# Zinc finger protein Y - linked as a potential biomarker for autoimmune hepatitis and multiple sclerosis which overlap with immune infiltration

**Authors:** Jian Liu, Di Guo, Meng Pu, Xin Li, Ying Xiao, Zi-wei Zhang, Yi-bin Tang, Yang Liu, Cun-gen Ma, Qing Wang

PMC · DOI: 10.1038/s41598-026-43283-4 · Scientific Reports · 2026-03-27

## TL;DR

This study identifies ZFY as a potential biomarker for Autoimmune Hepatitis and Multiple Sclerosis, linking it to immune infiltration and the PI3K/Akt pathway.

## Contribution

The study discovers ZFY as a novel common biomarker for AIH and MS using bioinformatics and experimental validation.

## Key findings

- ZFY is significantly downregulated in both AIH and MS patients.
- ZFY is associated with immune cell infiltration and the PI3K/Akt pathway in both diseases.
- Experimental models confirm ZFY's diagnostic potential for AIH and MS.

## Abstract

Autoimmune Hepatitis (AIH) and Multiple Sclerosis (MS) are chronic inflammatory diseases with abnormal immune responses. This study aims to identify common biomarkers for AIH and MS using bioinformatics analysis. Gene expression data of AIH (GSE159676) and MS (GSE131279 and GSE131281) were obtained from the GEO database. Differentially Expressed Genes (DEGs) were identified using the limma package in R. Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis, Protein-Protein Interaction (PPI) network, and machine learning algorithm Least Absolute Shrinkage and Selection Operator (LASSO) regression were used to evaluate potential biomarkers. The common biomarker gene Zinc Finger Protein Y-linked (ZFY) was identified. KEGG analysis showed significant enrichment of the Phosphatidylinositol 3-Kinase/Protein Kinase B (PI3K/Akt) pathway in both diseases. LASSO regression identified ZFY as a potential diagnostic marker, with decreased expression in both AIH and MS groups. Single-gene immune infiltration analysis indicated a significant association between ZFY expression and immune cell infiltration levels. Experimental validation in ConA-induced hepatitis and CPZ-mediated demyelination model mice further verified the diagnostic potential of ZFY. This study reveals the potential of ZFY as a biomarker for AIH and MS, highlighting its role in the PI3K/Akt pathway and immune infiltration. These findings provide new insights into the common pathological mechanisms of AIH and MS and suggest potential targets for future therapeutic strategies.

## Linked entities

- **Genes:** ZFY (zinc finger protein Y-linked) [NCBI Gene 7544]
- **Diseases:** Autoimmune Hepatitis (MONDO:0016264), Multiple Sclerosis (MONDO:0005301)

## Full-text entities

- **Genes:** Abcg2 (ATP binding cassette subfamily G member 2 (Junior blood group)) [NCBI Gene 26357] {aka ABC15, ABCP, BCRP, Bcrp1, MXR, MXR1}, Foxc1 (forkhead box C1) [NCBI Gene 17300] {aka FREAC3, Fkh1, Mf1, Mf4, ch, fkh-1}, ZFY (zinc finger protein Y-linked) [NCBI Gene 7544] {aka ZNF911}, Hbb (hemoglobin beta chain complex) [NCBI Gene 15127], Akt1 (Akt serine/threonine kinase 1) [NCBI Gene 11651] {aka Akt, LTR-akt, PKB, PKB/Akt, PKBalpha, Rac}, Itpr3 (inositol 1,4,5-triphosphate receptor 3) [NCBI Gene 16440] {aka IP3R 3, IP3R-3, Ip3r3, Itpr-3, tf}, Ifng (interferon gamma) [NCBI Gene 15978] {aka IFN-g, If2f, Ifg}, Ggh (gamma-glutamyl hydrolase) [NCBI Gene 14590] {aka gamma-GH}, Il15 (interleukin 15) [NCBI Gene 16168] {aka IL-15}, Eaf2 (ELL associated factor 2) [NCBI Gene 106389] {aka FESTA-L, FESTA-S, Festa, Traits, U19}, Yy1 (YY1 transcription factor) [NCBI Gene 22632] {aka NF-E1, YY-1}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, Foxb1 (forkhead box B1) [NCBI Gene 64290] {aka C43, Fkh5, Foxb1a, Foxb1b, Hfh-e5.1, Mf3}, Snora20 (small nucleolar RNA, H/ACA box 20) [NCBI Gene 100303746] {aka MBI-125}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, Gpt (glutamic pyruvic transaminase, soluble) [NCBI Gene 76282] {aka 1300007J06Rik, 2310022B03Rik, ALT, ALT1, Gpt-1, Gpt1}, Apln (apelin) [NCBI Gene 30878] {aka 6030430G11Rik, Apel}, Slc22a15 (solute carrier family 22 (organic anion/cation transporter), member 15) [NCBI Gene 242126] {aka 2610034P21Rik, 4930477M19, A530052I06Rik}, Slc17a5 (solute carrier family 17 (anion/sugar transporter), member 5) [NCBI Gene 235504] {aka 4631416G20Rik, 4732491M05, AST, ISSD, NSD, SD}, Mbp (myelin basic protein) [NCBI Gene 17196] {aka Hmbpr, golli-mbp, jve, mld, shi}, Pik3r1 (phosphoinositide-3-kinase regulatory subunit 1) [NCBI Gene 18708] {aka PI3K, p50alpha, p55alpha, p85alpha}
- **Diseases:** AIDs (MESH:D001327), hepatic injury (MESH:D056486), cancer (MESH:D009369), MS (MESH:D009103), Liver injury (MESH:D017093), Alzheimer disease (MESH:D000544), necrosis (MESH:D009336), conduction disorders (MESH:D019955), immune-dysregulation (OMIM:614878), liver inflammatory disease (MESH:D008107), neurological deficits (MESH:D009461), AIH (MESH:D019693), chronic-relapsing inflammation (MESH:D007249), Amyotrophic lateral sclerosis (MESH:D000690), anxiety (MESH:D001007), memory impairment (MESH:D008569), Burkitt lymphoma (MESH:D002051), axonal damage (MESH:D001480), hepatocyte damage and dysfunction (MESH:D007674), demyelination (MESH:D003711), diseases (MESH:D004194), neuroinflammation (MESH:D000090862), Parkinson's disease (MESH:D010300), cognitive and behavioral disorders (MESH:D003072), myelin damage (MESH:D020279), immune abnormalities (MESH:D007154), neurodegeneration (MESH:D019636), hypergammaglobulinemia (MESH:D006942), hyperactivity (MESH:D006948), neurological diseases (MESH:D020271)
- **Chemicals:** paraffin (MESH:D010232), HE (MESH:D006371), hematoxylin (MESH:D006416), LFB (MESH:C018588), sucrose (MESH:D013395), melatonin (MESH:D008550), lithium carbonate (MESH:D016651), nitrogen (MESH:D009584), water (MESH:D014867), CPZ (MESH:D003471), PBS (-), ethanol (MESH:D000431), Triton X - 100 (MESH:D017830), pentobarbital sodium (MESH:D010424), paraformaldehyde (MESH:C003043), alcohol (MESH:D000438), DAPI (MESH:C007293), xylene (MESH:D014992)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** /6 — Homo sapiens (Human), Tongue squamous cell carcinoma, Cancer cell line (CVCL_5985)

## Full text

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Source: https://tomesphere.com/paper/PMC13039438