# Integrative SMR prioritizes oxidative stress–related regulatory genes for Alzheimer’s disease with brain-tissue validation

**Authors:** Liu Wu, Yu-Ting Dong, Xin Mu, Xiao Luo, Ze-Jun Chen

PMC · DOI: 10.1016/j.tjpad.2026.100535 · 2026-03-17

## TL;DR

This study identifies oxidative stress-related genes linked to Alzheimer's disease using genetic and epigenetic data, highlighting potential therapeutic targets.

## Contribution

A novel three-step SMR framework integrates GWAS, eQTL, and mQTL data to prioritize oxidative stress-related genes in Alzheimer’s disease.

## Key findings

- Candidate genes like CRLS1, PRKAA1, and APP are associated with Alzheimer’s disease risk.
- KEAP1, SIRT1, and PRDX5 show brain-tissue relevance in AD.
- Epigenetic sites like cg20211653 are linked to transcriptional mechanisms in AD.

## Abstract

Oxidative stress (OS) plays a critical role in the pathogenesis of Alzheimer’s disease (AD), yet its genetic and epigenetic regulatory mechanisms remain unclear. In this study, we applied a three-step summary-based Mendelian randomization (SMR) framework to integrate Alzheimer’s disease (AD) GWAS summary statistics with peripheral-blood eQTL and mQTL datasets, and further evaluated brain-tissue relevance using GTEx v8 and AMP-AD resources. Across the three-step SMR analyses, we prioritized multiple OS-related candidate genes (e.g., CRLS1, PRKAA1, CYP2E1, GPX1, and APP) associated with AD risk, and brain-tissue analyses further highlighted KEAP1, SIRT1, and PRDX5 as region-relevant signals. Functional enrichment analyses highlighted critical pathways such as "Nrf2-mediated antioxidant response" and "PI3K-AKT signaling," emphasizing the roles of oxidative stress, mitochondrial function, and neuroinflammation in AD. Novel regulatory mechanisms were uncovered at methylation sites (e.g., cg20211653 associated with ABCA1), linking epigenetic regulation to transcriptional mechanisms and providing candidates for brain-tissue follow-up. This study provides new insights into the molecular underpinnings of AD, bridging genetic variation, epigenetic regulation, and transcription, and identifies potential therapeutic targets for mitigating oxidative damage and neurodegeneration.

## Linked entities

- **Genes:** CRLS1 (cardiolipin synthase 1) [NCBI Gene 54675], PRKAA1 (protein kinase AMP-activated catalytic subunit alpha 1) [NCBI Gene 5562], CYP2E1 (cytochrome P450 family 2 subfamily E member 1) [NCBI Gene 1571], GPX1 (glutathione peroxidase 1) [NCBI Gene 2876], APP (amyloid beta precursor protein) [NCBI Gene 351], KEAP1 (kelch like ECH associated protein 1) [NCBI Gene 9817], SIRT1 (sirtuin 1) [NCBI Gene 23411], PRDX5 (peroxiredoxin 5) [NCBI Gene 25824], ABCA1 (ATP binding cassette subfamily A member 1) [NCBI Gene 19]
- **Diseases:** Alzheimer’s disease (MONDO:0004975)

