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: TBC1D15

Gene summary for TBC1D15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D15

Gene ID

64786

Gene nameTBC1 domain family member 15
Gene AliasRAB7-GAP
Cytomap12q21.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8TC07


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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
64786TBC1D15NAFLD1HumanLiverNAFLD5.11e-054.95e-01-0.04
64786TBC1D15S43HumanLiverCirrhotic2.73e-02-1.44e-01-0.0187
64786TBC1D15HCC1_MengHumanLiverHCC1.58e-47-3.02e-020.0246
64786TBC1D15HCC2_MengHumanLiverHCC1.94e-195.53e-020.0107
64786TBC1D15HCC1HumanLiverHCC1.91e-033.59e+000.5336
64786TBC1D15HCC2HumanLiverHCC1.88e-052.85e+000.5341
64786TBC1D15Pt13.bHumanLiverHCC1.13e-03-1.24e-020.0251
64786TBC1D15S015HumanLiverHCC1.25e-022.51e-010.2375
64786TBC1D15S028HumanLiverHCC4.24e-054.75e-010.2503
64786TBC1D15S029HumanLiverHCC6.68e-033.33e-010.2581
64786TBC1D15C04HumanOral cavityOSCC7.27e-034.70e-010.2633
64786TBC1D15C21HumanOral cavityOSCC6.35e-033.85e-010.2678
64786TBC1D15C30HumanOral cavityOSCC8.99e-054.00e-010.3055
64786TBC1D15C43HumanOral cavityOSCC9.41e-113.86e-010.1704
64786TBC1D15C46HumanOral cavityOSCC9.14e-042.61e-010.1673
64786TBC1D15C57HumanOral cavityOSCC4.96e-085.03e-010.1679
64786TBC1D15C08HumanOral cavityOSCC2.52e-028.35e-020.1919
64786TBC1D15LN22HumanOral cavityOSCC7.91e-067.92e-010.1733
64786TBC1D15LN46HumanOral cavityOSCC1.24e-024.29e-010.1666
64786TBC1D15NEOLP-3HumanOral cavityNEOLP4.24e-032.02e-01-0.0191
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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
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:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:00430875LiverNAFLDregulation of GTPase activity62/1882348/187235.65e-062.03e-0462
GO:00435474LiverNAFLDpositive regulation of GTPase activity45/1882255/187231.30e-042.47e-0345
GO:00906301LiverNAFLDactivation of GTPase activity22/1882115/187232.28e-032.19e-0222
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
GO:004308722Oral cavityNEOLPregulation of GTPase activity54/2005348/187233.36e-032.00e-0254
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:004354714ThyroidPTCpositive regulation of GTPase activity103/5968255/187232.38e-031.25e-02103
GO:004308719ThyroidATCregulation of GTPase activity153/6293348/187233.24e-052.68e-04153
GO:004354715ThyroidATCpositive regulation of GTPase activity106/6293255/187234.58e-031.89e-02106
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413712LiverNAFLDMitophagy - animal18/104372/84652.27e-032.46e-021.99e-0218
hsa0413713LiverNAFLDMitophagy - animal18/104372/84652.27e-032.46e-021.99e-0218
hsa0413721LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413731LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa04137112Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
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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
TBC1D15SNVMissense_Mutationc.1387N>Gp.Leu463Valp.L463VQ8TC07protein_codingtolerated(0.37)benign(0.001)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBC1D15SNVMissense_Mutationc.749T>Ap.Phe250Tyrp.F250YQ8TC07protein_codingdeleterious(0.01)benign(0.007)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TBC1D15SNVMissense_Mutationc.232C>Gp.Gln78Glup.Q78EQ8TC07protein_codingtolerated(0.16)benign(0.022)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TBC1D15SNVMissense_Mutationc.1270N>Cp.Phe424Leup.F424LQ8TC07protein_codingdeleterious(0.02)probably_damaging(0.96)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TBC1D15SNVMissense_Mutationnovelc.1272N>Gp.Phe424Leup.F424LQ8TC07protein_codingdeleterious(0.02)probably_damaging(0.96)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
TBC1D15deletionFrame_Shift_Delc.1319delTp.Leu440Terp.L440*Q8TC07protein_codingTCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
TBC1D15SNVMissense_Mutationc.182N>Gp.Ser61Cysp.S61CQ8TC07protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TBC1D15SNVMissense_Mutationc.439N>Cp.Trp147Argp.W147RQ8TC07protein_codingtolerated(0.25)probably_damaging(0.999)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D15SNVMissense_Mutationc.677N>Tp.Arg226Ilep.R226IQ8TC07protein_codingtolerated_low_confidence(0.24)possibly_damaging(0.466)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TBC1D15SNVMissense_Mutationc.1199N>Tp.Arg400Ilep.R400IQ8TC07protein_codingdeleterious(0)possibly_damaging(0.603)TCGA-AA-3977-01Colorectumcolon 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
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