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: TBC1D1

Gene summary for TBC1D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D1

Gene ID

23216

Gene nameTBC1 domain family member 1
Gene AliasTBC
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q86TI0


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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
23216TBC1D1S43HumanLiverCirrhotic1.12e-029.43e-03-0.0187
23216TBC1D1HCC1_MengHumanLiverHCC4.23e-17-1.14e-010.0246
23216TBC1D1HCC2_MengHumanLiverHCC1.24e-12-2.90e-020.0107
23216TBC1D1HCC1HumanLiverHCC4.12e-023.46e+000.5336
23216TBC1D1HCC2HumanLiverHCC1.66e-083.46e+000.5341
23216TBC1D1S014HumanLiverHCC4.80e-043.53e-010.2254
23216TBC1D1S015HumanLiverHCC2.57e-065.62e-010.2375
23216TBC1D1S016HumanLiverHCC1.38e-074.83e-010.2243
23216TBC1D1S028HumanLiverHCC1.41e-085.65e-010.2503
23216TBC1D1S029HumanLiverHCC6.27e-126.12e-010.2581
23216TBC1D1male-WTAHumanThyroidPTC8.76e-262.45e-010.1037
23216TBC1D1PTC01HumanThyroidPTC1.54e-151.13e-010.1899
23216TBC1D1PTC03HumanThyroidPTC4.74e-051.43e-010.1784
23216TBC1D1PTC04HumanThyroidPTC4.51e-112.22e-010.1927
23216TBC1D1PTC05HumanThyroidPTC2.91e-195.13e-010.2065
23216TBC1D1PTC06HumanThyroidPTC1.47e-263.79e-010.2057
23216TBC1D1PTC07HumanThyroidPTC1.14e-284.27e-010.2044
23216TBC1D1ATC09HumanThyroidATC2.25e-077.43e-020.2871
23216TBC1D1ATC11HumanThyroidATC3.36e-023.24e-010.3386
23216TBC1D1ATC12HumanThyroidATC5.81e-051.07e-020.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0001881ColorectumADreceptor recycling18/391833/187232.23e-054.40e-0418
GO:0010507ColorectumADnegative regulation of autophagy31/391885/187236.91e-047.05e-0331
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0001919ColorectumADregulation of receptor recycling12/391823/187239.11e-048.71e-0312
GO:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:00313302ColorectumMSSnegative regulation of cellular catabolic process96/3467262/187232.67e-124.63e-1096
GO:00098952ColorectumMSSnegative regulation of catabolic process110/3467320/187237.88e-121.20e-09110
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0415221LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0415231LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
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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
TBC1D1SNVMissense_Mutationrs777583181c.3187G>Ap.Val1063Ilep.V1063IQ86TI0protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A8-A08C-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
TBC1D1SNVMissense_Mutationrs753335447c.46G>Ap.Glu16Lysp.E16KQ86TI0protein_codingdeleterious_low_confidence(0.05)benign(0.014)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D1SNVMissense_Mutationc.3320N>Ap.Arg1107Lysp.R1107KQ86TI0protein_codingtolerated(1)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TBC1D1deletionFrame_Shift_Delrs760298745c.928delAp.Ile310Terp.I310*Q86TI0protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D1insertionFrame_Shift_Insnovelc.1568_1569insGCCCTp.His524ProfsTer17p.H524Pfs*17Q86TI0protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBC1D1insertionIn_Frame_Insnovelc.1569_1570insTATTCCTCTTCTAGTp.Glu523_His524insTyrSerSerSerSerp.E523_H524insYSSSSQ86TI0protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBC1D1insertionFrame_Shift_Insnovelc.2299_2300insAAACp.Leu767GlnfsTer3p.L767Qfs*3Q86TI0protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D1insertionFrame_Shift_Insnovelc.2757_2758insGTGACATTGTTTCTACATTTAAAAAATCTCTTTAp.Met920ValfsTer38p.M920Vfs*38Q86TI0protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TBC1D1SNVMissense_Mutationrs540156102c.1418C>Tp.Ser473Leup.S473LQ86TI0protein_codingtolerated(0.28)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBC1D1SNVMissense_Mutationrs765228485c.2896N>Ap.Ala966Thrp.A966TQ86TI0protein_codingtolerated(0.08)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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
23216TBC1D1NAolanzapineOLANZAPINE23364847
23216TBC1D1NAclozapineCLOZAPINE23364847
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