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: NUGGC

Gene summary for NUGGC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUGGC

Gene ID

389643

Gene namenuclear GTPase, germinal center associated
Gene AliasC8orf80
Cytomap8p21.1
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

Q68CJ6


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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
389643NUGGCHCC1_MengHumanLiverHCC4.06e-02-9.34e-020.0246
389643NUGGCHCC2_MengHumanLiverHCC9.14e-03-9.33e-020.0107
389643NUGGCcirrhotic2HumanLiverCirrhotic1.93e-02-8.66e-020.0201
389643NUGGCHCC1HumanLiverHCC9.24e-131.75e+000.5336
389643NUGGCHCC2HumanLiverHCC1.30e-263.44e+000.5341
389643NUGGCHCC5HumanLiverHCC1.77e-122.86e+000.4932
389643NUGGCPt13.aHumanLiverHCC1.93e-02-9.34e-020.021
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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:00324966LiverCirrhoticresponse to lipopolysaccharide111/4634343/187238.15e-045.95e-03111
GO:00022376LiverCirrhoticresponse to molecule of bacterial origin113/4634363/187233.23e-031.81e-02113
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:003249611LiverHCCresponse to lipopolysaccharide174/7958343/187231.19e-036.62e-03174
GO:00712166LiverHCCcellular response to biotic stimulus128/7958246/187231.53e-038.10e-03128
GO:00712226LiverHCCcellular response to lipopolysaccharide110/7958209/187231.92e-039.77e-03110
GO:000223711LiverHCCresponse to molecule of bacterial origin181/7958363/187232.58e-031.24e-02181
GO:00062751LiverHCCregulation of DNA replication60/7958107/187233.15e-031.46e-0260
GO:00712196LiverHCCcellular response to molecule of bacterial origin113/7958221/187235.73e-032.38e-02113
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
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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
NUGGCSNVMissense_Mutationnovelc.1992N>Cp.Gln664Hisp.Q664HQ68CJ6protein_codingdeleterious(0)probably_damaging(0.979)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NUGGCSNVMissense_Mutationc.2050G>Cp.Glu684Glnp.E684QQ68CJ6protein_codingtolerated(0.31)benign(0.015)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUGGCSNVMissense_Mutationc.1956N>Cp.Lys652Asnp.K652NQ68CJ6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NUGGCSNVMissense_Mutationnovelc.713C>Tp.Ala238Valp.A238VQ68CJ6protein_codingtolerated(0.06)probably_damaging(0.945)TCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NUGGCSNVMissense_Mutationrs756785058c.2054N>Ap.Arg685Glnp.R685QQ68CJ6protein_codingdeleterious(0.01)benign(0.309)TCGA-BH-A28O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
NUGGCinsertionIn_Frame_Insnovelc.648_649insACATCAGCATCTCTGGCTCCCTTTGCCTTCCGTCGCCCCCATTGTp.Leu216_Leu217insThrSerAlaSerLeuAlaProPheAlaPheArgArgProHisCysp.L216_L217insTSASLAPFAFRRPHCQ68CJ6protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUGGCinsertionNonsense_Mutationnovelc.712-1_712insTTCATTGGAATTAAATTCTTTTAATTTCTATGTTCTAAp.Ala238PhefsTer8p.A238Ffs*8Q68CJ6protein_codingTCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NUGGCSNVMissense_Mutationnovelc.688N>Ap.Val230Ilep.V230IQ68CJ6protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NUGGCSNVMissense_Mutationnovelc.2098N>Ap.Glu700Lysp.E700KQ68CJ6protein_codingtolerated(0.35)benign(0.023)TCGA-DG-A2KJ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
NUGGCSNVMissense_Mutationrs745895030c.859N>Ap.Val287Metp.V287MQ68CJ6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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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