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: B3GALT6

Gene summary for B3GALT6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B3GALT6

Gene ID

126792

Gene namebeta-1,3-galactosyltransferase 6
Gene AliasALGAZ
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0006022

UniProtAcc

Q96L58


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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
126792B3GALT6P2T-EHumanEsophagusESCC5.19e-081.63e-010.1177
126792B3GALT6P4T-EHumanEsophagusESCC3.17e-235.77e-010.1323
126792B3GALT6P5T-EHumanEsophagusESCC1.15e-242.65e-010.1327
126792B3GALT6P8T-EHumanEsophagusESCC4.44e-068.65e-020.0889
126792B3GALT6P10T-EHumanEsophagusESCC1.37e-101.11e-010.116
126792B3GALT6P11T-EHumanEsophagusESCC1.35e-021.25e-010.1426
126792B3GALT6P12T-EHumanEsophagusESCC9.66e-087.71e-020.1122
126792B3GALT6P15T-EHumanEsophagusESCC5.45e-051.03e-010.1149
126792B3GALT6P16T-EHumanEsophagusESCC6.57e-079.17e-020.1153
126792B3GALT6P17T-EHumanEsophagusESCC1.13e-021.36e-010.1278
126792B3GALT6P20T-EHumanEsophagusESCC1.35e-036.38e-020.1124
126792B3GALT6P21T-EHumanEsophagusESCC1.49e-182.77e-010.1617
126792B3GALT6P22T-EHumanEsophagusESCC1.22e-051.67e-020.1236
126792B3GALT6P23T-EHumanEsophagusESCC1.02e-061.84e-010.108
126792B3GALT6P24T-EHumanEsophagusESCC7.10e-034.42e-020.1287
126792B3GALT6P26T-EHumanEsophagusESCC1.04e-151.23e-010.1276
126792B3GALT6P27T-EHumanEsophagusESCC5.63e-074.20e-020.1055
126792B3GALT6P28T-EHumanEsophagusESCC5.67e-101.10e-010.1149
126792B3GALT6P31T-EHumanEsophagusESCC2.17e-252.66e-010.1251
126792B3GALT6P32T-EHumanEsophagusESCC5.97e-065.76e-020.1666
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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
∗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:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:0030166EsophagusESCCproteoglycan biosynthetic process35/855256/187238.30e-032.94e-0235
GO:0006024EsophagusESCCglycosaminoglycan biosynthetic process45/855275/187238.75e-033.08e-0245
GO:0006023EsophagusESCCaminoglycan biosynthetic process47/855279/187239.29e-033.23e-0247
GO:0030201EsophagusESCCheparan sulfate proteoglycan metabolic process21/855231/187231.10e-023.70e-0221
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00442724Oral cavityOSCCsulfur compound biosynthetic process82/7305148/187233.71e-053.31e-0482
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
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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
B3GALT6SNVMissense_Mutationc.946N>Ap.Ala316Thrp.A316TQ96L58protein_codingdeleterious(0.05)possibly_damaging(0.484)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
B3GALT6SNVMissense_Mutationc.371N>Gp.Ala124Glyp.A124GQ96L58protein_codingtolerated(0.37)benign(0.01)TCGA-55-8207-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
B3GALT6SNVMissense_Mutationnovelc.349G>Tp.Gly117Trpp.G117WQ96L58protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-CX-7082-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
B3GALT6SNVMissense_Mutationrs749438460c.371C>Tp.Ala124Valp.A124VQ96L58protein_codingtolerated(0.23)benign(0.227)TCGA-F7-A624-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
B3GALT6SNVMissense_Mutationc.484N>Tp.Arg162Trpp.R162WQ96L58protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BR-7851-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownSD
B3GALT6SNVMissense_Mutationc.626N>Gp.Tyr209Cysp.Y209CQ96L58protein_codingdeleterious(0)probably_damaging(1)TCGA-BR-8591-01Stomachstomach adenocarcinomaMale>=65III/IVUnknownUnknownSD
B3GALT6SNVMissense_Mutationc.529N>Ap.Arg177Serp.R177SQ96L58protein_codingtolerated(0.27)benign(0.101)TCGA-D7-A6EY-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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