Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: COL2A1

Gene summary for COL2A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL2A1

Gene ID

1280

Gene namecollagen type II alpha 1 chain
Gene AliasANFH
Cytomap12q13.11
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P02458


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
1280COL2A1GSM4909281HumanBreastIDC1.29e-438.46e-010.21
1280COL2A1GSM4909286HumanBreastIDC8.04e-101.98e-010.1081
1280COL2A1GSM4909297HumanBreastIDC7.43e-041.71e-010.1517
1280COL2A1NCCBC2HumanBreastDCIS2.06e-098.12e-010.1554
1280COL2A1P56T-EHumanEsophagusESCC1.75e-024.13e-010.1613
1280COL2A1P74T-EHumanEsophagusESCC3.23e-093.91e-010.1479
1280COL2A1P76T-EHumanEsophagusESCC2.34e-168.39e-010.1207
1280COL2A1P79T-EHumanEsophagusESCC2.12e-318.14e-010.1154
1280COL2A1P130T-EHumanEsophagusESCC5.71e-541.20e+000.1676
1280COL2A1S014HumanLiverHCC3.00e-148.27e-010.2254
1280COL2A1S015HumanLiverHCC1.83e-157.74e-010.2375
1280COL2A1S016HumanLiverHCC2.44e-191.07e+000.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:200123414BreastIDCnegative regulation of apoptotic signaling pathway49/1434224/187231.45e-112.58e-0949
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:200123614BreastIDCregulation of extrinsic apoptotic signaling pathway32/1434151/187231.07e-076.26e-0632
GO:200123714BreastIDCnegative regulation of extrinsic apoptotic signaling pathway19/143497/187231.22e-042.25e-0319
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:000189413BreastIDCtissue homeostasis34/1434268/187232.54e-032.28e-0234
GO:200123324BreastDCISregulation of apoptotic signaling pathway81/1390356/187233.51e-203.31e-1781
GO:200123424BreastDCISnegative regulation of apoptotic signaling pathway48/1390224/187231.70e-113.22e-0948
GO:009719123BreastDCISextrinsic apoptotic signaling pathway40/1390219/187239.43e-085.28e-0640
GO:200123623BreastDCISregulation of extrinsic apoptotic signaling pathway31/1390151/187231.79e-079.04e-0631
GO:200123723BreastDCISnegative regulation of extrinsic apoptotic signaling pathway18/139097/187232.52e-043.89e-0318
GO:000189423BreastDCIStissue homeostasis33/1390268/187232.88e-032.48e-0233
GO:000150321BreastDCISossification45/1390408/187234.98e-033.72e-0245
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:2001236111EsophagusESCCregulation of extrinsic apoptotic signaling pathway111/8552151/187232.97e-121.18e-10111
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:2001237111EsophagusESCCnegative regulation of extrinsic apoptotic signaling pathway69/855297/187233.23e-074.55e-0669
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa045109BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0451013BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
COL2A1SNVMissense_Mutationnovelc.1117N>Ap.Ala373Thrp.A373TP02458protein_codingtolerated(0.24)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL2A1SNVMissense_Mutationnovelc.1414N>Ap.Glu472Lysp.E472KP02458protein_codingdeleterious(0.01)probably_damaging(0.973)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
COL2A1SNVMissense_Mutationc.1148G>Ap.Arg383Hisp.R383HP02458protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-BH-A18F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
COL2A1SNVMissense_Mutationnovelc.4235T>Ap.Leu1412Hisp.L1412HP02458protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL2A1SNVMissense_Mutationc.2548G>Cp.Glu850Glnp.E850QP02458protein_codingdeleterious(0)possibly_damaging(0.518)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL2A1SNVMissense_Mutationrs769447809c.1598G>Ap.Arg533Glnp.R533QP02458protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-E2-A576-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
COL2A1insertionNonsense_Mutationnovelc.195_196insATCTCCAAAAACATTTGCTTCCAAGACACATGAAGGACAGATGTp.Asp66IlefsTer11p.D66Ifs*11P02458protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
COL2A1insertionFrame_Shift_Insnovelc.862_863insCTATCCCTp.Gly288AlafsTer23p.G288Afs*23P02458protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL2A1insertionFrame_Shift_Insnovelc.861_862insCCTGTGAGGCATAGGGAGTATTp.Gly288ProfsTer19p.G288Pfs*19P02458protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL2A1deletionFrame_Shift_Delnovelc.827delNp.Gly276ValfsTer32p.G276Vfs*32P02458protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
1280COL2A1DRUGGABLE GENOMECOLLAGENASECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1280COL2A1DRUGGABLE GENOMECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1280COL2A1DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1280COL2A1DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
1280COL2A1DRUGGABLE GENOMECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
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