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: GCNT4

Gene summary for GCNT4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCNT4

Gene ID

51301

Gene nameglucosaminyl (N-acetyl) transferase 4
Gene AliasC2GNT3
Cytomap5q13.3
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

NA


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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
51301GCNT4S43HumanLiverCirrhotic1.48e-16-5.76e-01-0.0187
51301GCNT4HCC1_MengHumanLiverHCC3.01e-20-5.86e-010.0246
51301GCNT4HCC2_MengHumanLiverHCC9.70e-18-5.73e-010.0107
51301GCNT4cirrhotic1HumanLiverCirrhotic6.82e-09-4.68e-010.0202
51301GCNT4cirrhotic2HumanLiverCirrhotic1.41e-12-2.75e-010.0201
51301GCNT4cirrhotic3HumanLiverCirrhotic4.70e-12-5.20e-010.0215
51301GCNT4p6HumanLiverCyst2.30e-02-5.87e-01-0.0218
51301GCNT4HCC1HumanLiverHCC9.09e-04-5.87e-010.5336
51301GCNT4HCC2HumanLiverHCC7.08e-06-5.87e-010.5341
51301GCNT4HCC5HumanLiverHCC5.27e-09-5.87e-010.4932
51301GCNT4Pt13.aHumanLiverHCC1.29e-20-5.87e-010.021
51301GCNT4Pt13.bHumanLiverHCC1.98e-16-5.87e-010.0251
51301GCNT4Pt13.cHumanLiverHCC1.05e-10-5.87e-010.0076
51301GCNT4Pt14.bHumanLiverHCC1.85e-02-5.87e-010.018
51301GCNT4Pt14.cHumanLiverHCC2.62e-03-5.87e-010.0054
51301GCNT4Pt14.dHumanLiverHCC3.01e-20-5.87e-010.0143
51301GCNT4S014HumanLiverHCC3.51e-13-5.87e-010.2254
51301GCNT4S015HumanLiverHCC4.42e-09-5.87e-010.2375
51301GCNT4S016HumanLiverHCC1.15e-16-5.87e-010.2243
51301GCNT4S028HumanLiverHCC1.36e-04-5.03e-010.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000657511LiverCirrhoticcellular modified amino acid metabolic process70/4634188/187239.04e-059.69e-0470
GO:004887212LiverCirrhotichomeostasis of number of cells89/4634272/187231.76e-031.12e-0289
GO:004244511LiverCirrhotichormone metabolic process73/4634218/187232.22e-031.36e-0273
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:004887222LiverHCChomeostasis of number of cells147/7958272/187237.48e-056.70e-04147
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:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:00065753LiverCystcellular modified amino acid metabolic process13/496188/187231.55e-033.61e-0213
GO:004887232LiverCysthomeostasis of number of cells16/496272/187232.55e-034.87e-0216
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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
GCNT4SNVMissense_Mutationc.182N>Gp.Thr61Serp.T61SQ9P109protein_codingtolerated(0.88)benign(0)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GCNT4SNVMissense_Mutationrs201693155c.379N>Ap.Glu127Lysp.E127KQ9P109protein_codingdeleterious(0.01)benign(0.159)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GCNT4SNVMissense_Mutationnovelc.1274N>Ap.Ala425Glup.A425EQ9P109protein_codingtolerated(1)benign(0.007)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
GCNT4SNVMissense_Mutationc.772N>Tp.Pro258Serp.P258SQ9P109protein_codingtolerated(1)benign(0.012)TCGA-E9-A1NF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
GCNT4SNVMissense_Mutationnovelc.1082A>Gp.Asp361Glyp.D361GQ9P109protein_codingdeleterious(0)probably_damaging(0.99)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GCNT4SNVMissense_Mutationrs770022108c.1099C>Tp.Arg367Cysp.R367CQ9P109protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
GCNT4SNVMissense_Mutationc.407N>Tp.Ser136Phep.S136FQ9P109protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GCNT4SNVMissense_Mutationnovelc.44N>Cp.Lys15Thrp.K15TQ9P109protein_codingtolerated(0.12)benign(0.154)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GCNT4SNVMissense_Mutationrs770022108c.1099N>Tp.Arg367Cysp.R367CQ9P109protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GCNT4SNVMissense_Mutationc.795N>Ap.Phe265Leup.F265LQ9P109protein_codingdeleterious(0.02)possibly_damaging(0.46)TCGA-AA-3984-01Colorectumcolon 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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