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pmid:32849793

Screening and Identification of Therapeutic Targets for Pulmonary Arterial Hypertension Through Microarray Technology.

Qing Li · LingBing Meng · DePing Liu

Frontiers in genetics · 2020 doi:10.3389/fgene.2020.00782

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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pmid:32849793
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title
Screening and Identification of Therapeutic Targets for Pulmonary Arterial Hypertension Through Microarray Technology.
doi
10.3389/fgene.2020.00782
pmid
32849793
authors array · 3 items
[0]
Qing Li
[1]
LingBing Meng
[2]
DePing Liu
journal
Frontiers in genetics
year
2020
abstract
Pulmonary arterial hypertension (PAH) is a rare but fatal disease characterized by vascular cell proliferation; the pathogenesis of PAH has yet to be fully elucidated. Publicly available genetic data were downloaded from the Gene Expression Omnibus (GEO) database, and gene set enrichment analysis (GSEA) was used to determine significant differences in gene expression between tissues with PAH and healthy lung tissues. Differentially expressed genes (DEGs) were identified using the online tool, GEO2R, and functional annotation of DEGs was performed using Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis. Next, the construction and module analysis of the protein-protein interaction (PPI) network and verification of the expression level of hub genes was performed. Finally, prediction and enrichment analysis of microRNAs associated with the hub genes was carried out. A total of 110 DEGs were detected by screening PAH and healthy lung samples. The expression of nine genes [polo-like kinase 4 (PLK4), centromere protein U, kinesin family member 20B, structural maintenance of chromosome 2 (SMC2), abnormal spindle microtubule assembly, Fanconi Anemia complementation group I, kinesin family member 18A, spindle apparatus coiled-coil protein 1, and MIS18 binding protein 1] was elevated in PAH; this was statistically significant compared with their expression in healthy lung tissue, and they were identified as hub genes. GO and KEGG analysis showed that the variations in DEGs were abundant in DNA-templated transcription, sister chromatid cohesion, mitotic nuclear division, cell proliferation, and regulation of the actin cytoskeleton. In conclusion, this study has successfully identified hub genes and key pathways of PAH, with a total of 110 DEGs and nine hub genes related to PAH, especially the PLK4 and SMC2 genes, thus providing important clues for the in-depth understanding of the molecular mechanism of PAH and providing potential therapeutic targets.
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The interactive web tool, GEO2R, was used to screen and identify differentially expressed genes (DEGs) by comparing samples from the GEO series (Barrett et al., 2013).
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sections[1] "Introduction" paragraph 5
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The interactive web tool, GEO2R, was used to screen and identify differentially expressed genes (DEGs) by comparing samples from the GEO series (Barrett et al., 2013).
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sections[21] "Data Availability Statement" paragraph 2
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The datasets generated for this study can be found in the Gene Expression Omnibus (GEO, www.ncbi.nlm.nih.gov/geo), GSE15197, GSE53408, GSE113439, and GSE117261.
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Gene expression profiling of pulmonary arterial hypertension
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Systems Analysis of the Human Pulmonary Arterial Hypertension Lung Transcriptome
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RNA Expression Profiling of Lung Tissue Identifies Mutually Distinct Molecular Signatures in PAH and PH Secondary to IPF
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Metabolomic heterogeneity of severe pulmonary arterial hypertension
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The potential microRNAs associated with the hub genes.
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Prediction and Enrichment Analysis of microRNAs Related to Hub Genes
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TABLE 3
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The potential microRNAs associated with the hub genes.
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[1]
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4
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Chemicals that may affect the expression of hub genes in pulmonary arterial hypertension.
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Identification of Chemicals Associated With Hub Genes
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Chemicals that may affect the expression of hub genes in pulmonary arterial hypertension.
