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: TUBA1C

Gene summary for TUBA1C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBA1C

Gene ID

84790

Gene nametubulin alpha 1c
Gene AliasTUBA6
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

B7Z1K5


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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
84790TUBA1CGSM4909285HumanBreastIDC1.51e-124.90e-010.21
84790TUBA1CGSM4909286HumanBreastIDC3.58e-05-2.74e-010.1081
84790TUBA1CGSM4909294HumanBreastIDC3.39e-02-1.94e-010.2022
84790TUBA1CGSM4909296HumanBreastIDC4.08e-06-1.25e-010.1524
84790TUBA1CGSM4909297HumanBreastIDC6.58e-13-2.49e-010.1517
84790TUBA1CGSM4909298HumanBreastIDC1.78e-09-3.65e-010.1551
84790TUBA1CGSM4909301HumanBreastIDC4.45e-09-3.91e-010.1577
84790TUBA1CGSM4909302HumanBreastIDC5.04e-03-2.86e-010.1545
84790TUBA1CGSM4909311HumanBreastIDC4.11e-27-3.72e-010.1534
84790TUBA1CGSM4909312HumanBreastIDC3.56e-09-1.41e-010.1552
84790TUBA1CGSM4909313HumanBreastIDC6.22e-07-3.65e-010.0391
84790TUBA1CGSM4909315HumanBreastIDC3.66e-022.52e-010.21
84790TUBA1CGSM4909319HumanBreastIDC2.55e-34-2.90e-010.1563
84790TUBA1CGSM4909320HumanBreastIDC1.73e-02-1.70e-010.1575
84790TUBA1CGSM4909321HumanBreastIDC5.10e-12-2.76e-010.1559
84790TUBA1Cbrca1HumanBreastPrecancer4.63e-155.17e-01-0.0338
84790TUBA1Cbrca2HumanBreastPrecancer2.87e-174.76e-01-0.024
84790TUBA1Cbrca3HumanBreastPrecancer1.43e-215.34e-01-0.0263
84790TUBA1Cbrca10HumanBreastPrecancer7.92e-135.25e-01-0.0029
84790TUBA1CM2HumanBreastIDC4.55e-074.67e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00307057CervixCCcytoskeleton-dependent intracellular transport40/2311195/187237.92e-046.99e-0340
GO:003070513CervixN_HPVcytoskeleton-dependent intracellular transport13/534195/187234.03e-033.16e-0213
GO:00307058EndometriumAEHcytoskeleton-dependent intracellular transport38/2100195/187234.72e-044.91e-0338
GO:003070514EndometriumEECcytoskeleton-dependent intracellular transport39/2168195/187234.40e-044.58e-0339
GO:003070517EsophagusHGINcytoskeleton-dependent intracellular transport45/2587195/187233.07e-045.15e-0345
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:003070511LiverCirrhoticcytoskeleton-dependent intracellular transport68/4634195/187239.54e-046.77e-0368
GO:003070521LiverHCCcytoskeleton-dependent intracellular transport111/7958195/187233.25e-053.28e-04111
GO:003070510Oral cavityOSCCcytoskeleton-dependent intracellular transport113/7305195/187236.03e-081.09e-06113
GO:003070516Oral cavityLPcytoskeleton-dependent intracellular transport68/4623195/187238.92e-047.64e-0368
GO:003070523Oral cavityEOLPcytoskeleton-dependent intracellular transport42/2218195/187238.11e-059.69e-0442
GO:003070531Oral cavityNEOLPcytoskeleton-dependent intracellular transport46/2005195/187231.81e-076.18e-0646
GO:00307059ProstateBPHcytoskeleton-dependent intracellular transport68/3107195/187233.78e-101.98e-0868
GO:003070515ProstateTumorcytoskeleton-dependent intracellular transport67/3246195/187236.56e-092.53e-0767
GO:003070519SkinAKcytoskeleton-dependent intracellular transport40/1910195/187231.29e-052.58e-0440
GO:0030705110SkinSCCIScytoskeleton-dependent intracellular transport20/919195/187231.50e-031.69e-0220
GO:003070524SkincSCCcytoskeleton-dependent intracellular transport77/4864195/187232.32e-052.67e-0477
GO:003070520ThyroidHTcytoskeleton-dependent intracellular transport23/1272195/187236.91e-034.21e-0223
GO:0030705111ThyroidPTCcytoskeleton-dependent intracellular transport104/5968195/187233.87e-101.24e-08104
GO:003070525Thyroidgoiterscytoskeleton-dependent intracellular transport14/497195/187237.37e-041.68e-0214
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa042108BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
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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
TUBA1CSNVMissense_Mutationnovelc.672N>Tp.Met224Ilep.M224Iprotein_codingdeleterious_low_confidence(0.02)benign(0.127)TCGA-A2-A0CV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TUBA1CSNVMissense_Mutationc.1477N>Ap.Glu493Lysp.E493Kprotein_codingdeleterious_low_confidence(0.01)benign(0.282)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TUBA1CSNVMissense_Mutationc.302N>Tp.Gln101Leup.Q101Lprotein_codingdeleterious_low_confidence(0.02)benign(0.012)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TUBA1CSNVMissense_Mutationrs571434095c.1226N>Ap.Arg409Hisp.R409Hprotein_codingdeleterious_low_confidence(0.05)benign(0.125)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TUBA1CSNVMissense_Mutationnovelc.1060N>Cp.Glu354Glnp.E354Qprotein_codingdeleterious_low_confidence(0.01)probably_damaging(0.998)TCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TUBA1CSNVMissense_Mutationrs371063872c.851N>Ap.Arg284Hisp.R284Hprotein_codingtolerated_low_confidence(0.12)benign(0.013)TCGA-BH-A0E0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TUBA1CSNVMissense_Mutationc.430N>Ap.Val144Ilep.V144Iprotein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.734)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TUBA1CSNVMissense_Mutationnovelc.995A>Cp.Tyr332Serp.Y332Sprotein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.685)TCGA-BH-A1F5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TUBA1CSNVMissense_Mutationnovelc.995A>Cp.Tyr332Serp.Y332Sprotein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.685)TCGA-BH-A1FR-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
TUBA1CSNVMissense_Mutationc.392A>Gp.His131Argp.H131Rprotein_codingdeleterious_low_confidence(0.02)benign(0.147)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
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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
84790TUBA1CDRUGGABLE GENOMEinhibitorCHEMBL378544VINBLASTINE SULFATE
84790TUBA1CDRUGGABLE GENOMEinhibitorCHEMBL49642INDIBULIN
84790TUBA1CDRUGGABLE GENOMEVINORELBINE BASEVINORELBINE25768699
84790TUBA1CDRUGGABLE GENOME4-(PHENYLCARBAMOYL)BENZYLNITRATECHEMBL179573721664138
84790TUBA1CDRUGGABLE GENOMEVINBLASTINEVINBLASTINE23708010,23916255
84790TUBA1CDRUGGABLE GENOMEinhibitorCHEMBL1683544ERIBULIN MESYLATE
84790TUBA1CDRUGGABLE GENOMECHEMBL2103826DAVUNETIDE
84790TUBA1CDRUGGABLE GENOMECYCLOSTREPTINCYCLOSTREPTIN17206139
84790TUBA1CDRUGGABLE GENOMEinhibitorCHEMBL1201748CABAZITAXEL
84790TUBA1CDRUGGABLE GENOMEVORINOSTATVORINOSTAT20491440
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