# Regulon Reconstruction Uncovers Novel Deregulated Factors in Alzheimer’s Disease

**Authors:** Marcella Vitória Belém-Souza, Gustavo Barra-Matos, Gilderlanio Santana de Araújo

PMC · DOI: 10.1007/s12035-026-05745-8 · Molecular Neurobiology · 2026-02-23

## TL;DR

This study identifies key regulatory factors in Alzheimer’s disease by analyzing gene networks across brain regions, revealing new targets for understanding and treating the disease.

## Contribution

The study introduces a novel method for reconstructing TF-centered regulatory networks in Alzheimer’s disease, identifying region-specific master regulators.

## Key findings

- 354 master-regulator transcription factors (MR-TFs) were identified across multiple brain regions in Alzheimer’s disease.
- Novel MR-TFs like ADCYAP1, TEAD2, and BCL6 were consistently found across tissues in AD.
- Known AD-related genes such as BIN1, EGFR, and SPI1 were confirmed as MR-TFs, supporting their role in disease susceptibility.

## Abstract

Alzheimer’s disease (AD) is a progressive neurodegenerative age-related disorder characterized by widespread transcriptional deregulation across multiple brain regions. Among the molecular players involved, the transcription factors (TFs) can regulate the expression of AD-related peptides (β‐amyloid and tau). We aim to unveil reconstructed TF-centered networks and their dynamics across multiple brain regions. In this study, we conducted an exhaustive differential gene expression analysis, reconstructed TF-TF-centered regulatory networks, and performed master-regulation analyses across multiple regions. We used bulk RNA-seq data from 2,229 post-mortem samples from the ROSMAP, MAYO, and MSBB cohorts. To place these regulatory programs in a disease-relevant context, we integrated protein–protein interaction (PPI) data, experimental TF-target data, and AD-associated genetic risk loci as a translational layer. We assessed TF-centered regulons for 1,605 TFs and identified 354 master-regulators (MR-TFs) across multiple brain regions, including the parahippocampal gyrus, temporal cortex, and cerebellum, which exhibited the highest numbers of regulons. Overall, regulons fell within a moderate size range (median 55 targets), rather than into extensive large networks. Novel MR-TFs, including ADCYAP1, TEAD2, BCL6, MAFF, NFKBIA, were consistently identified as MR-TFs across tissues in AD. Furthermore, GUCY1B1, RBFOX2, and MEF2C were found conserved in the parahippocampal gyrus, inferior frontal gyrus, and posterior cingulate cortex. Additionally, our work identified the well-known AD-related genes BIN1, EGFR, and SPI1 as MR-TFs, reinforcing their functional roles as susceptibility risk markers in AD. This work established an MR-TF-centered integrated regulatory network map of AD, revealing MR-TFs as factors that orchestrate gene deregulation in a region- and cell-context–dependent approach, and providing a robust foundation for mechanistic and translational investigations in neurodegeneration.

## Linked entities

- **Genes:** ADCYAP1 (adenylate cyclase activating polypeptide 1) [NCBI Gene 116], TEAD2 (TEA domain transcription factor 2) [NCBI Gene 8463], BCL6 (BCL6 transcription repressor) [NCBI Gene 604], MAFF (MAF bZIP transcription factor F) [NCBI Gene 23764], NFKBIA (NFKB inhibitor alpha) [NCBI Gene 4792], GUCY1B1 (guanylate cyclase 1 soluble subunit beta 1) [NCBI Gene 2983], RBFOX2 (RNA binding fox-1 homolog 2) [NCBI Gene 23543], MEF2C (myocyte enhancer factor 2C) [NCBI Gene 4208], BIN1 (bridging integrator 1) [NCBI Gene 274], EGFR (epidermal growth factor receptor) [NCBI Gene 1956], SPI1 (Spi-1 proto-oncogene) [NCBI Gene 6688]
- **Diseases:** Alzheimer’s disease (MONDO:0004975)