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[0] array · 6 items
[0]
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[1]
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[4]
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[5]
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[0]
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[1]
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12.78
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12.74
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3
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10733
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Polo like kinase 4
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22.45
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4
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3.85
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Cobaltous chloride
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3.83
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6
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55320
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MIS18 binding protein 1
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15.25
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3.84
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8
[1]
81930
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KIF18A
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Kinesin Family Member 18A
[4]
Amphetamine, copper Sulfate, epigallocatechin gallate, (+)-JQ1 compound, quercetin, resveratrol, silicon dioxide, valproic acid
[5]
24.22
[9] array · 6 items
[0]
9
[1]
259266
[2]
ASPM
[3]
Abnormal Spindle microtubule assembly
[4]
Cobaltous chloride
[5]
3.61
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section[18]/table-wrap[1]#T4
[7] object · 16 fields
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asset:table:pmid:32849793:3
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jats-table
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application/vnd.jats.table+json
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sha256:5bd5f0681b3116cb4555679bfd2ca880ccfb7e4c8aa5c1805ea8b0d8f5d58388
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section[13]/table-wrap[1]#T1
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note
Summary of pulmonary arterial hypertension datasets.
structure object · 5 fields
pmcid
PMC7396553
section_index
13
section_title
Identification of DEGs in PAH Tissues
row_count
4
column_count
5
table object · 8 fields
label
TABLE 1
caption
Summary of pulmonary arterial hypertension datasets.
rows array · 4 items
[0] array · 5 items
[0]
Series
[1]
Platform
[2]
GeneChip
[3]
Samples
[4]
DEGs
[1] array · 5 items
[0]
GSE53408
[1]
GPL6244
[2]
Affymetrix human gene 1.0 ST array
[3]
23
[4]
676
[2] array · 5 items
[0]
GSE15197
[1]
GPL6480
[2]
Agilent-014850 whole human genome microarray 4 × 44K G4112F
[3]
39
[4]
2417
[3] array · 5 items
[0]
GSE113439
[1]
GPL6244
[2]
Affymetrix human gene 1.0 ST array
[3]
26
[4]
579
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section[13]/table-wrap[1]#T1
[8] object · 16 fields
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asset:table:pmid:32849793:4
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table
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jats-table
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application/vnd.jats.table+json
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null
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sha256:45d09df1047913a0cc0a0eea2168ee099e5807a7df96b957fd3e139e9bc51fc9
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section[13]/table-wrap[2]#T2
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Screening of differentially expressed genes (DEGs) in pulmonary arterial hypertension.
structure object · 5 fields
pmcid
PMC7396553
section_index
13
section_title
Identification of DEGs in PAH Tissues
row_count
3
column_count
2
table object · 8 fields
label
TABLE 2
caption
Screening of differentially expressed genes (DEGs) in pulmonary arterial hypertension.
rows array · 3 items
[0] array · 2 items
[0]
DEGs
[1]
List of gene symbols
[1] array · 2 items
[0]
Up-regulated DEGs
[1]
ACSL4, ADAMTS9, ASPM, ATP6V1C1, ATRX, BCLAF1, BLZF1, BZW1, CCP110, CENPU, CMAHP, DDX21, DOCK10, EEA1, FANCI, FGF7, FRK, GAPT, GCC2, HOOK3, IARS, ITPR2, JMJD1C, KIAA0368, KIF18A, KIF20B, KRR1, MAPK6, MET, MIS18BP1, NAA15, PBRM1, PDGFD, PHF20L1, PIK3C2A, PLK4, POLK, PPP1R12A, PYROXD1, RANBP6, RIOK2, RNF6, S100A3, SAMD9, SCN4B, SERPINB2, SLC6A14, SLC7A11, SLK, SLTM, SMC2, SMC5, SOCS4, SOSTDC1, SPDL1, SRFBP1, STAG2, STEAP1, SUCLA2, THOC2, TXNRD1, USP34, ZC3H15, ZNF267, ZNF845
[2] array · 2 items
[0]
Down-regulated DEGs
[1]
ALAS2, ANKRD50, ASCC3, BOD1L1, CA1, CCDC186, DDX52, DST, EHF, EPHA4, ESF1, FMO5, FNBP1L, HIST2H2AC, HLTF, HOOK1, HSP90AA1, IGF1, IQGAP2, ITGA2, KIAA1109, LBH, MACC1, MYCBP2, MYO5A, N4BP2, NCL, NIPBL, NSF, OSBPL8, RFC1, RSPO3, RSRC1, SECISBP2L, SUPT16H, TFEC, TTN, TXLNG, UBXN4, USP15, VEPH1, ZC3H13, ZFX, ZNF148, ZNF292
locator
section[13]/table-wrap[2]#T2
[9] object · 16 fields
id
asset:table:pmid:32849793:5
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table
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jats-table
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application/vnd.jats.table+json
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sha256:9bfd1c2581f780394b9b9933b4048164198761cc14973c5c7990ac49b38e3e24
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997
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read_table
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section[17]/table-wrap[1]#T3
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null
note
The potential microRNAs associated with the hub genes.
