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pmid:31339875

Identification of Gene Changes Induced by Dexamethasone in the Anterior Segment of the Human Eye Using Bioinformatics Analysis.

Yuan Zhang · Anhuai Yang · Jizhen Huang

Medical science monitor : international medical journal of experimental and clinical research · 2019 doi:10.12659/MSM.915591

Paper

complete

Experiment

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Data

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Analysis

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:31339875
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science-record
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sha256:bfabea1f66ce24e70ff4beab79f7ff4fdd260f66d65b802632670a1793394afd
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created_at
2026-11-01T15:40:47Z
updated_at
2026-11-01T22:00:43Z
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paper object · 10 fields
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title
Identification of Gene Changes Induced by Dexamethasone in the Anterior Segment of the Human Eye Using Bioinformatics Analysis.
doi
10.12659/MSM.915591
pmid
31339875
authors array · 3 items
[0]
Yuan Zhang
[1]
Anhuai Yang
[2]
Jizhen Huang
journal
Medical science monitor : international medical journal of experimental and clinical research
year
2019
abstract
BACKGROUND Glucocorticoids (GCs)-induced glaucoma is a common adverse effect of prolonged GCs use. To better understand the effects of GCs on aqueous humor (AH) outflow, we analyzed the dataset GSE37474 using bioinformatics analysis to identify gene changes and pathways in the anterior segment of the human eye induced by dexamethasone (DEX). MATERIAL AND METHODS The GSE37474 dataset downloaded from the Gene Expression Omnibus (GEO) database was examined in this study. GEO2R was utilized to analyze data and identify differentially expressed genes (DEGs). Gene Ontology (GO) enrichment and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway were constructed using the DAVID database followed by construction of a protein-protein interaction (PPI) network performed using Cytoscape software. Finally, modules and hub genes were screened out using MCODE and cytoHubba plugin, respectively. RESULTS A set of 252 DEGs were screened. Among the DEGs, 143 genes were upregulated and 109 were downregulated. GO analysis indicated that some of the DEGs participated in extracellular matrix (ECM) organization and cholesterol homeostasis. Additionally, KEGG pathways were predominantly enriched in tyrosine metabolism and ECM-receptor interaction. From the PPI network, 2 modules were identified, and 10 hub genes were screened out, including CCL2, FOS, IGF1, PTGS2, CCL5, EDN1, IL11, F3, PMCH, and BDKRB1. The 2 module genes primarily participate in the TNF signaling pathway, cytokine-cytokine receptor interaction, and the Jak-STAT signaling pathway. CONCLUSIONS The present study identified some significant DEGs, hub genes, pathways, and modules in the human anterior segment induced by DEX. These results demonstrate that DEX changes the expression of certain genes and pathways to resist aqueous humor outflow, which could be new targets for developing novel and more effective approaches of diagnosis and therapy for GCs-induced glaucoma.
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GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/), an R programming language-based online tool, was employed to screen DEGs by comparing samples from the GEO series [15]. We used GEO2R to identify DEGs in DEX-treated tissues and control tissues.
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sections[4] "Identification of differentially expressed genes" paragraph 2
quote
GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/), an R programming language-based online tool, was employed to screen DEGs by comparing samples from the GEO series [15]. We used GEO2R to identify DEGs in DEX-treated tissues and control tissues.
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The gene expression profile GSE37474 was obtained from the public Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).
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sections[3] "Gene expression data" paragraph 2
quote
The gene expression profile GSE37474 was obtained from the public Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).
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title
Dexamethasone induced gene expression changes in the human trabecular meshwork
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The top 5 upregulated and downregulated DEGs obtained from GSE37474 dataset.
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Identification of DEGs
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Table 1
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The top 5 upregulated and downregulated DEGs obtained from GSE37474 dataset.
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Functional enrichment analysis of DEGs.
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DEG analyses via GO and KEGG
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Table 2
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Functional enrichment analysis of DEGs.
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Expression
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Category
[2]
Term
[3]
