Paratuberculosis or Johne's disease in cattle is a chronic granulomatous gastroenteritis caused by infection with Mycobacterium avium subspecies paratuberculosis (MAP). Paratuberculosis is not treatable; therefore, the early identification and isolation of infected animals is a key point to reduce its incidence. In this paper, we analyse RNAseq experimental data of 5 ELISA-negative cattle exposed to MAP in a positive herd, compared to 5 negative-unexposed controls. The purpose was to find a small set of differentially expressed genes able to discriminate between exposed animals in a preclinical phase from non-exposed controls. Our results identified 10 transcripts that differentiate between ELISA-negative, clinically healthy, and exposed animals belonging to paratuberculosis-positive herds and negative-unexposed animals. Of the 10 transcripts, five (TRPV4, RIC8B, IL5RA, ERF, CDC40) showed significant differential expression between the three groups while the remaining 5 (RDM1, EPHX1, STAU1, TLE1, ASB8) did not show a significant difference in at least one of the pairwise comparisons. When tested in a larger cohort, these findings may contribute to the development of a new diagnostic test for paratuberculosis based on a gene expression signature. Such a diagnostic tool could allow early interventions to reduce the risk of the infection spreading.
Combinatorial Discriminant Analysis Applied to RNAseq Data Reveals a Set of 10 Transcripts as Signatures of Exposure of Cattle to Mycobacterium avium subsp. paratuberculosis / M. Malvisi, N. Curti, D. Remondini, M.G. De Iorio, F. Palazzo, G. Gandini, S. Vitali, M. Polli, J.L. Williams, G. Minozzi. - In: ANIMALS. - ISSN 2076-2615. - 10:2(2020 Feb 05).
|Titolo:||Combinatorial Discriminant Analysis Applied to RNAseq Data Reveals a Set of 10 Transcripts as Signatures of Exposure of Cattle to Mycobacterium avium subsp. paratuberculosis|
MALVISI, MICHELA (Co-primo)
MINOZZI, GIULIETTA (Ultimo) [Supervision] (Corresponding)
|Parole Chiave:||Johne’s disease; Mycobacterium avium subsp. paratuberculosis; RNAseq; biomarker discovery; bovine; combinatorial discriminant analysis|
|Settore Scientifico Disciplinare:||Settore AGR/17 - Zootecnica Generale e Miglioramento Genetico|
|Data di pubblicazione:||5-feb-2020|
|Digital Object Identifier (DOI):||http://dx.doi.org/10.3390/ani10020253|
|Appare nelle tipologie:||01 - Articolo su periodico|