Evidence map›Paper›PMID 37340466›Full record

ArticleMolecular neurodegeneration2023

Sex specific molecular networks and key drivers of Alzheimer's disease.

Lei Guo, Jiqing Cao, Jianwei Hou, Yonghe Li, Min Huang, Li Zhu, Larry Zhang, Yeji Lee, Mariana Lemos Duarte, Xianxiao Zhou and 9 more

Open access · goldAbstract read
In one paragraph

Article in Molecular neurodegeneration, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
32citing papers in PubMed, 1 pooled it
6.3field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

32 citing papers in PubMed, 1 synthesis or guideline pooled it, 41 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Cellular transcriptomic signatures underpinning the heterogeneity of depression in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
    Article
  4. Article
  5. Article
  6. Single-cell transcriptomic analysis reveals APOE genotype-dependent sex differences in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
    Article
  7. Genetic risk in Alzheimer's disease.NPJ systems biology and applications · 2026
    Review
  8. Article
  9. Review
  10. Article
  11. Article
  12. Single-cell landscape of sex-specific drivers of Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Article
  13. Topological and geometric signatures of brain network dynamics in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Article
  14. Review
  15. Article
  16. Article
  17. Article
  18. Review
  19. Article
  20. RNA mActa neuropsychiatrica · 2024
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

19 authors at 4 institutions in 1 country.

Lei Guo *Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Jiqing Cao *Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Jianwei HouDepartment of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Yonghe LiDepartment of Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA.
Min HuangDepartment of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Li ZhuDepartment of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Larry ZhangDepartment of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Yeji LeeJames J Peters VA Medical Center, Research & Development, Bronx, NY, 10468, USA.
Mariana Lemos DuarteDepartment of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Xianxiao ZhouDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Minghui WangDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Chia-Chen LiuDepartment of Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA.
Yuka MartensDepartment of Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA.
Michael ChaoDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Alison GoateDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Guojun BuDepartment of Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA.
Vahram HaroutunianJames J Peters VA Medical Center, Research & Development, Bronx, NY, 10468, USA.
Dongming CaiDepartment of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA. dongming.cai@mssm.edu.
Bin ZhangDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA. bin.zhang@mssm.edu.ORCID 0000-0002-9549-5653
James J. Peters VA Medical Center · USIcahn School of Medicine at Mount Sinai · USMayo Clinic in Florida · USYale University · US

Funding

Integrative Network Biology Approaches to Identify, Characterize and Validate Molecular Subtypes in Alzheimer's DiseaseU01AG046170 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI EHRLICH, MICHELLE E, GANDY, SAMUEL E. · 2013 to 2022
$26.0M
Integrative Network Modeling of Cognitive Resilience to Alzheimer's DiseaseR01AG057907 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI EHRLICH, MICHELLE E, HAROUTUNIAN, VAHRAM · 2017 to 2021
$6.3M
Identification and characterization of AD risk networks using multi-dimensional "omics" dataU01AG052411 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI CRUCHAGA, CARLOS, GOATE, ALISON M · 2016 to 2020
$4.5M
Novel Network Biology Approaches to Reposition FDA-approved Drugs for Alzheimer's DiseaseR01AG068030 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI BRENNAND, KRISTEN JENNIFER, CAI, DONGMING · 2020 to 2024
$4.2M
Molecular Characterization and Validation of Gender Differences in Alzheimers Disease PathogenesisRF1AG054014 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI CAI, DONGMING, ZHANG, BIN · 2016 to 2016
$4.2M
Transcriptional Control of Neuroinflammation in Alzheimer's DiseaseR01AG072562 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI CAI, DONGMING, ZHOU, MING-MING · 2021 to 2025
$4.2M
Dissect the interplay between sex and APOE at the single cell level to uncover novel pathways, targets and therapeutics for Alzheimer's diseaseRF1AG074010 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI CAI, DONGMING, ZHANG, BIN · 2021 to 2021
$3.6M
Towards a comprehensive signaling pathway map of parahippocampal vulnerability in Alzheimers DiseaseRF1AG057440 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI HAROUTUNIAN, VAHRAM, NOGGLE, SCOTT ALLEN · 2017 to 2017
$3.5M
Characterization of ApoE4 Induced Phospholipid Dysregulation in AD PathogenesisR01AG048923 · NIA · UNIVERSITY OF MINNESOTA · PI CAI, DONGMING · 2015 to 2025
$3.1M
Characterization of ApoE4 Induced Phospholipid Dysregulation in AD PathogenesisRF1AG048923 · NIA · UNIVERSITY OF MINNESOTA · PI CAI, DONGMING · 2021 to 2021
$2.1M
Characterization of protective roles of ApoE2 against aging and Alzheimer's diseaseR56AG058655 · NIA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI CAI, DONGMING, LADU, MARY JO · 2019 to 2019
$841k
MicroRNA Regulation of Phospholipid Homeostasis in Alzheimer's Disease PathogenesisI01BX003380 · VA · MINNEAPOLIS VA MEDICAL CENTER · PI CAI, DONGMING · 2017 to 2025
–
BLRD VA I01 BX003380BLRD VA I01 BX005934NIA NIH HHS R01 AG048923NIA NIH HHS R01 AG057907NIA NIH HHS R01 AG068030NIA NIH HHS R01 AG072562NIA NIH HHS R56 AG058655NIA NIH HHS RF1 AG048923NIA NIH HHS RF1 AG054014NIA NIH HHS RF1 AG057440NIA NIH HHS RF1 AG074010NIA NIH HHS U01 AG046170NIA NIH HHS U01 AG052411
6 · The paper itself

