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Record W4410587656 · doi:10.1161/atvbaha.124.321173

Single-Cell and Spatial Transcriptomics Identified Fatty Acid–Binding Proteins Controlling Endothelial Glycolytic and Arterial Programming in Pulmonary Hypertension

2025· article· en· W4410587656 on OpenAlexaff
Dan Yi, Shuai Li, Karina Ramirez, Xiaomei Xia, Yanhong Cao, Hanqiu Zhao, Ankit Tripathi, Shenfeng Qiu, Mrinalini Kala, Ruslan Rafikov, Haiwei Gu, Vinicio de Jesús Pérez, Sarah‐Eve Lemay, Christopher C. Glembotski, Kenneth S. Knox, Sébastien Bonnet, Vladimir V. Kalinichenko, You‐Yang Zhao, Michael B. Fallon, Olivier Boucherat, Zhiyu Dai

Bibliographic record

VenueArteriosclerosis Thrombosis and Vascular Biology · 2025
Typearticle
Languageen
FieldMedicine
TopicPulmonary Hypertension Research and Treatments
Canadian institutionsUniversité Laval
FundersNational Heart, Lung, and Blood Institute
KeywordsPulmonary hypertensionPathogenesisLungHemodynamicsMedicineTranscriptomeImmunostainingFatty acid-binding proteinInternal medicinePathologyCardiologyBiologyGene expressionImmunohistochemistryBiochemistryGene

Abstract

fetched live from OpenAlex

BACKGROUND: Pulmonary arterial hypertension (PAH) is a devastating disease characterized by obliterative vascular remodeling and persistent increase of vascular resistance, leading to right heart failure and premature death. Understanding the cellular and molecular mechanisms will help develop novel therapeutic approaches for patients with PAH. Recent studies showed that FABP (fatty acid–binding protein) 4 and FABP5 are expressed in endothelial cells (ECs) across multiple tissues, and circulating FABP4 level is elevated in patients with PAH. However, the role of endothelial FABP4/5 in the pathogenesis of PAH remains undetermined. METHODS: FABP4/5 expression was examined in pulmonary arterial ECs and lung tissues from patients with idiopathic PAH and pulmonary hypertension (PH) rat models. Plasma proteome analysis was performed in human PAH samples. Echocardiography, hemodynamics, histology, and immunostaining were performed to evaluate the lung and heart PH phenotypes in Egln1 Tie2Cre (CKO) mice and Egln1 Tie2Cre /Fabp4/5 −/− (TKO) mice. Bulk RNA sequencing (RNA-seq), single-cell RNA sequencing analysis, and spatial transcriptomic analysis were performed to understand the cellular and molecular mechanisms of endothelial FABP4/5–mediated PAH pathogenesis. RESULTS: Both FABP4 and FABP5 were highly induced in ECs of CKO mice and pulmonary arterial ECs from patients with idiopathic PAH (IPAH) and in whole lungs of PH rats. Plasma levels of FABP4/5 were upregulated in patients with IPAH and directly correlated with severity of hemodynamics and biochemical parameters. Genetic deletion of both Fabp4 and Fabp5 in CKO mice caused a reduction of right ventricular systolic pressure and right ventricular hypertrophy, attenuated pulmonary vascular remodeling, and prevented the right heart failure secondary to PH. FABP4/5 deletion also normalized EC glycolysis and distal arterial programming, reduced reactive oxygen species and HIF (hypoxia-inducible factor)-2α expression, and decreased aberrant EC proliferation in CKO lungs. CONCLUSIONS: PH causes aberrant expression of FABP4/5 in pulmonary ECs, which leads to enhanced EC glycolysis and distal arterial programming, contributing to the accumulation of arterial ECs and vascular remodeling and exacerbating the disease.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.037
GPT teacher head0.272
Teacher spread0.234 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations12
Published2025
Admission routes1
Has abstractyes

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