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: TUBGCP4

Gene summary for TUBGCP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBGCP4

Gene ID

27229

Gene nametubulin gamma complex associated protein 4
Gene Alias76P
Cytomap15q15.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9UGJ1


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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
27229TUBGCP4HCC1_MengHumanLiverHCC7.83e-345.35e-020.0246
27229TUBGCP4HCC2_MengHumanLiverHCC1.26e-147.61e-020.0107
27229TUBGCP4HCC1HumanLiverHCC8.07e-112.41e+000.5336
27229TUBGCP4HCC2HumanLiverHCC7.87e-212.82e+000.5341
27229TUBGCP4HCC5HumanLiverHCC1.45e-151.21e+000.4932
27229TUBGCP4S015HumanLiverHCC6.45e-031.68e-010.2375
27229TUBGCP4S016HumanLiverHCC2.69e-021.57e-010.2243
27229TUBGCP4S027HumanLiverHCC1.29e-044.01e-010.2446
27229TUBGCP4S028HumanLiverHCC7.18e-134.12e-010.2503
27229TUBGCP4S029HumanLiverHCC3.82e-032.02e-010.2581
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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:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:005122511LiverHCCspindle assembly75/7958117/187231.92e-062.67e-0575
GO:0046785LiverHCCmicrotubule polymerization51/795883/187233.82e-042.61e-0351
GO:0007020LiverHCCmicrotubule nucleation25/795835/187235.05e-043.29e-0325
GO:00311222LiverHCCcytoplasmic microtubule organization35/795856/187232.00e-031.01e-0235
GO:0031109LiverHCCmicrotubule polymerization or depolymerization68/7958122/187232.14e-031.08e-0268
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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
TUBGCP4SNVMissense_Mutationc.1108C>Ap.Gln370Lysp.Q370KQ9UGJ1protein_codingtolerated(0.15)benign(0.27)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBGCP4SNVMissense_Mutationnovelc.212N>Cp.His71Prop.H71PQ9UGJ1protein_codingtolerated(0.34)benign(0)TCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
TUBGCP4SNVMissense_Mutationrs748313412c.185A>Gp.Tyr62Cysp.Y62CQ9UGJ1protein_codingtolerated(0.06)benign(0.022)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBGCP4insertionFrame_Shift_Insnovelc.1125_1126insCCACCTTGp.Ala376ProfsTer8p.A376Pfs*8Q9UGJ1protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBGCP4insertionIn_Frame_Insnovelc.1127_1128insCTCCCAAAATGCTGGGATTCCCCACTGTCTTTTp.Ala376_Gln377insSerGlnAsnAlaGlyIleProHisCysLeuPhep.A376_Q377insSQNAGIPHCLFQ9UGJ1protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBGCP4SNVMissense_Mutationnovelc.545N>Cp.Val182Alap.V182AQ9UGJ1protein_codingtolerated(0.11)benign(0.116)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBGCP4SNVMissense_Mutationnovelc.664N>Ap.Glu222Lysp.E222KQ9UGJ1protein_codingdeleterious(0.02)benign(0.086)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBGCP4SNVMissense_Mutationrs748017076c.1312C>Tp.Arg438Trpp.R438WQ9UGJ1protein_codingdeleterious(0.01)possibly_damaging(0.773)TCGA-5M-AAT5-01Colorectumcolon adenocarcinomaUnknownUnknownI/IIUnknownUnknownUnknown
TUBGCP4SNVMissense_Mutationnovelc.1622N>Cp.Phe541Serp.F541SQ9UGJ1protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUBGCP4SNVMissense_Mutationc.174N>Ap.Phe58Leup.F58LQ9UGJ1protein_codingdeleterious(0.01)probably_damaging(0.997)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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