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[4]
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4.78E-03
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5
[3]
5.02E-03
[5] array · 4 items
[0]
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[1]
GO: 0005215~transporter activity
[2]
6
[3]
1.24E-02
[6] array · 4 items
[0]
GOTERM_CC_DIRECT
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GO: 0005576~extracellular region
[2]
34
[3]
5.43E-09
[7] array · 4 items
[0]
GOTERM_CC_DIRECT
[1]
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[2]
46
[3]
9.33E-09
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[0]
GOTERM_CC_DIRECT
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[2]
14
[3]
3.61E-08
[9] array · 4 items
[0]
GOTERM_CC_DIRECT
[1]
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[2]
26
[3]
3.51E-06
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[0]
GOTERM_CC_DIRECT
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10
[3]
1.93E-04
[11] array · 4 items
[0]
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9
[3]
7.30E-05
[12] array · 4 items
[0]
GOTERM_BP_DIRECT
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GO: 0045926~negative regulation of growth
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4
[3]
3.02E-04
[13] array · 4 items
[0]
GOTERM_BP_DIRECT
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GO: 0007155~cell adhesion
[2]
12
[3]
3.90E-04
[14] array · 4 items
[0]
GOTERM_BP_DIRECT
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[3]
1.06E-03
[15] array · 4 items
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[3]
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[16] array · 5 items
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GO: 0005125~cytokine activity
[3]
11
[4]
2.10E-08
[17] array · 4 items
[0]
GOTERM_MF_DIRECT
[1]
GO: 0008083~growth factor activity
[2]
9
[3]
1.70E-06
[18] array · 4 items
[0]
GOTERM_MF_DIRECT
[1]
GO: 0005102~receptor binding
[2]
9
[3]
4.34E-04
[19] array · 4 items
[0]
GOTERM_MF_DIRECT
[1]
GO: 0005518~collagen binding
[2]
4
[3]
3.54E-03
[20] array · 4 items
[0]
GOTERM_MF_DIRECT
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GO: 0008201~heparin binding
[2]
5
[3]
9.04E-03
[21] array · 4 items
[0]
GOTERM_CC_DIRECT
[1]
GO: 0005576~extracellular region
[2]
30
[3]
3.24E-09
[22] array · 4 items
[0]
GOTERM_CC_DIRECT
[1]
GO: 0005615~extracellular space
[2]
27
[3]
6.46E-09
[23] array · 4 items
[0]
GOTERM_CC_DIRECT
[1]
GO: 0005578~proteinaceous extracellular matrix
[2]
7
[3]
3.26E-03
[24] array · 4 items
[0]
GOTERM_CC_DIRECT
[1]
GO: 0031012~extracellular matrix
[2]
6
[3]
2.18E-02
[25] array · 4 items
[0]
GOTERM_BP_DIRECT
[1]
GO: 0006954~inflammatory response
[2]
11
[3]
4.24E-05
[26] array · 4 items
[0]
GOTERM_BP_DIRECT
[1]
GO: 0007267~cell-cell signaling
[2]
9
[3]
7.64E-05
[27] array · 4 items
[0]
GOTERM_BP_DIRECT
[1]
GO: 0014911~positive regulation of smooth muscle cell migration
[2]
4
[3]
1.70E-04
[28] array · 4 items
[0]
GOTERM_BP_DIRECT
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GO: 0070374~positive regulation of ERK1 and ERK2 cascade
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7
[3]
4.00E-04
[29] array · 4 items
[0]
GOTERM_BP_DIRECT
[1]
GO: 0030593~neutrophil chemotaxis
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5
[3]
4.69E-04
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The significant KEGG pathway enriched by DEGs.
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9
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DEG analyses via GO and KEGG
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Table 3
caption
The significant KEGG pathway enriched by DEGs.
rows array · 10 items
[0] array · 5 items
[0]
Expression
[1]
Term
[2]
Count
[3]
P value
[4]
Genes
[1] array · 5 items
[0]
Upregulated
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hsa00350: Tyrosine metabolism
[2]
4
[3]
3.04E-03
[4]
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[0]
hsa04270: Vascular smooth muscle contraction
[1]
6
[2]
3.08E-03
[3]
ACTA2, MRVI1, PLA2G5, KCNMB1, PPP1R14A, MYL9
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hsa00982: Drug metabolism – cytochrome P450
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4
[2]
1.91E-02
[3]
FMO2, MAOA, AOX1, ADH1B
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hsa04060: Cytokine-cytokine receptor interaction
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8
[3]
5.53E-04
[4]
LIF, TNFRSF11B, CCL2, TNFSF13B, CCL5, CCL7, TGFB2, IL11
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hsa05323: Rheumatoid arthritis
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2.26E-03
[3]
CCL2, TNFSF13B, CCL5, TGFB2, IL11
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[0]
hsa04750: Inflammatory mediator regulation of TRP channels
[1]
5
[2]
3.34E-03
[3]
PLA2G4A, PLCB4, IGF1, BDKRB1, PLA2G4C
[8] array · 4 items
[0]
hsa04913: Ovarian steroidogenesis
[1]
4
[2]
3.62E-03
[3]
PLA2G4A, PTGS2, IGF1, PLA2G4C
[9] array · 4 items
[0]
hsa05142: Chagas disease (American trypanosomiasis)
[1]
5
[2]
4.14E-03
[3]
GNA14, CCL2, PLCB4, CCL5, TGFB2
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The 10 hub DEGs were obtained by cytoHubba.
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PMC6671556
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section_title
Screening of hub genes and analysis of modules
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Table 4
