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
64786TBC1D15LZE2THumanEsophagusESCC4.40e-022.14e-010.082
64786TBC1D15LZE7THumanEsophagusESCC1.07e-031.34e-010.0667
64786TBC1D15LZE8THumanEsophagusESCC2.38e-03-7.94e-020.067
64786TBC1D15LZE20THumanEsophagusESCC8.60e-03-9.29e-020.0662
64786TBC1D15LZE24THumanEsophagusESCC5.41e-081.04e-010.0596
64786TBC1D15LZE6THumanEsophagusESCC1.86e-02-6.16e-020.0845
64786TBC1D15P2T-EHumanEsophagusESCC2.80e-213.17e-010.1177
64786TBC1D15P4T-EHumanEsophagusESCC5.30e-211.74e-010.1323
64786TBC1D15P5T-EHumanEsophagusESCC8.88e-043.94e-020.1327
64786TBC1D15P8T-EHumanEsophagusESCC1.87e-202.81e-010.0889
64786TBC1D15P9T-EHumanEsophagusESCC6.16e-08-7.90e-020.1131
64786TBC1D15P10T-EHumanEsophagusESCC5.81e-221.16e-010.116
64786TBC1D15P11T-EHumanEsophagusESCC1.94e-101.62e-010.1426
64786TBC1D15P12T-EHumanEsophagusESCC5.94e-121.46e-010.1122
64786TBC1D15P15T-EHumanEsophagusESCC3.86e-119.92e-020.1149
64786TBC1D15P16T-EHumanEsophagusESCC7.41e-241.00e-010.1153
64786TBC1D15P17T-EHumanEsophagusESCC3.93e-081.14e-010.1278
64786TBC1D15P19T-EHumanEsophagusESCC1.41e-042.05e-010.1662
64786TBC1D15P20T-EHumanEsophagusESCC8.17e-123.16e-020.1124
64786TBC1D15P21T-EHumanEsophagusESCC9.31e-201.18e-010.1617
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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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