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: TUBA3C

Gene summary for TUBA3C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBA3C

Gene ID

7278

Gene nametubulin alpha 3c
Gene AliasTUBA2
Cytomap13q12.11
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q13748


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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
7278TUBA3CS014HumanLiverHCC1.27e-045.16e-010.2254
7278TUBA3CS015HumanLiverHCC2.60e-116.58e-010.2375
7278TUBA3CS016HumanLiverHCC1.12e-033.35e-010.2243
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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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502022LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0513042LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502032LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0513052LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0414531LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
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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
TUBA3CSNVMissense_Mutationc.368N>Ap.Arg123Hisp.R123HQ13748protein_codingdeleterious_low_confidence(0.02)benign(0.127)TCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TUBA3CSNVMissense_Mutationrs752908038c.1118N>Ap.Arg373Glnp.R373QQ13748protein_codingdeleterious_low_confidence(0.02)benign(0.364)TCGA-AR-A2LL-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TUBA3CSNVMissense_Mutationc.293N>Tp.Asp98Valp.D98VQ13748protein_codingdeleterious_low_confidence(0)possibly_damaging(0.889)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TUBA3CinsertionFrame_Shift_Insnovelc.72_73insGATGp.Cys25AspfsTer16p.C25Dfs*16Q13748protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TUBA3CinsertionNonsense_Mutationnovelc.71_72insAGCATTTTTAACTTACAGCCTTp.Tyr24Terp.Y24*Q13748protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TUBA3CinsertionFrame_Shift_Insnovelc.1290_1291insCp.Asp431ArgfsTer3p.D431Rfs*3Q13748protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
TUBA3CinsertionNonsense_Mutationnovelc.1289_1290insCCACTAAAGACAGGTCATGCCCCAGAAp.Glu429_Lys430insAsnHisTerArgGlnValMetProGlnp.E429_K430insNH*RQVMPQQ13748protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
TUBA3CSNVMissense_Mutationnovelc.185T>Cp.Val62Alap.V62AQ13748protein_codingdeleterious_low_confidence(0)benign(0.394)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBA3CSNVMissense_Mutationc.550N>Ap.Pro184Thrp.P184TQ13748protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-C5-A1BN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TUBA3CSNVMissense_Mutationc.147N>Gp.Phe49Leup.F49LQ13748protein_codingtolerated_low_confidence(0.05)benign(0.048)TCGA-EK-A3GK-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
7278TUBA3CDRUGGABLE GENOMEVINCRISTINEVINCRISTINE16539377,21664138,23916255
7278TUBA3CDRUGGABLE GENOMECURCUMINCURCUMIN23830698
7278TUBA3CDRUGGABLE GENOMEPACLITAXELPACLITAXEL23631389,25369367,25768699,24457094,22595423,23313639,17887662,23387901,19758808,23725535,24953821
7278TUBA3CDRUGGABLE GENOMELARGAZOLELARGAZOLE20491440
7278TUBA3CDRUGGABLE GENOMEABT-751ABT-75125468039
7278TUBA3CDRUGGABLE GENOMEVINBLASTINEVINBLASTINE23708010,23916255
7278TUBA3CDRUGGABLE GENOMECOMBRETASTATIN A4COMBRETASTATIN A423631389,16913727,22543234,25584687,24669888,17765552,25192811
7278TUBA3CDRUGGABLE GENOME10,11-DIHYDROEPOTHILONE DCHEMBL45381812141877
7278TUBA3CDRUGGABLE GENOMEZAMPANOLIDEZAMPANOLIDE19877653
7278TUBA3CDRUGGABLE GENOMENSC-751382CHEMBL193553822435708
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