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: TUBB

Gene summary for TUBB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBB

Gene ID

203068

Gene nametubulin beta class I
Gene AliasCDCBM6
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

B4DY90


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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
203068TUBBGSM4909280HumanBreastPrecancer2.77e-06-8.10e-010.0305
203068TUBBGSM4909281HumanBreastIDC1.38e-103.70e-010.21
203068TUBBGSM4909282HumanBreastIDC1.57e-516.84e-01-0.0288
203068TUBBGSM4909285HumanBreastIDC2.06e-234.93e-010.21
203068TUBBGSM4909286HumanBreastIDC2.19e-07-1.41e-010.1081
203068TUBBGSM4909288HumanBreastIDC2.38e-031.60e-010.0988
203068TUBBGSM4909294HumanBreastIDC8.37e-09-2.97e-010.2022
203068TUBBGSM4909296HumanBreastIDC5.78e-11-3.15e-010.1524
203068TUBBGSM4909297HumanBreastIDC8.47e-18-3.07e-010.1517
203068TUBBGSM4909298HumanBreastIDC6.59e-07-2.57e-010.1551
203068TUBBGSM4909299HumanBreastIDC2.17e-13-4.36e-010.035
203068TUBBGSM4909300HumanBreastIDC7.80e-04-4.09e-010.0334
203068TUBBGSM4909301HumanBreastIDC1.98e-15-5.73e-010.1577
203068TUBBGSM4909302HumanBreastIDC1.30e-25-7.20e-010.1545
203068TUBBGSM4909309HumanBreastIDC1.38e-08-4.60e-010.0483
203068TUBBGSM4909311HumanBreastIDC3.15e-43-5.36e-010.1534
203068TUBBGSM4909312HumanBreastIDC1.05e-131.57e-010.1552
203068TUBBGSM4909313HumanBreastIDC2.94e-06-4.17e-010.0391
203068TUBBGSM4909317HumanBreastIDC2.56e-07-3.12e-010.1355
203068TUBBGSM4909319HumanBreastIDC5.17e-56-4.26e-010.1563
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:00019067CervixCCcell killing37/2311188/187232.61e-031.80e-0237
GO:0002443CervixCCleukocyte mediated immunity73/2311440/187235.01e-032.98e-0273
GO:00024431CervixHSIL_HPVleukocyte mediated immunity41/737440/187233.14e-071.76e-0541
GO:00024493CervixHSIL_HPVlymphocyte mediated immunity35/737350/187234.45e-072.36e-0535
GO:000190611CervixHSIL_HPVcell killing23/737188/187231.45e-066.47e-0523
GO:00019093CervixHSIL_HPVleukocyte mediated cytotoxicity12/737124/187233.60e-033.22e-0212
GO:00024432CervixN_HPVleukocyte mediated immunity39/534440/187233.94e-102.24e-0739
GO:000244911CervixN_HPVlymphocyte mediated immunity32/534350/187237.29e-091.58e-0632
GO:000190621CervixN_HPVcell killing22/534188/187232.20e-083.03e-0622
GO:000190911CervixN_HPVleukocyte mediated cytotoxicity13/534124/187235.46e-051.22e-0313
GO:003070513CervixN_HPVcytoskeleton-dependent intracellular transport13/534195/187234.03e-033.16e-0213
GO:0007051ColorectumADspindle organization58/3918184/187234.71e-045.20e-0358
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:0051225ColorectumADspindle assembly37/3918117/187234.32e-032.96e-0237
GO:0050807ColorectumADregulation of synapse organization60/3918211/187235.67e-033.64e-0260
GO:00307051ColorectumSERcytoskeleton-dependent intracellular transport44/2897195/187235.53e-034.09e-0244
GO:00508081ColorectumSERsynapse organization85/2897426/187237.17e-034.99e-0285
GO:00070511ColorectumMSSspindle organization53/3467184/187234.23e-045.19e-0353
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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
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
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
hsa0414519BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
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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
TUBBSNVMissense_Mutationnovelc.442N>Tp.Gly148Cysp.G148CP07437protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TUBBSNVMissense_Mutationc.355G>Ap.Val119Metp.V119MP07437protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.829)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TUBBSNVMissense_Mutationc.1327G>Cp.Glu443Glnp.E443QP07437protein_codingdeleterious_low_confidence(0.04)benign(0.403)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TUBBinsertionNonsense_Mutationnovelc.263_264insGTGATTGp.Asp88GlufsTer2p.D88Efs*2P07437protein_codingTCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBBinsertionFrame_Shift_Insnovelc.600_601insCATTTCCAGTATATCTATAAACCTTCCCTTCp.Cys201HisfsTer13p.C201Hfs*13P07437protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TUBBSNVMissense_Mutationnovelc.830G>Ap.Gly277Glup.G277EP07437protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.796)TCGA-C5-A7CJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TUBBSNVMissense_Mutationc.580N>Cp.Glu194Glnp.E194QP07437protein_codingdeleterious_low_confidence(0.02)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TUBBinsertionIn_Frame_Insnovelc.369_370insGCAGAGGTTp.Glu125_Ser126insValAlaGlup.E125_S126insVAEP07437protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
TUBBSNVMissense_Mutationc.8N>Gp.Glu3Glyp.E3GP07437protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUBBSNVMissense_Mutationnovelc.951C>Ap.Phe317Leup.F317LP07437protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.999)TCGA-AA-A02E-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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
203068TUBBDRUGGABLE GENOMEinhibitor135652721PACLITAXEL
203068TUBBDRUGGABLE GENOMESimotaxelSIMOTAXEL
203068TUBBDRUGGABLE GENOMETasidotin hydrochloride
203068TUBBDRUGGABLE GENOMEALB-109564(a)
203068TUBBDRUGGABLE GENOMENOCODAZOLENOCODAZOLE21194809,25815147,25369367,25262051,23313639
203068TUBBDRUGGABLE GENOMESphingosome Encapsulated Vinorelbine
203068TUBBDRUGGABLE GENOMEinhibitorCHEMBL1201748CABAZITAXEL
203068TUBBDRUGGABLE GENOMEinhibitor178103457VINBLASTINE
203068TUBBDRUGGABLE GENOMEinhibitorCHEMBL49642INDIBULIN
203068TUBBDRUGGABLE GENOMEZD-6126ZD-6126
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