Multi-country evaluation of RISK6, a 6-gene blood transcriptomic signature, for tuberculosis diagnosis and treatment monitoring

被引:27
作者
Bayaa, Rim [1 ,2 ]
Ndiaye, Mame Diarra Bousso [1 ,3 ]
Chedid, Carole [1 ,4 ,5 ]
Kokhreidze, Eka [6 ]
Tukvadze, Nestani [6 ]
Banu, Sayera [7 ]
Uddin, Mohammad Khaja Mafij [7 ]
Biswas, Samanta [7 ]
Nasrin, Rumana [7 ]
Ranaivomanana, Paulo [3 ]
Raherinandrasana, Antso Hasina [8 ]
Rakotonirina, Julio [8 ]
Rasolofo, Voahangy [3 ]
Delogu, Giovanni [9 ]
De Maio, Flavio [9 ]
Goletti, Delia [10 ]
Endtz, Hubert [11 ]
Ader, Florence [12 ]
Hamze, Monzer [2 ]
Ismail, Mohamad Bachar [2 ]
Pouzol, Stephane [1 ]
Rakotosamimanana, Niaina [3 ]
Hoffmann, Jonathan [1 ]
机构
[1] Fdn Merieux, Med & Sci Dept, Lyon, France
[2] Lebanese Univ, Fac Publ Hlth, Doctoral Sch Sci & Technol, Lab Microbiol Sante & Environm LMSE, Tripoli, Libya
[3] Inst Pasteur Madagascar, Antananarivo, Madagascar
[4] Ecole Normale Super Lyon, Dept Biol, Lyon, France
[5] Univ Lyon 1, Ecole Normale Super Lyon, CNRS UMR5308, Int Ctr Res Infectiol,INSERM U1111,Equipe Pathoge, Lyon, France
[6] Natl Ctr TB & Lung Dis NCTLD, Tbilisi, Georgia
[7] Int Ctr Diarrhoeal Dis Res Bangladesh Icddr B, Dhaka, Bangladesh
[8] Ctr Hosp Univ Soins & Sante Publ Analakely CHUSSP, Antananarivo, Madagascar
[9] IRCCS, Fdn Policlin Univ A Gemelli, Dipartimento Sci Lab & Infettivol, Rome, Italy
[10] IRCCS, L Spallanzani Natl Inst Infect Dis INMI, Dept Epidemiol & Preclin Res, Translat Res Unit, Rome, Italy
[11] Erasmus MC, Univ Med Ctr Rotterdam, Med Microbiol & Infect Dis, Rotterdam, Netherlands
[12] Hosp Civils Lyon, Serv Malad Infect & Trop, Lyon, France
关键词
ACTIVE PULMONARY TUBERCULOSIS; QUANTIFERON-PLUS; BIOMARKERS; EXPRESSION; CLASSIFICATION; INFECTION; DISCOVERY; ACCURACY; NETWORK; NEEDS;
D O I
10.1038/s41598-021-93059-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
There is a crucial need for non-sputum-based TB tests. Here, we evaluate the performance of RISK6, a human-blood transcriptomic signature, for TB screening, triage and treatment monitoring. RISK6 performance was also compared to that of two IGRAs: one based on RD1 antigens (QuantiFERON-TB Gold Plus, QFT-P, Qiagen) and one on recombinant M. tuberculosis HBHA expressed in Mycobacterium smegmatis (IGRA-rmsHBHA). In this multicenter prospective nested case-control study conducted in Bangladesh, Georgia, Lebanon and Madagascar, adult non-immunocompromised patients with bacteriologically confirmed active pulmonary TB (ATB), latent TB infection (LTBI) and healthy donors (HD) were enrolled. ATB patients were followed-up during and after treatment. Blood RISK6 scores were assessed using quantitative real-time PCR and evaluated by area under the receiver-operating characteristic curve (ROC AUC). RISK6 performance to discriminate ATB from HD reached an AUC of 0.94 (95% CI 0.89-0.99), with 90.9% sensitivity and 87.8% specificity, thus achieving the minimal WHO target product profile for a non-sputum-based TB screening test. Besides, RISK6 yielded an AUC of 0.93 (95% CI 0.85-1) with 90.9% sensitivity and 88.5% specificity for discriminating ATB from LTBI. Moreover, RISK6 showed higher performance (AUC 0.90, 95% CI 0.85-0.94) than IGRA-rmsHBHA (AUC 0.75, 95% CI 0.69-0.82) to differentiate TB infection stages. Finally, RISK6 signature scores significantly decreased after 2 months of TB treatment and continued to decrease gradually until the end of treatment reaching scores obtained in HD. We confirmed the performance of RISK6 signature as a triage TB test and its utility for treatment monitoring.
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页数:12
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