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pmid:31123405

Collagen stiffness promoted non-muscle-invasive bladder cancer progression to muscle-invasive bladder cancer.

Huier Zhu · Hui Chen · Jizhong Wang · Ling Zhou · Shaoyan Liu

OncoTargets and therapy · 2019 doi:10.2147/OTT.S194568

Paper

complete

Experiment

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Data

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Analysis

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title
Collagen stiffness promoted non-muscle-invasive bladder cancer progression to muscle-invasive bladder cancer.
doi
10.2147/OTT.S194568
pmid
31123405
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Huier Zhu
[1]
Hui Chen
[2]
Jizhong Wang
[3]
Ling Zhou
[4]
Shaoyan Liu
journal
OncoTargets and therapy
year
2019
abstract
Purpose: Bladder cancer (BCa) is generally considered one of the most prevalent deadly diseases worldwide. Patients suffering from muscle-invasive bladder cancer (MIBC) possess dismal prognoses, while those with non-muscle-invasive bladder cancer (NMIBC) generally have a favorable outcome after local treatment. However, some NMIBCs relapse and progress to MIBC, with an unclarified mechanism. Hence, insight into the genetic drivers of BCa progression has tremendous potential benefits for precision therapeutics, risk stratification, and molecular diagnosis. Methods: In this study, three cohorts profile datasets (GSE13507, GSE32584, and GSE89) consisting of NMIBC and MIBC samples were integrated to address the differently expressed genes (DEGs). Subsequently, the protein-protein interaction (PPI) network and pathway enrichment analysis of DGEs were performed. Results: Six collagen members (COL1A1, COL1A2, COL5A2, COL6A1, COL6A2, and COL6A3) were up-regulated and gathered in the ECM-receptor interaction signal pathway identified by KEGG pathway analysis and GSEA. Evidence derived from the Oncomine and TCGA databases indicated that the 6 collagen genes promote the progression of BCa and are negatively associated with patient prognosis. Moreover, taking COL1A1 as a further research object, the results showed that COL1A1 was up-regulated in MIBC and its knockdown significantly inhibited the proliferation, migration, and invasion of 5637 and T24 cells by inhibiting epithelial-mesenchymal transition (EMT) process and the TGF-β signaling pathway. Conclusion: With integrated bioinformatic analysis and cell experiments, we showed that 6 collagen family members are high progression risk factors and that they can be used as independent effective diagnostic and prognostic biomarkers for BCa.
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The survival curve between the groups was described by the Kaplan-Meier plot and was evaluated using the log-rank test.
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Predective Value of Prognosis-Related Gene Expression Study in Primary Bladder Cancer
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PMC6511250
section_index
17
section_title
The ECM-receptor interaction signal pathway may promote BCa progression
row_count
3
column_count
2
table object · 8 fields
label
Table 1
caption
Forty-five DEGs were identified from GSE89, GSE13507, and GSE32548 expression profile datasets
rows array · 3 items
[0] array · 2 items
[0]
DEGs
[1]
Genes Name
[1] array · 2 items
[0]
Up-regulated
[1]
ACTA2, ACTN1, AIF1, C1QB, CD14, CDC20, COL1A1, COL1A2, COL5A2, COL6A1, COL6A2, COL6A3, CRIP1, CTGF, DPYSL2, LGALS1, MGP, MMP9, MT2A, PDGFRB, PLEK, RBP1, RGS1, SLC2A3, SPP1, TAGLN, TGFBI, THY1, TPM2, VIM
[2] array · 2 items
[0]
Down-regulated
[1]
CTSE, CYP2J2, CYP4B1, DHRS2, FABP6, FOXA1, GPX2, HMGCS2, HSD17B2, ID3, PTK6,SLC14A1,SMAD6, SORL1, SPINK1
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The significant GO terms analysis of DEGs
structure object · 5 fields
pmcid
PMC6511250
section_index
17
section_title
The ECM-receptor interaction signal pathway may promote BCa progression
row_count
28
column_count
4
table object · 8 fields
label
Table 2
caption
The significant GO terms analysis of DEGs
rows array · 28 items
[0] array · 4 items
[0]
Category
[1]
Term
[2]
Count
[3]
P-value
[1] array · 4 items
[0]
Up-regulated (Top20)
[1]
[2]
[3]
[2] array · 4 items
[0]
GOTERM_CC_FAT
[1]
