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: TUBA4A

Gene summary for TUBA4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBA4A

Gene ID

7277

Gene nametubulin alpha 4a
Gene AliasALS22
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P68366


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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
7277TUBA4AGSM4909282HumanBreastIDC2.97e-032.76e-01-0.0288
7277TUBA4AGSM4909286HumanBreastIDC9.60e-05-2.81e-010.1081
7277TUBA4AGSM4909294HumanBreastIDC3.00e-11-3.04e-010.2022
7277TUBA4AGSM4909297HumanBreastIDC3.85e-05-2.48e-010.1517
7277TUBA4AGSM4909298HumanBreastIDC5.85e-04-2.64e-010.1551
7277TUBA4AGSM4909308HumanBreastIDC7.82e-07-3.22e-010.158
7277TUBA4AGSM4909311HumanBreastIDC2.12e-10-2.58e-010.1534
7277TUBA4AGSM4909312HumanBreastIDC6.97e-07-2.55e-010.1552
7277TUBA4AGSM4909319HumanBreastIDC1.37e-13-2.59e-010.1563
7277TUBA4AGSM4909320HumanBreastIDC4.34e-02-2.87e-010.1575
7277TUBA4AGSM4909321HumanBreastIDC6.24e-11-3.15e-010.1559
7277TUBA4Abrca1HumanBreastPrecancer1.18e-296.64e-01-0.0338
7277TUBA4Abrca2HumanBreastPrecancer1.06e-195.10e-01-0.024
7277TUBA4Abrca3HumanBreastPrecancer7.48e-063.04e-01-0.0263
7277TUBA4ANCCBC14HumanBreastDCIS8.84e-04-2.41e-010.2021
7277TUBA4ANCCBC3HumanBreastDCIS1.96e-02-2.44e-010.1198
7277TUBA4ANCCBC5HumanBreastDCIS1.77e-06-2.63e-010.2046
7277TUBA4AP1HumanBreastIDC7.69e-08-1.24e-010.1527
7277TUBA4ADCIS2HumanBreastDCIS2.95e-391.21e-010.0085
7277TUBA4ACA_HPV_1HumanCervixCC6.81e-04-1.66e-010.0264
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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
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
∗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
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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
TUBA4ASNVMissense_Mutationc.473C>Gp.Ser158Cysp.S158CP68366protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.999)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TUBA4AinsertionFrame_Shift_Insnovelc.301_302insCp.Asn101ThrfsTer16p.N101Tfs*16P68366protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TUBA4AinsertionFrame_Shift_Insnovelc.300_301insCTGGAGAAGGATTATGAGGAGGTGGGCATCGp.Asn101LeufsTer26p.N101Lfs*26P68366protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TUBA4ASNVMissense_Mutationnovelc.1153N>Ap.Ala385Thrp.A385TP68366protein_codingtolerated_low_confidence(0.05)benign(0.074)TCGA-JW-AAVH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TUBA4ASNVMissense_Mutationnovelc.889G>Cp.Glu297Glnp.E297QP68366protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.911)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TUBA4AdeletionFrame_Shift_Delnovelc.1097delNp.Gly366ValfsTer13p.G366Vfs*13P68366protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TUBA4ASNVMissense_Mutationnovelc.977N>Gp.Lys326Argp.K326RP68366protein_codingtolerated_low_confidence(0.06)benign(0.285)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TUBA4ASNVMissense_Mutationc.236G>Ap.Arg79Glnp.R79QP68366protein_codingdeleterious_low_confidence(0.02)benign(0.079)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TUBA4ASNVMissense_Mutationc.236G>Ap.Arg79Glnp.R79QP68366protein_codingdeleterious_low_confidence(0.02)benign(0.079)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TUBA4ASNVMissense_Mutationc.629A>Gp.Tyr210Cysp.Y210CP68366protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.997)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=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
7277TUBA4ADRUGGABLE GENOMEMAYTANSINOLMAYTANSINOL563462
7277TUBA4ADRUGGABLE GENOMEinhibitorCHEMBL49642INDIBULIN
7277TUBA4ADRUGGABLE GENOMECHEMBL2304041SAGOPILONE
7277TUBA4ADRUGGABLE GENOME4-(PHENYLCARBAMOYL)BENZYLNITRATECHEMBL179573721664138
7277TUBA4ADRUGGABLE GENOMENSC-753582CHEMBL203612422543234
7277TUBA4ADRUGGABLE GENOMEinhibitorCHEMBL538943VINORELBINE TARTRATE
7277TUBA4ADRUGGABLE GENOMEinhibitorCHEMBL1742994BRENTUXIMAB VEDOTIN
7277TUBA4ADRUGGABLE GENOMEinhibitorCHEMBL3545252DOCETAXEL
7277TUBA4ADRUGGABLE GENOMECHEMBL2103826DAVUNETIDE
7277TUBA4ADRUGGABLE GENOMEinhibitorCHEMBL428647PACLITAXEL
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