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pmid:31419013

Differential coexpression networks in bronchiolitis and emphysema phenotypes reveal heterogeneous mechanisms of chronic obstructive pulmonary disease.

Jiangyue Qin · Ting Yang · Ni Zeng · Chun Wan · Lijuan Gao · Xiaoou Li · Lei Chen · Yongchun Shen · Fuqiang Wen

Journal of cellular and molecular medicine · 2019 doi:10.1111/jcmm.14585

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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
id
pmid:31419013
kind
science-record
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sha256:ac149952a58454f53fb58b081013c0cf51e2403f93cb4bd01120f3e8e4510f97
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:48Z
updated_at
2026-11-01T21:22:25Z
generator object · 2 fields
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paper object · 10 fields
state
complete
title
Differential coexpression networks in bronchiolitis and emphysema phenotypes reveal heterogeneous mechanisms of chronic obstructive pulmonary disease.
doi
10.1111/jcmm.14585
pmid
31419013
authors array · 9 items
[0]
Jiangyue Qin
[1]
Ting Yang
[2]
Ni Zeng
[3]
Chun Wan
[4]
Lijuan Gao
[5]
Xiaoou Li
[6]
Lei Chen
[7]
Yongchun Shen
[8]
Fuqiang Wen
journal
Journal of cellular and molecular medicine
year
2019
abstract
Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease with multiple molecular mechanisms. To investigate and contrast the molecular processes differing between bronchiolitis and emphysema phenotypes of COPD, we downloaded the GSE69818 microarray data set from the Gene Expression Omnibus (GEO), which based on lung tissues from 38 patients with emphysema and 32 patients with bronchiolitis. Then, weighted gene coexpression network analysis (WGCNA) and differential coexpression (DiffCoEx) analysis were performed, followed by gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes enrichment analysis (KEGG) analysis. Modules and hub genes for bronchiolitis and emphysema were identified, and we found that genes in modules linked to neutrophil degranulation, Rho protein signal transduction and B cell receptor signalling were coexpressed in emphysema. DiffCoEx analysis showed that four hub genes (IFT88, CCDC103, MMP10 and Bik) were consistently expressed in emphysema patients; these hub genes were enriched, respectively, for functions of cilium assembly and movement, proteolysis and apoptotic mitochondrial changes. In our re-analysis of GSE69818, gene expression networks in relation to emphysema deepen insights into the molecular mechanism of COPD and also identify some promising therapeutic targets.
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claim-data-access
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All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818).
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methodological
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sections[23] "DATA AVAILABILITY STATEMENT" paragraph 2
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All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818).
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the published estimate and its evidence
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the source data with its repository provenance
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Run the published analysis
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Apply the paper's statistical method to the resolved series and compare the result with the published target.
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the replicated result and its comparison
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Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
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All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818).
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[0]
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GSM1709441
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GSM1709442
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GSM1709443
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GSM1709444
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GSM1709445
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GSM1709446
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GSM1709448
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GSM1709451
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GSM1709456
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GSM1709486
[69]
GSM1709487
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70
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null
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null
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13667
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Homo sapiens
title
COPD lung tissue expression
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2026-11-01T15:39:55Z
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identifier_resolution_only_no_download_no_licence_read
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Functional and pathway enrichment analysis of DiffCoEx
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Table 1
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GO enrichment analysis in differential coexpression modules
rows array · 26 items
[0] array · 6 items
[0]
Module
[1]
Accession no.
