Evidence map›Paper›PMID 42206364›Full record

ArticleArteriosclerosis, thrombosis, and vascular biology2026

Spatial and Single-Cell Mapping Reveals Valvular Interstitial Cell and Macrophage Sex Differences in Calcific Aortic Valve Disease.

Talia Baddour, Van K Ninh, Rayyan M Gorashi, Rene Peña, Kevin R King, Brian A Aguado

Abstract readComparative Study
In one paragraph

Article in Arteriosclerosis, thrombosis, and vascular biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors.

Talia BaddourShu Chien-Gene Lay Department of Bioengineering (T.B., V.K.N., R.M.G., R.P., K.R.K., B.A.A.), University of California, San Diego, La Jolla.ORCID 0000-0002-5317-8203
Van K NinhShu Chien-Gene Lay Department of Bioengineering (T.B., V.K.N., R.M.G., R.P., K.R.K., B.A.A.), University of California, San Diego, La Jolla.ORCID 0000-0001-6017-4035
Rayyan M GorashiShu Chien-Gene Lay Department of Bioengineering (T.B., V.K.N., R.M.G., R.P., K.R.K., B.A.A.), University of California, San Diego, La Jolla.ORCID 0000-0003-3386-7674
Rene PeñaShu Chien-Gene Lay Department of Bioengineering (T.B., V.K.N., R.M.G., R.P., K.R.K., B.A.A.), University of California, San Diego, La Jolla.ORCID 0009-0000-4355-2153
Kevin R KingShu Chien-Gene Lay Department of Bioengineering (T.B., V.K.N., R.M.G., R.P., K.R.K., B.A.A.), University of California, San Diego, La Jolla.ORCID 0000-0003-1472-2189
Brian A AguadoShu Chien-Gene Lay Department of Bioengineering (T.B., V.K.N., R.M.G., R.P., K.R.K., B.A.A.), University of California, San Diego, La Jolla.ORCID 0000-0002-4449-9806

Funding

Training In Cardiovascular Physiology & PharmacologyT32HL007444 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Ju Chen, Robert Scott Ross · 1985 to 2026
$11.1M
Probing sex differences in myocardial fibrosis at multiple length scales using biomaterialsDP2HL173948 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Brian Alberto Aguado · 2023 to 2026
$2.4M
Elucidating Cell Communication Networks during Tissue Inflammation, Fibrosis, and RegenerationDP2AR075321 · NIAMS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI KING, KEVIN R · 2018 to 2018
$2.4M
Training in Bioengineering Research and Technology Development in Cardiovascular in Cardiopulmonary Health and DiseaseT32HL160507 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Karen L Christman, Andrew D. McCulloch · 2022 to 2026
$1.6M
Investigating sex differences in persistent valvular myofibroblast activation using hydrogel culture substratesR00HL148542 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI AGUADO, BRIAN ALBERTO · 2021 to 2023
$1.1M
Decoupling sex chromosome and sex hormone regulation of cardiac myofibroblast activationF31HL176153 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Rayyan Gorashi · 2024 to 2026
$85k
NHLBI NIH HHS DP2 HL173948NHLBI NIH HHS F31 HL176153NHLBI NIH HHS R00 HL148542NHLBI NIH HHS T32 HL007444NHLBI NIH HHS T32 HL160507NIAMS NIH HHS DP2 AR075321
6 · The paper itself

Abstract

backgroundSex differences in calcific aortic valve disease (CAVD) progressing to aortic valve stenosis have been documented clinically, but the underlying cellular mechanisms that drive sex-dependent fibrocalcification in aortic valve tissue remain poorly understood.

methodsHuman aortic valve tissues were analyzed via histological techniques and scanning electron microscopy to visualize and quantify sites of calcification. Single-cell and spatial transcriptomics were used to investigate mechanisms that drive sex-dependent spatial organization of valvular interstitial cell (VIC) and macrophage gene expression near calcification sites in human male and female aortic valve tissues. RNA in situ hybridization was used to validate sex-dependent gene expression near sites of calcification, and cell communication analyses were performed using bioinformatics tools to determine sex-dependent pathological cell-cell interactions.

resultsHistological analyses of aortic valve tissues from healthy patients and patients with CAVD reveal increased valve calcification area in CAVD male aortic valves relative to female valves. Single-cell sequencing analysis of heterogeneous VIC populations reveals male-biased gene expression of the AP-1 (activator protein 1) transcription factor complex and female-biased ECM (extracellular matrix) remodeling genes. Spatial transcriptomics analyses of VIC populations near histologically defined calcification sites revealed male-dependent localization of

conclusionsOur results reveal sex differences in VIC and macrophage heterogeneity and functions near sites of calcification in aortic valve tissue. Our results highlight the importance of sex-based transcriptomics analyses to understand the cellular phenotypes responsible for causing sex differences in aortic valve fibrocalcification.

Indexed as

Aortic ValveAortic Valve StenosisCalcinosisMacrophagesAgedCase-Control StudiesFemaleFibrosisHumansMaleSex FactorsSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisSpatial Transcriptomicsaortic valvecalcinosismyofibroblastsstress, mechanicaltranscriptome

Identifiers

PMID42206364
PMCPMC13220916

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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.