Table · dataset · 2026
The processed data used in this study are available at figshare.com
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33963235.v1
Description
<p dir="ltr"><b>Evaluation of SLCO5A1, mir 218 5p, and PILRB as novel biomarkers for the diagnosis of multiple sclerosis using systems biology and real-time PCR </b></p><p dir="ltr"><b>Abstract </b></p><p dir="ltr">Introduction: Multiple sclerosis (MS) is a chronic inflammatory demyelinating disease of the central nervous system that involves complex molecular and genetic mechanisms. This study, aimed to identify key genes and construct a novel mRNA–miRNA–long non-coding RNA (lncRNA) regulatory network for the development of MS through integrated bioinformatics analysis and experimental validation.
Methods
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Differentially expressed genes were identified using DESeq2, and weighted gene co-expression network analysis (WGCNA) was used to define the disease-related gene modules. The functional annotations and pathway analyses were then applied to identify MS-significant pathways using Enrichr and GSEA. To predict upstream miRNAs regulating target genes, different databases were used, such as MIRMAP, mirDB, TargetScan, mirDIP, DIANA Tools, and miRWalk.
The StarBase database was used to find possible upstream long-noncoding RNA (lncRNA) by searching for the selected miRNA. Expression of the three biomarkers was determined by using Real-Time PCR in MS patients and healthy controls. Results: 4,156 genes were found to be significantly dysregulated in MS.
The darkviolet module was identified as the key module related to disease status. Experimental validation of SLCO5A1 expression in MS disease compared to healthy state, significant upregulation of expression (log2FC= 2.27, p value<0.0001), STAG3L5P-PVRIG2P-PILRB, from the disease state was observed, along with significant upregulation of expression in the disease state compared to healthy state (log2FC=7.48, p value< 0.0001) and has-miR-218-5p showed a significant down regulation in the disease state against healthy state (log2FC=0.041, p value<0.0001).
Conclusion: These findings suggest a novel ceRNA regulatory network that may contribute to MS pathogenesis, prognosis, and therapeutic targeting.</p><p dir="ltr"><b>Keywords:</b> Multiple sclerosis; systems biology; miRNA; lncRNA; ceRNA</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33963235.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Biological network analysis · Biological network analysis · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Systems biology · Systems biology
- Inferred from text
- Disease 75%
Provenance · 2 source records, 33 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33963235 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33963235 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[disease].local:disease:disease | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].anzsrc:field:310114 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['systems biology'] |
| concepts[field].anzsrc:field:310114 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['systems biology'] |
| concepts[field].anzsrc:field:310202 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Biological network analysis'] |
| concepts[field].anzsrc:field:310202 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Biological network analysis'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |