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: TUBB2B

Gene summary for TUBB2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBB2B

Gene ID

347733

Gene nametubulin beta 2B class IIb
Gene AliasCDCBM7
Cytomap6p25.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9BVA1


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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
347733TUBB2BLZE7THumanEsophagusESCC8.44e-253.40e+000.0667
347733TUBB2BP4T-EHumanEsophagusESCC5.49e-241.49e+000.1323
347733TUBB2BP11T-EHumanEsophagusESCC6.79e-091.12e+000.1426
347733TUBB2BP16T-EHumanEsophagusESCC8.52e-093.07e-010.1153
347733TUBB2BP19T-EHumanEsophagusESCC1.24e-028.18e-010.1662
347733TUBB2BP24T-EHumanEsophagusESCC1.18e-034.31e-010.1287
347733TUBB2BP27T-EHumanEsophagusESCC1.32e-105.73e-010.1055
347733TUBB2BP28T-EHumanEsophagusESCC1.66e-177.26e-010.1149
347733TUBB2BP30T-EHumanEsophagusESCC2.31e-071.03e+000.137
347733TUBB2BP32T-EHumanEsophagusESCC9.78e-085.85e-010.1666
347733TUBB2BP48T-EHumanEsophagusESCC9.46e-181.05e+000.0959
347733TUBB2BP52T-EHumanEsophagusESCC5.39e-151.35e+000.1555
347733TUBB2BP56T-EHumanEsophagusESCC2.39e-031.04e+000.1613
347733TUBB2BP57T-EHumanEsophagusESCC6.82e-032.07e-010.0926
347733TUBB2BP61T-EHumanEsophagusESCC1.41e-044.06e-010.099
347733TUBB2BP76T-EHumanEsophagusESCC6.42e-261.14e+000.1207
347733TUBB2BP79T-EHumanEsophagusESCC3.74e-031.89e-010.1154
347733TUBB2BP130T-EHumanEsophagusESCC4.98e-692.34e+000.1676
347733TUBB2BHCC1_MengHumanLiverHCC3.61e-08-3.24e-020.0246
347733TUBB2Bcirrhotic2HumanLiverCirrhotic3.26e-049.73e-020.0201
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00509204Oral cavityOSCCregulation of chemotaxis105/7305223/187238.27e-033.01e-02105
GO:006156410Oral cavityOSCCaxon development207/7305467/187231.01e-023.51e-02207
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:00509206ThyroidATCregulation of chemotaxis99/6293223/187234.91e-042.86e-0399
GO:00485688ThyroidATCembryonic organ development172/6293427/187232.08e-039.84e-03172
GO:00074113ThyroidATCaxon guidance96/6293227/187233.74e-031.63e-0296
GO:00974853ThyroidATCneuron projection guidance96/6293228/187234.36e-031.81e-0296
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0513042LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502032LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0513052LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0414531LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa05012210Oral cavityLPParkinson disease166/2418266/84652.02e-313.36e-292.17e-29166
hsa0501429Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa0501629Oral cavityLPHuntington disease172/2418306/84656.31e-255.25e-233.39e-23172
hsa0501029Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
hsa0502229Oral cavityLPPathways of neurodegeneration - multiple diseases232/2418476/84657.77e-223.69e-202.38e-20232
hsa0502029Oral cavityLPPrion disease149/2418273/84654.88e-201.81e-181.16e-18149
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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
TUBB2BSNVMissense_Mutationc.629N>Gp.Ile210Serp.I210SQ9BVA1protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBB2BSNVMissense_Mutationc.443N>Ap.Gly148Aspp.G148DQ9BVA1protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.793)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBB2BinsertionNonsense_Mutationnovelc.1150_1151insCTGATTTGGGATGAAATp.Gln384ProfsTer5p.Q384Pfs*5Q9BVA1protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBB2BSNVMissense_Mutationnovelc.563N>Tp.Ser188Leup.S188LQ9BVA1protein_codingdeleterious_low_confidence(0)probably_damaging(0.949)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TUBB2BSNVMissense_Mutationnovelc.484N>Tp.Arg162Cysp.R162CQ9BVA1protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.991)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TUBB2BSNVMissense_Mutationnovelc.638N>Ap.Arg213Hisp.R213HQ9BVA1protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.952)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUBB2BSNVMissense_Mutationc.503G>Ap.Ser168Asnp.S168NQ9BVA1protein_codingdeleterious_low_confidence(0)benign(0.052)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
TUBB2BSNVMissense_Mutationrs779519065c.496N>Tp.Thr166Serp.T166SQ9BVA1protein_codingtolerated_low_confidence(0.17)benign(0.039)TCGA-AG-4022-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TUBB2BSNVMissense_Mutationnovelc.784N>Tp.Arg262Cysp.R262CQ9BVA1protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.985)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TUBB2BSNVMissense_Mutationc.442G>Ap.Gly148Serp.G148SQ9BVA1protein_codingdeleterious_low_confidence(0)probably_damaging(0.986)TCGA-AP-A0LD-01Endometriumuterine corpus endometrioid carcinomaFemale<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
347733TUBB2BDRUGGABLE GENOMEinhibitorCHEMBL1742994BRENTUXIMAB VEDOTIN
347733TUBB2BDRUGGABLE GENOMEPODOFILOXPODOFILOX17765552,24953821,21402478
347733TUBB2BDRUGGABLE GENOMECYCLOSTREPTINCYCLOSTREPTIN17206139
347733TUBB2BDRUGGABLE GENOMENSC-751382CHEMBL193553822435708
347733TUBB2BDRUGGABLE GENOME4-(PHENYLCARBAMOYL)BENZYLNITRATECHEMBL179573721664138
347733TUBB2BDRUGGABLE GENOMECHEMBL2304041SAGOPILONE
347733TUBB2BDRUGGABLE GENOMECHEMBL492399VERUBULIN
347733TUBB2BDRUGGABLE GENOMEinhibitorCHEMBL289351FOSBRETABULIN DISODIUM
347733TUBB2BDRUGGABLE GENOMEZAMPANOLIDEZAMPANOLIDE19877653
347733TUBB2BDRUGGABLE GENOMEABT-751ABT-75125468039
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