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: TUBA1B

Gene summary for TUBA1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBA1B

Gene ID

10376

Gene nametubulin alpha 1b
Gene AliasK-ALPHA-1
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P68363


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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
10376TUBA1BP9T-EHumanEsophagusESCC3.56e-201.55e+000.1131
10376TUBA1BP10T-EHumanEsophagusESCC4.90e-423.01e+000.116
10376TUBA1BP11T-EHumanEsophagusESCC1.06e-342.90e+000.1426
10376TUBA1BP12T-EHumanEsophagusESCC2.40e-331.82e+000.1122
10376TUBA1BP15T-EHumanEsophagusESCC1.84e-352.16e+000.1149
10376TUBA1BP16T-EHumanEsophagusESCC3.74e-302.16e+000.1153
10376TUBA1BP17T-EHumanEsophagusESCC2.53e-232.68e+000.1278
10376TUBA1BP19T-EHumanEsophagusESCC9.13e-214.06e+000.1662
10376TUBA1BP20T-EHumanEsophagusESCC5.95e-251.65e+000.1124
10376TUBA1BP21T-EHumanEsophagusESCC2.73e-563.47e+000.1617
10376TUBA1BP22T-EHumanEsophagusESCC1.66e-291.83e+000.1236
10376TUBA1BP23T-EHumanEsophagusESCC8.33e-292.25e+000.108
10376TUBA1BP24T-EHumanEsophagusESCC2.14e-532.77e+000.1287
10376TUBA1BP26T-EHumanEsophagusESCC2.71e-232.16e+000.1276
10376TUBA1BP27T-EHumanEsophagusESCC4.81e-482.39e+000.1055
10376TUBA1BP28T-EHumanEsophagusESCC9.91e-492.51e+000.1149
10376TUBA1BP30T-EHumanEsophagusESCC6.24e-132.63e+000.137
10376TUBA1BP31T-EHumanEsophagusESCC7.10e-563.02e+000.1251
10376TUBA1BP32T-EHumanEsophagusESCC8.84e-593.94e+000.1666
10376TUBA1BP36T-EHumanEsophagusESCC2.71e-192.05e+000.1187
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00713533CervixHSIL_HPVcellular response to interleukin-47/73733/187232.48e-044.30e-037
GO:00706703CervixHSIL_HPVresponse to interleukin-47/73736/187234.38e-046.51e-037
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:00713532LiverCirrhoticcellular response to interleukin-417/463433/187238.32e-046.06e-0317
GO:003070511LiverCirrhoticcytoskeleton-dependent intracellular transport68/4634195/187239.54e-046.77e-0368
GO:00706702LiverCirrhoticresponse to interleukin-417/463436/187232.82e-031.63e-0217
GO:003070521LiverHCCcytoskeleton-dependent intracellular transport111/7958195/187233.25e-053.28e-04111
GO:007135311LiverHCCcellular response to interleukin-421/795833/187231.16e-024.28e-0221
GO:003070510Oral cavityOSCCcytoskeleton-dependent intracellular transport113/7305195/187236.03e-081.09e-06113
GO:00713535Oral cavityOSCCcellular response to interleukin-421/730533/187233.63e-031.51e-0221
GO:00706705Oral cavityOSCCresponse to interleukin-421/730536/187231.46e-024.76e-0221
GO:007135313Oral cavityLPcellular response to interleukin-418/462333/187232.26e-042.41e-0318
GO:003070516Oral cavityLPcytoskeleton-dependent intracellular transport68/4623195/187238.92e-047.64e-0368
GO:007067012Oral cavityLPresponse to interleukin-418/462336/187239.03e-047.72e-0318
GO:00307059ProstateBPHcytoskeleton-dependent intracellular transport68/3107195/187233.78e-101.98e-0868
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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
TUBA1BSNVMissense_Mutationc.1345N>Cp.Glu449Glnp.E449QP68363protein_codingdeleterious_low_confidence(0.03)benign(0.403)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TUBA1BSNVMissense_Mutationrs769034868c.785A>Cp.Tyr262Serp.Y262SP68363protein_codingdeleterious_low_confidence(0.01)benign(0.052)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
TUBA1BSNVMissense_Mutationc.346N>Cp.Asp116Hisp.D116HP68363protein_codingdeleterious_low_confidence(0)possibly_damaging(0.792)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TUBA1BSNVMissense_Mutationrs769034868c.785N>Cp.Tyr262Serp.Y262SP68363protein_codingdeleterious_low_confidence(0.01)benign(0.052)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TUBA1BSNVMissense_Mutationrs769034868c.785A>Cp.Tyr262Serp.Y262SP68363protein_codingdeleterious_low_confidence(0.01)benign(0.052)TCGA-C8-A273-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TUBA1BSNVMissense_Mutationc.337N>Cp.Glu113Glnp.E113QP68363protein_codingdeleterious_low_confidence(0.04)benign(0.017)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
TUBA1BinsertionFrame_Shift_Insnovelc.411_412insACAACTCCp.Phe138ThrfsTer47p.F138Tfs*47P68363protein_codingTCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TUBA1BSNVMissense_Mutationc.1348G>Cp.Glu450Glnp.E450QP68363protein_codingdeleterious_low_confidence(0.05)benign(0.003)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TUBA1BSNVMissense_Mutationc.922N>Tp.Arg308Cysp.R308CP68363protein_codingdeleterious_low_confidence(0)probably_damaging(0.952)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TUBA1BSNVMissense_Mutationnovelc.367N>Tp.Arg123Cysp.R123CP68363protein_codingdeleterious_low_confidence(0)possibly_damaging(0.794)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
10376TUBA1BDRUGGABLE GENOMEinhibitorCHEMBL538943VINORELBINE TARTRATE
10376TUBA1BDRUGGABLE GENOMEPACLITAXELPACLITAXEL23631389,25369367,25768699,24457094,22595423,23313639,17887662,23387901,19758808,23725535,24953821
10376TUBA1BDRUGGABLE GENOMEMAYTANSINOLMAYTANSINOL563462
10376TUBA1BDRUGGABLE GENOMEinhibitorCHEMBL1201748CABAZITAXEL
10376TUBA1BDRUGGABLE GENOMEinhibitorCHEMBL289351FOSBRETABULIN DISODIUM
10376TUBA1BDRUGGABLE GENOMEVORINOSTATVORINOSTAT20491440
10376TUBA1BDRUGGABLE GENOMEinhibitorCHEMBL3545252DOCETAXEL
10376TUBA1BDRUGGABLE GENOMECOLCHICINECOLCHICINE23750455,25805446,24502232,25061803,25937236,24773591,25938266
10376TUBA1BDRUGGABLE GENOMECOMBRETASTATIN A4COMBRETASTATIN A423631389,16913727,22543234,25584687,24669888,17765552,25192811
10376TUBA1BDRUGGABLE GENOMECHEMBL2105643FOSBRETABULIN TROMETHAMINE
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