# Transcriptome analysis of the prefrontal cortex identifies inflammatory genes associated with cognitive impairment in a model of multiple sclerosis

**Authors:** Luca Zupo, Annalisa Adinolfi, Marco Pieraccioli, Marika Guerra, Valentina Corvino, Francesco Ria, Veronica Ceci, Valerio Chiurchiù, Lorenzo Gaetani, Silvia Sperandei, Massimiliano Di Filippo, Gabriele Di Sante, Maria Concetta Geloso, Claudio Sette

PMC · DOI: 10.1038/s41420-026-03051-9 · Cell Death Discovery · 2026-03-25

## TL;DR

This study finds that inflammation in the prefrontal cortex of mice with multiple sclerosis is linked to cognitive impairment and identifies specific genes that could serve as early markers for this condition.

## Contribution

The study identifies a subset of inflammatory genes in the prefrontal cortex associated with cognitive impairment in multiple sclerosis.

## Key findings

- Inflammatory pathways are strongly upregulated in the prefrontal cortex of EAE mice.
- High inflammation in the prefrontal cortex correlates with cognitive impairment and altered expression of MS-associated genes.
- C1q complement proteins are increased in the cerebrospinal fluid of MS patients with cognitive impairment.

## Abstract

Cognitive impairment (CI) is a hallmark of multiple sclerosis (MS). Despite its relevance, however, knowledge of the key steps involved in its pathogenesis remains incomplete. Consequently, predictive biomarkers and actionable therapeutic options to counteract CI in MS patients are not available. To identify changes associated with CI in MS, we performed transcriptomic analyses of the prefrontal cortex (PFC), a cortical region relevant for cognition, in the experimental autoimmune encephalomyelitis (EAE) mouse model. Our analyses highlighted the strong upregulation of inflammatory pathways in the PFC of EAE mice. Clustering of the top differentially expressed genes (DEGs) in the PFC identified a low (EAE-L) and a high (EAE-H) inflammation subgroup. Notably, enhanced inflammation in the EAE PFC caused increased changes in expression levels of MS-associated genes with relevance for CI. Cell Type-Specific Expression Analysis (CSEA) and morphological analyses indicated that, while EAE-L mice showed only microglia activation, EAEH mice also displayed the involvement of astrocytes, consistent with a more advanced stage of disease. Moreover, neuronal genes were only downregulated in the EAE-H PFC. Analysis of cognitive performance in pre-symptomatic EAE mice revealed that high expression of genes associated with the antigen presentation and the complement pathways was associated with CI. Moreover, expression of C1q complement proteins was increased in the cerebrospinal fluid of MS patients affected by CI. These findings indicate that inflammation in the PFC during EAE is associated with CI and identify a subset of inflammatory genes that may represent early markers and risk factors for functional PFC impairment and loss of cognitive performance in MS patients.