structure object · 5 fields
pmcid
PMC7396553
section_index
17
section_title
Prediction and Enrichment Analysis of microRNAs Related to Hub Genes
row_count
16
column_count
6
table object · 8 fields
label
TABLE 3
caption
The potential microRNAs associated with the hub genes.
rows array · 16 items
[0] array · 6 items
[0]
[1]
Gene
[2]
Predicted microRNAs
[3]
[4]
Gene
[5]
Predicted microRNAs
[1] array · 6 items
[0]
1
[1]
PLK4
[2]
hsa-miR-4787-5p
[3]
6
[4]
FANCI
[5]
hsa-miR-212-5p
[2] array · 6 items
[0]
[1]
[2]
hsa-miR-34c-3p
[3]
[4]
[5]
hsa-miR-645
[3] array · 6 items
[0]
[1]
[2]
hsa-miR-1486-3p
[3]
[4]
[5]
hsa-miR-7706
[4] array · 6 items
[0]
2
[1]
CENPU
[2]
hsa-miR-599
[3]
7
[4]
KIF18A
[5]
hsa-miR-493-5p
[5] array · 6 items
[0]
[1]
[2]
hsa-miR-496.2
[3]
[4]
[5]
hsa-miR-193a-5p
[6] array · 6 items
[0]
[1]
[2]
hsa-miR-5582-5p
[3]
[4]
[5]
hsa-miR-6508-3p
[7] array · 6 items
[0]
3
[1]
KIF20B
[2]
hsa-miR-19b-3p
[3]
8
[4]
SPDL1
[5]
hsa-miR-141-3p
[8] array · 6 items
[0]
[1]
[2]
hsa-miR-19a-3p
[3]
[4]
[5]
hsa-miR-200a-3p
[9] array · 6 items
[0]
[1]
[2]
hsa-miR-5590-3p
[3]
[4]
[5]
hsa-miR-4477b
[10] array · 6 items
[0]
4
[1]
SMC2
[2]
hsa-miR-133a-3p.2
[3]
9
[4]
MIS18BP1
[5]
hsa-miR-30e-5p
[11] array · 6 items
[0]
[1]
[2]
hsa-miR-133b
[3]
[4]
[5]
hsa-miR-30d-5p
[12] array · 6 items
[0]
[1]
[2]
hsa-miR-383-5p.1
[3]
[4]
[5]
hsa-miR-30a-5p
[13] array · 6 items
[0]
5
[1]
ASPM
[2]
hsa-miR-1284
[3]
[4]
[5]
[14] array · 6 items
[0]
[1]
[2]
hsa-miR-4307
[3]
[4]
[5]
[15] array · 6 items
[0]
[1]
[2]
hsa-miR-5739
[3]
[4]
[5]
locator
section[17]/table-wrap[1]#T3
[10] object · 16 fields
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asset:table:pmid:32849793:6
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table
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jats-table
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application/vnd.jats.table+json
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null
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sha256:7c88082f4a631b20330368126f712bbf14b13675f508c82d49f9a20e0871479e
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1494
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section[18]/table-wrap[1]#T4
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null
note
Chemicals that may affect the expression of hub genes in pulmonary arterial hypertension.
structure object · 5 fields
pmcid
PMC7396553
section_index
18
section_title
Identification of Chemicals Associated With Hub Genes
row_count
10
column_count
6
table object · 8 fields
label
TABLE 4
caption
Chemicals that may affect the expression of hub genes in pulmonary arterial hypertension.
rows array · 10 items
[0] array · 6 items
[0]
Num.