caption
The 10 hub DEGs were obtained by cytoHubba.
rows array · 11 items
[0] array · 6 items
[0]
Gene symbol
[1]
P Value
[2]
Log FC
[3]
Score
[4]
Degree
[5]
Regulation
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[0]
CCL2
[1]
1.20E-02
[2]
−1.01584
[3]
536
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22
[5]
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FOS
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5.42E-03
[2]
1.945081
[3]
507
[4]
24
[5]
Up
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[0]
IGF1
[1]
3.77E-05
[2]
−2.23249
[3]
406
[4]
24
[5]
Down
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[0]
PTGS2
[1]
1.10E-03
[2]
−1.34509
[3]
404
[4]
17
[5]
Down
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[0]
CCL5
[1]
9.07E-03
[2]
−1.59577
[3]
401
[4]
16
[5]
Down
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[0]
EDN1
[1]
4.62E-02
[2]
1.048579
[3]
325
[4]
13
[5]
Up
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[0]
IL11
[1]
1.16E-05
[2]
−1.7911
[3]
194
[4]
10
[5]
Down
[8] array · 6 items
[0]
F3
[1]
7.83E-03
[2]
1.609335
[3]
158
[4]
10
[5]
Up
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[0]
PMCH
[1]
1.70E-04
[2]
−1.97567
[3]
54
[4]
7
[5]
Down
[10] array · 6 items
[0]
BDKRB1
[1]
2.37E-05
[2]
−2.12487
[3]
54
[4]
7
[5]
Down
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[0]
asset:data:geo:GSE37474 not downloaded
[1]
asset:data:geo:GSE37474 licence not read
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Network / pathway analysis
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GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/), an R programming language-based online tool, was employed to screen DEGs by comparing samples from the GEO series [15]. We used GEO2R to identify DEGs in DEX-treated tissues and control tissues.
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The gene expression profile GSE37474 was obtained from the public Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).
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The paper names GSE37474 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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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31339875", "kind": "science-record", "revision": 8, "content_hash": "sha256:bfabea1f66ce24e70ff4beab79f7ff4fdd260f66d65b802632670a1793394afd", "created_at": "2026-11-01T15:40:47Z", "updated_at": "2026-11-01T22:00:43Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Gene Changes Induced by Dexamethasone in the Anterior Segment of the Human Eye Using Bioinformatics Analysis.", "doi": "10.12659/MSM.915591", "pmid": "31339875", "authors": ["Yuan Zhang", "Anhuai Yang", "Jizhen Huang"], "journal": "Medical science monitor : international medical journal of experimental and clinical research", "year": 2019, "abstract": "BACKGROUND Glucocorticoids (GCs)-induced glaucoma is a common adverse effect of prolonged GCs use. To better understand the effects of GCs on aqueous humor (AH) outflow, we analyzed the dataset GSE37474 using bioinformatics analysis to identify gene changes and pathways in the anterior segment of the human eye induced by dexamethasone (DEX). MATERIAL AND METHODS The GSE37474 dataset downloaded from the Gene Expression Omnibus (GEO) database was examined in this study. GEO2R was utilized to analyze data and identify differentially expressed genes (DEGs). Gene Ontology (GO) enrichment and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway were constructed using the DAVID database followed by construction of a protein-protein interaction (PPI) network performed using Cytoscape software. Finally, modules and hub genes were screened out using MCODE and cytoHubba plugin, respectively. RESULTS A set of 252 DEGs were screened. Among the DEGs, 143 genes were upregulated and 109 were downregulated. GO analysis indicated that some of the DEGs participated in extracellular matrix (ECM) organization and cholesterol homeostasis. Additionally, KEGG pathways were predominantly enriched in tyrosine metabolism and ECM-receptor interaction. From the PPI network, 2 modules were identified, and 10 hub genes were screened out, including CCL2, FOS, IGF1, PTGS2, CCL5, EDN1, IL11, F3, PMCH, and BDKRB1. The 2 module genes primarily participate in the TNF signaling pathway, cytokine-cytokine receptor interaction, and the Jak-STAT signaling pathway. CONCLUSIONS The present study identified some significant DEGs, hub genes, pathways, and modules in the human anterior segment induced by DEX. These results demonstrate that DEX changes the expression of certain genes and pathways to resist aqueous humor outflow, which could be new targets for developing novel and more effective approaches of diagnosis and therapy for GCs-induced glaucoma.", "claims": [{"id": "claim-method", "statement": "GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/), an R programming language-based online tool, was employed to screen DEGs by comparing samples from the GEO series [15]. We used GEO2R to identify DEGs in DEX-treated tissues and control tissues.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31339875", "locator": "sections[4] \"Identification of differentially expressed genes\" paragraph 2", "quote": "GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/), an R programming language-based online tool, was employed to screen DEGs by comparing samples from the GEO series [15]. We used GEO2R to identify DEGs in DEX-treated tissues and control tissues."