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: TBC1D12

Gene summary for TBC1D12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D12

Gene ID

23232

Gene nameTBC1 domain family member 12
Gene AliasTBC1D12
Cytomap10q23.33
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

O60347


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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
23232TBC1D12HTA11_3410_2000001011HumanColorectumAD2.90e-04-3.58e-010.0155
23232TBC1D12HTA11_347_2000001011HumanColorectumAD4.37e-032.55e-01-0.1954
23232TBC1D12HTA11_866_3004761011HumanColorectumAD2.74e-02-4.14e-010.096
23232TBC1D12HTA11_99999970781_79442HumanColorectumMSS3.19e-07-3.84e-010.294
23232TBC1D12HTA11_99999971662_82457HumanColorectumMSS2.23e-08-3.93e-010.3859
23232TBC1D12HTA11_99999974143_84620HumanColorectumMSS2.68e-15-4.94e-010.3005
23232TBC1D12A002-C-010HumanColorectumFAP3.41e-05-2.49e-010.242
23232TBC1D12A001-C-207HumanColorectumFAP9.25e-04-3.94e-010.1278
23232TBC1D12A015-C-203HumanColorectumFAP4.17e-21-4.60e-01-0.1294
23232TBC1D12A015-C-204HumanColorectumFAP9.26e-03-3.39e-01-0.0228
23232TBC1D12A014-C-040HumanColorectumFAP4.55e-02-4.90e-01-0.1184
23232TBC1D12A002-C-201HumanColorectumFAP2.09e-06-3.33e-010.0324
23232TBC1D12A002-C-203HumanColorectumFAP6.78e-08-2.87e-010.2786
23232TBC1D12A001-C-119HumanColorectumFAP3.64e-05-4.53e-01-0.1557
23232TBC1D12A001-C-108HumanColorectumFAP4.69e-14-4.09e-01-0.0272
23232TBC1D12A002-C-205HumanColorectumFAP4.05e-11-4.05e-01-0.1236
23232TBC1D12A001-C-104HumanColorectumFAP3.87e-04-3.19e-010.0184
23232TBC1D12A015-C-005HumanColorectumFAP1.92e-05-4.11e-01-0.0336
23232TBC1D12A015-C-006HumanColorectumFAP1.22e-08-4.60e-01-0.0994
23232TBC1D12A015-C-106HumanColorectumFAP4.31e-09-3.53e-01-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
GO:00070331ColorectumMSSvacuole organization48/3467180/187234.32e-033.07e-0248
GO:00430873ColorectumFAPregulation of GTPase activity85/2622348/187231.20e-077.68e-0685
GO:00162363ColorectumFAPmacroautophagy70/2622291/187232.73e-061.02e-0470
GO:00435472ColorectumFAPpositive regulation of GTPase activity61/2622255/187231.39e-053.73e-0461
GO:0090630ColorectumFAPactivation of GTPase activity27/2622115/187234.23e-032.90e-0227
GO:00430874ColorectumCRCregulation of GTPase activity69/2078348/187231.11e-066.69e-0569
GO:00435473ColorectumCRCpositive regulation of GTPase activity49/2078255/187238.67e-051.77e-0349
GO:00162364ColorectumCRCmacroautophagy51/2078291/187236.40e-048.48e-0351
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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
TBC1D12SNVMissense_Mutationc.2095A>Tp.Thr699Serp.T699SO60347protein_codingdeleterious(0.01)probably_damaging(0.925)TCGA-A1-A0SE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBC1D12SNVMissense_Mutationnovelc.2099N>Ap.Gly700Glup.G700EO60347protein_codingdeleterious(0.01)probably_damaging(0.926)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D12SNVMissense_Mutationc.1247G>Ap.Arg416Hisp.R416HO60347protein_codingdeleterious(0.01)benign(0.195)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D12SNVMissense_Mutationc.1732T>Cp.Tyr578Hisp.Y578HO60347protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TBC1D12SNVMissense_Mutationnovelc.1219N>Tp.Pro407Serp.P407SO60347protein_codingdeleterious(0)probably_damaging(0.996)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TBC1D12insertionFrame_Shift_Insnovelc.2222_2223insAACACAACTAATAAGTGGCAAATTCAGGATTCAAATCCAGGp.Ile742ThrfsTer31p.I742Tfs*31O60347protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
TBC1D12SNVMissense_Mutationnovelc.1828G>Ap.Ala610Thrp.A610TO60347protein_codingtolerated(0.11)benign(0.34)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBC1D12SNVMissense_Mutationnovelc.382N>Gp.Pro128Alap.P128AO60347protein_codingtolerated_low_confidence(0.23)benign(0)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBC1D12SNVMissense_Mutationrs528485236c.1619N>Ap.Arg540Glnp.R540QO60347protein_codingdeleterious(0.04)possibly_damaging(0.459)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D12SNVMissense_Mutationrs757453586c.1253N>Ap.Arg418Glnp.R418QO60347protein_codingtolerated(0.06)benign(0.125)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=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
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