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: RAB15

Gene summary for RAB15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB15

Gene ID

376267

Gene nameRAB15, member RAS oncogene family
Gene AliasRAB15
Cytomap14q23.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

G5EMR8


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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
376267RAB15HTA11_3410_2000001011HumanColorectumAD3.43e-052.22e-010.0155
376267RAB15HTA11_1938_2000001011HumanColorectumAD1.91e-033.00e-01-0.0811
376267RAB15HTA11_78_2000001011HumanColorectumAD7.28e-114.30e-01-0.1088
376267RAB15HTA11_347_2000001011HumanColorectumAD2.08e-052.34e-01-0.1954
376267RAB15HTA11_3361_2000001011HumanColorectumAD1.03e-084.67e-01-0.1207
376267RAB15HTA11_696_2000001011HumanColorectumAD1.29e-206.94e-01-0.1464
376267RAB15HTA11_866_2000001011HumanColorectumAD1.15e-054.07e-01-0.1001
376267RAB15HTA11_1391_2000001011HumanColorectumAD1.29e-165.59e-01-0.059
376267RAB15HTA11_546_2000001011HumanColorectumAD4.73e-044.57e-01-0.0842
376267RAB15HTA11_866_3004761011HumanColorectumAD4.48e-185.41e-010.096
376267RAB15HTA11_4255_2000001011HumanColorectumSER4.82e-033.79e-010.0446
376267RAB15HTA11_10711_2000001011HumanColorectumAD3.44e-042.67e-010.0338
376267RAB15HTA11_7696_3000711011HumanColorectumAD1.23e-032.86e-010.0674
376267RAB15HTA11_6818_2000001021HumanColorectumAD9.05e-052.93e-010.0588
376267RAB15HTA11_99999970781_79442HumanColorectumMSS1.46e-155.31e-010.294
376267RAB15HTA11_99999965062_69753HumanColorectumMSI-H1.54e-071.34e+000.3487
376267RAB15HTA11_99999965104_69814HumanColorectumMSS1.20e-115.11e-010.281
376267RAB15HTA11_99999971662_82457HumanColorectumMSS5.13e-175.80e-010.3859
376267RAB15HTA11_99999973899_84307HumanColorectumMSS4.15e-228.88e-010.2585
376267RAB15HTA11_99999974143_84620HumanColorectumMSS9.89e-144.96e-010.3005
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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
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:00434342ColorectumMSSresponse to peptide hormone104/3467414/187234.58e-045.43e-03104
GO:19016532ColorectumMSScellular response to peptide91/3467359/187237.38e-047.88e-0391
GO:19035321ColorectumMSSpositive regulation of secretion by cell74/3467282/187237.93e-048.36e-0374
GO:00510472ColorectumMSSpositive regulation of secretion80/3467310/187238.55e-048.75e-0380
GO:00328692ColorectumMSScellular response to insulin stimulus56/3467203/187239.41e-049.50e-0356
GO:00713752ColorectumMSScellular response to peptide hormone stimulus75/3467290/187231.14e-031.12e-0275
GO:00224062ColorectumMSSmembrane docking28/346786/187231.27e-031.21e-0228
GO:00328682ColorectumMSSresponse to insulin68/3467264/187232.10e-031.78e-0268
GO:01400562ColorectumMSSorganelle localization by membrane tethering25/346777/187232.34e-031.91e-0225
GO:00459212ColorectumMSSpositive regulation of exocytosis27/346786/187232.76e-032.17e-0227
GO:00726593ColorectumMSI-Hprotein localization to plasma membrane38/1319284/187231.03e-043.18e-0338
GO:19907783ColorectumMSI-Hprotein localization to cell periphery40/1319333/187236.61e-041.27e-0240
GO:003286821LiverHCCresponse to insulin172/7958264/187237.14e-144.23e-12172
GO:003286921LiverHCCcellular response to insulin stimulus137/7958203/187234.69e-132.44e-11137
GO:004343422LiverHCCresponse to peptide hormone247/7958414/187239.55e-134.77e-11247
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:007137521LiverHCCcellular response to peptide hormone stimulus179/7958290/187232.54e-119.88e-10179
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
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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
RAB15SNVMissense_Mutationnovelc.308T>Gp.Val103Glyp.V103GP59190protein_codingdeleterious(0.01)benign(0.255)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
RAB15insertionFrame_Shift_Insnovelc.306_307insCCCATAGGAAGGAGCTGGAAp.Val103ProfsTer70p.V103Pfs*70P59190protein_codingTCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
RAB15SNVMissense_Mutationc.386N>Ap.Arg129Glnp.R129QP59190protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB15SNVMissense_Mutationnovelc.407N>Ap.Gly136Glup.G136EP59190protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RAB15SNVMissense_Mutationrs757929489c.620C>Tp.Ser207Leup.S207LP59190protein_codingtolerated(0.18)benign(0.01)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB15SNVMissense_Mutationrs367753617c.280N>Tp.Arg94Cysp.R94CP59190protein_codingdeleterious(0)probably_damaging(0.937)TCGA-AJ-A3IA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB15SNVMissense_Mutationnovelc.23T>Cp.Leu8Prop.L8PP59190protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB15SNVMissense_Mutationrs530144601c.542N>Ap.Arg181Glnp.R181QP59190protein_codingtolerated(0.28)benign(0.177)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
RAB15SNVMissense_Mutationrs746474278c.611C>Tp.Ala204Valp.A204VP59190protein_codingtolerated(0.31)benign(0)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RAB15SNVMissense_Mutationc.490N>Ap.Arg164Serp.R164SP59190protein_codingtolerated(0.7)benign(0.243)TCGA-B5-A5OC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycisplatinSD
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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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