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: TUBB2A

Gene summary for TUBB2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBB2A

Gene ID

7280

Gene nametubulin beta 2A class IIa
Gene AliasCDCBM5
Cytomap6p25.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q13885


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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
7280TUBB2AHSIL_HPV_1HumanCervixHSIL_HPV2.91e-02-1.79e-010.0116
7280TUBB2AHTA11_2487_2000001011HumanColorectumSER1.71e-095.38e-01-0.1808
7280TUBB2AHTA11_1938_2000001011HumanColorectumAD4.47e-042.22e-01-0.0811
7280TUBB2AHTA11_411_2000001011HumanColorectumSER2.15e-021.01e+00-0.2602
7280TUBB2AHTA11_2112_2000001011HumanColorectumSER9.82e-076.25e-01-0.2196
7280TUBB2AHTA11_696_2000001011HumanColorectumAD1.50e-021.33e-01-0.1464
7280TUBB2AHTA11_1391_2000001011HumanColorectumAD2.78e-072.76e-01-0.059
7280TUBB2ALZE4THumanEsophagusESCC1.30e-045.41e-010.0811
7280TUBB2ALZE7THumanEsophagusESCC1.30e-151.99e+000.0667
7280TUBB2ALZE8THumanEsophagusESCC1.43e-075.58e-010.067
7280TUBB2ALZE20THumanEsophagusESCC9.52e-056.25e-010.0662
7280TUBB2ALZE24THumanEsophagusESCC3.11e-271.70e+000.0596
7280TUBB2ALZE21THumanEsophagusESCC1.29e-071.37e+000.0655
7280TUBB2ALZE6THumanEsophagusESCC2.19e-042.10e-010.0845
7280TUBB2AP1T-EHumanEsophagusESCC1.82e-081.17e+000.0875
7280TUBB2AP2T-EHumanEsophagusESCC4.12e-073.60e-010.1177
7280TUBB2AP4T-EHumanEsophagusESCC5.59e-371.60e+000.1323
7280TUBB2AP5T-EHumanEsophagusESCC9.18e-219.31e-010.1327
7280TUBB2AP8T-EHumanEsophagusESCC7.35e-053.59e-010.0889
7280TUBB2AP9T-EHumanEsophagusESCC6.54e-156.52e-010.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00017644SkinAKneuron migration26/1910156/187238.26e-034.13e-0226
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501225CervixHSIL_HPVParkinson disease43/459266/84656.69e-116.53e-095.28e-0943
hsa0502024CervixHSIL_HPVPrion disease40/459273/84656.26e-093.67e-072.97e-0740
hsa0414523CervixHSIL_HPVPhagosome27/459152/84653.58e-081.50e-061.21e-0627
hsa0513225CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa0501624CervixHSIL_HPVHuntington disease38/459306/84651.21e-062.54e-052.05e-0538
hsa0513025CervixHSIL_HPVPathogenic Escherichia coli infection28/459197/84652.36e-064.61e-053.73e-0528
hsa0502224CervixHSIL_HPVPathways of neurodegeneration - multiple diseases46/459476/84658.10e-051.08e-038.72e-0446
hsa0501024CervixHSIL_HPVAlzheimer disease38/459384/84652.13e-042.31e-031.86e-0338
hsa0501424CervixHSIL_HPVAmyotrophic lateral sclerosis35/459364/84656.43e-045.23e-034.23e-0335
hsa0501235CervixHSIL_HPVParkinson disease43/459266/84656.69e-116.53e-095.28e-0943
hsa0502034CervixHSIL_HPVPrion disease40/459273/84656.26e-093.67e-072.97e-0740
hsa0414533CervixHSIL_HPVPhagosome27/459152/84653.58e-081.50e-061.21e-0627
hsa0513235CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa0501634CervixHSIL_HPVHuntington disease38/459306/84651.21e-062.54e-052.05e-0538
hsa0513035CervixHSIL_HPVPathogenic Escherichia coli infection28/459197/84652.36e-064.61e-053.73e-0528
hsa0502234CervixHSIL_HPVPathways of neurodegeneration - multiple diseases46/459476/84658.10e-051.08e-038.72e-0446
hsa0501034CervixHSIL_HPVAlzheimer disease38/459384/84652.13e-042.31e-031.86e-0338
hsa0501434CervixHSIL_HPVAmyotrophic lateral sclerosis35/459364/84656.43e-045.23e-034.23e-0335
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
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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
TUBB2ASNVMissense_Mutationnovelc.1183N>Ap.Leu395Metp.L395MQ13885protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
TUBB2ASNVMissense_Mutationc.1332N>Tp.Glu444Aspp.E444DQ13885protein_codingtolerated_low_confidence(0.15)benign(0.217)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBB2ASNVMissense_Mutationnovelc.1209N>Cp.Met403Ilep.M403IQ13885protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.986)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TUBB2ASNVMissense_Mutationnovelc.1126N>Ap.Glu376Lysp.E376KQ13885protein_codingdeleterious_low_confidence(0)possibly_damaging(0.632)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TUBB2ASNVMissense_Mutationnovelc.1201N>Ap.Glu401Lysp.E401KQ13885protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBB2ASNVMissense_Mutationnovelc.674T>Cp.Leu225Prop.L225PQ13885protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-5M-AATE-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TUBB2ASNVMissense_Mutationc.1282N>Ap.Ala428Thrp.A428TQ13885protein_codingdeleterious_low_confidence(0.02)benign(0.093)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TUBB2ASNVMissense_Mutationnovelc.751C>Tp.Arg251Cysp.R251CQ13885protein_codingdeleterious_low_confidence(0)probably_damaging(0.967)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
TUBB2ASNVMissense_Mutationc.619N>Ap.Leu207Metp.L207MQ13885protein_codingdeleterious_low_confidence(0)probably_damaging(0.984)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TUBB2ASNVMissense_Mutationc.1282N>Ap.Ala428Thrp.A428TQ13885protein_codingdeleterious_low_confidence(0.02)benign(0.093)TCGA-G4-6298-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyirinotecanPD
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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
7280TUBB2ADRUGGABLE GENOMEVINORELBINE BASEVINORELBINE25768699
7280TUBB2ADRUGGABLE GENOMEZAMPANOLIDEZAMPANOLIDE19877653
7280TUBB2ADRUGGABLE GENOMEVINBLASTINEVINBLASTINE
7280TUBB2ADRUGGABLE GENOMEANHYDROVINBLASTIN
7280TUBB2ADRUGGABLE GENOMEinhibitorCHEMBL378544VINBLASTINE SULFATE
7280TUBB2ADRUGGABLE GENOMEVINORELBINEVINORELBINE
7280TUBB2ADRUGGABLE GENOME10,11-DIHYDROEPOTHILONE DCHEMBL45381812141877
7280TUBB2ADRUGGABLE GENOMEinhibitorCHEMBL1683544ERIBULIN MESYLATE
7280TUBB2ADRUGGABLE GENOMECOLCHICINECOLCHICINE23750455,25805446,24502232,25061803,25937236,24773591,25938266
7280TUBB2ADRUGGABLE GENOMEinhibitorCHEMBL2103852CROLIBULIN
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