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: TUBGCP5

Gene summary for TUBGCP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBGCP5

Gene ID

114791

Gene nametubulin gamma complex associated protein 5
Gene AliasGCP5
Cytomap15q11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96RT8


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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
114791TUBGCP5HCC1_MengHumanLiverHCC8.55e-191.74e-020.0246
114791TUBGCP5HCC1HumanLiverHCC6.74e-064.08e+000.5336
114791TUBGCP5HCC2HumanLiverHCC3.24e-023.02e+000.5341
114791TUBGCP5S028HumanLiverHCC3.90e-073.55e-010.2503
114791TUBGCP5S029HumanLiverHCC4.82e-022.58e-010.2581
114791TUBGCP5C21HumanOral cavityOSCC9.90e-093.33e-010.2678
114791TUBGCP5C30HumanOral cavityOSCC6.73e-073.14e-010.3055
114791TUBGCP5C38HumanOral cavityOSCC2.85e-055.62e-010.172
114791TUBGCP5C08HumanOral cavityOSCC5.82e-041.36e-010.1919
114791TUBGCP5LN22HumanOral cavityOSCC1.32e-045.05e-010.1733
114791TUBGCP5SYSMH2HumanOral cavityOSCC2.23e-092.15e-010.2326
114791TUBGCP5SYSMH3HumanOral cavityOSCC1.11e-062.28e-010.2442
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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
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: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
GO:00070517Oral cavityOSCCspindle organization117/7305184/187231.16e-114.17e-10117
GO:005125820Oral cavityOSCCprotein polymerization169/7305297/187232.57e-107.17e-09169
GO:00512255Oral cavityOSCCspindle assembly73/7305117/187232.51e-073.96e-0673
GO:00070204Oral cavityOSCCmicrotubule nucleation28/730535/187238.71e-071.19e-0528
GO:00311226Oral cavityOSCCcytoplasmic microtubule organization39/730556/187233.29e-063.93e-0539
GO:00467855Oral cavityOSCCmicrotubule polymerization53/730583/187233.96e-064.65e-0553
GO:00311093Oral cavityOSCCmicrotubule polymerization or depolymerization68/7305122/187231.29e-049.21e-0468
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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
TUBGCP5SNVMissense_Mutationnovelc.208N>Ap.Glu70Lysp.E70KQ96RT8protein_codingdeleterious(0.01)benign(0.057)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TUBGCP5SNVMissense_Mutationnovelc.2350G>Ap.Val784Ilep.V784IQ96RT8protein_codingtolerated(0.44)benign(0.001)TCGA-AR-A1AU-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
TUBGCP5SNVMissense_Mutationnovelc.787N>Tp.Val263Phep.V263FQ96RT8protein_codingtolerated(0.13)benign(0.007)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
TUBGCP5insertionFrame_Shift_Insnovelc.2166_2167insGTCTCTACTAAAAATACAAAAAGCATGGTGGCp.Met723ValfsTer12p.M723Vfs*12Q96RT8protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TUBGCP5insertionIn_Frame_Insnovelc.1169_1170insGGCAAGTTCTATTTCATTTTTp.Asp390delinsGluAlaSerSerIleSerPhePhep.D390delinsEASSISFFQ96RT8protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBGCP5insertionFrame_Shift_Insnovelc.2881_2882insGp.Ala961GlyfsTer26p.A961Gfs*26Q96RT8protein_codingTCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TUBGCP5deletionFrame_Shift_Delnovelc.2622delNp.Glu874AspfsTer3p.E874Dfs*3Q96RT8protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TUBGCP5SNVMissense_Mutationnovelc.1744N>Ap.Ala582Thrp.A582TQ96RT8protein_codingtolerated(0.65)benign(0.161)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBGCP5SNVMissense_Mutationrs750751827c.28N>Tp.Arg10Trpp.R10WQ96RT8protein_codingtolerated_low_confidence(0.14)benign(0.39)TCGA-DS-A0VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TUBGCP5SNVMissense_Mutationnovelc.2564N>Gp.Leu855Argp.L855RQ96RT8protein_codingtolerated(0.41)benign(0)TCGA-EA-A3HT-01Cervixcervical & endocervical cancerFemale>=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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