GO:0005578~proteinaceous extracellular matrix
[2]
11
[3]
1.97E-10
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[0]
GOTERM_CC_FAT
[1]
GO:0031012~extracellular matrix
[2]
11
[3]
4.11E-10
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GOTERM_CC_FAT
[1]
GO:0044421~extracellular region part
[2]
13
[3]
6.26E-08
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GOTERM_CC_FAT
[1]
GO:0005581~collagen
[2]
5
[3]
5.72E-07
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GOTERM_CC_FAT
[1]
GO:0005576~extracellular region
[2]
16
[3]
5.73E-07
[7] array · 4 items
[0]
GOTERM_MF_FAT
[1]
GO:0048407~platelet-derived growth factor binding
[2]
4
[3]
1.63E-06
[8] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0030198~extracellular matrix organization
[2]
6
[3]
2.08E-06
[9] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0001501~skeletal system development
[2]
8
[3]
2.94E-06
[10] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0007155~cell adhesion
[2]
10
[3]
7.17E-06
[11] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0022610~biological adhesion
[2]
10
[3]
7.26E-06
[12] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0043062~extracellular structure organization
[2]
6
[3]
1.88E-05
[13] array · 4 items
[0]
GOTERM_MF_FAT
[1]
GO:0005201~extracellular matrix structural constituent
[2]
5
[3]
3.76E-05
[14] array · 4 items
[0]
GOTERM_CC_FAT
[1]
GO:0044420~extracellular matrix part
[2]
5
[3]
7.27E-05
[15] array · 4 items
[0]
GOTERM_MF_FAT
[1]
GO:0019838~growth factor binding
[2]
5
[3]
8.21E-05
[16] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0001503~ossification
[2]
5
[3]
8.67E-05
[17] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0060348~bone development
[2]
5
[3]
1.13E-04
[18] array · 4 items
[0]
GOTERM_CC_FAT
[1]
GO:0005583~fibrillar collagen
[2]
3
[3]
2.40E-04
[19] array · 4 items
[0]
GOTERM_CC_FAT
[1]
GO:0005615~extracellular space
[2]
8
[3]
2.53E-04
[20] array · 4 items
[0]
GOTERM_MF_FAT
[1]
GO:0005178~integrin binding
[2]
4
[3]
2.99E-04
[21] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0048705~skeletal system morphogenesis
[2]
4
[3]
1.56E-03
[22] array · 4 items
[0]
Down-regulated
[1]
[2]
[3]
[23] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0008202~steroid metabolic process
[2]
5
[3]
3.10474E-05
[24] array · 4 items
[0]
GOTERM_BP_FAT
[1]
GO:0055114~oxidation reduction
[2]
5
[3]
0.002505005
[25] array · 4 items
[0]
GOTERM_MF_FAT
[1]
GO:0009055~electron carrier activity
[2]
3
[3]
0.022942517
[26] array · 4 items
[0]
GOTERM_MF_FAT
[1]
GO:0070330~aromatase activity
[2]
2
[3]
0.026636667
[27] array · 4 items
[0]
GOTERM_MF_FAT
[1]
GO:0016712~oxidoreductase activity
[2]
2
[3]
0.031884301
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section[17]/table-wrap[2]#T0002
[6] object · 16 fields
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The significant signaling pathway enrichment analysis of DEGs functions
structure object · 5 fields
pmcid
PMC6511250
section_index
17
section_title
The ECM-receptor interaction signal pathway may promote BCa progression
row_count
6
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4
table object · 8 fields
label
Table 3
caption
The significant signaling pathway enrichment analysis of DEGs functions
rows array · 6 items
[0] array · 4 items
[0]
Pathway Name
[1]
Gene Count
[2]
p-value
[3]
Genes
[1] array · 4 items
[0]
Focal adhesion
[1]
9
[2]
8.9E-07
[3]
COL6A3,COL6A2, COL1A2, COL6A1, ACTN1, PDGFRB, COL1A1, COL5A2, SPP1
[2] array · 4 items
[0]
PI3K-Akt signaling pathway
[1]
8
[2]
2.6E-04
[3]
COL6A3,COL6A2,COL1A2,COL6A1,PDGFRB, COL1A1, COL5A2, SPP1
[3] array · 4 items
[0]
ECM-receptor interaction
[1]
7
[2]
8.9E-07
[3]
COL6A3,COL6A2,COL1A2,COL6A1, COL1A1, COL5A2, SPP1
[4] array · 4 items
[0]
Protein digestion and absorption
[1]
6
[2]
1.7E-05
[3]
COL6A3,COL6A2,COL1A2,COL6A1, COL1A1, COL5A2
[5] array · 4 items
[0]
Amoebiasis
[1]
5
[2]
7.5E-04
[3]
COL1A2, ACTN1, COL1A1, COL5A2, CD14
locator
section[17]/table-wrap[3]#T0003
gaps array · 6 items
[0]
asset:data:geo:GSE13507 not downloaded
[1]
asset:data:geo:GSE13507 licence not read
[2]
asset:data:geo:GSE32548 not downloaded
[3]
asset:data:geo:GSE32548 licence not read
[4]
asset:data:geo:GSE89 not downloaded
[5]
asset:data:geo:GSE89 licence not read
analysis object · 4 fields
state
complete