## Linked entities

- **Proteins:** C1qa (complement component 1, q subcomponent, alpha polypeptide)
- **Diseases:** multiple sclerosis (MONDO:0005301)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Saa3 (serum amyloid A 3) [NCBI Gene 20210] {aka Saa-3, l7R3}, H2-Eb1 (histocompatibility 2, class II antigen E beta) [NCBI Gene 14969] {aka Eb, H-2Eb, H2Eb, Ia-4, Ia4}, PNOC (prepronociceptin) [NCBI Gene 5368] {aka N/OFQ, NOP, OFQ, PPNOC, ppN/OFQ}, Ccl2 (C-C motif chemokine ligand 2) [NCBI Gene 20296] {aka HC11, JE, MCAF, MCP-1, MCP1, SMC-CF}, Cyp4f15 (cytochrome P450, family 4, subfamily f, polypeptide 15) [NCBI Gene 106648] {aka Cyp4f-15}, C1QB (complement C1q B chain) [NCBI Gene 713] {aka C1QD2}, CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627] {aka C7, IFI10, INP10, IP-10, SCYB10, crg-2}, Iba1 (induction of brown adipocytes 1) [NCBI Gene 114737], C1qa (complement component 1, q subcomponent, alpha polypeptide) [NCBI Gene 12259] {aka Adic, C1q}, Gfap (glial fibrillary acidic protein) [NCBI Gene 14580], C1qb (complement component 1, q subcomponent, beta polypeptide) [NCBI Gene 12260] {aka Adia}, H2 (histocompatibility-2, MHC) [NCBI Gene 111364] {aka H-2, MHC-II}, Sst (somatostatin) [NCBI Gene 20604] {aka SOM, SRIF, SS, Smst}, Slc45a3 (solute carrier family 45, member 3) [NCBI Gene 212980] {aka 2210413P12Rik, IPCA-6, PRST, Pcanap6}, C1QA (complement C1q A chain) [NCBI Gene 712] {aka C1QD1}, Gjb1 (gap junction protein, beta 1) [NCBI Gene 14618] {aka Cnx32, Cx32, Cxng, connexin-32}, IL7R (interleukin 7 receptor) [NCBI Gene 3575] {aka CD127, CDW127, IL-7R-alpha, IL-7Ralpha, IL7RA, IL7Ralpha}, C4b (complement C4B (Chido blood group)) [NCBI Gene 12268] {aka C4, Ss}, SAA3P (serum amyloid A3, pseudogene) [NCBI Gene 6290] {aka SAA3}, Ciita (class II transactivator) [NCBI Gene 12265] {aka C2ta, EG669998, Gm9475, Mhc2ta}, Tnf (tumor necrosis factor) [NCBI Gene 21926] {aka DIF, TNF-a, TNF-alpha, TNFSF2, TNFalpha, Tnfa}, Gjc2 (gap junction protein, gamma 2) [NCBI Gene 118454] {aka B230382L12Rik, Cx47, Cxno, Gja12}, Aass (aminoadipate-semialdehyde synthase) [NCBI Gene 30956] {aka LKR, LKR/SDH, LOR, LOR/SDH, Lorsdh, SDH}, Il1b (interleukin 1 beta) [NCBI Gene 16176] {aka IL-1beta, Il-1b}, SST (somatostatin) [NCBI Gene 6750] {aka SMST, SST1}, Cxcl10 (C-X-C motif chemokine ligand 10) [NCBI Gene 15945] {aka C7, CRG-2, INP10, IP-10, IP10, Ifi10}, Igtp (interferon gamma induced GTPase) [NCBI Gene 16145] {aka Irgm3}, Lgals3 (lectin, galactose binding, soluble 3) [NCBI Gene 16854] {aka GBP, L-34, Mac-2, gal3}, CCL2 (C-C motif chemokine ligand 2) [NCBI Gene 6347] {aka GDCF-2, HC11, HSMCR30, MCAF, MCP-1, MCP1}, HOMER1 (homer scaffold protein 1) [NCBI Gene 9456] {aka HOMER, HOMER1A, HOMER1B, HOMER1C, SYN47, Ves-1}, Gbp2 (guanylate binding protein 2) [NCBI Gene 14469], H2-Ab1 (histocompatibility 2, class II antigen A, beta 1) [NCBI Gene 14961] {aka Abeta, H-2Ab, H2-Ab, I-Abeta, IAb, Ia-2}, NPTX2 (neuronal pentraxin 2) [NCBI Gene 4885] {aka NARP, NP-II, NP2}, CCL5 (C-C motif chemokine ligand 5) [NCBI Gene 6352] {aka D17S136E, RANTES, SCYA5, SIS-delta, SISd, TCP228}, Homer1 (homer scaffolding protein 1) [NCBI Gene 26556] {aka PSD-Zip45, SYN47, Ves-1, homer-1, vesl-1}, Ccr2 (C-C motif chemokine receptor 2) [NCBI Gene 12772] {aka Cc-ckr-2, Ccr2a, Ccr2b, Ckr2, Ckr2a, Ckr2b}, Ccl5 (C-C motif chemokine ligand 5) [NCBI Gene 20304] {aka MuRantes, RANTES, SISd, Scya5, TCP228}, Cd247 (CD247 antigen) [NCBI Gene 12503] {aka 4930549J05Rik, A430104F18Rik, Cd3, Cd3-eta, Cd3-zeta, Cd3h}, BDNF (brain