Evidence map›Paper›PMID 40102939›Full record

ArticleRespiratory research2025

Deciphering the transcriptomic landscape of systemic lupus erythematosus-associated pulmonary arterial hypertension.

Yutong Li, Junyan Qian, Xiaoyue Deng, Leyao Ma, Qizhi Yuan, Qian Wang, Zhuang Tian, Xiaofeng Zeng, Xinzhuang Yang, Jiuliang Zhao and 1 more

Abstract read
In one paragraph

Article in Respiratory research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
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  5. 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

11 authors.

Yutong Li *Department of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China.
Junyan Qian *Department of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China.
Xiaoyue Deng *Department of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China.
Leyao MaDepartment of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China.
Qizhi YuanDepartment of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China.
Qian WangDepartment of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China.
Zhuang TianDepartment of Cardiology, Peking Union Medical College, Peking Union Medical College Hospital & Chinese Academy of Medical Sciences, Beijing, China.
Xiaofeng ZengDepartment of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China.
Xinzhuang YangCenter for Bioinformatics, National Infrastructures for Translational Medicine, Institute of Clinical Medicine & Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China. xinzhuang_yang@163.com.
Jiuliang ZhaoDepartment of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China. zjlpumc@163.com.
Mengtao LiDepartment of Rheumatology and Clinical Immunology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, No.1 Shuai Fu Yuan, Wang Fu Jing, Dongcheng District, Beijing, 100730, China. mengtao.li@cstar.org.cn.

Funding

Beijing Municipal Science & Technology Commission No.Z201100005520022, 23, 25-27Beijing Natural Science Foundation 7242105CAMS Innovation Fund for Medical Sciences (CIFMS) 2021-I2M-1-005, 2022-12M-1-004Capital's Funds for Health Improvement and Research 2024-4-4018Chinese National Key Technology R&D Program, Ministry of Science and Technology 2021YFC2501300National High Level Hospital Clinical Research Funding 2022-PUMCH-B-013, C-002, D-009, A-228National Natural Science Foundation of China 82271855, 82241019, 82470049
6 · The paper itself

Abstract

backgroundSystemic lupus erythematosus (SLE) is an autoimmune disease that involves multi-organ damage. Pulmonary arterial hypertension (PAH) is one of the life-threatening complications of SLE. The underlying cause of systemic lupus erythematosus-associated pulmonary arterial hypertension has not been fully comprehended. Besides the mechanisms implicated in the development of PAH, such as damage to the endothelial cells, the aberrant activation of the immune system also plays a substantial role in the pathogenesis of SLE-PAH.

methodsIn this study, peripheral blood samples from 100 patients with SLE-PAH and 95 patients of SLE without PAH (SLE-nonPAH) were obtained for RNA sequencing and comprehensive transcriptomic analysis. Pathway enrichment analysis was performed based on differentially expressed genes (DEGs) between SLE-PAH and SLE-nonPAH to elucidate the mechanisms potentially driving the development of PAH in SLE patients. Utilizing consensus non-negative matrix factorization (cNMF), we also conducted a detailed analysis to identify distinct subgroups within the SLE-PAH population. Meanwhile, the protein-protein interaction (PPI) analysis was performed and hub genes among the SLE-PAH subgroups were detected. Common transcription factors (TFs) of detected hub genes were also discovered to serve as potential therapeutic targets.

resultsInflammatory signaling pathways, notably those involving interferon and TNFα, were found to play an important role in the SLE-PAH. Utilizing cNMF method, three unique subgroups of SLE-PAH patients were delineated, each characterized by a distinct level of inflammatory activity. Specifically, the high inflammation subgroup, marked by the activity of Interleukin-6 (IL-6), exhibited a milder form of PAH. In contrast, the subgroup with moderate inflammation displayed the most pronounced PAH symptoms. Further disease enrichment analysis revealed that, beyond the dysregulated inflammatory pathways, patients with the most severe PAH exhibited distinct pathogenic transcriptomic profiles that disrupted vascular smooth muscle homeostasis, a critical component of vascular health. In the most severely affected subgroup, 13 hub genes were identified. Additionally, two transcription factors commonly associated with these genes, KLF1 and GATA1, were discovered, which may serve as potential therapeutic targets.

conclusionOur investigation establishes inflammation as a key driver in the development of SLE-PAH. Patients who presented with concurrent dysregulations in inflammatory responses along with PAH-specific pathogenic markers exhibited a marked increase in the severity of their PAH. The insights gleaned from our transcriptomic analysis reveal the intricate interplay between inflammatory mechanisms and the molecular substrates of PAH. This nuanced understanding paves the way for more targeted and effective therapeutic approaches for SLE-PAH.

Indexed as

Lupus Erythematosus, SystemicPulmonary Arterial HypertensionTranscriptomeAdultFemaleGene Expression ProfilingHumansMaleMiddle Aged

Identifiers

PMID40102939
PMCPMC11921494

What Socratic holds

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LicenceCC BY-NC-ND
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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 Socratic graph.