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: B3GNT4

Gene summary for B3GNT4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B3GNT4

Gene ID

79369

Gene nameUDP-GlcNAc:betaGal beta-1,3-N-acetylglucosaminyltransferase 4
Gene AliasB3GN-T4
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

Q9C0J1


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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
79369B3GNT4P4T-EHumanEsophagusESCC6.27e-061.57e-010.1323
79369B3GNT4P5T-EHumanEsophagusESCC2.05e-071.63e-010.1327
79369B3GNT4P12T-EHumanEsophagusESCC1.62e-132.69e-010.1122
79369B3GNT4P15T-EHumanEsophagusESCC2.13e-051.40e-010.1149
79369B3GNT4P16T-EHumanEsophagusESCC4.17e-051.03e-010.1153
79369B3GNT4P20T-EHumanEsophagusESCC3.11e-041.21e-010.1124
79369B3GNT4P21T-EHumanEsophagusESCC8.13e-141.53e-010.1617
79369B3GNT4P24T-EHumanEsophagusESCC8.40e-041.20e-010.1287
79369B3GNT4P26T-EHumanEsophagusESCC1.76e-122.74e-010.1276
79369B3GNT4P27T-EHumanEsophagusESCC6.73e-069.44e-020.1055
79369B3GNT4P28T-EHumanEsophagusESCC4.13e-059.02e-020.1149
79369B3GNT4P31T-EHumanEsophagusESCC1.96e-051.23e-010.1251
79369B3GNT4P36T-EHumanEsophagusESCC5.72e-042.40e-010.1187
79369B3GNT4P37T-EHumanEsophagusESCC1.36e-153.28e-010.1371
79369B3GNT4P38T-EHumanEsophagusESCC2.41e-072.99e-010.127
79369B3GNT4P49T-EHumanEsophagusESCC5.57e-053.99e-010.1768
79369B3GNT4P52T-EHumanEsophagusESCC3.75e-037.77e-020.1555
79369B3GNT4P54T-EHumanEsophagusESCC2.75e-031.31e-010.0975
79369B3GNT4P61T-EHumanEsophagusESCC2.42e-039.79e-020.099
79369B3GNT4P74T-EHumanEsophagusESCC1.42e-041.74e-010.1479
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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: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:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00064931EsophagusESCCprotein O-linked glycosylation51/855286/187237.54e-032.70e-0251
GO:0006024EsophagusESCCglycosaminoglycan biosynthetic process45/855275/187238.75e-033.08e-0245
GO:0006023EsophagusESCCaminoglycan biosynthetic process47/855279/187239.29e-033.23e-0247
GO:00346372EsophagusESCCcellular carbohydrate biosynthetic process46/855278/187231.24e-024.13e-0246
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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
B3GNT4SNVMissense_Mutationc.288N>Gp.Phe96Leup.F96LQ9C0J1protein_codingdeleterious(0.04)possibly_damaging(0.541)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
B3GNT4SNVMissense_Mutationrs147517845c.869N>Ap.Arg290Hisp.R290HQ9C0J1protein_codingtolerated(0.22)benign(0.019)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
B3GNT4SNVMissense_Mutationnovelc.7C>Tp.Pro3Serp.P3SQ9C0J1protein_codingdeleterious_low_confidence(0)benign(0.044)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
B3GNT4SNVMissense_Mutationc.1045N>Tp.His349Tyrp.H349YQ9C0J1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B3GNT4SNVMissense_Mutationnovelc.539N>Gp.Asp180Glyp.D180GQ9C0J1protein_codingdeleterious(0)possibly_damaging(0.862)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
B3GNT4deletionFrame_Shift_Delc.243_244delNNp.Ser83Terp.S83*Q9C0J1protein_codingTCGA-E2-A15D-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
B3GNT4SNVMissense_Mutationrs147517845c.869N>Ap.Arg290Hisp.R290HQ9C0J1protein_codingtolerated(0.22)benign(0.019)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
B3GNT4SNVMissense_Mutationrs150666707c.221G>Ap.Ser74Asnp.S74NQ9C0J1protein_codingtolerated(0.09)benign(0.003)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
B3GNT4SNVMissense_Mutationrs749136382c.253G>Ap.Ala85Thrp.A85TQ9C0J1protein_codingtolerated(0.79)benign(0.005)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
B3GNT4SNVMissense_Mutationrs570110830c.868N>Tp.Arg290Cysp.R290CQ9C0J1protein_codingdeleterious(0.01)benign(0.052)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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