Altered Transcriptional Regulation of Glycolysis in Circulating CD8<sup>+</sup> T Cells of Rheumatoid Arthritis Patients

Peripheral T lymphocytes of rheumatoid arthritis (RA) patients show pathological changes in their metabolic pathways, especially glycolysis. These changes may drive the increased proliferation and tissue invasiveness of RA T cells. In order to study the transcriptional regulation underlying these al...

Full description

Bibliographic Details
Main Authors: Shilpa Harshan, Poulami Dey, Srivatsan Raghunathan
Format: Article
Language:English
Published: MDPI AG 2022-07-01
Series:Genes
Subjects:
Online Access:https://www.mdpi.com/2073-4425/13/7/1216
_version_ 1797406215046692864
author Shilpa Harshan
Poulami Dey
Srivatsan Raghunathan
author_facet Shilpa Harshan
Poulami Dey
Srivatsan Raghunathan
author_sort Shilpa Harshan
collection DOAJ
description Peripheral T lymphocytes of rheumatoid arthritis (RA) patients show pathological changes in their metabolic pathways, especially glycolysis. These changes may drive the increased proliferation and tissue invasiveness of RA T cells. In order to study the transcriptional regulation underlying these alterations, we analysed publicly available RNA sequencing data from circulating T lymphocyte subsets of healthy individuals, untreated RA patients, and patients undergoing treatment for RA. Differential co-expression networks were created using sample-wise edge weights from an analysis called “linear interpolation to obtain network estimates for single sample” (lionessR), and annotated using the Gene Transcription Regulation Database (GTRD). Genes with high centrality scores were identified. CD8<sup>+</sup> effector memory cells (Tem) and CD8<sup>+</sup>CD45RA<sup>+</sup> effector memory cells (Temra) showed large changes in the transcriptional regulation of glycolysis in untreated RA. <i>PFKFB3</i> and <i>GAPDH</i> were differentially regulated and had high centrality scores in CD8<sup>+</sup> Tem cells. <i>PFKFB3</i> downregulation may be due to <i>HIF1A</i> post transcriptional inhibition. Tocilizumab treatment partially reversed the RA-associated differential expression of several metabolic and regulatory genes. <i>MYC</i> was upregulated and had high centrality scores in RA CD8<sup>+</sup> Temra cells; however, its glycolysis targets were unaltered. The upregulation of the PI3K-AKT and mTOR pathways may explain <i>MYC</i> upregulation.
first_indexed 2024-03-09T03:23:11Z
format Article
id doaj.art-0a38bdcaac04489bb491f25f876971f9
institution Directory Open Access Journal
issn 2073-4425
language English
last_indexed 2024-03-09T03:23:11Z
publishDate 2022-07-01
publisher MDPI AG
record_format Article
series Genes
spelling doaj.art-0a38bdcaac04489bb491f25f876971f92023-12-03T15:06:04ZengMDPI AGGenes2073-44252022-07-01137121610.3390/genes13071216Altered Transcriptional Regulation of Glycolysis in Circulating CD8<sup>+</sup> T Cells of Rheumatoid Arthritis PatientsShilpa Harshan0Poulami Dey1Srivatsan Raghunathan2Institute of Bioinformatics and Applied Biotechnology, Bangalore 560100, Karnataka, IndiaThe Edu Bio LLC, 2222 W. Grand River Ave, STE A, Okemos, MI 48864, USAInstitute of Bioinformatics and Applied Biotechnology, Bangalore 560100, Karnataka, IndiaPeripheral T lymphocytes of rheumatoid arthritis (RA) patients show pathological changes in their metabolic pathways, especially glycolysis. These changes may drive the increased proliferation and tissue invasiveness of RA T cells. In order to study the transcriptional regulation underlying these alterations, we analysed publicly available RNA sequencing data from circulating T lymphocyte subsets of healthy individuals, untreated RA patients, and patients undergoing treatment for RA. Differential co-expression networks were created using sample-wise edge weights from an analysis called “linear interpolation to obtain network estimates for single sample” (lionessR), and annotated using the Gene Transcription Regulation Database (GTRD). Genes with high centrality scores were identified. CD8<sup>+</sup> effector memory cells (Tem) and CD8<sup>+</sup>CD45RA<sup>+</sup> effector memory cells (Temra) showed large changes in the transcriptional regulation of glycolysis in untreated RA. <i>PFKFB3</i> and <i>GAPDH</i> were differentially regulated and had high centrality scores in CD8<sup>+</sup> Tem cells. <i>PFKFB3</i> downregulation may be due to <i>HIF1A</i> post transcriptional inhibition. Tocilizumab treatment partially reversed the RA-associated differential expression of several metabolic and regulatory genes. <i>MYC</i> was upregulated and had high centrality scores in RA CD8<sup>+</sup> Temra cells; however, its glycolysis targets were unaltered. The upregulation of the PI3K-AKT and mTOR pathways may explain <i>MYC</i> upregulation.https://www.mdpi.com/2073-4425/13/7/1216rheumatoid arthritisT lymphocyteregulation of glycolysisRNA sequencing<i>PFKFB3</i>pentose phosphate pathway
spellingShingle Shilpa Harshan
Poulami Dey
Srivatsan Raghunathan
Altered Transcriptional Regulation of Glycolysis in Circulating CD8<sup>+</sup> T Cells of Rheumatoid Arthritis Patients
Genes
rheumatoid arthritis
T lymphocyte
regulation of glycolysis
RNA sequencing
<i>PFKFB3</i>
pentose phosphate pathway
title Altered Transcriptional Regulation of Glycolysis in Circulating CD8<sup>+</sup> T Cells of Rheumatoid Arthritis Patients
title_full Altered Transcriptional Regulation of Glycolysis in Circulating CD8<sup>+</sup> T Cells of Rheumatoid Arthritis Patients
title_fullStr Altered Transcriptional Regulation of Glycolysis in Circulating CD8<sup>+</sup> T Cells of Rheumatoid Arthritis Patients
title_full_unstemmed Altered Transcriptional Regulation of Glycolysis in Circulating CD8<sup>+</sup> T Cells of Rheumatoid Arthritis Patients
title_short Altered Transcriptional Regulation of Glycolysis in Circulating CD8<sup>+</sup> T Cells of Rheumatoid Arthritis Patients
title_sort altered transcriptional regulation of glycolysis in circulating cd8 sup sup t cells of rheumatoid arthritis patients
topic rheumatoid arthritis
T lymphocyte
regulation of glycolysis
RNA sequencing
<i>PFKFB3</i>
pentose phosphate pathway
url https://www.mdpi.com/2073-4425/13/7/1216
work_keys_str_mv AT shilpaharshan alteredtranscriptionalregulationofglycolysisincirculatingcd8supsuptcellsofrheumatoidarthritispatients
AT poulamidey alteredtranscriptionalregulationofglycolysisincirculatingcd8supsuptcellsofrheumatoidarthritispatients
AT srivatsanraghunathan alteredtranscriptionalregulationofglycolysisincirculatingcd8supsuptcellsofrheumatoidarthritispatients