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: TUBA1A

Gene summary for TUBA1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBA1A

Gene ID

7846

Gene nametubulin alpha 1a
Gene AliasB-ALPHA-1
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q71U36


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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
7846TUBA1AGSM4909282HumanBreastIDC4.47e-18-5.07e-01-0.0288
7846TUBA1AGSM4909285HumanBreastIDC4.99e-084.59e-010.21
7846TUBA1AGSM4909290HumanBreastIDC1.74e-17-5.96e-010.2096
7846TUBA1AGSM4909291HumanBreastIDC6.99e-15-6.03e-010.1753
7846TUBA1AGSM4909293HumanBreastIDC9.41e-08-3.18e-010.1581
7846TUBA1AGSM4909294HumanBreastIDC5.80e-06-2.33e-010.2022
7846TUBA1AGSM4909296HumanBreastIDC1.97e-16-3.79e-010.1524
7846TUBA1AGSM4909297HumanBreastIDC8.34e-244.15e-010.1517
7846TUBA1AGSM4909299HumanBreastIDC6.77e-115.26e-010.035
7846TUBA1AGSM4909300HumanBreastIDC4.64e-024.11e-010.0334
7846TUBA1AGSM4909305HumanBreastIDC6.63e-044.05e-010.0436
7846TUBA1AGSM4909309HumanBreastIDC6.78e-052.84e-010.0483
7846TUBA1AGSM4909311HumanBreastIDC1.85e-27-3.02e-010.1534
7846TUBA1AGSM4909312HumanBreastIDC1.16e-08-1.01e-010.1552
7846TUBA1AGSM4909315HumanBreastIDC4.89e-073.85e-010.21
7846TUBA1AGSM4909317HumanBreastIDC2.59e-105.08e-010.1355
7846TUBA1AGSM4909319HumanBreastIDC8.35e-33-3.72e-010.1563
7846TUBA1AGSM4909320HumanBreastIDC3.06e-03-2.72e-010.1575
7846TUBA1AGSM4909321HumanBreastIDC3.83e-15-1.08e-020.1559
7846TUBA1Actrl6HumanBreastPrecancer2.08e-075.81e-01-0.0061
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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
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:00508086EndometriumAEHsynapse organization67/2100426/187232.67e-031.94e-0267
GO:003070514EndometriumEECcytoskeleton-dependent intracellular transport39/2168195/187234.40e-044.58e-0339
GO:005080812EndometriumEECsynapse organization68/2168426/187233.73e-032.49e-0268
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
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:00508087ProstateBPHsynapse organization103/3107426/187233.19e-053.61e-04103
GO:00508072ProstateBPHregulation of synapse organization48/3107211/187231.23e-024.94e-0248
GO:003070515ProstateTumorcytoskeleton-dependent intracellular transport67/3246195/187236.56e-092.53e-0767
GO:005080813ProstateTumorsynapse organization105/3246426/187237.20e-057.62e-04105
GO:005080711ProstateTumorregulation of synapse organization50/3246211/187231.11e-024.56e-0250
GO:003070524SkincSCCcytoskeleton-dependent intracellular transport77/4864195/187232.32e-052.67e-0477
GO:0030705111ThyroidPTCcytoskeleton-dependent intracellular transport104/5968195/187233.87e-101.24e-08104
GO:00508089ThyroidPTCsynapse organization161/5968426/187235.11e-032.36e-02161
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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
TUBA1ASNVMissense_Mutationc.156N>Gp.Phe52Leup.F52LQ71U36protein_codingdeleterious_low_confidence(0.01)benign(0.337)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TUBA1ASNVMissense_Mutationnovelc.547N>Cp.Glu183Glnp.E183QQ71U36protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
TUBA1ASNVMissense_Mutationc.167N>Tp.Thr56Metp.T56MQ71U36protein_codingdeleterious_low_confidence(0.02)benign(0.305)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
TUBA1AinsertionNonsense_Mutationnovelc.138_139insATTTGATGTCATTTTGTAAATGTTAATGAGAATTTTTTAAAAp.Asp46_Asp47insIleTerCysHisPheValAsnValAsnGluAsnPheLeuLysp.D46_D47insI*CHFVNVNENFLKQ71U36protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TUBA1ASNVMissense_Mutationc.251N>Ap.Arg84Hisp.R84HQ71U36protein_codingdeleterious_low_confidence(0.02)benign(0.009)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBA1ASNVMissense_Mutationrs1065730c.1339N>Ap.Glu447Lysp.E447KQ71U36protein_codingdeleterious_low_confidence(0.03)benign(0.292)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBA1ASNVMissense_Mutationnovelc.826A>Gp.Ile276Valp.I276VQ71U36protein_codingtolerated_low_confidence(0.2)benign(0.015)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUBA1ASNVMissense_Mutationrs886039513c.367N>Tp.Arg123Cysp.R123CQ71U36protein_codingdeleterious_low_confidence(0)probably_damaging(0.915)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUBA1ASNVMissense_Mutationnovelc.565N>Ap.Leu189Ilep.L189IQ71U36protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.922)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TUBA1ASNVMissense_Mutationc.959N>Ap.Arg320Hisp.R320HQ71U36protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.454)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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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
7846TUBA1ADRUGGABLE GENOMEMEBENDAZOLEMEBENDAZOLE
7846TUBA1ADRUGGABLE GENOMECHEMBL2108628PACLITAXEL POLIGLUMEX
7846TUBA1ADRUGGABLE GENOMECHEMBL492399VERUBULIN
7846TUBA1ADRUGGABLE GENOMEinhibitorCHEMBL378544VINBLASTINE SULFATE
7846TUBA1ADRUGGABLE GENOMECURCUMINCURCUMIN23830698
7846TUBA1ADRUGGABLE GENOMEZAMPANOLIDEZAMPANOLIDE19877653
7846TUBA1ADRUGGABLE GENOMEVINORELBINE BASEVINORELBINE25768699
7846TUBA1ADRUGGABLE GENOMENSC-753575CHEMBL203611922543234
7846TUBA1ADRUGGABLE GENOMECOMBRETASTATIN A4COMBRETASTATIN A423631389,16913727,22543234,25584687,24669888,17765552,25192811
7846TUBA1ADRUGGABLE GENOMEinhibitorCHEMBL1743082TRASTUZUMAB EMTANSINE
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