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: B3GALT4

Gene summary for B3GALT4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B3GALT4

Gene ID

8705

Gene namebeta-1,3-galactosyltransferase 4
Gene AliasBETA3GALT4
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0001573

UniProtAcc

B3KQP5


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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
8705B3GALT4LZE4THumanEsophagusESCC1.96e-021.07e-010.0811
8705B3GALT4LZE20THumanEsophagusESCC2.92e-051.94e-010.0662
8705B3GALT4LZE24THumanEsophagusESCC3.74e-153.91e-010.0596
8705B3GALT4LZE21THumanEsophagusESCC2.61e-031.82e-010.0655
8705B3GALT4P1T-EHumanEsophagusESCC1.33e-104.07e-010.0875
8705B3GALT4P2T-EHumanEsophagusESCC7.99e-111.13e-010.1177
8705B3GALT4P4T-EHumanEsophagusESCC2.32e-132.55e-010.1323
8705B3GALT4P5T-EHumanEsophagusESCC2.61e-023.51e-020.1327
8705B3GALT4P8T-EHumanEsophagusESCC6.84e-081.48e-010.0889
8705B3GALT4P9T-EHumanEsophagusESCC6.99e-132.60e-010.1131
8705B3GALT4P11T-EHumanEsophagusESCC1.14e-073.91e-010.1426
8705B3GALT4P15T-EHumanEsophagusESCC1.03e-081.73e-010.1149
8705B3GALT4P16T-EHumanEsophagusESCC4.05e-035.60e-020.1153
8705B3GALT4P17T-EHumanEsophagusESCC2.09e-052.60e-010.1278
8705B3GALT4P19T-EHumanEsophagusESCC2.97e-084.38e-010.1662
8705B3GALT4P20T-EHumanEsophagusESCC9.56e-048.34e-020.1124
8705B3GALT4P22T-EHumanEsophagusESCC1.17e-234.13e-010.1236
8705B3GALT4P23T-EHumanEsophagusESCC1.74e-153.82e-010.108
8705B3GALT4P24T-EHumanEsophagusESCC1.52e-101.99e-010.1287
8705B3GALT4P26T-EHumanEsophagusESCC3.07e-121.46e-010.1276
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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
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: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:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
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:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00066651Oral cavityOSCCsphingolipid metabolic process84/7305155/187238.64e-056.61e-0484
GO:00464672Oral cavityOSCCmembrane lipid biosynthetic process77/7305142/187231.63e-041.13e-0377
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
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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
B3GALT4SNVMissense_Mutationc.899G>Ap.Arg300Glnp.R300QO96024protein_codingtolerated(0.17)possibly_damaging(0.772)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
B3GALT4SNVMissense_Mutationc.700G>Ap.Val234Metp.V234MO96024protein_codingdeleterious(0)probably_damaging(0.927)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
B3GALT4SNVMissense_Mutationc.13N>Ap.Leu5Ilep.L5IO96024protein_codingtolerated(0.54)benign(0.081)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
B3GALT4SNVMissense_Mutationc.218N>Gp.Leu73Argp.L73RO96024protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
B3GALT4insertionFrame_Shift_Insnovelc.278_279insACACCAAGACCACTGGCCGCCGTGGCCGCACCGTGGGTp.Trp94HisfsTer72p.W94Hfs*72O96024protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
B3GALT4insertionFrame_Shift_Insnovelc.943_944insATCTCATCTACTTCGGCTTCTACAGCTTp.Thr315AsnfsTer45p.T315Nfs*45O96024protein_codingTCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
B3GALT4insertionNonsense_Mutationnovelc.1126_1127insACTGTCCTAGGTTTATACCCAAGAGAAACTTTTGAp.Leu376HisfsTer12p.L376Hfs*12O96024protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
B3GALT4SNVMissense_Mutationc.896N>Ap.Arg299Glnp.R299QO96024protein_codingtolerated(0.07)benign(0.348)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
B3GALT4SNVMissense_Mutationc.229G>Ap.Val77Metp.V77MO96024protein_codingdeleterious(0)probably_damaging(0.998)TCGA-JW-A5VH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
B3GALT4SNVMissense_Mutationnovelc.628N>Ap.Glu210Lysp.E210KO96024protein_codingtolerated(0.55)benign(0.001)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<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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