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: TUBB3

Gene summary for TUBB3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBB3

Gene ID

10381

Gene nametubulin beta 3 class III
Gene AliasCDCBM
Cytomap16q24.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q13509


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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
10381TUBB3AEH-subject1HumanEndometriumAEH8.66e-276.25e-01-0.3059
10381TUBB3AEH-subject2HumanEndometriumAEH3.50e-205.66e-01-0.2525
10381TUBB3AEH-subject3HumanEndometriumAEH5.07e-144.39e-01-0.2576
10381TUBB3AEH-subject4HumanEndometriumAEH2.55e-052.51e-01-0.2657
10381TUBB3EEC-subject1HumanEndometriumEEC2.32e-042.42e-01-0.2682
10381TUBB3EEC-subject2HumanEndometriumEEC3.29e-123.10e-01-0.2607
10381TUBB3EEC-subject5HumanEndometriumEEC2.28e-021.97e-01-0.249
10381TUBB3LZE4THumanEsophagusESCC3.08e-239.24e-010.0811
10381TUBB3LZE7THumanEsophagusESCC1.18e-252.04e+000.0667
10381TUBB3LZE8THumanEsophagusESCC2.36e-062.55e-010.067
10381TUBB3LZE20THumanEsophagusESCC1.59e-125.17e-010.0662
10381TUBB3LZE22THumanEsophagusESCC8.47e-119.48e-010.068
10381TUBB3LZE24THumanEsophagusESCC7.65e-052.52e-010.0596
10381TUBB3LZE21THumanEsophagusESCC8.02e-046.75e-010.0655
10381TUBB3LZE6THumanEsophagusESCC1.71e-052.51e-010.0845
10381TUBB3P1T-EHumanEsophagusESCC1.23e-189.10e-010.0875
10381TUBB3P2T-EHumanEsophagusESCC7.90e-031.08e-010.1177
10381TUBB3P4T-EHumanEsophagusESCC2.93e-531.54e+000.1323
10381TUBB3P5T-EHumanEsophagusESCC1.03e-891.83e+000.1327
10381TUBB3P8T-EHumanEsophagusESCC7.98e-133.40e-010.0889
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00074098EndometriumAEHaxonogenesis81/2100418/187235.54e-072.12e-0581
GO:00615648EndometriumAEHaxon development88/2100467/187236.39e-072.38e-0588
GO:006156412EndometriumEECaxon development93/2168467/187239.60e-084.69e-0693
GO:000740912EndometriumEECaxonogenesis82/2168418/187231.03e-063.49e-0582
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501226EndometriumAEHParkinson disease115/1197266/84656.24e-321.01e-297.42e-30115
hsa0502020EndometriumAEHPrion disease110/1197273/84652.39e-272.44e-251.78e-25110
hsa0501620EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa0501420EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
hsa0501020EndometriumAEHAlzheimer disease124/1197384/84651.20e-203.91e-192.86e-19124
hsa0502220EndometriumAEHPathways of neurodegeneration - multiple diseases137/1197476/84659.27e-182.32e-161.70e-16137
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0513026EndometriumAEHPathogenic Escherichia coli infection50/1197197/84651.72e-051.86e-041.36e-0450
hsa0414524EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa048144EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa05012111EndometriumAEHParkinson disease115/1197266/84656.24e-321.01e-297.42e-30115
hsa05020110EndometriumAEHPrion disease110/1197273/84652.39e-272.44e-251.78e-25110
hsa05016110EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa05014110EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
hsa05010110EndometriumAEHAlzheimer disease124/1197384/84651.20e-203.91e-192.86e-19124
hsa05022110EndometriumAEHPathways of neurodegeneration - multiple diseases137/1197476/84659.27e-182.32e-161.70e-16137
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa05130112EndometriumAEHPathogenic Escherichia coli infection50/1197197/84651.72e-051.86e-041.36e-0450
hsa04145111EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa0481411EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
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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
TUBB3SNVMissense_Mutationrs751967547c.721N>Tp.Arg241Cysp.R241CQ13509protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.996)TCGA-A2-A3XS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
TUBB3SNVMissense_Mutationc.973G>Cp.Glu325Glnp.E325QQ13509protein_codingdeleterious_low_confidence(0.01)benign(0.429)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TUBB3SNVMissense_Mutationc.984G>Tp.Glu328Aspp.E328DQ13509protein_codingtolerated_low_confidence(0.26)benign(0.006)TCGA-EW-A1P7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinPD
TUBB3SNVMissense_Mutationnovelc.940G>Ap.Ala314Thrp.A314TQ13509protein_codingdeleterious_low_confidence(0)possibly_damaging(0.899)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBB3SNVMissense_Mutationc.302G>Tp.Trp101Leup.W101LQ13509protein_codingdeleterious_low_confidence(0)probably_damaging(0.986)TCGA-AA-3818-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TUBB3SNVMissense_Mutationrs770484819c.557C>Tp.Thr186Metp.T186MQ13509protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.999)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TUBB3SNVMissense_Mutationc.362G>Ap.Arg121Glnp.R121QQ13509protein_codingdeleterious_low_confidence(0.05)probably_damaging(0.944)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUBB3SNVMissense_Mutationrs587784504c.1331N>Tp.Ser444Leup.S444LQ13509protein_codingtolerated_low_confidence(0.25)benign(0.32)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
TUBB3SNVMissense_Mutationc.484N>Tp.Arg162Cysp.R162CQ13509protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.997)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TUBB3SNVMissense_Mutationc.1293N>Tp.Glu431Aspp.E431DQ13509protein_codingtolerated_low_confidence(1)benign(0)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
10381TUBB3DRUGGABLE GENOMEPODOFILOXPODOFILOX17765552,24953821,21402478
10381TUBB3DRUGGABLE GENOMECHEMBL2304041SAGOPILONE
10381TUBB3DRUGGABLE GENOMEPACLITAXELPACLITAXEL23631389,25369367,25768699,24457094,22595423,23313639,17887662,23387901,19758808,23725535,24953821
10381TUBB3DRUGGABLE GENOMENSC-751382CHEMBL193553822435708
10381TUBB3DRUGGABLE GENOMEVORINOSTATVORINOSTAT20491440
10381TUBB3DRUGGABLE GENOMEinhibitorCHEMBL1742994BRENTUXIMAB VEDOTIN
10381TUBB3DRUGGABLE GENOMEinhibitorCHEMBL1683544ERIBULIN MESYLATE
10381TUBB3DRUGGABLE GENOME10,11-DIHYDROEPOTHILONE DCHEMBL45381812141877
10381TUBB3DRUGGABLE GENOMEIXABEPILONEIXABEPILONE
10381TUBB3DRUGGABLE GENOMEMAYTANSINEMAYTANSINE563462
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