Evidence map›Paper›PMID 42750184›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Proteogenomic Profiling of Idiopathic Pulmonary Arterial Hypertension Identifies Sex-Differential Proteins and Candidate Therapeutic Targets.

Xinjie Lin, Yangchang Zhang, Yang Pu, Duanke Liu, Tao Lei, Kai Ma, Qiyu He, Zheng Dou, Yuze Liu, Dengyuan Liu and 9 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Xinjie Lin *Pediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Yangchang Zhang *Department of Rheumatology and Immunology, The First Affiliated Hospital of Chongqing University of Chinese Medicine, Chongqing, China.
Yang Pu *School of General Education, Chongqing College of Traditional Chinese Medicine, Chongqing, China.
Duanke Liu *Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Beijing Key Laboratory of Intelligent Diagnosis Technology and Equipment for Optic Nerve-Related Eye Diseases, Capital Medical University, Beijing, China.
Tao LeiPediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Kai MaPediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Qiyu HePediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Zheng DouPediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Yuze LiuPediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Dengyuan LiuState Key Laboratory of Common Mechanism Research for Major Diseases, Department of Biochemistry, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
Yinge HeZhengzhou No. 7 People's Hospital, Zhengzhou, China.
Yanshang WangDivision of Psychiatry, Faculty of Brain Science, University College London, London, UK.
Xiaojiao ZhengCollege of Science, China Agricultural University, Beijing, China.
Yanbing MaPediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Jianrong ZhouPediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Weiding ZhaiPediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
Binbin SuSchool of Population Medicine and Public Health, Chinese Academy of Medical Sciences/Peking Union Medical College, Beijing, China.
Li ChenInstitute of Child and Adolescent Health, School of Public Health, Peking University, Beijing, China.ORCID https://orcid.org/0000-0002-8607-8997
Shoujun LiPediatric Cardiac Surgery Center, State Key Laboratory of Cardiovascular Disease, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.ORCID https://orcid.org/0000-0001-7943-2911

Funding

CSTB2024TIAD-KPX0032Fundamental Research Funds for Central Universities, Chinese Academy of Medical Sciences & Peking Union Medical College 3332026107Fundamental Research Funds for Central Universities, Chinese Academy of Medical Sciences & Peking Union Medical College 3332026116Fundamental Research Funds for the Central UniversitiesNATCM Initiative for Strengthening TCM Evidence-Based Research,NATCM-STERNational Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences NCRC2024001National Natural Science Foundation of China 82470318National Natural Science Foundation of China 82607079Peking University Medicine Sailing Program for Young Scholars' Scientific & Technological Innovation BMU2026YFJHPY007Science and Technology Research Program of Chongqing Municipal Education Commission KJQN202415126
6 · The paper itself

Abstract

backgroundCurrent biomarkers for idiopathic pulmonary arterial hypertension (IPAH) lack disease specificity and provide limited biological insight. We hypothesized that integrating population-based proteomics with genetic evidence would identify robust IPAH-associated proteins relevant to risk stratification, early detection, prognosis, sex differences, and candidate drug-repurposing opportunities.

methodsWe analyzed 2,918 plasma proteins in 44,137 predominantly European-ancestry UK Biobank participants aged 40-69 years, including 252 incident and 141 prevalent IPAH cases. Proteins associated with IPAH were identified using Cox and logistic regression analyses, prioritized by cis-Mendelian randomization, and assessed through cross-ancestry effect-direction concordance and sensitivity analyses. Unsupervised clustering, nested cross-validated prediction models, and target-drug annotation were used for downstream evaluation.

resultsEighteen proteins showed convergent epidemiological and genetic evidence, and 12 remained supported in cross-ancestry and sensitivity analyses. These proteins defined a high-mortality endotype characterized by vascular and ventricular remodeling. Combined clinical and proteomic models achieved AUCs of 0.779 for incident IPAH and 0.768 for mortality. Proteomic contributions differed by sex, and target-drug annotation identified six drug-linked proteins, highlighting ANXA2-linked Artenimol as a repurposing candidate.

conclusionsTwelve biologically plausible IPAH-associated proteins inform risk stratification, prediction, sex-related characterization, and therapeutic prioritization. Independent multi-ancestry validation and mechanistic studies are warranted.

Indexed as

biobankdrug repositioningepidemiologyidiopathic pulmonary arterial hypertensionproteomics

Identifiers

PMID42750184
PMCPMC13583112

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.