## Full-text entities

- **Genes:** NFKB2 (nuclear factor kappa B subunit 2) [NCBI Gene 4791] {aka CVID10, H2TF1, LYT-10, LYT10, NF-kB2, p100}, YY1 (YY1 transcription factor) [NCBI Gene 7528] {aka DELTA, GADEVS, INO80S, NF-E1, UCRBP, YIN-YANG-1}, SPI1 (Spi-1 proto-oncogene) [NCBI Gene 6688] {aka AGM10, OF, PU.1, SFPI1, SPI-1, SPI-A}, CTSB (cathepsin B) [NCBI Gene 1508] {aka APPS, CPSB, KWE, RECEUP}, SOX9 (SRY-box transcription factor 9) [NCBI Gene 6662] {aka CMD1, CMPD1, ENH13, SRA1, SRXX2, SRXY10}, BCL11B (BCL11 transcription factor B) [NCBI Gene 64919] {aka ATL1, ATL1-alpha, ATL1-beta, ATL1-delta, ATL1-gamma, CTIP-2}, BCL6 (BCL6 transcription repressor) [NCBI Gene 604] {aka BCL5, BCL6A, LAZ3, ZBTB27, ZNF51}, BIN1 (bridging integrator 1) [NCBI Gene 274] {aka AMPH2, AMPHL, CNM2, SH3P9}, INPP5D (inositol polyphosphate-5-phosphatase D) [NCBI Gene 3635] {aka SHIP, SHIP-1, SHIP1, SIP-145, hp51CN, p150Ship}, F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, ITM2B (integral membrane protein 2B) [NCBI Gene 9445] {aka ABRI, BRI, BRI2, BRICD2B, E25B, E3-16}, TEAD2 (TEA domain transcription factor 2) [NCBI Gene 8463] {aka ETF, TEAD-2, TEF-4, TEF4}, GUCY1B1 (guanylate cyclase 1 soluble subunit beta 1) [NCBI Gene 2983] {aka GC-S-beta-1, GC-SB3, GUC1B3, GUCB3, GUCSB3, GUCY1B3}, IKZF1 (IKAROS family zinc finger 1) [NCBI Gene 10320] {aka CVID13, Hs.54452, IK1, IKAROS, LYF1, LyF-1}, TP53BP1 (tumor protein p53 binding protein 1) [NCBI Gene 7158] {aka 53BP1, TDRD30, p202, p53BP1}, ZNF423 (zinc finger protein 423) [NCBI Gene 23090] {aka Ebfaz, JBTS19, NPHP14, OAZ, Roaz, ZFP423}, RCOR2 (REST corepressor 2) [NCBI Gene 283248], TP73 (tumor protein p73) [NCBI Gene 7161] {aka CILD47, P73}, NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 4780] {aka IMDDHH, NRF2, Nrf-2}, HIPK2 (homeodomain interacting protein kinase 2) [NCBI Gene 28996] {aka PRO0593}, MYH11 (myosin heavy chain 11) [NCBI Gene 4629] {aka AAT4, FAA4, SMHC, SMMHC, SMMS-1, VSCM2}, MS4A4A (membrane spanning 4-domains A4A) [NCBI Gene 51338] {aka 4SPAN1, CD20-L1, CD20L1, HDCME31P, MS4A4, MS4A7}, ZFP36 (ZFP36 zinc finger CCCH-type) [NCBI Gene 7538] {aka G0S24, GOS24, NUP475, RNF162A, TIS11, TTP}, IRF7 (interferon regulatory factor 7) [NCBI Gene 3665] {aka IMD39, IRF-7, IRF-7H, IRF7A, IRF7B, IRF7C}, MECOM (MDS1 and EVI1 complex locus) [NCBI Gene 2122] {aka AML1-EVI-1, EVI1, KMT8E, MDS1, MDS1-EVI1, PRDM3}, CSNK2A1 (casein kinase 2 alpha 1) [NCBI Gene 1457] {aka CK2A1, CKII, Cka1, Cka2, OCNDS}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, ZFP36L1 (ZFP36 like 1 zinc finger CCCH-type) [NCBI Gene 677] {aka BRF1, Berg36, ERF-1, ERF1, RNF162B, TIS11B}, ZMYM3 (zinc finger MYM-type containing 3) [NCBI Gene 9203] {aka DXS6673E, MYM, XFIM, XLID112, ZNF198L2, ZNF261}, ZFHX3 (zinc finger homeobox 3) [NCBI Gene 463] {aka ATBF1, ATBT, ATFB8, C16orf47, EIG20, SCA4}, ADCYAP1 (adenylate cyclase activating polypeptide 1) [NCBI Gene 116] {aka PACAP}, CR1 (complement C3b/C4b receptor 1 (Knops blood group)) [NCBI Gene 1378] {aka C3BR, C4BR, CD35, KN}, SORL1 (sortilin related receptor 1) [NCBI Gene 6653] {aka C11orf32, LR11, LRP9, SORLA, SorLA-1, gp250}, HIF3A (hypoxia inducible factor 3 subunit alpha) [NCBI Gene 64344] {aka HIF-3A, HIF3-alpha-1, IPAS, MOP7, PASD7, bHLHe17}, KLF15 (KLF transcription factor 