Abstract

backgroundAlzheimer's disease (AD) is a progressive and age-associated neurodegenerative disorder that affects women disproportionally. However, the underlying mechanisms are poorly characterized. Moreover, while the interplay between sex and ApoE genotype in AD has been investigated, multi-omics studies to understand this interaction are limited. Therefore, we applied systems biology approaches to investigate sex-specific molecular networks of AD.

methodsWe integrated large-scale human postmortem brain transcriptomic data of AD from two cohorts (MSBB and ROSMAP) via multiscale network analysis and identified key drivers with sexually dimorphic expression patterns and/or different responses to APOE genotypes between sexes. The expression patterns and functional relevance of the top sex-specific network driver of AD were further investigated using postmortem human brain samples and gene perturbation experiments in AD mouse models.

resultsGene expression changes in AD versus control were identified for each sex. Gene co-expression networks were constructed for each sex to identify AD-associated co-expressed gene modules shared by males and females or specific to each sex. Key network regulators were further identified as potential drivers of sex differences in AD development. LRP10 was identified as a top driver of the sex differences in AD pathogenesis and manifestation. Changes of LRP10 expression at the mRNA and protein levels were further validated in human AD brain samples. Gene perturbation experiments in EFAD mouse models demonstrated that LRP10 differentially affected cognitive function and AD pathology in sex- and APOE genotype-specific manners. A comprehensive mapping of brain cells in LRP10 over-expressed (OE) female E4FAD mice suggested neurons and microglia as the most affected cell populations. The female-specific targets of LRP10 identified from the single cell RNA-sequencing (scRNA-seq) data of the LRP10 OE E4FAD mouse brains were significantly enriched in the LRP10-centered subnetworks in female AD subjects, validating LRP10 as a key network regulator of AD in females. Eight LRP10 binding partners were identified by the yeast two-hybrid system screening, and LRP10 over-expression reduced the association of LRP10 with one binding partner CD34.

conclusionsThese findings provide insights into key mechanisms mediating sex differences in AD pathogenesis and will facilitate the development of sex- and APOE genotype-specific therapies for AD.

Indexed as

Alzheimer DiseaseAnimalsApolipoproteins EBrainFemaleGene Regulatory NetworksHumansLDL-Receptor Related ProteinsMaleMiceTranscriptomeApolipoproteins ELDL-Receptor Related ProteinsLRP10 protein, humanAlzheimer’s diseaseAPOE genotypeGene co-expression networkKey driver genesLDL receptor related protein 10 (LRP10)Sex difference

Identifiers

PMID37340466
PMCPMC10280841
OpenAlexW4381435341

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.