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: COL22A1

Gene summary for COL22A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL22A1

Gene ID

169044

Gene namecollagen type XXII alpha 1 chain
Gene AliasCOL22A1
Cytomap8q24.23-q24.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8NFW1


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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
169044COL22A1P2T-EHumanEsophagusESCC4.12e-112.23e-010.1177
169044COL22A1P11T-EHumanEsophagusESCC3.75e-083.76e-010.1426
169044COL22A1P15T-EHumanEsophagusESCC8.45e-041.52e-010.1149
169044COL22A1P16T-EHumanEsophagusESCC1.13e-163.24e-010.1153
169044COL22A1P32T-EHumanEsophagusESCC3.75e-039.93e-020.1666
169044COL22A1P40T-EHumanEsophagusESCC2.18e-062.13e-010.109
169044COL22A1P49T-EHumanEsophagusESCC1.65e-107.21e-010.1768
169044COL22A1P52T-EHumanEsophagusESCC3.75e-031.09e-010.1555
169044COL22A1P56T-EHumanEsophagusESCC6.66e-055.67e-010.1613
169044COL22A1P76T-EHumanEsophagusESCC1.62e-132.46e-010.1207
169044COL22A1P79T-EHumanEsophagusESCC1.88e-041.45e-010.1154
169044COL22A1P82T-EHumanEsophagusESCC6.28e-042.63e-010.1072
169044COL22A1P91T-EHumanEsophagusESCC8.74e-055.15e-010.1828
169044COL22A1C38HumanOral cavityOSCC3.99e-129.21e-010.172
169044COL22A1C43HumanOral cavityOSCC9.26e-071.85e-010.1704
169044COL22A1LN38HumanOral cavityOSCC2.90e-036.76e-010.168
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
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
GO:000188510EsophagusESCCendothelial cell development44/855264/187231.59e-041.05e-0344
GO:004544610EsophagusESCCendothelial cell differentiation67/8552118/187239.86e-033.40e-0267
GO:000315818EsophagusESCCendothelium development76/8552136/187231.05e-023.59e-0276
GO:00033824EsophagusESCCepithelial cell morphogenesis22/855233/187231.22e-024.08e-0222
GO:000206419Oral cavityOSCCepithelial cell development116/7305220/187232.34e-052.21e-04116
GO:00018859Oral cavityOSCCendothelial cell development40/730564/187231.20e-048.57e-0440
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
GO:000315816Oral cavityOSCCendothelium development71/7305136/187231.18e-035.99e-0371
GO:00454469Oral cavityOSCCendothelial cell differentiation61/7305118/187233.40e-031.44e-0261
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
COL22A1SNVMissense_Mutationnovelc.2564C>Tp.Ser855Phep.S855FQ8NFW1protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
COL22A1SNVMissense_Mutationc.4360N>Ap.Leu1454Metp.L1454MQ8NFW1protein_codingtolerated(0.15)possibly_damaging(0.832)TCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
COL22A1SNVMissense_Mutationrs144653941c.2387G>Ap.Arg796Glnp.R796QQ8NFW1protein_codingtolerated(0.6)possibly_damaging(0.48)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
COL22A1SNVMissense_Mutationnovelc.1870C>Ap.Pro624Thrp.P624TQ8NFW1protein_codingtolerated(0.56)benign(0.006)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
COL22A1SNVMissense_Mutationc.2920G>Ap.Ala974Thrp.A974TQ8NFW1protein_codingtolerated(0.39)benign(0.042)TCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
COL22A1SNVMissense_Mutationc.409N>Ap.Pro137Thrp.P137TQ8NFW1protein_codingtolerated(0.09)probably_damaging(0.977)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
COL22A1SNVMissense_Mutationc.4486C>Ap.Gln1496Lysp.Q1496KQ8NFW1protein_codingtolerated(0.93)benign(0.315)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
COL22A1SNVMissense_Mutationrs757031031c.4466N>Tp.Pro1489Leup.P1489LQ8NFW1protein_codingdeleterious(0.01)possibly_damaging(0.455)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
COL22A1SNVMissense_Mutationrs755559463c.500N>Ap.Arg167Hisp.R167HQ8NFW1protein_codingtolerated(0.07)possibly_damaging(0.471)TCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
COL22A1SNVMissense_Mutationc.3457N>Tp.Gly1153Trpp.G1153WQ8NFW1protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
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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
169044COL22A1DRUGGABLE GENOMEsalbutamolALBUTEROL
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