[2]
Term
[3]
Count
[4]
P‐value
[5]
Gene
[1] array · 6 items
[0]
Turquoise
[1]
GO:0060271
[2]
Cilium assembly
[3]
5
[4]
2.93505E‐05
[5]
TEKT4,TTC30A,IQUB,IFT88,B9D1
[2] array · 5 items
[0]
GO:0006493
[1]
Protein O‐linked glycosylation
[2]
2
[3]
.002436169
[4]
GCNT3,KCNE1
[3] array · 5 items
[0]
GO:0002426
[1]
Immunoglobulin production in mucosal tissue
[2]
1
[3]
.002160627
[4]
GCNT3
[4] array · 5 items
[0]
GO:0060294
[1]
Cilium movement involved in cell motility
[2]
1
[3]
.021403293
[4]
TEKT4
[5] array · 5 items
[0]
GO:0 006 508
[1]
Proteolysis
[2]
3
[3]
.010494271
[4]
FBXL2,MMP10,TMPRSS3
[6] array · 5 items
[0]
GO:0008637
[1]
Apoptotic mitochondrial changes
[2]
1
[3]
.0423613
[4]
Bik
[7] array · 6 items
[0]
Green
[1]
GO:0032436
[2]
Positive regulation of proteasomal ubiquitin‐dependent protein catabolic process
[3]
2
[4]
.000631427
[5]
CSNK1A1,RNF19A
[8] array · 5 items
[0]
GO:0002082
[1]
Regulation of oxidative phosphorylation
[2]
1
[3]
.002220713
[4]
SLC25A33
[9] array · 5 items
[0]
GO:2001268
[1]
Negative regulation of cysteine‐type endopeptidase activity involved in apoptotic signalling pathway
[2]
1
[3]
.002775206
[4]
PLAUR
[10] array · 6 items
[0]
Yellow
[1]
GO:0018293
[2]
Protein‐FAD linkage
[3]
1
[4]
.001234301
[5]
SDHAF2
[11] array · 5 items
[0]
GO:0045082
[1]
Positive regulation of interleukin‐10 biosynthetic process
[2]
1
[3]
.001234301
[4]
BCL3
[12] array · 5 items
[0]
GO:0042345
[1]
Regulation of NF‐kappaB import into nucleus
[2]
1
[3]
.002467231
[4]
BCL3
[13] array · 5 items
[0]
GO:0045415
[1]
Negative regulation of interleukin‐8 biosynthetic process
[2]
1
[3]
.002467231
[4]
BCL3
[14] array · 6 items
[0]
Blue
[1]
GO:0051301
[2]
Cell division
[3]
9
[4]
2.02366E‐10
[5]
KIF2C,KIF14,SPC25,CCNA2,CCNB1,CCNE2,BIRC5,SKA1,CCNE1
[15] array · 5 items
[0]
GO:0051256
[1]
Mitotic spindle midzone assembly
[2]
4
[3]
1.77904E‐10
[4]
KIF4B,KIF4A,KIF23,AURKB
[16] array · 5 items
[0]
GO:0007018
[1]
Microtubule‐based movement
[2]
5
[3]
6.79539E‐08
[4]
KIF2C,KIF14,KIF4B,KIF4A,KIF23
[17] array · 5 items
[0]
GO:0 006 270
[1]
DNA replication initiation
[2]
4
[3]
1.46023E‐07
[4]
CCNE2,ORC6,CCNE1,CDC45
[18] array · 5 items
[0]
GO:0000281
[1]
Mitotic cytokinesis
[2]
4
[3]
1.0171E‐07
[4]
KIF4B,ANLN,KIF4A,KIF23
[19] array · 5 items
[0]
GO:0000082
[1]
G1/S transition of mitotic cell cycle
[2]
4
[3]
9.55225E‐06
[4]
CCNE2,ORC6,CCNE1,CDC45
[20] array · 5 items
[0]
GO:0000278
[1]
Mitotic cell cycle
[2]
4
[3]
9.93329E‐06
[4]
KIF2C,AURKB,BIRC5,SKA1
[21] array · 5 items
[0]
GO:0000086
[1]
G2/M transition of mitotic cell cycle
[2]
3
[3]
.000727182
[4]
CCNA2,CCNB1,BIRC5
[22] array · 5 items
[0]
GO:0008283
[1]
Cell proliferation
[2]
3
[3]
.011268622
[4]
KIF2C,TCF19,AURKB
[23] array · 6 items
[0]
Brown
[1]
GO:0002361
[2]
CD4‐positive, CD25‐positive, alpha‐beta regulatory T cell differentiation
[3]
1
[4]
.001665946
[5]
PLA2G2D
[24] array · 5 items
[0]
GO:0048630
[1]
Skeletal muscle tissue growth
[2]
1
[3]
.001665946
[4]
CHRNA1
[25] array · 5 items
[0]
GO:0070555
[1]
Response to interleukin‐1
[2]
1
[3]
.01764336
[4]
TRIM63
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Hub genes identified in both emphysema and bronchiolitis using differential coexpression analysis
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12
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Functional and pathway enrichment analysis of DiffCoEx
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Table 2
caption
Hub genes identified in both emphysema and bronchiolitis using differential coexpression analysis
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[0]
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[2] array · 2 items
[0]
Blue
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KIF2C, DEPDC1, KIF14, SPC25, CSPG5, CCNA2, CCNB1, KIF4B, TCF19, ANLN, KIF4A, CCNE2, PHF19, KIF23, PRC1, SHCBP1, ORC6, AURKB, BIRC5, SKA1, CCNE1, CDC45
[3] array · 2 items
[0]
Brown
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PLA2G2D, TRIM63, FCMR, DAPL1, CHRNA1, KLHL6, TM4SF19, HRK, OTOA, SLC16A6
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[0]