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The gene expression profile GSE37474 was obtained from the public Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31339875", "locator": "sections[3] \"Gene expression data\" paragraph 2", "quote": "The gene expression profile GSE37474 was obtained from the public Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/)."}], "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:31339875"], "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. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE37474"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE37474"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31339875", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12659/MSM.915591", "sha256": 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https://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression profile GSE37474 was obtained from the public Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM920734", "GSM920735", "GSM920736", "GSM920737", "GSM920738", "GSM920739", "GSM920740", "GSM920741", "GSM920742", "GSM920743"], "sample_count": 10, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Dexamethasone induced gene expression changes in the human trabecular meshwork", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:31339875:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7815589b554c2cdc6fe5953f6172afe67b7eba82fe725755b56495dae02202fa", "bytes": 678, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[8]/table-wrap[1]#t1-medscimonit-25-5501", "version": null, "note": "The top 5 upregulated and downregulated DEGs obtained from GSE37474 dataset.", "structure": {"pmcid": "PMC6671556", "section_index": 8, "section_title": "Identification of DEGs", "row_count": 11, "column_count": 4}, "table": {"label": "Table 1", "caption": "The top 5 upregulated and downregulated DEGs obtained from GSE37474 dataset.", "rows": [["", "Gene symbol", "log FC", "P value"], ["Upregulated", "SAA2-SAA4///SAA2///SAA1", "4.9916146", "2.23E-05"], ["IL1R2", "4.147068", "1.57E-05"], ["ZBTB16", "4.0130764", "7.79E-07"], ["P2RY14", "3.903948", "4.84E-05"], ["SAA2///SAA1", "3.5531796", "6.20E-05"], ["Downregulated", "TFPI2", "−2.354117", "2.40E-04"], ["TNFRSF11B", "−2.371862", "2.36E-05"], 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value"], ["Upregulated", "GOTERM_MF_DIRECT", "GO: 0005509~calcium ion binding", "13", "3.55E-03"], ["GOTERM_MF_DIRECT", "GO: 0004867~serine-type endopeptidase inhibitor activity", "5", "4.35E-03"], ["GOTERM_MF_DIRECT", "GO: 0008201~heparin binding", "6", "4.78E-03"], ["GOTERM_MF_DIRECT", "GO: 0002020~protease binding", "5", "5.02E-03"], ["GOTERM_MF_DIRECT", "GO: 0005215~transporter activity", "6", "1.24E-02"], ["GOTERM_CC_DIRECT", "GO: 0005576~extracellular region", "34", "5.43E-09"], ["GOTERM_CC_DIRECT", "GO: 0070062~extracellular exosome", "46", "9.33E-09"], ["GOTERM_CC_DIRECT", "GO: 0005578~proteinaceous extracellular matrix", "14", "3.61E-08"], ["GOTERM_CC_DIRECT", "GO: 0005615~extracellular space", "26", "3.51E-06"], ["GOTERM_CC_DIRECT", "GO: 0031012~extracellular matrix", "10", "1.93E-04"], ["GOTERM_BP_DIRECT", "GO: 0030198~extracellular matrix organization", "9", "7.30E-05"], ["GOTERM_BP_DIRECT", "GO: 0045926~negative regulation of growth", "4", "3.02E-04"], ["GOTERM_BP_DIRECT", 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We used GEO2R to identify DEGs in DEX-treated tissues and control tissues."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE37474"], "resolved_accessions": ["GSE37474"], "statements": ["The gene expression profile GSE37474 was obtained from the public Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/)."], "basis": "The paper names GSE37474 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:31339875", "data:geo:GSE37474", "asset:table:pmid:31339875:1", "asset:table:pmid:31339875:2", "asset:table:pmid:31339875:3", "asset:table:pmid:31339875:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE37474"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:15:36Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 20966, "completion_tokens": 845, "cached_tokens": 7176}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:31339875", "type": "paper", "label": "pmid:31339875"}, {"id": "source:pmid:31339875", "type": "manuscript", "label": "PMID 31339875 full text"}, {"id": "data:geo:GSE37474", "type": "dataset", "label": "GEO GSE37474"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31339875", "type": "paper", "label": "pmid:31339875"}, {"id": "source:pmid:31339875", "type": "manuscript", "label": "PMID 31339875 full text"}, {"id": "data:geo:GSE37474", "type": "dataset", "label": "GEO GSE37474"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31339875", "type": "extraction", "used": ["source:pmid:31339875"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE37474", "type": "accession_resolution", "used": ["data:geo:GSE37474"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:31339875", "parent_hash": "sha256:60ceca62e5d66d5b2e4f37232c1548daff017668b9dbd09602703f9e7f05ce8b", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE37474 licence not read", "asset:data:geo:GSE37474 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "analysis_only", "id": "assay:1"}]}