A Serum Circulating miRNA Signature for Short-Term Risk of Progression to Active Tuberculosis Among Household Contacts

被引:35
作者
Duffy, Fergal J. [1 ]
Thompson, Ethan [1 ]
Downing, Katrina [2 ]
Suliman, Sara [2 ]
Mayanja-Kizza, Harriet [3 ,4 ]
Boom, W. Henry [5 ]
Thiel, Bonnie [5 ]
Weiner, January [6 ]
Kaufmann, Stefan H. E. [6 ]
Dover, Drew [1 ]
Tabb, David L. [7 ,8 ]
Dockrell, Hazel M. [9 ]
Ottenhoff, Tom H. M. [10 ]
Tromp, Gerard [7 ,8 ]
Scriba, Thomas J. [2 ]
Zak, Daniel E. [1 ]
Walzl, Gerhard [7 ,8 ]
机构
[1] Ctr Infect Dis Res, Seattle, WA 98109 USA
[2] Univ Cape Town, Inst Infect Dis & Mol Med, Dept Pathol, Div Immunol,South African TB Vaccine Initiat, Cape Town, South Africa
[3] Makerere Univ, Dept Med, Kampala, Uganda
[4] Makerere Univ, Dept Microbiol, Kampala, Uganda
[5] Case Western Reserve Univ, Cleveland, OH 44106 USA
[6] Max Planck Inst Infect Biol, Berlin, Germany
[7] Stellenbosch Univ, Fac Med & Hlth Sci, DST NRF Ctr Excellence Biomed TB Res, Tygerberg, South Africa
[8] Stellenbosch Univ, Fac Med & Hlth Sci, MRC Ctr TB Res, Div Mol Biol & Human Genet, Tygerberg, South Africa
[9] London Sch Hyg & Trop Med, Dept Immunol & Infect, London, England
[10] Leiden Univ, Med Ctr, Dept Infect Dis, Leiden, Netherlands
基金
英国医学研究理事会; 比尔及梅琳达.盖茨基金会; 美国国家卫生研究院;
关键词
tuberculosis; microRNA; household contact; biomarker; correlate of risk; machine learning; MICRORNAS;
D O I
10.3389/fimmu.2018.00661
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Biomarkers that predict who among recently Mycobacterium tuberculosis (MTB)-exposed individuals will progress to active tuberculosis are urgently needed. Intracellular microRNAs (miRNAs) regulate the host response to MTB and circulating miRNAs (c-miRNAs) have been developed as biomarkers for other diseases. We performed machine-learning analysis of c-miRNA measurements in the serum of adult household contacts (HHCs) of TB index cases from South Africa and Uganda and developed a c-miRNA-based signature of risk for progression to active TB. This c-miRNA-based signature significantly discriminated HHCs within 6 months of progression to active disease from HHCs that remained healthy in an independent test set [ROC area under the ROC curve (AUC) 0.74, progressors < 6 Mo to active TB and ROC AUC 0.66, up to 24 Mo to active TB], and complements the predictions of a previous cellular mRNA-based signature of TB risk.
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页数:8
相关论文
共 27 条
[1]   Argonaute2 complexes carry a population of circulating microRNAs independent of vesicles in human plasma [J].
Arroyo, Jason D. ;
Chevillet, John R. ;
Kroh, Evan M. ;
Ruf, Ingrid K. ;
Pritchard, Colin C. ;
Gibson, Donald F. ;
Mitchell, Patrick S. ;
Bennett, Christopher F. ;
Pogosova-Agadjanyan, Era L. ;
Stirewalt, Derek L. ;
Tait, Jonathan F. ;
Tewari, Muneesh .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (12) :5003-5008
[2]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[3]   Circulating microRNAs as Potential Biomarkers of infectious Disease [J].
Correia, Carolina N. ;
Nalpas, Nicolas C. ;
McLoughlin, Kirsten E. ;
Browne, John A. ;
Gordon, Stephen V. ;
MacHugh, David E. ;
Shaughnessy, Ronan G. .
FRONTIERS IN IMMUNOLOGY, 2017, 8
[4]   COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH [J].
DELONG, ER ;
DELONG, DM ;
CLARKEPEARSON, DI .
BIOMETRICS, 1988, 44 (03) :837-845
[5]   Misuse of DeLong test to compare AUCs for nested models [J].
Demler, Olga V. ;
Pencina, Michael J. ;
D'Agostino, Ralph B., Sr. .
STATISTICS IN MEDICINE, 2012, 31 (23) :2577-2587
[6]  
Farhat M, 2006, INT J TUBERC LUNG D, V10, P1192
[7]   Regularization Paths for Generalized Linear Models via Coordinate Descent [J].
Friedman, Jerome ;
Hastie, Trevor ;
Tibshirani, Rob .
JOURNAL OF STATISTICAL SOFTWARE, 2010, 33 (01) :1-22
[8]   The Global Burden of Latent Tuberculosis Infection: A Re-estimation Using Mathematical Modelling [J].
Houben, Rein M. G. J. ;
Dodd, Peter J. .
PLOS MEDICINE, 2016, 13 (10)
[9]   Biological functions of microRNAs: a review [J].
Huang, Yong ;
Shen, Xing Jia ;
Zou, Quan ;
Wang, Sheng Peng ;
Tang, Shun Ming ;
Zhang, Guo Zheng .
JOURNAL OF PHYSIOLOGY AND BIOCHEMISTRY, 2011, 67 (01) :129-139
[10]  
Karatzoglou A., 2004, J. Stat. Softw., V11, P1, DOI [DOI 10.18637/JSS.V011.I09, 10.18637/jss.v011.i09]