Green
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SLC25A33, RLF, BZW1P2, CSNK1A1, RNF19A, AAED1, NAB2, CRY1, ZNF410, PLAUR
[5] array · 2 items
[0]
Yellow
[1]
GNL2, VCAM1, BATF3, HRH1, DNAJC25, SDHAF2, HAPLN3, TOP1, PPAN‐P2RY11, BCL3
locator
section[12]/table-wrap[2]#jcmm14585-tbl-0002
gaps array · 2 items
[0]
asset:data:geo:GSE69818 not downloaded
[1]
asset:data:geo:GSE69818 licence not read
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[0] object · 10 fields
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[0]
pathway_enrich
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[0]
edge_list
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0.8
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quote
pathway enrichment
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id
method-2
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null
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Weighted gene coexpression network analysis (WGCNA)
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missing_operations array · 0 items
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evidence object · 3 fields
score
1
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reordered
quote
“Then, weighted gene coexpression network analysis (WGCNA) and differential coexpression (DiffCoEx) analysis were performed, followed by gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes enrichment analysis (KEGG) analysis.”
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gaps array · 1 item
[0]
method.reader_named_unmapped
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complete
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candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
state
complete
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nothing:replicable_now
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method object · 5 fields
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[0]
pathway_enrich
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The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pathway_enrichment.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
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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
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[0]
GSE69818
resolved_accessions array · 1 item
[0]
GSE69818
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[0]
All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818).
basis
The paper names GSE69818 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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pathway_enrich
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[0]
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[1]
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run_analysis
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data:geo:GSE69818
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pmid:31419013
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software
label
Corpus assay engine
[1] object · 3 fields
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 object · 4 fields
parent_id
pmid:31419013
parent_hash
sha256:7349ad500e969af4701640bac35c482933dd1a1bbe4d6b9fbaf85305309f3109
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE69818 licence not read
[1]
asset:data:geo:GSE69818 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
pathway enrichment