methods array · 4 items
[0] object · 10 fields
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method-1
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survival_analysis
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log_rank_test
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Survival analysis
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[0]
logrank_test
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parameters object · 0 fields
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[0]
time_to_event_with_censoring
evidence object · 3 fields
score
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verbatim
quote
The survival curve between the groups was described by the Kaplan-Meier plot and was evaluated using the log-rank test.
[1] object · 10 fields
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Survival analysis
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time_to_event_with_censoring
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Kaplan-Meier
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network_analysis
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Network / pathway analysis
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build_graph
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centrality_scores
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pathway_enrich
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edge_list
evidence object · 3 fields
score
0.7
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protein-protein interaction
[3] object · 10 fields
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method-4
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network_analysis
specific
pathway_enrichment
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Network / pathway analysis
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pathway_enrich
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edge_list
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pathway enrichment
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capability:computational_analysis
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meta_analysis
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machine_learning
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gwas
candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
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nothing:replicable_now
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logrank_test
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basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test.
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capability:computational_analysis
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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.
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tier
R1
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[0]
GSE13507
[1]
GSE32548
[2]
GSE89
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GSE13507
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GSE32548
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GSE89
statements array · 1 item
[0]
The array data for GSE13507 consisted of 103 NMIBC tissue samples and 61 MIBC tissue samples.
basis
The paper names GSE13507, GSE32548, GSE89 in NCBI-GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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logrank_test
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source:pmid:31123405
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asset:table:pmid:31123405:1
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asset:table:pmid:31123405:2
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asset:table:pmid:31123405:3
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run_analysis
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[0]
that COL1A1 was up-regulated in MIBC and its knockdown significantly inhibited the proliferation, m
[1]
t COL1A1 gene with RNAiMAX (Invitrogen) were transfected into 5637 and T24 cells for 48h. The followi
[2]
to 5637 and T24 cells for 48h. The following siRNA sequences were used: COL1A1#NC, sense: 5‘-AC
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Materials and methods Tissue samples and immunohistochemistry (IHC) staining In this study, a total of 30
