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: B4GALNT1

Gene summary for B4GALNT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B4GALNT1

Gene ID

2583

Gene namebeta-1,4-N-acetyl-galactosaminyltransferase 1
Gene AliasGALGT
Cytomap12q13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q00973


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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
2583B4GALNT1LZE4THumanEsophagusESCC1.70e-031.42e-010.0811
2583B4GALNT1LZE7THumanEsophagusESCC6.33e-031.95e-010.0667
2583B4GALNT1P2T-EHumanEsophagusESCC1.88e-041.38e-010.1177
2583B4GALNT1P4T-EHumanEsophagusESCC7.21e-122.79e-010.1323
2583B4GALNT1P5T-EHumanEsophagusESCC1.66e-021.04e-010.1327
2583B4GALNT1P9T-EHumanEsophagusESCC2.30e-021.01e-010.1131
2583B4GALNT1P11T-EHumanEsophagusESCC6.27e-123.76e-010.1426
2583B4GALNT1P12T-EHumanEsophagusESCC1.78e-039.03e-020.1122
2583B4GALNT1P15T-EHumanEsophagusESCC1.32e-061.92e-010.1149
2583B4GALNT1P16T-EHumanEsophagusESCC7.90e-039.63e-020.1153
2583B4GALNT1P19T-EHumanEsophagusESCC1.65e-105.72e-010.1662
2583B4GALNT1P20T-EHumanEsophagusESCC3.97e-021.01e-010.1124
2583B4GALNT1P21T-EHumanEsophagusESCC3.19e-235.30e-010.1617
2583B4GALNT1P22T-EHumanEsophagusESCC6.56e-152.80e-010.1236
2583B4GALNT1P24T-EHumanEsophagusESCC2.05e-071.92e-010.1287
2583B4GALNT1P26T-EHumanEsophagusESCC1.62e-132.80e-010.1276
2583B4GALNT1P28T-EHumanEsophagusESCC1.96e-051.16e-010.1149
2583B4GALNT1P30T-EHumanEsophagusESCC2.31e-103.56e-010.137
2583B4GALNT1P31T-EHumanEsophagusESCC8.56e-122.79e-010.1251
2583B4GALNT1P32T-EHumanEsophagusESCC2.87e-417.56e-010.1666
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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
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:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
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:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:0009247EsophagusESCCglycolipid biosynthetic process42/855268/187235.48e-032.05e-0242
GO:0046513EsophagusESCCceramide biosynthetic process40/855265/187237.25e-032.63e-0240
GO:005123518Oral cavityOSCCmaintenance of location182/7305327/187236.16e-101.58e-08182
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:00700853Oral cavityOSCCglycosylation117/7305240/187231.29e-036.42e-03117
GO:00199154Oral cavityOSCClipid storage48/730587/187231.60e-037.62e-0348
GO:00066641Oral cavityOSCCglycolipid metabolic process53/7305100/187233.09e-031.33e-0253
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa006002Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
hsa0060011Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
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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
B4GALNT1SNVMissense_Mutationnovelc.109N>Tp.Leu37Phep.L37FQ00973protein_codingtolerated(0.54)benign(0.136)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B4GALNT1insertionFrame_Shift_Insrs778572229c.263dupGp.Leu89ProfsTer13p.L89Pfs*13Q00973protein_codingTCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B4GALNT1deletionFrame_Shift_Delnovelc.1039delNp.Val347Terp.V347*Q00973protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
B4GALNT1deletionFrame_Shift_Delnovelc.605delNp.Gly202ValfsTer52p.G202Vfs*52Q00973protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
B4GALNT1SNVMissense_Mutationrs200510000c.767C>Tp.Pro256Leup.P256LQ00973protein_codingdeleterious(0.03)benign(0.005)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
B4GALNT1SNVMissense_Mutationc.1339N>Tp.Arg447Cysp.R447CQ00973protein_codingdeleterious(0)probably_damaging(0.945)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
B4GALNT1SNVMissense_Mutationrs774565348c.862N>Tp.Arg288Cysp.R288CQ00973protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
B4GALNT1SNVMissense_Mutationc.415N>Tp.Ala139Serp.A139SQ00973protein_codingdeleterious(0.02)possibly_damaging(0.539)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
B4GALNT1SNVMissense_Mutationc.1481N>Tp.Arg494Metp.R494MQ00973protein_codingtolerated(0.12)benign(0.258)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
B4GALNT1SNVMissense_Mutationc.1447N>Tp.His483Tyrp.H483YQ00973protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
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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
2583B4GALNT1ENZYMEantibodyDINUTUXIMABDINUTUXIMAB
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