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Promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach

AIMS: Rheumatoid arthritis (RA) is a systematic autoimmune disorder, characterized by synovial inflammation, bone and cartilage destruction, and disease involvement in multiple organs. Although numerous drugs are employed in RA treatment, some respond little and suffer from severe side effects. This...

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Autores principales: Li, Xingyan, Yang, Yejing, Sun, Guili, Dai, Wanwu, Jie, Xuri, Du, Yongjun, Huang, Runjie, Zhang, Jiaming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The British Editorial Society of Bone & Joint Surgery 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7468554/
https://www.ncbi.nlm.nih.gov/pubmed/32922758
http://dx.doi.org/10.1302/2046-3758.98.BJR-2019-0301.R1
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author Li, Xingyan
Yang, Yejing
Sun, Guili
Dai, Wanwu
Jie, Xuri
Du, Yongjun
Huang, Runjie
Zhang, Jiaming
author_facet Li, Xingyan
Yang, Yejing
Sun, Guili
Dai, Wanwu
Jie, Xuri
Du, Yongjun
Huang, Runjie
Zhang, Jiaming
author_sort Li, Xingyan
collection PubMed
description AIMS: Rheumatoid arthritis (RA) is a systematic autoimmune disorder, characterized by synovial inflammation, bone and cartilage destruction, and disease involvement in multiple organs. Although numerous drugs are employed in RA treatment, some respond little and suffer from severe side effects. This study aimed to screen the candidate therapeutic targets and promising drugs in a novel method. METHODS: We developed a module-based and cumulatively scoring approach that is a deeper-layer application of weighted gene co-expression network (WGCNA) and connectivity map (CMap) based on the high-throughput datasets. RESULTS: Four noteworthy RA-related modules were identified, revealing the immune- and infection-related biological processes and pathways involved in RA. HLA-DMA, HLA-DMB, HLA-DPA1, HLA-DPB1, HLA-DQB1, HLA-DRA, HLA-DRB1, BLNK, BTK, CD3D, CD4, IL2RG, INPP5D, LCK, PTPRC, RAC2, SYK, and VAV1 were recognized as the key hub genes with high connectivity in gene regulation networks and gene pathway networks. Moreover, the long noncoding RNAs (lncRNAs) in the RA-related modules, such as FAM30A and NEAT1, were identified as the indispensable interactors with the hub genes. Finally, candidate drugs were screened by developing a cumulatively scoring approach based on the selected modules. Niclosamide and the other compounds of T-type calcium channel blocker, IKK inhibitor, and PKC activator, HIF activator, and proteasome inhibitor, which harbour the similar gene signature with niclosamide, were promising drugs with high specificity and broad coverage for the RA-related modules. CONCLUSION: This study provides not only the promising targets and drugs for RA but also a novel methodological insight into the target and drug screening. Cite this article: Bone Joint Res 2020;9(8):501–514.
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spelling pubmed-74685542020-09-10 Promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach Li, Xingyan Yang, Yejing Sun, Guili Dai, Wanwu Jie, Xuri Du, Yongjun Huang, Runjie Zhang, Jiaming Bone Joint Res Arthritis AIMS: Rheumatoid arthritis (RA) is a systematic autoimmune disorder, characterized by synovial inflammation, bone and cartilage destruction, and disease involvement in multiple organs. Although numerous drugs are employed in RA treatment, some respond little and suffer from severe side effects. This study aimed to screen the candidate therapeutic targets and promising drugs in a novel method. METHODS: We developed a module-based and cumulatively scoring approach that is a deeper-layer application of weighted gene co-expression network (WGCNA) and connectivity map (CMap) based on the high-throughput datasets. RESULTS: Four noteworthy RA-related modules were identified, revealing the immune- and infection-related biological processes and pathways involved in RA. HLA-DMA, HLA-DMB, HLA-DPA1, HLA-DPB1, HLA-DQB1, HLA-DRA, HLA-DRB1, BLNK, BTK, CD3D, CD4, IL2RG, INPP5D, LCK, PTPRC, RAC2, SYK, and VAV1 were recognized as the key hub genes with high connectivity in gene regulation networks and gene pathway networks. Moreover, the long noncoding RNAs (lncRNAs) in the RA-related modules, such as FAM30A and NEAT1, were identified as the indispensable interactors with the hub genes. Finally, candidate drugs were screened by developing a cumulatively scoring approach based on the selected modules. Niclosamide and the other compounds of T-type calcium channel blocker, IKK inhibitor, and PKC activator, HIF activator, and proteasome inhibitor, which harbour the similar gene signature with niclosamide, were promising drugs with high specificity and broad coverage for the RA-related modules. CONCLUSION: This study provides not only the promising targets and drugs for RA but also a novel methodological insight into the target and drug screening. Cite this article: Bone Joint Res 2020;9(8):501–514. The British Editorial Society of Bone & Joint Surgery 2020-08-02 /pmc/articles/PMC7468554/ /pubmed/32922758 http://dx.doi.org/10.1302/2046-3758.98.BJR-2019-0301.R1 Text en © 2020 Author(s) et al. https://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution Non-Commercial No Derivatives (CC BY-NC-ND 4.0) licence, which permits the copying and redistribution of the work only, and provided the original author and source are credited.
spellingShingle Arthritis
Li, Xingyan
Yang, Yejing
Sun, Guili
Dai, Wanwu
Jie, Xuri
Du, Yongjun
Huang, Runjie
Zhang, Jiaming
Promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach
title Promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach
title_full Promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach
title_fullStr Promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach
title_full_unstemmed Promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach
title_short Promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach
title_sort promising targets and drugs in rheumatoid arthritis: a module-based and cumulatively scoring approach
topic Arthritis
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7468554/
https://www.ncbi.nlm.nih.gov/pubmed/32922758
http://dx.doi.org/10.1302/2046-3758.98.BJR-2019-0301.R1
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