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: TUBD1

Gene summary for TUBD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUBD1

Gene ID

51174

Gene nametubulin delta 1
Gene AliasTUBD
Cytomap17q23.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9UJT1


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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
51174TUBD1LZE4THumanEsophagusESCC4.09e-041.15e-010.0811
51174TUBD1LZE24THumanEsophagusESCC3.53e-124.33e-010.0596
51174TUBD1P1T-EHumanEsophagusESCC1.55e-052.20e-010.0875
51174TUBD1P2T-EHumanEsophagusESCC3.75e-152.44e-010.1177
51174TUBD1P4T-EHumanEsophagusESCC3.92e-061.13e-010.1323
51174TUBD1P8T-EHumanEsophagusESCC7.78e-173.31e-010.0889
51174TUBD1P9T-EHumanEsophagusESCC1.35e-088.52e-020.1131
51174TUBD1P10T-EHumanEsophagusESCC6.94e-091.98e-010.116
51174TUBD1P12T-EHumanEsophagusESCC1.13e-122.69e-010.1122
51174TUBD1P15T-EHumanEsophagusESCC1.32e-072.01e-010.1149
51174TUBD1P16T-EHumanEsophagusESCC2.73e-101.94e-010.1153
51174TUBD1P20T-EHumanEsophagusESCC1.41e-071.57e-010.1124
51174TUBD1P21T-EHumanEsophagusESCC1.64e-111.59e-010.1617
51174TUBD1P22T-EHumanEsophagusESCC1.10e-091.21e-010.1236
51174TUBD1P23T-EHumanEsophagusESCC5.47e-174.86e-010.108
51174TUBD1P24T-EHumanEsophagusESCC2.52e-079.57e-020.1287
51174TUBD1P26T-EHumanEsophagusESCC1.12e-182.98e-010.1276
51174TUBD1P27T-EHumanEsophagusESCC2.34e-101.84e-010.1055
51174TUBD1P28T-EHumanEsophagusESCC1.15e-049.84e-020.1149
51174TUBD1P31T-EHumanEsophagusESCC6.17e-122.15e-010.1251
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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
∗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
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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
TUBD1SNVMissense_Mutationnovelc.1276N>Ap.Tyr426Asnp.Y426NQ9UJT1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TUBD1SNVMissense_Mutationc.331N>Tp.His111Tyrp.H111YQ9UJT1protein_codingdeleterious(0)benign(0.14)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TUBD1SNVMissense_Mutationc.338C>Tp.Pro113Leup.P113LQ9UJT1protein_codingdeleterious(0)possibly_damaging(0.463)TCGA-BH-A0DE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TUBD1SNVMissense_Mutationc.110G>Cp.Arg37Thrp.R37TQ9UJT1protein_codingdeleterious(0.02)benign(0.015)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
TUBD1SNVMissense_Mutationrs762961361c.370N>Tp.Arg124Trpp.R124WQ9UJT1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBD1SNVMissense_Mutationnovelc.488N>Tp.Ser163Leup.S163LQ9UJT1protein_codingdeleterious(0)benign(0.102)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
TUBD1insertionNonsense_Mutationnovelc.1265_1266insAAAGTAAATAGGTAAATGTGTACTTAGTGTGCTTTTp.Tyr422delinsTerp.Y422delins*Q9UJT1protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBD1insertionFrame_Shift_Insnovelc.256_257insCAp.Trp86SerfsTer35p.W86Sfs*35Q9UJT1protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBD1insertionIn_Frame_Insnovelc.255_256insAGAACCp.Gln85_Trp86insArgThrp.Q85_W86insRTQ9UJT1protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUBD1SNVMissense_Mutationnovelc.410N>Cp.Phe137Serp.F137SQ9UJT1protein_codingtolerated(0.08)benign(0.056)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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
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