Evidence map›Paper›PMID 40502298›Full record

ArticleJournal of respiratory biology and translational medicine2025

Enhanced Spatial Transcriptomics Analysis of Mouse Lung Tissues Reveals Cell-Specific Gene Expression Changes Associated with Pulmonary Hypertension.

Hanqiu Zhao, Xiaokuang Ma, Peng Chen, Bin Liu, Jing Wei, John Zhang, Ankit A Desai, Andrea L Frump, Olga Rafikova, Michael B Fallon and 2 more

Abstract read
In one paragraph

Article in Journal of respiratory biology and translational medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Integrated Bioinformatics and Experimental Validation to Identify Shared Sialylation-Related Signatures in Emphysematous and Fibrotic Lung Disease.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026
    Article
  2. Review
  3. Review
  4. Endothelial Heterogeneity in Pulmonary Hypertension.Arteriosclerosis, thrombosis, and vascular biology · 2026
    Review
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

12 authors.

Hanqiu ZhaoDepartment of Internal Medicine, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.
Xiaokuang MaBasic Medical Sciences, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.
Peng ChenBasic Medical Sciences, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.
Bin LiuDepartment of Internal Medicine, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.
Jing WeiBasic Medical Sciences, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.
John ZhangBasic Medical Sciences, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.
Ankit A DesaiDepartment of Medicine, Indiana University Indianapolis, Indianapolis, IN 46202, USA.
Andrea L FrumpDepartment of Medicine, Indiana University Indianapolis, Indianapolis, IN 46202, USA.
Olga RafikovaDepartment of Medicine, Indiana University Indianapolis, Indianapolis, IN 46202, USA.
Michael B FallonDepartment of Internal Medicine, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.
Shenfeng QiuBasic Medical Sciences, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.
Zhiyu DaiDepartment of Internal Medicine, University of Arizona College of Medicine-Phoenix, Phoenix, AZ 85004, USA.

Funding

The emerging role of apelin, RAAS, and ACE2 crosstalk in pulmonary hypertensionR01HL164791 · NHLBI · INDIANA UNIVERSITY INDIANAPOLIS · PI Andrea Lee Frump · 2022 to 2026
$3.8M
Risk stratification in pulmonary arterial hypertension: Intersection of OMICs and longitudinal phenotypes through the PAH BiobankR01HL160941 · NHLBI · CINCINNATI CHILDRENS HOSP MED CTR · PI DESAI, ANKIT A, NICHOLS, WILLIAM C · 2022 to 2025
$3.2M
Prefrontal-Accumbens Neurocircuits Mediating Response to Social StressR01MH128192 · NIMH · UNIVERSITY OF ARIZONA · PI Deveroux Ferguson, Shenfeng Qiu · 2022 to 2026
$3.0M
Novel alveolar mechanisms of hypoxemia in hepatopulmonary syndromeR01HL169509 · NHLBI · UNIVERSITY OF ARIZONA · PI Zhiyu Dai, MICHAEL B FALLON · 2023 to 2026
$3.0M
General Capillary to Arterial Endothelial Cell Transition in Pulmonary ArterialHypertensionR01HL170096 · NHLBI · WASHINGTON UNIVERSITY · PI Zhiyu Dai · 2023 to 2026
$2.9M
Role of Endothelial SOX17 Deficiency in the Pathogenesis of Pulmonary HypertensionR01HL158596 · NHLBI · WASHINGTON UNIVERSITY · PI Zhiyu Dai · 2022 to 2026
$2.3M
Fatty acid-binding proteins sustain endothelial glycolysis and arterial programming in pulmonary arterial hypertensionR01HL162794 · NHLBI · WASHINGTON UNIVERSITY · PI Zhiyu Dai · 2023 to 2026
$2.3M
Dissecting the role of aggrecan and perineuronal nets in visual plasticityR01EY035138 · NEI · UNIVERSITY OF LOUISVILLE · PI Aaron W McGee, Shenfeng Qiu · 2023 to 2026
$2.0M
HMGBG1 and Gender Difference in Pulmonary Arterial HypertensionR01HL133085 · NHLBI · UNIVERSITY OF ARIZONA · PI RAFIKOVA, OLGA · 2016 to 2020
$1.9M
Rescue of synaptic pathology in an Alzheimer's mouse model by enhancing MET receptor tyrosine kinase signalingR21AG078700 · NIA · UNIVERSITY OF ARIZONA · PI QIU, SHENFENG · 2022 to 2022
$422k
NEI NIH HHS R01 EY035138NHLBI NIH HHS R01 HL133085NHLBI NIH HHS R01 HL158596NHLBI NIH HHS R01 HL160941NHLBI NIH HHS R01 HL162794NHLBI NIH HHS R01 HL164791NHLBI NIH HHS R01 HL169509NHLBI NIH HHS R01 HL170096NIA NIH HHS R21 AG078700NIMH NIH HHS R01 MH128192
6 · The paper itself

Abstract

Spatial transcriptomics technologies have emerged as powerful tools for understanding cellular identity and function within the natural spatial context of tissues. Traditional transcriptomics techniques, such as bulk and single-cell RNA sequencing, lose this spatial information, which is critical for addressing many biological questions. Here, we present a protocol for high-resolution spatial transcriptomics using fixed frozen mouse lung sections mounted on 10X Genomics Xenium slides. This method integrates multiplexed fluorescent in situ hybridization (FISH) with high-throughput imaging to reveal the spatial distribution of mRNA molecules in lung tissue sections, allowing detailed analysis of gene expression changes in a mouse model of pulmonary hypertension (PH). We compared two tissue preparation methods, fixed frozen and fresh frozen, for compatibility with the Xenium platform. Our fixed frozen approach, utilizing a free-floating technique to mount thin lung sections onto Xenium slides at room temperature, preserved tissue integrity and maximized the imaging area, resulting in high-fidelity spatial transcriptomics data. Using a predesigned 379-gene mouse panel, we identified 40 major lung cell types. We detected key cellular changes in PH, including an increase in arterial endothelial cells (AECs) and fibroblasts, alongside a reduction in capillary endothelial cells (CAP1 and CAP2). Through differential gene expression analysis, we observed markers of endothelial-to-mesenchymal transition and fibroblast activation in PH lungs. High-resolution spatial mapping further confirmed increased arterialization in the distal microvasculature. These findings underscore the utility of spatial transcriptomics in preserving the native tissue architecture and enhancing our understanding of cellular heterogeneity in disease. Our protocol provides a reliable method for integrating spatial and transcriptomic data using fixed frozen lung tissues, offering significant potential for future studies in complex diseases such as PH.

Indexed as

ArterializationEndothelial cellsFixed frozen tissueMesenchymal transitionPulmonary hypertensionSpatial transcriptomicsXenium platform

Identifiers

PMID40502298
PMCPMC12151738

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.