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: B4GALT7

Gene summary for B4GALT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B4GALT7

Gene ID

11285

Gene namebeta-1,4-galactosyltransferase 7
Gene AliasEDSP1
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9UBV7


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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
11285B4GALT7LZE4THumanEsophagusESCC3.03e-082.30e-010.0811
11285B4GALT7LZE7THumanEsophagusESCC4.15e-021.90e-010.0667
11285B4GALT7LZE20THumanEsophagusESCC2.99e-041.88e-010.0662
11285B4GALT7LZE24THumanEsophagusESCC1.39e-123.20e-010.0596
11285B4GALT7P2T-EHumanEsophagusESCC1.75e-234.32e-010.1177
11285B4GALT7P4T-EHumanEsophagusESCC1.12e-214.18e-010.1323
11285B4GALT7P5T-EHumanEsophagusESCC1.06e-123.07e-010.1327
11285B4GALT7P8T-EHumanEsophagusESCC1.15e-101.76e-010.0889
11285B4GALT7P9T-EHumanEsophagusESCC6.23e-081.99e-010.1131
11285B4GALT7P10T-EHumanEsophagusESCC4.25e-141.90e-010.116
11285B4GALT7P11T-EHumanEsophagusESCC3.69e-206.54e-010.1426
11285B4GALT7P12T-EHumanEsophagusESCC2.40e-223.86e-010.1122
11285B4GALT7P15T-EHumanEsophagusESCC2.35e-295.80e-010.1149
11285B4GALT7P16T-EHumanEsophagusESCC9.56e-153.36e-010.1153
11285B4GALT7P17T-EHumanEsophagusESCC5.55e-143.74e-010.1278
11285B4GALT7P19T-EHumanEsophagusESCC2.47e-067.27e-010.1662
11285B4GALT7P20T-EHumanEsophagusESCC2.74e-041.43e-010.1124
11285B4GALT7P21T-EHumanEsophagusESCC3.38e-336.21e-010.1617
11285B4GALT7P22T-EHumanEsophagusESCC1.22e-417.32e-010.1236
11285B4GALT7P23T-EHumanEsophagusESCC3.47e-215.36e-010.108
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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:000648714EsophagusESCCprotein N-linked glycosylation51/855265/187236.41e-081.13e-0651
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:004814414EsophagusESCCfibroblast proliferation57/855281/187235.83e-066.03e-0557
GO:004814514EsophagusESCCregulation of fibroblast proliferation56/855280/187239.08e-068.71e-0556
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:00481471EsophagusESCCnegative regulation of fibroblast proliferation22/855230/187231.98e-038.90e-0322
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:000648711LiverHCCprotein N-linked glycosylation48/795865/187232.85e-075.00e-0648
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:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
GO:00481446Oral cavityOSCCfibroblast proliferation49/730581/187237.27e-055.72e-0449
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00532Oral cavityOSCCGlycosaminoglycan biosynthesis - chondroitin sulfate / dermatan sulfate16/370421/84652.61e-036.77e-033.45e-0316
hsa005321Oral cavityOSCCGlycosaminoglycan biosynthesis - chondroitin sulfate / dermatan sulfate16/370421/84652.61e-036.77e-033.45e-0316
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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
B4GALT7SNVMissense_Mutationnovelc.307N>Ap.Glu103Lysp.E103KQ9UBV7protein_codingdeleterious(0.01)possibly_damaging(0.59)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
B4GALT7deletionFrame_Shift_Delnovelc.163delNp.Asp56ThrfsTer64p.D56Tfs*64Q9UBV7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
B4GALT7SNVMissense_Mutationrs147617631c.697N>Tp.Arg233Trpp.R233WQ9UBV7protein_codingdeleterious(0.03)probably_damaging(0.935)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
B4GALT7SNVMissense_Mutationc.482N>Cp.Met161Thrp.M161TQ9UBV7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
B4GALT7SNVMissense_Mutationc.280C>Tp.Arg94Cysp.R94CQ9UBV7protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
B4GALT7SNVMissense_Mutationnovelc.307N>Ap.Glu103Lysp.E103KQ9UBV7protein_codingdeleterious(0.01)possibly_damaging(0.59)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
B4GALT7SNVMissense_Mutationnovelc.784G>Tp.Ala262Serp.A262SQ9UBV7protein_codingtolerated(0.44)benign(0.028)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
B4GALT7SNVMissense_Mutationrs145129446c.467N>Tp.Thr156Metp.T156MQ9UBV7protein_codingtolerated(0.22)probably_damaging(0.915)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
B4GALT7insertionFrame_Shift_Insnovelc.310_311insAGGTGp.Arg104GlnfsTer18p.R104Qfs*18Q9UBV7protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
B4GALT7SNVMissense_Mutationnovelc.464G>Ap.Ser155Asnp.S155NQ9UBV7protein_codingtolerated(0.35)benign(0.062)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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