[1]
Gene ID
[2]
Gene symbol
[3]
Gene name
[4]
Inference network
[5]
Inference score
[1] array · 6 items
[0]
1
[1]
9585
[2]
KIF20B
[3]
Kinesin Family Member 20B
[4]
Copper sulfate, epigallocatechin gallate, oxygen, quercetin, valproic acid
[5]
12.78
[2] array · 6 items
[0]
2
[1]
10592
[2]
SMC2
[3]
Structural maintenance Of chromosomes 2
[4]
4,4′-diaminodiphenylmethane, epigallocatechin gallate, quercetin, resveratrol, valproic acid
[5]
12.74
[3] array · 6 items
[0]
3
[1]
10733
[2]
PLK4
[3]
Polo like kinase 4
[4]
(+)-JQ1 compound, oxygen, paclitaxel, paraquat, resveratrol, silicon dioxide, valproic acid, vorinostat
[5]
22.45
[4] array · 6 items
[0]
4
[1]
54908
[2]
SPDL1
[3]
Spindle apparatus coiled-coil protein 1
[4]
Copper sulfate, methamphetamine, paraquat, resveratrol, smoke, valproic acid
[5]
3.85
[5] array · 6 items
[0]
5
[1]
55215
[2]
FANCI
[3]
Fanconi anemia complementation group I
[4]
Cobaltous chloride
[5]
3.83
[6] array · 6 items
[0]
6
[1]
55320
[2]
MIS18BP1
[3]
MIS18 binding protein 1
[4]
Copper sulfate, quercetin, resveratrol, valproic acid, vorinostat
[5]
15.25
[7] array · 6 items
[0]
7
[1]
79682
[2]
CENPU
[3]
Centromere protein U
[4]
Indomethacin
[5]
3.84
[8] array · 6 items
[0]
8
[1]
81930
[2]
KIF18A
[3]
Kinesin Family Member 18A
[4]
Amphetamine, copper Sulfate, epigallocatechin gallate, (+)-JQ1 compound, quercetin, resveratrol, silicon dioxide, valproic acid
[5]
24.22
[9] array · 6 items
[0]
9
[1]
259266
[2]
ASPM
[3]
Abnormal Spindle microtubule assembly
[4]
Cobaltous chloride
[5]
3.61
locator
section[18]/table-wrap[1]#T4
gaps array · 8 items
[0]
asset:data:geo:GSE113439 not downloaded
[1]
asset:data:geo:GSE113439 licence not read
[2]
asset:data:geo:GSE117261 not downloaded
[3]
asset:data:geo:GSE117261 licence not read
[4]
asset:data:geo:GSE15197 not downloaded
[5]
asset:data:geo:GSE15197 licence not read
[6]
asset:data:geo:GSE53408 not downloaded
[7]
asset:data:geo:GSE53408 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
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[0]
edge_list
evidence object · 3 fields
score
0.7
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medium
quote
protein-protein interaction
[1] object · 10 fields
id
method-2
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network_analysis
specific
pathway_enrichment
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Network / pathway analysis
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[0]
pathway_enrich
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edge_list
evidence object · 3 fields
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0.8
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high
quote
pathway enrichment
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method-3
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null
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null
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GEO2R
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evidence object · 3 fields
score
1
band
verbatim
quote
The interactive web tool, GEO2R, was used to screen and identify differentially expressed genes (DEGs) by comparing samples from the GEO series (Barrett et al., 2013).
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gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
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complete
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[0] object · 6 fields
capability_id
capability:computational_analysis
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Computational analysis platform
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[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
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complete
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R1
blocked_on
nothing:replicable_now
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R1
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true
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[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network.
capability object · 4 fields
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R1
capability_id
capability:computational_analysis
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owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
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true
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[0]
GSE15197
[1]
GSE53408
[2]
GSE113439
[3]
GSE117261
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[0]
GSE15197
[1]
GSE53408
[2]
GSE113439
[3]
GSE117261
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[0]
The datasets generated for this study can be found in the Gene Expression Omnibus (GEO, www.ncbi.nlm.nih.gov/geo), GSE15197, GSE53408, GSE113439, and GSE117261.
