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: TUBA3D

Gene summary for TUBA3D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBA3D

Gene ID

113457

Gene nametubulin alpha 3d
Gene AliasH2-ALPHA
Cytomap2q21.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q13748


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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
113457TUBA3DGSM4909302HumanBreastIDC8.86e-143.56e-010.1545
113457TUBA3DGSM4909304HumanBreastIDC1.27e-971.38e+000.1636
113457TUBA3DGSM4909308HumanBreastIDC1.64e-215.06e-010.158
113457TUBA3DNCCBC11HumanBreastDCIS7.89e-137.25e-010.1232
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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
∗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
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0502033BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0501243BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0502043BreastDCISPrion disease100/846273/84651.44e-331.55e-311.14e-31100
hsa0501643BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0501043BreastDCISAlzheimer disease105/846384/84653.23e-231.49e-211.10e-21105
hsa0501443BreastDCISAmyotrophic lateral sclerosis101/846364/84657.14e-232.88e-212.12e-21101
hsa0502243BreastDCISPathways of neurodegeneration - multiple diseases114/846476/84654.74e-201.53e-181.13e-18114
hsa0513243BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0513043BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0414541BreastDCISPhagosome35/846152/84651.67e-062.45e-051.81e-0535
hsa0453044BreastDCISTight junction37/846169/84653.07e-064.20e-053.09e-0537
hsa0421041BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa0501253BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0502053BreastDCISPrion disease100/846273/84651.44e-331.55e-311.14e-31100
hsa0501653BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0501053BreastDCISAlzheimer disease105/846384/84653.23e-231.49e-211.10e-21105
hsa0501453BreastDCISAmyotrophic lateral sclerosis101/846364/84657.14e-232.88e-212.12e-21101
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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
TUBA3DSNVMissense_Mutationrs771034023c.613G>Ap.Asp205Asnp.D205NQ13748protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.964)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBA3DSNVMissense_Mutationrs530707778c.49N>Ap.Gly17Serp.G17SQ13748protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.994)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBA3DSNVMissense_Mutationnovelc.381T>Ap.Asp127Glup.D127EQ13748protein_codingtolerated_low_confidence(0.24)benign(0.006)TCGA-LL-A6FP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TUBA3DSNVMissense_Mutationc.143C>Gp.Ser48Cysp.S48CQ13748protein_codingdeleterious_low_confidence(0.04)benign(0.042)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TUBA3DSNVMissense_Mutationnovelc.52N>Cp.Asn18Hisp.N18HQ13748protein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TUBA3DSNVMissense_Mutationrs752428849c.728G>Ap.Arg243Glnp.R243QQ13748protein_codingdeleterious_low_confidence(0)probably_damaging(0.958)TCGA-AA-3875-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUBA3DSNVMissense_Mutationrs756867847c.1186N>Ap.Asp396Asnp.D396NQ13748protein_codingdeleterious_low_confidence(0.01)benign(0.077)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
TUBA3DSNVMissense_Mutationc.1118N>Ap.Arg373Glnp.R373QQ13748protein_codingdeleterious_low_confidence(0.02)benign(0.364)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TUBA3DSNVMissense_Mutationnovelc.476N>Cp.Val159Alap.V159AQ13748protein_codingtolerated_low_confidence(0.06)benign(0.028)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TUBA3DSNVMissense_Mutationrs752428849c.728N>Ap.Arg243Glnp.R243QQ13748protein_codingdeleterious_low_confidence(0)probably_damaging(0.958)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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
113457TUBA3DDRUGGABLE GENOMEZAMPANOLIDEZAMPANOLIDE19877653
113457TUBA3DDRUGGABLE GENOMEVORINOSTATVORINOSTAT20491440
113457TUBA3DDRUGGABLE GENOMEinhibitorCHEMBL538943VINORELBINE TARTRATE
113457TUBA3DDRUGGABLE GENOMEinhibitorCHEMBL1201748CABAZITAXEL
113457TUBA3DDRUGGABLE GENOMENSC-751382CHEMBL193553822435708
113457TUBA3DDRUGGABLE GENOMEinhibitorCHEMBL3545252DOCETAXEL
113457TUBA3DDRUGGABLE GENOMEinhibitorCHEMBL49642INDIBULIN
113457TUBA3DDRUGGABLE GENOMEinhibitorCHEMBL1683544ERIBULIN MESYLATE
113457TUBA3DDRUGGABLE GENOMECHEMBL2105643FOSBRETABULIN TROMETHAMINE
113457TUBA3DDRUGGABLE GENOMECHEMBL2304041SAGOPILONE
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