[1]
ods Tissue samples and immunohistochemistry (IHC) staining In this study, a total of 30 tisuu
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Shanghai, China. The 5637 and T24 cells were cultured in RPMI-1640 medium (Invitrogen, Carlsbad, CA,
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31123405", "kind": "science-record", "revision": 8, "content_hash": "sha256:228d9c68f67ffb5f679b6144b940cc90b15e844841f8553f20e639eee4c59cc6", "created_at": "2026-11-01T15:40:45Z", "updated_at": "2026-11-01T22:00:34Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Collagen stiffness promoted non-muscle-invasive bladder cancer progression to muscle-invasive bladder cancer.", "doi": "10.2147/OTT.S194568", "pmid": "31123405", "authors": ["Huier Zhu", "Hui Chen", "Jizhong Wang", "Ling Zhou", "Shaoyan Liu"], "journal": "OncoTargets and therapy", "year": 2019, "abstract": "Purpose: Bladder cancer (BCa) is generally considered one of the most prevalent deadly diseases worldwide. Patients suffering from muscle-invasive bladder cancer (MIBC) possess dismal prognoses, while those with non-muscle-invasive bladder cancer (NMIBC) generally have a favorable outcome after local treatment. However, some NMIBCs relapse and progress to MIBC, with an unclarified mechanism. Hence, insight into the genetic drivers of BCa progression has tremendous potential benefits for precision therapeutics, risk stratification, and molecular diagnosis. Methods: In this study, three cohorts profile datasets (GSE13507, GSE32584, and GSE89) consisting of NMIBC and MIBC samples were integrated to address the differently expressed genes (DEGs). Subsequently, the protein-protein interaction (PPI) network and pathway enrichment analysis of DGEs were performed. Results: Six collagen members (COL1A1, COL1A2, COL5A2, COL6A1, COL6A2, and COL6A3) were up-regulated and gathered in the ECM-receptor interaction signal pathway identified by KEGG pathway analysis and GSEA. Evidence derived from the Oncomine and TCGA databases indicated that the 6 collagen genes promote the progression of BCa and are negatively associated with patient prognosis. Moreover, taking COL1A1 as a further research object, the results showed that COL1A1 was up-regulated in MIBC and its knockdown significantly inhibited the proliferation, migration, and invasion of 5637 and T24 cells by inhibiting epithelial-mesenchymal transition (EMT) process and the TGF-β signaling pathway. Conclusion: With integrated bioinformatic analysis and cell experiments, we showed that 6 collagen family members are high progression risk factors and that they can be used as independent effective diagnostic and prognostic biomarkers for BCa.", "claims": [{"id": "claim-method", "statement": "The survival curve between the groups was described by the Kaplan-Meier plot and was evaluated using the log-rank test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31123405", "locator": "sections[15] \"Statistics\" paragraph 2", "quote": "The survival curve between the groups was described by the Kaplan-Meier plot and was evaluated using the log-rank test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The array data for GSE13507 consisted of 103 NMIBC tissue samples and 61 MIBC tissue samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31123405", "locator": "sections[3] \"Microarray data information and degs identification\" paragraph 2", "quote": "The array data for GSE13507 consisted of 103 NMIBC tissue samples and 61 MIBC tissue samples."}], "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:31123405"], "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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"reader": "read_table", "reader_status": "available", "identifier": "section[17]/table-wrap[2]#T0002", "version": null, "note": "The significant GO terms analysis of DEGs", "structure": {"pmcid": "PMC6511250", "section_index": 17, "section_title": "The ECM-receptor interaction signal pathway may promote BCa progression", "row_count": 28, "column_count": 4}, "table": {"label": "Table 2", "caption": "The significant GO terms analysis of DEGs", "rows": [["Category", "Term", "Count", "P-value"], ["Up-regulated (Top20)", "", "", ""], ["GOTERM_CC_FAT", "GO:0005578~proteinaceous