basis
The paper names GSE15197, GSE53408, GSE113439, GSE117261 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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build_graph
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source:pmid:32849793
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data:geo:GSE113439
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asset:table:pmid:32849793:5
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[0]
run_analysis
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[0]
data:geo:GSE113439
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partial
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extraction_review
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MiniMax-M3.1-Flash
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minimax
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minimax
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2026-10-31T18:22:20Z
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verbatim
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verbatim
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3
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22677
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784
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complete
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pmid:32849793
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pmid:32849793
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source:pmid:32849793
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PMID 32849793 full text
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data:geo:GSE113439
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GEO GSE113439
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PMID 32849793 full text
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GEO GSE113439
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source:pmid:32849793
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data:geo:GSE113439
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[6]
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99e1195c7d6f
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[0]
for Pulmonary Arterial Hypertension Through Microarray Technology.
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paper_text_order:52
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32849793", "kind": "science-record", "revision": 7, "content_hash": "sha256:834f5a5b59e9332c66c9cdce58bb519e67be824032458a94f9ecbd86933af121", "created_at": "2026-11-01T15:41:08Z", "updated_at": "2026-11-01T22:02:05Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Screening and Identification of Therapeutic Targets for Pulmonary Arterial Hypertension Through Microarray Technology.", "doi": "10.3389/fgene.2020.00782", "pmid": "32849793", "authors": ["Qing Li", "LingBing Meng", "DePing Liu"], "journal": "Frontiers in genetics", "year": 2020, "abstract": "Pulmonary arterial hypertension (PAH) is a rare but fatal disease characterized by vascular cell proliferation; the pathogenesis of PAH has yet to be fully elucidated. Publicly available genetic data were downloaded from the Gene Expression Omnibus (GEO) database, and gene set enrichment analysis (GSEA) was used to determine significant differences in gene expression between tissues with PAH and healthy lung tissues. Differentially expressed genes (DEGs) were identified using the online tool, GEO2R, and functional annotation of DEGs was performed using Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis. Next, the construction and module analysis of the protein-protein interaction (PPI) network and verification of the expression level of hub genes was performed. Finally, prediction and enrichment analysis of microRNAs associated with the hub genes was carried out. A total of 110 DEGs were detected by screening PAH and healthy lung samples. The expression of nine genes [polo-like kinase 4 (PLK4), centromere protein U, kinesin family member 20B, structural maintenance of chromosome 2 (SMC2), abnormal spindle microtubule assembly, Fanconi Anemia complementation group I, kinesin family member 18A, spindle apparatus coiled-coil protein 1, and MIS18 binding protein 1] was elevated in PAH; this was statistically significant compared with their expression in healthy lung tissue, and they were identified as hub genes. GO and KEGG analysis showed that the variations in DEGs were abundant in DNA-templated transcription, sister chromatid cohesion, mitotic nuclear division, cell proliferation, and regulation of the actin cytoskeleton. In conclusion, this study has successfully identified hub genes and key pathways of PAH, with a total of 110 DEGs and nine hub genes related to PAH, especially the PLK4 and SMC2 genes, thus providing important clues for the in-depth understanding of the molecular mechanism of PAH and providing potential therapeutic targets.", "claims": [{"id": "claim-method", "statement": "The interactive web tool, GEO2R, was used to screen and identify differentially expressed genes (DEGs) by comparing samples from the GEO series (Barrett et al., 2013).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32849793", "locator": "sections[1] \"Introduction\" paragraph 5", "quote": "The interactive web tool, GEO2R, was used to screen and identify differentially expressed genes (DEGs) by comparing samples from the GEO series (Barrett et al., 2013)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets generated for this study can be found in the Gene Expression Omnibus (GEO, www.ncbi.nlm.nih.gov/geo), GSE15197, GSE53408, GSE113439, and GSE117261.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32849793", "locator": "sections[21] \"Data Availability Statement\" paragraph 2", "quote": "The datasets generated for this study can be found in the Gene Expression Omnibus (GEO, www.ncbi.nlm.nih.gov/geo), GSE15197, GSE53408, GSE113439, and GSE117261."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32849793"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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