## Full-text entities

- **Genes:** GSR (glutathione-disulfide reductase) [NCBI Gene 2936] {aka CNSHA10, GR, GSRD, HEL-75, HEL-S-122m}, MAPT (microtubule associated protein tau) [NCBI Gene 4137] {aka DDPAC, FTD1, FTDP-17, MAPTL, MSTD, MTBT1}, CYCS (cytochrome c, somatic) [NCBI Gene 54205] {aka CYC, HCS, THC4}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, ESR1 (estrogen receptor 1) [NCBI Gene 2099] {aka ER, ESR, ESRA, ESTRR, Era, NR3A1}, TLR2 (toll like receptor 2) [NCBI Gene 7097] {aka CD282, TIL4}, KEAP1 (kelch like ECH associated protein 1) [NCBI Gene 9817] {aka INrf2, KLHL19}, BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, VARS2 (valyl-tRNA synthetase 2, mitochondrial) [NCBI Gene 57176] {aka COXPD20, VALRS, VARS2L, VARSL}, AP2B1 (adaptor related protein complex 2 subunit beta 1) [NCBI Gene 163] {aka ADTB2, AP105B, AP2-BETA, CLAPB1}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, FOXO1 (forkhead box O1) [NCBI Gene 2308] {aka FKH1, FKHR, FOXO1A}, HADHB (hydroxyacyl-CoA dehydrogenase trifunctional multienzyme complex subunit beta) [NCBI Gene 3032] {aka ECHB, MSTP029, MTPB, MTPD, MTPD2, TP-BETA}, SIRT1 (sirtuin 1) [NCBI Gene 23411] {aka SIR2, SIR2L1, SIR2alpha}, MAP3K5 (mitogen-activated protein kinase kinase kinase 5) [NCBI Gene 4217] {aka ASK1, MAPKKK5, MEKK5}, APOE (apolipoprotein E) [NCBI Gene 348] {aka AD2, APO-E, ApoE4, LDLCQ5, LPG}, TOMM40 (translocase of outer mitochondrial membrane 40) [NCBI Gene 10452] {aka C19orf1, D19S1177E, PER-EC1, PEREC1, TOM40}, AHR (aryl hydrocarbon receptor) [NCBI Gene 196] {aka FVH3, RP85, bHLHe76}, NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 4780] {aka IMDDHH, NRF2, Nrf-2}, CXCL8 (C-X-C motif chemokine ligand 8) [NCBI Gene 3576] {aka GCP-1, GCP1, IL8, LECT, LUCT, LYNAP}, NFKBIA (NFKB inhibitor alpha) [NCBI Gene 4792] {aka EDAID2, IKBA, MAD-3, NFKBI}, CALM2 (calmodulin 2) [NCBI Gene 805] {aka CALM, CALML2, CAM1, CAM3, CAMC, CAMII}, CALM1 (calmodulin 1) [NCBI Gene 801] {aka CALML2, CAM2, CAM3, CAMB, CAMC, CAMI}, PRDX5 (peroxiredoxin 5) [NCBI Gene 25824] {aka ACR1, AOEB166, B166, HEL-S-55, PLP, PMP20}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, BDNF (brain derived neurotrophic factor) [NCBI Gene 627] {aka ANON2, BULN2}, MAPK14 (mitogen-activated protein kinase 14) [NCBI Gene 1432] {aka CSBP, CSBP1, CSBP2, CSPB1, EXIP, Mxi2}, GPX1 (glutathione peroxidase 1) [NCBI Gene 2876] {aka GPXD, GSHPX1}, CRLS1 (cardiolipin synthase 1) [NCBI Gene 54675] {aka C20orf155, CLS, CLS1, COSPD57, GCD10, dJ967N21.6}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, APP (amyloid beta precursor protein) [NCBI Gene 351] {aka AAA, ABETA, ABPP, AD1, APPI, CTFgamma}, LYPD4 (LY6/PLAUR domain containing 4) [NCBI Gene 147719] {aka SMR}, PRKCD (protein kinase C delta) [NCBI Gene 5580] {aka ALPS3, CVID9, MAY1, PKCD, nPKC-delta}, BCL2L11 (BCL2 like 11) [NCBI Gene 10018] {aka BAM, BIM, BOD}, TNFRSF1A (TNF receptor superfamily member 1A) [NCBI Gene 7132] {aka CD120a, FPF, TBP1, TNF-R, TNF-R-I, TNF-R55}, PPARGC1A (PPARG coactivator 1 alpha) [NCBI Gene 10891] {aka LEM6, PGC-1(alpha), PGC-1alpha, PGC-1v, PGC1, PGC1A}, CYP2E1 (cytochrome P450 family 2 subfamily E member 1) [NCBI Gene 1571] {aka CPE1, CYP2E, P450-J, P450C2E}, ABCA1 (ATP binding cassette subfamily A member 1) [NCBI Gene 19] {aka ABC-1, ABC1, CERP, HDLCQTL13, HDLDT1, HPALP1}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, CAT (catalase) [NCBI Gene 847], NOTCH1 (notch receptor 1) [NCBI Gene 4851] {aka AOS5, AOVD1, TAN1, hN1}, APOC1 (apolipoprotein C1) [NCBI Gene 341] {aka APOC1B, Apo-CI, ApoC-I, apo-CIB, apoC-IB}, PRKAA1 (protein kinase AMP-activated catalytic subunit alpha 1) [NCBI Gene 5562] {aka AMPK, AMPK alpha 1, AMPKa1}
- **Diseases:** neuronal damage and dysfunction (MESH:D007674), cancer (MESH:D009369), post-stroke (MESH:D020521), dementia (MESH:D003704), Deficiencies (MESH:D007153), neuronal death (MESH:D009410), mitochondrial damage (MESH:D028361), diabetes (MESH:D003920), synaptic failure (MESH:D051437), inflammation (MESH:D007249), neurodegeneration (MESH:D019636), OS (MESH:D000079225), synaptic dysfunction (MESH:C536122), amyloid (MESH:C000718787), cardiovascular diseases (MESH:D002318), cognitive decline (MESH:D003072), AD (MESH:D000544), lipid metabolism disorders (MESH:D052439), neuroinflammation (MESH:D000090862)
- **Chemicals:** fatty acid (MESH:D005227), oxygen (MESH:D010100), cardiolipin (MESH:D002308), hydrogen peroxide (MESH:D006861), calcium (MESH:D002118), cholesterol (MESH:D002784), ROS (MESH:D017382), AMP-AD (-), Lipid (MESH:D008055)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** rs13104796, rs2523593, rs4930698, rs2300502, rs72801474, rs79540048, rs55737841, rs11124572, rs6017938, rs6987305, rs11628818, rs4147744, rs2596500, rs113135335, rs782642, rs9618717, rs6053130, rs11130203, rs4309, rs4305, rs7585058, rs4983384, rs782579, rs41313505, rs778594, rs1870726, rs300753, rs7603343, rs17347592, rs4469064, rs3805487, rs4353, rs2007647, rs564, rs61759760, rs1888235, rs8003903

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13014940/full.md

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Source: https://tomesphere.com/paper/PMC13014940