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: TBC1D16

Gene summary for TBC1D16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D16

Gene ID

125058

Gene nameTBC1 domain family member 16
Gene AliasTBC1D16
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0001881

UniProtAcc

Q8TBP0


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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
125058TBC1D16HTA11_1391_2000001011HumanColorectumAD4.78e-023.98e-01-0.059
125058TBC1D16HTA11_7696_3000711011HumanColorectumAD4.77e-033.74e-010.0674
125058TBC1D16HTA11_99999965104_69814HumanColorectumMSS1.18e-055.78e-010.281
125058TBC1D16HTA11_99999971662_82457HumanColorectumMSS5.85e-115.37e-010.3859
125058TBC1D16HTA11_99999973899_84307HumanColorectumMSS2.31e-035.63e-010.2585
125058TBC1D16HTA11_99999974143_84620HumanColorectumMSS4.99e-176.82e-010.3005
125058TBC1D16A015-C-203HumanColorectumFAP6.28e-07-6.35e-02-0.1294
125058TBC1D16A002-C-205HumanColorectumFAP9.11e-064.97e-02-0.1236
125058TBC1D16A015-C-006HumanColorectumFAP5.71e-036.11e-02-0.0994
125058TBC1D16A002-C-114HumanColorectumFAP8.53e-04-2.61e-02-0.1561
125058TBC1D16A015-C-104HumanColorectumFAP5.32e-07-7.26e-02-0.1899
125058TBC1D16A002-C-016HumanColorectumFAP1.15e-03-6.70e-020.0521
125058TBC1D16A002-C-116HumanColorectumFAP2.18e-09-6.21e-02-0.0452
125058TBC1D16A014-C-008HumanColorectumFAP1.41e-031.58e-01-0.191
125058TBC1D16A018-E-020HumanColorectumFAP3.23e-03-4.62e-02-0.2034
125058TBC1D16F034HumanColorectumFAP2.22e-041.01e-01-0.0665
125058TBC1D16LZE7THumanEsophagusESCC3.75e-032.98e-010.0667
125058TBC1D16LZE24THumanEsophagusESCC7.06e-082.48e-010.0596
125058TBC1D16P2T-EHumanEsophagusESCC2.50e-101.69e-010.1177
125058TBC1D16P4T-EHumanEsophagusESCC7.73e-031.26e-010.1323
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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
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
∗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:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0001881ColorectumADreceptor recycling18/391833/187232.23e-054.40e-0418
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0001919ColorectumADregulation of receptor recycling12/391823/187239.11e-048.71e-0312
GO:00431121ColorectumMSSreceptor metabolic process57/3467166/187238.47e-072.97e-0557
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00018811ColorectumMSSreceptor recycling16/346733/187238.66e-051.40e-0316
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
GO:00019191ColorectumMSSregulation of receptor recycling11/346723/187231.29e-031.23e-0211
GO:00430873ColorectumFAPregulation of GTPase activity85/2622348/187231.20e-077.68e-0685
GO:00431122ColorectumFAPreceptor metabolic process46/2622166/187232.70e-061.02e-0446
GO:00435472ColorectumFAPpositive regulation of GTPase activity61/2622255/187231.39e-053.73e-0461
GO:00018812ColorectumFAPreceptor recycling11/262233/187233.95e-032.75e-0211
GO:0090630ColorectumFAPactivation of GTPase activity27/2622115/187234.23e-032.90e-0227
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:00019192EsophagusESCCregulation of receptor recycling19/855223/187233.12e-041.85e-0319
GO:00018813EsophagusESCCreceptor recycling25/855233/187234.30e-042.43e-0325
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:00430875LiverNAFLDregulation of GTPase activity62/1882348/187235.65e-062.03e-0462
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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
TBC1D16SNVMissense_Mutationnovelc.1170N>Cp.Glu390Aspp.E390DQ8TBP0protein_codingdeleterious(0.01)benign(0.408)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TBC1D16SNVMissense_Mutationc.1295N>Ap.Gly432Glup.G432EQ8TBP0protein_codingtolerated(0.06)benign(0.243)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TBC1D16SNVMissense_Mutationc.1739N>Ap.Arg580Hisp.R580HQ8TBP0protein_codingdeleterious(0.01)possibly_damaging(0.875)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
TBC1D16deletionFrame_Shift_Delnovelc.1443delNp.Trp481CysfsTer33p.W481Cfs*33Q8TBP0protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TBC1D16SNVMissense_Mutationnovelc.92N>Tp.Ser31Phep.S31FQ8TBP0protein_codingdeleterious(0.03)possibly_damaging(0.58)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBC1D16SNVMissense_Mutationnovelc.851N>Tp.Asp284Valp.D284VQ8TBP0protein_codingtolerated(0.05)benign(0.135)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
TBC1D16SNVMissense_Mutationc.1682C>Gp.Thr561Argp.T561RQ8TBP0protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBC1D16SNVMissense_Mutationc.1708G>Cp.Glu570Glnp.E570QQ8TBP0protein_codingtolerated(0.14)benign(0.337)TCGA-EX-A69L-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBC1D16SNVMissense_Mutationrs776201342c.589N>Ap.Glu197Lysp.E197KQ8TBP0protein_codingtolerated(0.32)benign(0.121)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TBC1D16deletionFrame_Shift_Delrs769589424c.1988_1994delNNNNNNNp.Thr663ArgfsTer13p.T663Rfs*13Q8TBP0protein_codingTCGA-C5-A3HL-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
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