2020
DOI: 10.1038/s41590-020-0610-z
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Mouse transcriptome reveals potential signatures of protection and pathogenesis in human tuberculosis

Abstract: Although mouse infection models have been extensively used to study the host response to Mycobacterium tuberculosis , their validity in revealing determinants of human TB resistance and disease progression has been heavily debated. Here, we show that the modular transcriptional signature in the blood of susceptible mice infected with a clinical isolate of M. tuberculosis resembles that of active human tuberculosis disease, with a dominance of a type I IFN response … Show more

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Cited by 98 publications
(123 citation statements)
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“…Transfer learning also uses information from larger compendia of datasets to inform and constrain the models. Our work and that of others also support the possibility of extending prediction across species; for example, a recent study indicates that the mouse transcriptome reveals potential signatures of protection and pathogenesis in human tuberculosis (38). The approach also found significant information content in more general sets of signatures, such as those listed in the hallmark gene sets of the Molecular Signatures Database, a result consistent with recent observations (39) and the use of co-expression patterns to define transcriptome modules (40).…”
Section: Discussionsupporting
confidence: 79%
“…Transfer learning also uses information from larger compendia of datasets to inform and constrain the models. Our work and that of others also support the possibility of extending prediction across species; for example, a recent study indicates that the mouse transcriptome reveals potential signatures of protection and pathogenesis in human tuberculosis (38). The approach also found significant information content in more general sets of signatures, such as those listed in the hallmark gene sets of the Molecular Signatures Database, a result consistent with recent observations (39) and the use of co-expression patterns to define transcriptome modules (40).…”
Section: Discussionsupporting
confidence: 79%
“…2a ). Myeloid and granulocyte-associated modules HB3, HB5, HB8, HB14 and HB23 previously described as over-abundant in the blood from TB patients 35 and mouse models of increased susceptibility to TB 16 , showed increased over-abundance in the blood from infected mice treated with αGM-CSF (Fig. 2a ), shown quantitatively by Eigengene expression (Fig.…”
Section: Resultsmentioning
confidence: 84%
“…To gain insight into the changes in gene expression caused by GM-CSF blockade during M. tuberculosis infection, we tested our previously reported blood modular TB signature, which distinguishes TB patients from healthy controls 35 and is recapitulated in TB-susceptible strains of mice 16 , on our blood RNA-Seq data from infected and uninfected αGM-CSF versus Ctrl Ab treated mice (Supplementary Data 3 and Fig. 2a ).…”
Section: Resultsmentioning
confidence: 99%
See 1 more Smart Citation
“…Previous studies on blood transcriptional profiling of TB patients have provided enlightening insights into TB immunopathogenesis and diagnosis [17][18][19] . However, blood-based immunodiagnostic tests are inevitably influenced by the change of global host immune status 20 .…”
mentioning
confidence: 99%