학술논문

A Serum Circulating miRNA Signature for Short-Term Risk of Progression to Active Tuberculosis Among Household Contacts
Document Type
article
Author
Fergal J. DuffyEthan ThompsonKatrina DowningSara SulimanHarriet Mayanja-KizzaW. Henry BoomBonnie ThielJanuary Weiner IIIStefan H. E. KaufmannDrew DoverDavid L. TabbHazel M. DockrellTom H. M. OttenhoffGerard TrompThomas J. ScribaDaniel E. ZakGerhard Walzlthe GC6-74 ConsortiumS. H. E. KaufmannS. K. ParidaR. GolinskiJ. MaertzdorfJ. WeinerM. JacobsonG. McEwenG. WalzlG. BlackG. van der SpuyK. StanleyM. KrielN. Du PlessisN. NeneA. LoxtonN. N. ChegouS. SulimanT. ScribaH. MahomedM. ErasmusO. XasaA. VeldsmanJ. HughesK. DowningA. Penn-NicholsonH. MulengaB. AbelM. BowmakerB. KaginaW. Kwong CW. HanekomT. H. M. OttenhoffM. R. KleinM. C. HaksK. L. FrankenA. GelukK. E. van MeijgaardenS. A. JoostenD. van BaarleF. MiedemaW. H. BoomB. ThielJ. SadoffD. SizemoreS. RamachandranL. BarkerM. BrennanF. WeicholdS. MullerL. GeiterG. SchoolnikG. DolganovT. VanH. Mayanja-KizzaM. JolobaS. ZalwangoM. NserekoB. OkweraH. KisingoH. DockrellS. SmithP. Gorak-StolinskaY.-G. HurM. LalorJ.-S. LeeA. C. CrampinN. FrenchB. NgwiraA. B. SmithK. WatkinsL. AmbroseF. SimukondaH. MvulaF. ChilongoJ. SaulK. BransonD. KassaA. AbebeT. MeseleB. TegbaruR. HoweA. MihretA. AseffaY. BekeleR. IwnetuM. TafesseL. YamuahM. OtaJ. SutherlandP. HillR. AdegbolaT. CorrahM. AntonioT. TogunI. AdetifaS. DonkorP. AndersenI. RosenkrandsM. DohertyK. Weldingh
Source
Frontiers in Immunology, Vol 9 (2018)
Subject
tuberculosis
microRNA
household contact
biomarker
correlate of risk
machine learning
Immunologic diseases. Allergy
RC581-607
Language
English
ISSN
1664-3224
Abstract
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