extracellular matrix", "11", "1.97E-10"], ["GOTERM_CC_FAT", "GO:0031012~extracellular matrix", "11", "4.11E-10"], ["GOTERM_CC_FAT", "GO:0044421~extracellular region part", "13", "6.26E-08"], ["GOTERM_CC_FAT", "GO:0005581~collagen", "5", "5.72E-07"], ["GOTERM_CC_FAT", "GO:0005576~extracellular region", "16", "5.73E-07"], ["GOTERM_MF_FAT", "GO:0048407~platelet-derived growth factor binding", "4", "1.63E-06"], 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"note": "The significant signaling pathway enrichment analysis of DEGs functions", "structure": {"pmcid": "PMC6511250", "section_index": 17, "section_title": "The ECM-receptor interaction signal pathway may promote BCa progression", "row_count": 6, "column_count": 4}, "table": {"label": "Table 3", "caption": "The significant signaling pathway enrichment analysis of DEGs functions", "rows": [["Pathway Name", "Gene Count", "p-value", "Genes"], ["Focal adhesion", "9", "8.9E-07", "COL6A3,COL6A2, COL1A2, COL6A1, ACTN1, PDGFRB, COL1A1, COL5A2, SPP1"], ["PI3K-Akt signaling pathway", "8", "2.6E-04", "COL6A3,COL6A2,COL1A2,COL6A1,PDGFRB, COL1A1, COL5A2, SPP1"], ["ECM-receptor interaction", "7", "8.9E-07", "COL6A3,COL6A2,COL1A2,COL6A1, COL1A1, COL5A2, SPP1"], ["Protein digestion and absorption", "6", "1.7E-05", "COL6A3,COL6A2,COL1A2,COL6A1, COL1A1, COL5A2"], ["Amoebiasis", "5", "7.5E-04", "COL1A2, ACTN1, COL1A1, COL5A2, CD14"]], "row_count": 6, "column_count": 4, "numeric_cells": 11, 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["logrank_test"], "assets": ["source:pmid:31123405", "data:geo:GSE13507", "asset:table:pmid:31123405:1", "asset:table:pmid:31123405:2", "asset:table:pmid:31123405:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE13507"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:15:21Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 36950, "completion_tokens": 1680, "cached_tokens": 12552}}, "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:31123405", "type": "paper", "label": "pmid:31123405"}, {"id": "source:pmid:31123405", "type": "manuscript", "label": "PMID 31123405 full text"}, {"id": "data:geo:GSE13507", "type": "dataset", "label": "GEO GSE13507"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31123405", "type": "paper", "label": "pmid:31123405"}, {"id": "source:pmid:31123405", "type": "manuscript", "label": "PMID 31123405 full text"}, {"id": "data:geo:GSE13507", "type": "dataset", "label": "GEO GSE13507"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31123405", "type": "extraction", "used": ["source:pmid:31123405"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE13507", "type": "accession_resolution", "used": ["data:geo:GSE13507"], "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:31123405", "parent_hash": "sha256:6406e0d815731cc48ed4f44681cc016e13e00d6195d3a8c2fb50896295c00144", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE13507 licence not read", "asset:data:geo:GSE13507 not downloaded", "asset:data:geo:GSE32548 licence not read", "asset:data:geo:GSE32548 not downloaded", "asset:data:geo:GSE89 licence not read", "asset:data:geo:GSE89 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["that COL1A1 was up-regulated in MIBC and its knockdown significantly inhibited the proliferation, m", "t COL1A1 gene with RNAiMAX (Invitrogen) were transfected into 5637 and T24 cells for 48h. The followi", "to 5637 and T24 cells for 48h. The following siRNA sequences were used: COL1A1#NC, sense: 5‘-AC"], "order_basis": "paper_text_order:1434", "id": "assay:1"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Materials and methods Tissue samples and immunohistochemistry (IHC) staining In this study, a total of 30", "ods Tissue samples and immunohistochemistry (IHC) staining In this study, a total of 30 tisuu"], "order_basis": "paper_text_order:1918", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["Shanghai, China. The 5637 and T24 cells were cultured in RPMI-1640 medium (Invitrogen, Carlsbad, CA,"], "order_basis": "paper_text_order:3530", "id": "assay:3"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The survival curve between the groups was described by the Kaplan-Meier plot and was evaluated using the log-rank test."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}