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31419013", "kind": "science-record", "revision": 6, "content_hash": "sha256:ac149952a58454f53fb58b081013c0cf51e2403f93cb4bd01120f3e8e4510f97", "created_at": "2026-11-01T15:40:48Z", "updated_at": "2026-11-01T21:22:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Differential coexpression networks in bronchiolitis and emphysema phenotypes reveal heterogeneous mechanisms of chronic obstructive pulmonary disease.", "doi": "10.1111/jcmm.14585", "pmid": "31419013", "authors": ["Jiangyue Qin", "Ting Yang", "Ni Zeng", "Chun Wan", "Lijuan Gao", "Xiaoou Li", "Lei Chen", "Yongchun Shen", "Fuqiang Wen"], "journal": "Journal of cellular and molecular medicine", "year": 2019, "abstract": "Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease with multiple molecular mechanisms. To investigate and contrast the molecular processes differing between bronchiolitis and emphysema phenotypes of COPD, we downloaded the GSE69818 microarray data set from the Gene Expression Omnibus (GEO), which based on lung tissues from 38 patients with emphysema and 32 patients with bronchiolitis. Then, weighted gene coexpression network analysis (WGCNA) and differential coexpression (DiffCoEx) analysis were performed, followed by gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes enrichment analysis (KEGG) analysis. Modules and hub genes for bronchiolitis and emphysema were identified, and we found that genes in modules linked to neutrophil degranulation, Rho protein signal transduction and B cell receptor signalling were coexpressed in emphysema. DiffCoEx analysis showed that four hub genes (IFT88, CCDC103, MMP10 and Bik) were consistently expressed in emphysema patients; these hub genes were enriched, respectively, for functions of cilium assembly and movement, proteolysis and apoptotic mitochondrial changes. In our re-analysis of GSE69818, gene expression networks in relation to emphysema deepen insights into the molecular mechanism of COPD and also identify some promising therapeutic targets.", "claims": [{"id": "claim-data-access", "statement": "All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31419013", "locator": "sections[23] \"DATA AVAILABILITY STATEMENT\" paragraph 2", "quote": "All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818)."}], "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:31419013"], "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:GSE69818"], "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:GSE69818"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31419013", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1111/jcmm.14585", "sha256": "sha256:16e4716bb06ba93a37770376e266c3bc443b2f74c4851b49bff9edc56b795bfe", "bytes": 36544, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1111/jcmm.14585", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6787516", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE69818", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE69818", "version": null, "note": "All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data used to support the findings of the current study are available from Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE69818).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1709418", "GSM1709419", "GSM1709420", "GSM1709421", "GSM1709422", "GSM1709423", "GSM1709424", "GSM1709425", "GSM1709426", "GSM1709427", "GSM1709428", "GSM1709429", "GSM1709430", "GSM1709431", "GSM1709432", "GSM1709433", "GSM1709434", "GSM1709435", "GSM1709436", "GSM1709437", "GSM1709438", "GSM1709439", "GSM1709440", "GSM1709441", "GSM1709442", "GSM1709443", "GSM1709444", "GSM1709445", "GSM1709446", "GSM1709447", "GSM1709448", "GSM1709449", "GSM1709450", "GSM1709451", "GSM1709452", "GSM1709453", "GSM1709454", "GSM1709455", "GSM1709456", "GSM1709457", "GSM1709458", "GSM1709459", 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"reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#jcmm14585-tbl-0001", "version": null, "note": "GO enrichment analysis in differential coexpression modules", "structure": {"pmcid": "PMC6787516", "section_index": 12, "section_title": "Functional and pathway enrichment analysis of DiffCoEx", "row_count": 26, "column_count": 6}, "table": {"label": "Table 1", "caption": "GO enrichment analysis in differential coexpression modules", "rows": [["Module", "Accession no.", "Term", "Count", "P‐value", "Gene"], ["Turquoise", "GO:0060271", "Cilium assembly", "5", "2.93505E‐05", "TEKT4,TTC30A,IQUB,IFT88,B9D1"], ["GO:0006493", "Protein O‐linked glycosylation", "2", ".002436169", "GCNT3,KCNE1"], ["GO:0002426", "Immunoglobulin production