15) [NCBI Gene 28999] {aka KKLF}, WWTR1 (WW domain containing transcription regulator 1) [NCBI Gene 25937] {aka TAZ}, MEF2C (myocyte enhancer factor 2C) [NCBI Gene 4208] {aka C5DELq14.3, DEL5q14.3, NEDHSIL}, LMO4 (LIM domain only 4) [NCBI Gene 8543], ZNF554 (zinc finger protein 554) [NCBI Gene 115196], TREM2 (triggering receptor expressed on myeloid cells 2) [NCBI Gene 54209] {aka AD17, PLOSL2, TREM-2, Trem2a, Trem2b, Trem2c}, TBX3 (T-box transcription factor 3) [NCBI Gene 6926] {aka TBX3-ISO, UMS, XHL}, SIPA1 (signal-induced proliferation-associated 1) [NCBI Gene 6494] {aka SPA1}, GRWD1 (glutamate rich WD repeat containing 1) [NCBI Gene 83743] {aka CDW4, DIAR14, GRWD, RRB1, WDR28}, RBFOX2 (RNA binding fox-1 homolog 2) [NCBI Gene 23543] {aka FOX2, Fox-2, HNRBP2, HRNBP2, RBM9, RTA}, RXRA (retinoid X receptor alpha) [NCBI Gene 6256] {aka NR2B1, RXR-alpha, RXRalpha}, IKBKB (inhibitor of nuclear factor kappa B kinase subunit beta) [NCBI Gene 3551] {aka IKK-2, IKK-beta, IKK2, IKKB, IMD15, IMD15A}, FOXP1 (forkhead box P1) [NCBI Gene 27086] {aka 12CC4, HSPC215, MFH, QRF1, hFKH1B}, NFKBIA (NFKB inhibitor alpha) [NCBI Gene 4792] {aka EDAID2, IKBA, MAD-3, NFKBI}, CASP14 (caspase 14) [NCBI Gene 23581] {aka ARCI12, caspase-14}, PTK2B (protein tyrosine kinase 2 beta) [NCBI Gene 2185] {aka CADTK, CAKB, FADK2, FAK2, PKB, PTK}, TBL1X (transducin beta like 1 X-linked) [NCBI Gene 6907] {aka CHNG8, EBI, SMAP55, TBL1}, ABI3 (ABI family member 3) [NCBI Gene 51225] {aka NESH, SSH3BP3}, SATB2 (SATB homeobox 2) [NCBI Gene 23314] {aka C2DELq32q33, DEL2Q32Q33, GLSS}, CASS4 (Cas scaffold protein family member 4) [NCBI Gene 57091] {aka C20orf32, CAS4, HEFL, HEPL}, MAP2K1 (mitogen-activated protein kinase kinase 1) [NCBI Gene 5604] {aka CFC3, MAPKK1, MEK1, MEL, MKK1, PRKMK1}, SOX10 (SRY-box transcription factor 10) [NCBI Gene 6663] {aka DOM, PCWH, SOX-10, WS2E, WS4, WS4C}, CSRNP2 (cysteine and serine rich nuclear protein 2) [NCBI Gene 81566] {aka C12ORF2, C12orf22, FAM130A1, PPP1R72, TAIP-12}, C3 (complement C3) [NCBI Gene 718] {aka AHUS5, ARMD9, ASP, C3a, C3b, CPAMD1}, FLT1 (fms related receptor tyrosine kinase 1) [NCBI Gene 2321] {aka FLT, FLT-1, VEGFR-1, VEGFR1}, PRNP (prion protein (Kanno blood group)) [NCBI Gene 5621] {aka ASCR, AltPrP, CD230, CJD, GSS, KURU}
- **Diseases:** Abeta toxicity (MESH:D017772), intellectual disability (MESH:D008607), toxicity (MESH:D064420), neuronal death (MESH:D009410), dementia (MESH:D003704), synaptic dysfunction (MESH:C536122), neurodevelopmental disorders (MESH:D002658), neuronal necrosis (MESH:D009336), amyloid plaques (MESH:D058225), cognitive and neuropathological disease (MESH:D003072), age-related disorder (MESH:D008569), inflammation (MESH:D007249), neuropathological lesions (MESH:D004194), neurodegeneration (MESH:D019636), neurotoxicity (MESH:D020258), AD (MESH:D000544), impairment of activities of daily living (MESH:D020773), neuroinflammation (MESH:D000090862), function (MESH:D003291), neurofibrillary tangles (MESH:D055956)
- **Chemicals:** NO (MESH:D009614), lipid (MESH:D008055), cGMP (MESH:D006152), oxygen (MESH:D010100), Nitric oxide (MESH:D009569)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12929348/full.md

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Source: https://tomesphere.com/paper/PMC12929348