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: COL9A2

Gene summary for COL9A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL9A2

Gene ID

1298

Gene namecollagen type IX alpha 2 chain
Gene AliasDJ39G22.4
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q14055


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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
1298COL9A2LZE8THumanEsophagusESCC4.41e-029.86e-020.067
1298COL9A2LZE22D1HumanEsophagusHGIN3.26e-021.32e-010.0595
1298COL9A2LZE22THumanEsophagusESCC1.54e-042.41e-010.068
1298COL9A2LZE24THumanEsophagusESCC3.17e-061.67e-010.0596
1298COL9A2P1T-EHumanEsophagusESCC7.43e-093.54e-010.0875
1298COL9A2P2T-EHumanEsophagusESCC1.21e-581.03e+000.1177
1298COL9A2P8T-EHumanEsophagusESCC2.87e-111.81e-010.0889
1298COL9A2P10T-EHumanEsophagusESCC1.21e-345.65e-010.116
1298COL9A2P11T-EHumanEsophagusESCC4.74e-032.11e-010.1426
1298COL9A2P12T-EHumanEsophagusESCC2.60e-265.14e-010.1122
1298COL9A2P15T-EHumanEsophagusESCC8.45e-041.24e-010.1149
1298COL9A2P16T-EHumanEsophagusESCC1.37e-549.22e-010.1153
1298COL9A2P17T-EHumanEsophagusESCC2.68e-032.27e-010.1278
1298COL9A2P20T-EHumanEsophagusESCC3.97e-029.69e-020.1124
1298COL9A2P21T-EHumanEsophagusESCC2.16e-025.09e-020.1617
1298COL9A2P22T-EHumanEsophagusESCC1.02e-101.34e-010.1236
1298COL9A2P23T-EHumanEsophagusESCC7.44e-143.19e-010.108
1298COL9A2P24T-EHumanEsophagusESCC6.73e-071.02e-010.1287
1298COL9A2P26T-EHumanEsophagusESCC3.27e-152.69e-010.1276
1298COL9A2P27T-EHumanEsophagusESCC2.99e-226.96e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
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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
COL9A2ITGA1_ITGB1COL9A2_ITGA1_ITGB1COLLAGENCervixCC
COL9A2ITGA2_ITGB1COL9A2_ITGA2_ITGB1COLLAGENCervixCC
COL9A2ITGA3_ITGB1COL9A2_ITGA3_ITGB1COLLAGENCervixCC
COL9A2ITGA9_ITGB1COL9A2_ITGA9_ITGB1COLLAGENCervixCC
COL9A2ITGA11_ITGB1COL9A2_ITGA11_ITGB1COLLAGENCervixCC
COL9A2ITGAV_ITGB8COL9A2_ITGAV_ITGB8COLLAGENCervixCC
COL9A2CD44COL9A2_CD44COLLAGENCervixCC
COL9A2SDC1COL9A2_SDC1COLLAGENCervixCC
COL9A2SDC4COL9A2_SDC4COLLAGENCervixCC
COL9A2ITGA1_ITGB1COL9A2_ITGA1_ITGB1COLLAGENTHCAADJ
COL9A2ITGA3_ITGB1COL9A2_ITGA3_ITGB1COLLAGENTHCAADJ
COL9A2ITGA9_ITGB1COL9A2_ITGA9_ITGB1COLLAGENTHCAADJ
COL9A2ITGA10_ITGB1COL9A2_ITGA10_ITGB1COLLAGENTHCAADJ
COL9A2ITGA11_ITGB1COL9A2_ITGA11_ITGB1COLLAGENTHCAADJ
COL9A2CD44COL9A2_CD44COLLAGENTHCAADJ
COL9A2SDC4COL9A2_SDC4COLLAGENTHCAADJ
COL9A2ITGA1_ITGB1COL9A2_ITGA1_ITGB1COLLAGENTHCACancer
COL9A2ITGA2_ITGB1COL9A2_ITGA2_ITGB1COLLAGENTHCACancer
COL9A2ITGA3_ITGB1COL9A2_ITGA3_ITGB1COLLAGENTHCACancer
COL9A2ITGA9_ITGB1COL9A2_ITGA9_ITGB1COLLAGENTHCACancer
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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
COL9A2SNVMissense_Mutationc.559N>Tp.Gly187Trpp.G187WQ14055protein_codingdeleterious(0)probably_damaging(1)TCGA-A1-A0SP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
COL9A2SNVMissense_Mutationc.670N>Tp.Ile224Phep.I224FQ14055protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-E9-A244-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
COL9A2SNVMissense_Mutationrs768840439c.1903G>Ap.Gly635Serp.G635SQ14055protein_codingdeleterious(0.02)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COL9A2SNVMissense_Mutationrs868625575c.1816C>Tp.Pro606Serp.P606SQ14055protein_codingdeleterious(0.01)possibly_damaging(0.656)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COL9A2SNVMissense_Mutationrs779917331c.1652C>Tp.Ala551Valp.A551VQ14055protein_codingtolerated(0.17)possibly_damaging(0.874)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COL9A2SNVMissense_Mutationrs754945201c.1637G>Ap.Arg546Glnp.R546QQ14055protein_codingdeleterious(0)possibly_damaging(0.884)TCGA-AY-5543-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyoxaliplatinSD
COL9A2SNVMissense_Mutationrs763798270c.455N>Ap.Gly152Glup.G152EQ14055protein_codingdeleterious(0)possibly_damaging(0.658)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
COL9A2SNVMissense_Mutationrs772278003c.1636C>Tp.Arg546Trpp.R546WQ14055protein_codingdeleterious(0)probably_damaging(0.982)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
COL9A2SNVMissense_Mutationrs200949058c.1553G>Ap.Arg518Glnp.R518QQ14055protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-D5-6539-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
COL9A2SNVMissense_Mutationc.1144G>Tp.Gly382Cysp.G382CQ14055protein_codingdeleterious(0)probably_damaging(1)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
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