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pmid:34016786

Integrated bioinformatic analysis reveals the underlying molecular mechanism of and potential drugs for pulmonary arterial hypertension.

Haoru Dong · Xiuchun Li · Mengsi Cai · Chi Zhang · Weiqi Mao · Ying Wang · Qian Xu · Mayun Chen · Liangxing Wang · Xiaoying Huang

Aging · 2021 doi:10.18632/aging.203040

Paper

complete

Experiment

complete

Data

partial

Analysis

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Execution

absent

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pmid:34016786
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title
Integrated bioinformatic analysis reveals the underlying molecular mechanism of and potential drugs for pulmonary arterial hypertension.
doi
10.18632/aging.203040
pmid
34016786
authors array · 10 items
[0]
Haoru Dong
[1]
Xiuchun Li
[2]
Mengsi Cai
[3]
Chi Zhang
[4]
Weiqi Mao
[5]
Ying Wang
[6]
Qian Xu
[7]
Mayun Chen
[8]
Liangxing Wang
[9]
Xiaoying Huang
journal
Aging
year
2021
abstract
Pulmonary arterial hypertension (PAH) is a devastating cardiovascular disease without a clear mechanism or drugs for treatment. Therefore, it is crucial to reveal the underlying molecular mechanism and identify potential drugs for PAH. In this study, we first integrated three human lung tissue datasets (GSE113439, GSE53408, GSE117261) from GEO. A total of 151 differentially expressed genes (DEGs) were screened, followed by KEGG and GO enrichment analyses and PPI network construction. Five hub genes (CSF3R, NT5E, ANGPT2, FGF7, and CXCL9) were identified by Cytoscape (Cytohubba). GSEA and GSVA were performed for each hub gene to uncover the potential mechanism. Moreover, to repurpose known and therapeutic drugs, the CMap database was retrieved, and nine candidate compounds (lypressin, ruxolitinib, triclabendazole, L-BSO, tiaprofenic acid, AT-9283, QL-X-138, huperzine-a, and L-741742) with a high level of confidence were obtained. Then ruxolitinib was selected to perform molecular docking simulations with ANGPT2, FGF7, NT5E, CSF3R, JAK1, JAK2, JAK3, TYK2. A certain concentration of ruxolitinib could inhibit the proliferation and migration of rat pulmonary artery smooth muscle cells (rPASMCs) in vitro. Together, these analyses principally identified CSF3R, NT5E, ANGPT2, FGF7 and CXCL9 as candidate biomarkers of PAH, and ruxolitinib might exert promising therapeutic action for PAH.
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Systems Analysis of the Human Pulmonary Arterial Hypertension Lung Transcriptome
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extraction
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source:pmid:34016786
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE113439
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE113439
agent
agent:corpus-assay-engine
agents array · 2 items
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agent:corpus-assay-engine
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software
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Corpus assay engine
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agent:minimax-reader
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software
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MiniMax literature reader
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reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
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ba34b49490d9bfaf
lineage object · 4 fields
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pmid:34016786
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sha256:28e9358a49b018f2f9ef3134424bfb1d6308cf3aafee09f2f6168237280f6979
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null
gaps array · 11 items
[0]
asset:data:geo:GSE113439 licence not read
[1]
asset:data:geo:GSE113439 not downloaded
[2]
asset:data:geo:GSE117261 licence not read
[3]
asset:data:geo:GSE117261 not downloaded
[4]
asset:data:geo:GSE53408 licence not read
[5]
asset:data:geo:GSE53408 not downloaded
[6]
execution.not_run
[7]
method.reader_differs_from_extractor
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review.human_critique
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review.machine_critique
assays array · 2 items
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data_generation
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animal_model
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99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.642
evidence array · 1 item
[0]
d inhibit the proliferation and migration of rat pulmonary artery smooth muscle cells (rPASMC
order_basis
paper_text_order:1249
id
assay:1
[1] object · 11 fields
role
analysis
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differential_expression
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f2132e96ae6c7a4e
required_operations array · 3 items
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fdr_bh
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source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
To select the DEGs, “Limma” package was utilized with cut-offs of adjusted P value < 0.05 and fold change (FC) > 1.5.
order_basis
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assay:2
Complete file
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Therefore, it is crucial to reveal the underlying molecular mechanism and identify potential drugs for PAH. In this study, we first integrated three human lung tissue datasets (GSE113439, GSE53408, GSE117261) from GEO. A total of 151 differentially expressed genes (DEGs) were screened, followed by KEGG and GO enrichment analyses and PPI network construction. Five hub genes (CSF3R, NT5E, ANGPT2, FGF7, and CXCL9) were identified by Cytoscape (Cytohubba). GSEA and GSVA were performed for each hub gene to uncover the potential mechanism. Moreover, to repurpose known and therapeutic drugs, the CMap database was retrieved, and nine candidate compounds (lypressin, ruxolitinib, triclabendazole, L-BSO, tiaprofenic acid, AT-9283, QL-X-138, huperzine-a, and L-741742) with a high level of confidence were obtained. Then ruxolitinib was selected to perform molecular docking simulations with ANGPT2, FGF7, NT5E, CSF3R, JAK1, JAK2, JAK3, TYK2. A certain concentration of ruxolitinib could inhibit the proliferation and migration of rat pulmonary artery smooth muscle cells (rPASMCs) in vitro. 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