derived neurotrophic factor) [NCBI Gene 627] {aka ANON2, BULN2}, Nptx2 (neuronal pentraxin 2) [NCBI Gene 53324] {aka Narp, np2}, Bdnf (brain derived neurotrophic factor) [NCBI Gene 12064], C1qc (complement component 1, q subcomponent, C chain) [NCBI Gene 12262] {aka Adib, C1qg, Ciqc}, GJB1 (gap junction protein beta 1) [NCBI Gene 2705] {aka CMTX, CMTX1, CX32}, Cd74 (CD74 antigen (invariant polypeptide of major histocompatibility complex, class II antigen-associated)) [NCBI Gene 16149] {aka CLIP, DHLAG, HLADG, Ia-GAMMA, Ii}, GJC2 (gap junction protein gamma 2) [NCBI Gene 57165] {aka CX46.6, Cx47, GJA12, HLD2, LMPH1C, LMPHM3}, Cd68 (CD68 antigen) [NCBI Gene 12514] {aka Lamp4, Scard1, gp110}, CCR2 (C-C motif chemokine receptor 2) [NCBI Gene 729230] {aka CC-CKR-2, CCR-2, CCR2A, CCR2B, CD192, CKR2}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, Cask (calcium/calmodulin dependent serine protein kinase) [NCBI Gene 12361] {aka DXPri1, DXRib1, LIN-2, Pals3, mLin-2}, Pnoc (prepronociceptin) [NCBI Gene 18155] {aka N/OFQ, Npnc1, OFQ/N}, CD74 (CD74 molecule) [NCBI Gene 972] {aka CLIP, DHLAG, HLADG, II, Ia-GAMMA, p33}, Neurod6 (neurogenic differentiation 6) [NCBI Gene 11922] {aka Atoh2, Math-2, Math2, Nex, Nex1m, bHLHa2}
- **Diseases:** Pelizaeus- Merzbacher-like disease (MESH:C563855), H (MESH:D000848), pain (MESH:D010146), synaptic dysfunction (MESH:C536122), frontotemporal dementia (MESH:D057180), psychiatric (MESH:D001523), drug or alcohol abuse (MESH:D019966), neuroinflammation (MESH:D000090862), CI (MESH:D003072), inflammatory damage (MESH:D018746), cortical damage (MESH:D054220), grey matter (MESH:D055652), neurodegeneration (MESH:D019636), Charcot-Marie-Tooth disease (MESH:D002607), lesions (MESH:D009059), L (MESH:D007926), axonal damage (MESH:D001480), impairment (MESH:D060825), matter lesions (MESH:D056784), executive dysfunction (MESH:D006331), atrophy (MESH:D001284), EAE (MESH:D004681), paranoid schizophrenia (MESH:D012563), loss of tail tone (MESH:D009122), learning disability (MESH:D007859), demyelinating diseases (MESH:D003711), motor deficits (MESH:D009461), AD (MESH:D000544), impairment of synaptic structure and (MESH:D020914), RR (MESH:D020529), memory deficits (MESH:D008569), neuron loss (MESH:D009410), OIP (MESH:D014012), Inflammation (MESH:D007249), sensory-motor deficits (MESH:D001289), PFC dysfunction (MESH:C536329), autoimmune diseases (MESH:D001327), cocaine dependency (MESH:D019970), brain lesions (MESH:D001927), gliosis (MESH:D005911), neuropsychiatric syndromes (MESH:C000631768), frontal (MESH:D020233), physical disability (MESH:D059445), MS (MESH:D009103)
- **Chemicals:** paraformaldehyde (MESH:C003043), DAPI (MESH:C007293), alcohol (MESH:D000438), FITC (MESH:D016650), cyanine-3 (-), Ketamine (MESH:D007649), SYBR Green I (MESH:C098022), sucrose (MESH:D013395), LPS (MESH:D008070), xylazine (MESH:D014991)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mycobacterium tuberculosis H37Ra (strain) [taxon 419947], Mus musculus (house mouse, species) [taxon 10090], Moloney murine leukemia virus (no rank) [taxon 11801], Rattus norvegicus (brown rat, species) [taxon 10116]
- **Mutations:** 5A-C
- **Cell lines:** SJL/J — Mus musculus (Mouse), Finite cell line (CVCL_5897)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13039925/full.md

## References

20 references — full list in the complete paper: https://tomesphere.com/paper/PMC13039925/full.md

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Source: https://tomesphere.com/paper/PMC13039925