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: B4GALT3

Gene summary for B4GALT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B4GALT3

Gene ID

8703

Gene namebeta-1,4-galactosyltransferase 3
Gene Aliasbeta4Gal-T3
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A8K5Z0


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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
8703B4GALT3LZE4THumanEsophagusESCC5.07e-143.66e-010.0811
8703B4GALT3LZE7THumanEsophagusESCC7.91e-075.96e-010.0667
8703B4GALT3LZE8THumanEsophagusESCC4.07e-042.06e-010.067
8703B4GALT3LZE20THumanEsophagusESCC9.72e-051.61e-010.0662
8703B4GALT3LZE22THumanEsophagusESCC4.03e-053.49e-010.068
8703B4GALT3LZE24THumanEsophagusESCC1.85e-134.41e-010.0596
8703B4GALT3LZE6THumanEsophagusESCC1.73e-033.50e-010.0845
8703B4GALT3P1T-EHumanEsophagusESCC1.33e-033.07e-010.0875
8703B4GALT3P2T-EHumanEsophagusESCC5.18e-497.04e-010.1177
8703B4GALT3P4T-EHumanEsophagusESCC3.16e-421.06e+000.1323
8703B4GALT3P5T-EHumanEsophagusESCC2.79e-193.97e-010.1327
8703B4GALT3P8T-EHumanEsophagusESCC3.82e-253.32e-010.0889
8703B4GALT3P9T-EHumanEsophagusESCC3.83e-185.84e-010.1131
8703B4GALT3P10T-EHumanEsophagusESCC1.01e-303.94e-010.116
8703B4GALT3P11T-EHumanEsophagusESCC3.13e-137.43e-010.1426
8703B4GALT3P12T-EHumanEsophagusESCC1.84e-223.32e-010.1122
8703B4GALT3P15T-EHumanEsophagusESCC1.00e-317.90e-010.1149
8703B4GALT3P16T-EHumanEsophagusESCC7.09e-388.00e-010.1153
8703B4GALT3P17T-EHumanEsophagusESCC1.79e-063.55e-010.1278
8703B4GALT3P19T-EHumanEsophagusESCC2.26e-077.99e-010.1662
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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
∗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:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
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:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:0009247EsophagusESCCglycolipid biosynthetic process42/855268/187235.48e-032.05e-0242
GO:0046513EsophagusESCCceramide biosynthetic process40/855265/187237.25e-032.63e-0240
GO:0006643LiverCirrhoticmembrane lipid metabolic process69/4634203/187231.89e-031.19e-0269
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
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:0006665LiverHCCsphingolipid metabolic process85/7958155/187231.27e-036.92e-0385
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa005136EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051313EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa005104LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa005134LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0051011LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051311LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005132LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005133LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa005105Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa005135Oral cavityOSCCVarious types of N-glycan biosynthesis29/370442/84658.03e-042.32e-031.18e-0329
hsa0051012Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa0051312Oral cavityOSCCVarious types of N-glycan biosynthesis29/370442/84658.03e-042.32e-031.18e-0329
hsa0051022Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
hsa0051321Oral cavityLPVarious types of N-glycan biosynthesis22/241842/84659.58e-044.49e-032.90e-0322
hsa0051032Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
hsa0051331Oral cavityLPVarious types of N-glycan biosynthesis22/241842/84659.58e-044.49e-032.90e-0322
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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
B4GALT3SNVMissense_Mutationnovelc.776G>Ap.Gly259Aspp.G259DO60512protein_codingdeleterious(0.03)possibly_damaging(0.86)TCGA-AC-A2BM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B4GALT3SNVMissense_Mutationrs745448974c.95G>Ap.Arg32Glnp.R32QO60512protein_codingtolerated(0.15)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
B4GALT3SNVMissense_Mutationnovelc.350C>Ap.Ala117Glup.A117EO60512protein_codingdeleterious(0.04)benign(0.007)TCGA-AR-A24P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B4GALT3insertionFrame_Shift_Insnovelc.373_374insAp.Thr125AsnfsTer46p.T125Nfs*46O60512protein_codingTCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
B4GALT3insertionFrame_Shift_Insnovelc.222_223insAACTp.Pro75AsnfsTer20p.P75Nfs*20O60512protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
B4GALT3SNVMissense_Mutationc.830N>Tp.Ser277Phep.S277FO60512protein_codingtolerated(0.1)benign(0.265)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
B4GALT3SNVMissense_Mutationrs756962425c.539N>Ap.Arg180Glnp.R180QO60512protein_codingtolerated(0.3)possibly_damaging(0.781)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
B4GALT3insertionNonsense_Mutationnovelc.297_298insTGAGGTGp.Glu100Terp.E100*O60512protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
B4GALT3SNVMissense_Mutationc.457N>Ap.Gln153Lysp.Q153KO60512protein_codingtolerated(0.14)probably_damaging(1)TCGA-AA-3814-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
B4GALT3SNVMissense_Mutationrs748981503c.635N>Ap.Arg212Glnp.R212QO60512protein_codingtolerated(1)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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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