in mucosal tissue", "1", ".002160627", "GCNT3"], ["GO:0060294", "Cilium movement involved in cell motility", "1", ".021403293", "TEKT4"], ["GO:0 006 508", "Proteolysis", "3", ".010494271", "FBXL2,MMP10,TMPRSS3"], ["GO:0008637", "Apoptotic mitochondrial changes", "1", ".0423613", "Bik"], ["Green", "GO:0032436", "Positive regulation of proteasomal ubiquitin‐dependent protein catabolic process", "2", ".000631427", "CSNK1A1,RNF19A"], ["GO:0002082", "Regulation of oxidative phosphorylation", "1", ".002220713", "SLC25A33"], ["GO:2001268", "Negative regulation of cysteine‐type endopeptidase activity involved in apoptotic signalling pathway", "1", ".002775206", "PLAUR"], ["Yellow", "GO:0018293", "Protein‐FAD linkage", "1", ".001234301", "SDHAF2"], ["GO:0045082", "Positive regulation of interleukin‐10 biosynthetic process", "1", ".001234301", "BCL3"], ["GO:0042345", "Regulation of NF‐kappaB import into nucleus", "1", ".002467231", "BCL3"], ["GO:0045415", "Negative regulation of interleukin‐8 biosynthetic process", "1", ".002467231", "BCL3"], ["Blue", "GO:0051301", "Cell division", "9", "2.02366E‐10", "KIF2C,KIF14,SPC25,CCNA2,CCNB1,CCNE2,BIRC5,SKA1,CCNE1"], ["GO:0051256", "Mitotic spindle midzone assembly", "4", "1.77904E‐10", "KIF4B,KIF4A,KIF23,AURKB"], ["GO:0007018", "Microtubule‐based movement", "5", "6.79539E‐08", "KIF2C,KIF14,KIF4B,KIF4A,KIF23"], ["GO:0 006 270", "DNA replication initiation", "4", "1.46023E‐07", "CCNE2,ORC6,CCNE1,CDC45"], ["GO:0000281", "Mitotic cytokinesis", "4", "1.0171E‐07", "KIF4B,ANLN,KIF4A,KIF23"], ["GO:0000082", "G1/S transition of mitotic cell cycle", "4", "9.55225E‐06", "CCNE2,ORC6,CCNE1,CDC45"], ["GO:0000278", "Mitotic cell cycle", "4", "9.93329E‐06", "KIF2C,AURKB,BIRC5,SKA1"], ["GO:0000086", "G2/M transition of mitotic cell cycle", "3", ".000727182", "CCNA2,CCNB1,BIRC5"], ["GO:0008283", "Cell proliferation", "3", ".011268622", "KIF2C,TCF19,AURKB"], ["Brown", "GO:0002361", "CD4‐positive, CD25‐positive, alpha‐beta regulatory T cell differentiation", "1", ".001665946", "PLA2G2D"], ["GO:0048630", "Skeletal muscle tissue growth", "1", ".001665946", "CHRNA1"], ["GO:0070555", "Response to interleukin‐1", "1", ".01764336", "TRIM63"]], "row_count": 26, "column_count": 6, "numeric_cells": 91, "header_rows": 1, "locator": "section[12]/table-wrap[1]#jcmm14585-tbl-0001"}}, {"id": "asset:table:pmid:31419013:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:a6fb65ea2e1124b829097192e1201914c60031660145491a299e0e97b1736e39", "bytes": 1158, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[2]#jcmm14585-tbl-0002", "version": null, "note": "Hub genes identified in both emphysema and bronchiolitis using differential coexpression analysis", "structure": {"pmcid": "PMC6787516", "section_index": 12, "section_title": "Functional and pathway enrichment analysis of DiffCoEx", "row_count": 6, "column_count": 2}, "table": {"label": "Table 2", "caption": "Hub genes identified in both emphysema and bronchiolitis using differential coexpression analysis", "rows": [["Module", "Hub genes"], ["Turquoise", "CCDC103, IFT88, BIK, DCDC2B, BEST4, TCTEX1D4, CLCA2, GBP6, VTCN1, SPATA17, TEKT4, TTC30A, CERKL, CFAP65, FBXL2, ALDH1L1, NME9, ANKUB1, WDR49, CEP19, UGT2A1, ADH6, HSPA4L, SLC23A1, GABRP, ARMC2, LRWD1, IQUB, NUP62CL, CCDC160, FZD3, PSCA, TCN1, LRRC10B, LRTOMT, DNAJB13, MMP10, PIH1D2, MEIG1, COL17A1, PLEKHG7, CCDC60, MORN3, ABHD12B, CKMT1B, GCNT3, ZG16B, C16orf46, B9D1, FAM187A, KIF19, KATNAL2, SPEF1, TNFAIP8L1, CYP2F1, KCNE1, TMPRSS3"], ["Blue", "KIF2C, DEPDC1, KIF14, SPC25, CSPG5, CCNA2, CCNB1, KIF4B, TCF19, ANLN, KIF4A, CCNE2, PHF19, KIF23, PRC1, SHCBP1, ORC6, AURKB, BIRC5, SKA1, CCNE1, CDC45"], ["Brown", "PLA2G2D, TRIM63, FCMR, DAPL1, CHRNA1, KLHL6, TM4SF19, HRK, OTOA, SLC16A6"], ["Green", "SLC25A33, RLF, BZW1P2, CSNK1A1, RNF19A, AAED1, NAB2, CRY1, ZNF410, PLAUR"], ["Yellow", "GNL2, VCAM1, BATF3, HRH1, DNAJC25, SDHAF2, HAPLN3, TOP1, PPAN‐P2RY11, BCL3"]], "row_count": 6, "column_count": 2, "numeric_cells": 5, "header_rows": 1, "locator": 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