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: COLGALT1

Gene summary for COLGALT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COLGALT1

Gene ID

79709

Gene namecollagen beta(1-O)galactosyltransferase 1
Gene AliasBSVD3
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q8NBJ5


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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
79709COLGALT1LZE2THumanEsophagusESCC3.30e-023.26e-010.082
79709COLGALT1LZE7THumanEsophagusESCC2.82e-093.26e-010.0667
79709COLGALT1LZE24THumanEsophagusESCC2.13e-061.90e-010.0596
79709COLGALT1LZE21THumanEsophagusESCC2.40e-023.80e-010.0655
79709COLGALT1P1T-EHumanEsophagusESCC1.68e-064.21e-010.0875
79709COLGALT1P2T-EHumanEsophagusESCC3.39e-172.69e-010.1177
79709COLGALT1P4T-EHumanEsophagusESCC1.87e-153.81e-010.1323
79709COLGALT1P5T-EHumanEsophagusESCC1.42e-111.81e-010.1327
79709COLGALT1P8T-EHumanEsophagusESCC3.15e-162.61e-010.0889
79709COLGALT1P9T-EHumanEsophagusESCC2.35e-132.25e-010.1131
79709COLGALT1P10T-EHumanEsophagusESCC3.74e-193.35e-010.116
79709COLGALT1P11T-EHumanEsophagusESCC7.13e-137.38e-010.1426
79709COLGALT1P12T-EHumanEsophagusESCC1.95e-173.11e-010.1122
79709COLGALT1P15T-EHumanEsophagusESCC1.07e-123.45e-010.1149
79709COLGALT1P16T-EHumanEsophagusESCC7.87e-182.31e-010.1153
79709COLGALT1P17T-EHumanEsophagusESCC7.83e-107.65e-010.1278
79709COLGALT1P19T-EHumanEsophagusESCC2.11e-056.79e-010.1662
79709COLGALT1P20T-EHumanEsophagusESCC5.98e-244.48e-010.1124
79709COLGALT1P21T-EHumanEsophagusESCC5.77e-388.30e-010.1617
79709COLGALT1P22T-EHumanEsophagusESCC8.68e-161.95e-010.1236
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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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
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:19030553EsophagusESCCpositive regulation of extracellular matrix organization20/855225/187234.81e-042.69e-0320
GO:00301993EsophagusESCCcollagen fibril organization40/855261/187231.35e-036.44e-0340
GO:19030532EsophagusESCCregulation of extracellular matrix organization30/855248/187231.40e-024.57e-0230
GO:190290322LiverHCCregulation of supramolecular fiber organization224/7958383/187231.54e-105.33e-09224
GO:190290522LiverHCCpositive regulation of supramolecular fiber organization131/7958209/187232.85e-097.69e-08131
GO:190290520Oral cavityOSCCpositive regulation of supramolecular fiber organization131/7305209/187233.18e-121.27e-10131
GO:190290320Oral cavityOSCCregulation of supramolecular fiber organization211/7305383/187239.45e-112.88e-09211
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:19030552Oral cavityOSCCpositive regulation of extracellular matrix organization18/730525/187238.47e-044.47e-0318
GO:19030531Oral cavityOSCCregulation of extracellular matrix organization28/730548/187235.17e-032.02e-0228
GO:1902905110Oral cavityLPpositive regulation of supramolecular fiber organization81/4623209/187234.30e-068.80e-0581
GO:1902903110Oral cavityLPregulation of supramolecular fiber organization131/4623383/187231.58e-052.78e-04131
GO:190290329SkincSCCregulation of supramolecular fiber organization145/4864383/187231.67e-073.71e-06145
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
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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
COLGALT1SNVMissense_Mutationc.954G>Cp.Lys318Asnp.K318NQ8NBJ5protein_codingtolerated(0.06)benign(0.005)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COLGALT1SNVMissense_Mutationc.1287N>Cp.Gln429Hisp.Q429HQ8NBJ5protein_codingtolerated(0.06)benign(0.005)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
COLGALT1SNVMissense_Mutationrs772575752c.317N>Gp.Val106Glyp.V106GQ8NBJ5protein_codingtolerated(0.39)benign(0.232)TCGA-S3-A6ZG-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
COLGALT1SNVMissense_Mutationc.596C>Gp.Ser199Cysp.S199CQ8NBJ5protein_codingdeleterious(0)probably_damaging(0.993)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COLGALT1SNVMissense_Mutationc.1321N>Ap.Glu441Lysp.E441KQ8NBJ5protein_codingdeleterious(0.01)possibly_damaging(0.664)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COLGALT1SNVMissense_Mutationc.514C>Tp.Leu172Phep.L172FQ8NBJ5protein_codingtolerated(0.05)benign(0.356)TCGA-AA-3675-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COLGALT1SNVMissense_Mutationrs747606083c.565N>Ap.Ala189Thrp.A189TQ8NBJ5protein_codingdeleterious(0)possibly_damaging(0.848)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COLGALT1SNVMissense_Mutationrs149722085c.500N>Tp.Ala167Valp.A167VQ8NBJ5protein_codingtolerated(0.22)benign(0.023)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
COLGALT1SNVMissense_Mutationrs780399866c.959N>Tp.Pro320Leup.P320LQ8NBJ5protein_codingdeleterious(0)possibly_damaging(0.706)TCGA-AA-3955-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycapecitabineCR
COLGALT1SNVMissense_Mutationc.343N>Ap.Val115Metp.V115MQ8NBJ5protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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