Rustomjee, Roxana
    Milovic, Ana
    Jones, Martin
    O'Brien, Sean M.
    Persing, David H.
    Ruesch-Gerdes, Sabine
    Gotuzzo, Eduardo
    Rodrigues, Camilla
    Alland, David
    Perkins, Mark D.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2010, 363 (11) : 1005 - 1015
  • [6] Bossuyt PM, 2015, BMJ-BRIT MED J, V351, DOI [10.1136/bmj.h5527, 10.1373/clinchem.2015.246280, 10.1148/radiol.2015151516]
  • [7] Novel lipoarabinomannan point-of-care tuberculosis test for people with HIV: a diagnostic accuracy study
    Broger, Tobias
    Sossen, Bianca
    du Toit, Elloise
    Kerkhoff, Andrew D.
    Schutz, Charlotte
    Reipold, Elena Ivanova
    Ward, Amy
    Barr, David A.
    Mace, Aurelien
    Trollip, Andre
    Burton, Rosie
    Ongarello, Stefano
    Pinter, Abraham
    Lowary, Todd L.
    Boehme, Catharina
    Nicol, Mark P.
    Meintjes, Graeme
    Denkinger, Claudia M.
    [J]. LANCET INFECTIOUS DISEASES, 2019, 19 (08) : 852 - 861
  • [8] Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9, EPHA4, and NPC2 mRNA Expression in Peripheral Blood
    de Araujo, Leonardo S.
    Vaas, Lea A. I.
    Ribeiro-Alves, Marcelo
    Geffers, Robert
    Mello, Fernanda C. Q.
    de Almeida, Alexandre S.
    Moreira, Adriana da S. R.
    Kritski, Afranio L.
    Lapa e Silva, Jose R.
    Moraes, Milton O.
    Pessler, Frank
    Saad, Maria H. F.
    [J]. FRONTIERS IN MICROBIOLOGY, 2016, 7
  • [9] COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH
    DELONG, ER
    DELONG, DM
    CLARKEPEARSON, DI
    [J]. BIOMETRICS, 1988, 44 (03) : 837 - 845
  • [10] Dorman SE, 2018, LANCET INFECT DIS, V18, P76, DOI [10.1016/s1473-3099(17)30691-6, 10.1016/S1473-3099(17)30691-6]