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: COL11A1

Gene summary for COL11A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL11A1

Gene ID

1301

Gene namecollagen type XI alpha 1 chain
Gene AliasCO11A1
Cytomap1p21.1
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P12107


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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
1301COL11A1P4T-EHumanEsophagusESCC2.20e-022.73e-010.1323
1301COL11A1P9T-EHumanEsophagusESCC4.01e-047.07e-010.1131
1301COL11A1P10T-EHumanEsophagusESCC2.02e-063.94e-010.116
1301COL11A1P22T-EHumanEsophagusESCC1.66e-022.68e-010.1236
1301COL11A1P32T-EHumanEsophagusESCC9.53e-097.25e-010.1666
1301COL11A1P42T-EHumanEsophagusESCC9.46e-033.79e-010.1175
1301COL11A1P44T-EHumanEsophagusESCC1.25e-081.26e+000.1096
1301COL11A1P47T-EHumanEsophagusESCC4.17e-054.84e-010.1067
1301COL11A1P76T-EHumanEsophagusESCC1.96e-052.04e-010.1207
1301COL11A1P128T-EHumanEsophagusESCC3.90e-021.35e-010.1241
1301COL11A1ATC13HumanThyroidATC2.48e-113.77e-010.34
1301COL11A1ATC2HumanThyroidATC4.44e-152.14e+000.34
1301COL11A1ATC5HumanThyroidATC2.12e-134.03e-010.34
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:00074926EsophagusESCCendoderm development54/855277/187231.20e-051.12e-0454
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:00017064EsophagusESCCendoderm formation38/855254/187232.08e-041.31e-0338
GO:00017044EsophagusESCCformation of primary germ layer75/8552121/187232.17e-041.36e-0375
GO:000961216EsophagusESCCresponse to mechanical stimulus124/8552216/187233.30e-041.94e-03124
GO:00359873EsophagusESCCendodermal cell differentiation32/855245/187234.87e-042.70e-0332
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00301993EsophagusESCCcollagen fibril organization40/855261/187231.35e-036.44e-0340
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:00512161EsophagusESCCcartilage development103/8552190/187231.08e-023.67e-02103
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
GO:00020623EsophagusESCCchondrocyte differentiation60/8552106/187231.53e-024.94e-0260
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
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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
COL11A1SNVMissense_Mutationc.3193N>Ap.Ala1065Thrp.A1065TP12107protein_codingdeleterious(0.05)probably_damaging(0.989)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
COL11A1SNVMissense_Mutationnovelc.1307C>Ap.Pro436Hisp.P436HP12107protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
COL11A1SNVMissense_Mutationc.3187N>Cp.Gly1063Argp.G1063RP12107protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL11A1SNVMissense_Mutationnovelc.3863G>Cp.Gly1288Alap.G1288AP12107protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COL11A1SNVMissense_Mutationc.2288G>Cp.Gly763Alap.G763AP12107protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COL11A1SNVMissense_Mutationnovelc.4106G>Ap.Gly1369Aspp.G1369DP12107protein_codingdeleterious(0)possibly_damaging(0.541)TCGA-AC-A2BM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COL11A1SNVMissense_Mutationc.3184N>Tp.Arg1062Cysp.R1062CP12107protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL11A1SNVMissense_Mutationc.5295N>Cp.Lys1765Asnp.K1765NP12107protein_codingdeleterious(0.01)benign(0.007)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
COL11A1SNVMissense_Mutationc.545N>Tp.Cys182Phep.C182FP12107protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
COL11A1SNVMissense_Mutationc.3973C>Tp.Pro1325Serp.P1325SP12107protein_codingdeleterious(0.05)benign(0.395)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
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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
1301COL11A1DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
1301COL11A1DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
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