Integrative Multi-Omics Reveals Serum Markers of Tuberculosis in Advanced HIV

被引:9
|
作者
Krishnan, Sonya [1 ,2 ]
Queiroz, Artur T. L. [3 ,4 ]
Gupta, Amita [1 ,2 ,5 ,6 ]
Gupte, Nikhil [1 ,2 ,5 ]
Bisson, Gregory P. [7 ]
Kumwenda, Johnstone [8 ]
Naidoo, Kogieleum [9 ,10 ]
Mohapi, Lerato [11 ]
Mave, Vidya [5 ]
Mngqibisa, Rosie [12 ]
Lama, Javier R. [13 ]
Hosseinipour, Mina C. [14 ,15 ]
Andrade, Bruno B. [3 ,4 ,16 ,17 ]
Karakousis, Petros C. [1 ,2 ,6 ]
机构
[1] Johns Hopkins Univ, Sch Med, Ctr Clin Global Hlth Educ, Baltimore, MD 21218 USA
[2] Johns Hopkins Univ, Sch Med, Ctr TB Res, Div Infect Dis,Dept Med, Baltimore, MD 21218 USA
[3] Fundacao Oswaldo Cruz, Inst Goncalo Moniz, Salvador, BA, Brazil
[4] Sponsoring Translat & Epidemiol Res MONSTER Initi, Multinat Org Network, Salvador, BA, Brazil
[5] Johns Hopkins Univ, Byramjee Jeejeebhoy Govt Med Coll, Clin Res Site, Pune, Maharashtra, India
[6] Johns Hopkins Bloomberg Sch Publ Hlth, Dept Int Hlth, Baltimore, MD 21205 USA
[7] Univ Penn, Perelman Sch Med, Div Infect Dis, Dept Med, Philadelphia, PA 19104 USA
[8] Johns Hopkins Project, Coll Med, Blantyre, Malawi
[9] Univ KwaZulu Natal, Coll Hlth Sci, Ctr AIDS Programme Res South Africa, Nelson R Mandela Sch Med, Durban, South Africa
[10] Univ KwaZulu Natal, South African Med Res Council, CAPRISA HIV TB Pathogenesis & Treatment Res Unit, Doris Duke Med Res Inst, Durban, South Africa
[11] Univ Witwatersrand, Soweto ACTG CRS, Perinatal HIV Res Unit, Johannesburg, South Africa
[12] Enhancing Care Fdn, Durban Int Clin Res Site, Durban, South Africa
[13] Asociac Civil Impacta Salud & Educ, Lima, Peru
[14] Univ North Carolina Project Malawi, Lilongwe, Malawi
[15] Univ N Carolina, Sch Med, Dept Med, Div Infect Dis, Chapel Hill, NC 27515 USA
[16] Fac Tecnol & Ciencias FTC, Curso Med, Salvador, BA, Brazil
[17] Escola Bahiana Med & Saude Publ EBMSP, Curso Med, Salvador, BA, Brazil
来源
FRONTIERS IN IMMUNOLOGY | 2021年 / 12卷
基金
美国国家卫生研究院;
关键词
tuberculosis; HIV; microRNA; metabolomics; biomarker; multi-omics; PULMONARY TUBERCULOSIS; MYCOBACTERIUM-TUBERCULOSIS; DIAGNOSIS; MICRORNAS; HOST; BIOMARKERS; INFECTION; MIRNAS; IDENTIFICATION; METABOLISM;
D O I
10.3389/fimmu.2021.676980
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Tuberculosis (TB) accounts for disproportionate morbidity and mortality among persons living with HIV (PLWH). Conventional methods of TB diagnosis, including smear microscopy and Xpert MTB/RIF, have lower sensitivity in PLWH. Novel high-throughput approaches, such as miRNAomics and metabolomics, may advance our ability to recognize subclinical and difficult-to-diagnose TB, especially in very advanced HIV. We conducted a case-control study leveraging REMEMBER, a multi-country, open-label randomized controlled trial comparing 4-drug empiric standard TB treatment with isoniazid preventive therapy in PLWH initiating antiretroviral therapy (ART) with CD4 cell counts <50 cells/mu L. Twenty-three cases of incident TB were site-matched with 32 controls to identify microRNAs (miRNAs), metabolites, and cytokines/chemokines, associated with the development of newly diagnosed TB in PLWH. Differentially expressed miRNA analysis revealed 11 altered miRNAs with a fold change higher than 1.4 or lower than -1.4 in cases relative to controls (p<0.05). Our analysis revealed no differentially abundant metabolites between cases and controls. We found higher TNF alpha and IP-10/CXCL10 in cases (p=0.011, p=0.0005), and higher MDC/CCL22 in controls (p=0.0072). A decision-tree algorithm identified gamma-glutamylthreonine and hsa-miR-215-5p as the optimal variables to classify incident TB cases (AUC 0.965; 95% CI 0.925-1.000). hsa-miR-215-5p, which targets genes in the TGF-beta signaling pathway, was downregulated in cases. Gamma-glutamylthreonine, a breakdown product of protein catabolism, was less abundant in cases. To our knowledge, this is one of the first uses of a multi-omics approach to identify incident TB in severely immunosuppressed PLWH.
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页数:10
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