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Reanalysis and validation of the transcriptional pleural fluid signature in pleural tuberculosis.
Corrêa, Raquel da Silva; Leal-Calvo, Thyago; Mafort, Thiago Thomaz; Santos, Ana Paula; Leung, Janaína; Pinheiro, Roberta Olmo; Rufino, Rogério; Moraes, Milton Ozório; Rodrigues, Luciana Silva.
Afiliación
  • Corrêa RDS; Laboratory of Immunopathology, Medical Sciences Faculty, Rio de Janeiro State University (FCM/UERJ), Rio de Janeiro, Brazil.
  • Leal-Calvo T; Laboratory of Leprosy, Oswaldo Cruz Institute, Oswaldo Cruz Foundation (IOC/FIOCRUZ), Rio de Janeiro, Brazil.
  • Mafort TT; Department of Pulmonary Care, Pedro Ernesto University Hospital, Rio de Janeiro State University (HUPE/UERJ), Rio de Janeiro, Brazil.
  • Santos AP; Department of Pulmonary Care, Pedro Ernesto University Hospital, Rio de Janeiro State University (HUPE/UERJ), Rio de Janeiro, Brazil.
  • Leung J; Department of Pulmonary Care, Pedro Ernesto University Hospital, Rio de Janeiro State University (HUPE/UERJ), Rio de Janeiro, Brazil.
  • Pinheiro RO; Laboratory of Leprosy, Oswaldo Cruz Institute, Oswaldo Cruz Foundation (IOC/FIOCRUZ), Rio de Janeiro, Brazil.
  • Rufino R; Department of Pulmonary Care, Pedro Ernesto University Hospital, Rio de Janeiro State University (HUPE/UERJ), Rio de Janeiro, Brazil.
  • Moraes MO; Laboratory of Leprosy, Oswaldo Cruz Institute, Oswaldo Cruz Foundation (IOC/FIOCRUZ), Rio de Janeiro, Brazil.
  • Rodrigues LS; Laboratory of Immunopathology, Medical Sciences Faculty, Rio de Janeiro State University (FCM/UERJ), Rio de Janeiro, Brazil.
Front Immunol ; 14: 1256558, 2023.
Article en En | MEDLINE | ID: mdl-38288122
ABSTRACT

Introduction:

Pleural tuberculosis (PlTB), the most common site of extrapulmonary TB, is characterized by a paucibacillary nature and a compartmentalized inflammatory response in the pleural cavity, both of which make diagnosis and management extremely challenging. Although transcriptional signatures for pulmonary TB have already been described, data obtained by using this approach for extrapulmonary tuberculosis and, specifically, for pleural tuberculosis are scarce and heterogeneous. In the present study, a set of candidate genes previously described in pulmonary TB was evaluated to identify and validate a transcriptional signature in clinical samples from a Brazilian cohort of PlTB patients and those with other exudative causes of pleural effusion.

Methods:

As a first step, target genes were selected by a random forest algorithm with recursive feature elimination (RFE) from public microarray datasets. Then, peripheral blood (PB) and pleural fluid (PF) samples from recruited patients presenting exudative pleural effusion were collected during the thoracentesis procedure. Transcriptional analysis of the selected top 10 genes was performed by quantitative RT-PCR (RT-qPCR).

Results:

Reanalysis of the public datasets identified a set of candidate genes (CARD17, BHLHE40, FCGR1A, BATF2, STAT1, BTN3A1, ANKRD22, C1QB, GBP2, and SEPTIN4) that demonstrated a global accuracy of 89.5% in discriminating pulmonary TB cases from other respiratory diseases. Our validation cohort consisted of PlTB (n = 35) patients and non-TB (n = 34) ones. The gene expressions of CARD17, GBP2, and C1QB in PF at diagnosis were significantly different between the two (PlTB and non-TB) groups (p < 0.0001). It was observed that the gene expressions of CARD17 and GBP2 were higher in PlTB PF than in non-TB patients. C1QB showed the opposite behavior, being higher in the non-TB PF. After anti-TB therapy, however, GBP2 gene expression was significantly reduced in PlTB patients (p < 0.001). Finally, the accuracy of the three above-cited highlighted genes in the PF was analyzed, showing AUCs of 91%, 90%, and 85%, respectively. GBP2 was above 80% (sensitivity = 0.89/specificity = 0.81), and CARD17 showed significant specificity (Se = 0.69/Sp = 0.95) in its capacity to discriminate the groups.

Conclusion:

CARD17, GBP2, and C1QB showed promise in discriminating PlTB from other causes of exudative pleural effusion by providing accurate diagnoses, thus accelerating the initiation of anti-TB therapy.
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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Derrame Pleural / Tuberculosis Pleural / Tuberculosis Pulmonar Tipo de estudio: Diagnostic_studies / Prognostic_studies Límite: Humans País/Región como asunto: America do sul / Brasil Idioma: En Revista: Front Immunol Año: 2023 Tipo del documento: Article País de afiliación: Brasil

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Derrame Pleural / Tuberculosis Pleural / Tuberculosis Pulmonar Tipo de estudio: Diagnostic_studies / Prognostic_studies Límite: Humans País/Región como asunto: America do sul / Brasil Idioma: En Revista: Front Immunol Año: 2023 Tipo del documento: Article País de afiliación: Brasil