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: RAB12

Gene summary for RAB12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB12

Gene ID

201475

Gene nameRAB12, member RAS oncogene family
Gene AliasRAB12
Cytomap18p11.22
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

Q6IQ22


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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
201475RAB12CA_HPV_3HumanCervixCC1.31e-049.49e-020.0414
201475RAB12CCI_2HumanCervixCC2.50e-045.80e-010.5249
201475RAB12CCI_3HumanCervixCC6.94e-055.23e-010.516
201475RAB12HCC1_MengHumanLiverHCC3.24e-11-5.07e-020.0246
201475RAB12HCC1HumanLiverHCC5.93e-032.15e+000.5336
201475RAB12HCC2HumanLiverHCC8.44e-032.00e+000.5341
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:007265910CervixCCprotein localization to plasma membrane73/2311284/187234.95e-106.73e-0873
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:19016538CervixCCcellular response to peptide72/2311359/187231.89e-053.48e-0472
GO:00434349CervixCCresponse to peptide hormone77/2311414/187231.40e-041.70e-0377
GO:00713757CervixCCcellular response to peptide hormone stimulus57/2311290/187232.32e-042.59e-0357
GO:00328698CervixCCcellular response to insulin stimulus42/2311203/187234.95e-044.83e-0342
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00328688CervixCCresponse to insulin50/2311264/187231.28e-031.02e-0250
GO:00171574CervixCCregulation of exocytosis39/2311202/187232.90e-031.93e-0239
GO:00070416CervixCClysosomal transport24/2311114/187235.81e-033.33e-0224
GO:00068873CervixCCexocytosis59/2311352/187238.74e-034.48e-0259
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:000703421LiverHCCvacuolar transport108/7958157/187232.22e-118.69e-10108
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
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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
RAB12SNVMissense_Mutationc.646G>Ap.Glu216Lysp.E216KQ6IQ22protein_codingtolerated(0.06)probably_damaging(0.98)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RAB12SNVMissense_Mutationnovelc.308N>Cp.Arg103Thrp.R103TQ6IQ22protein_codingdeleterious(0)probably_damaging(0.993)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAB12SNVMissense_Mutationnovelc.668N>Tp.Ser223Leup.S223LQ6IQ22protein_codingtolerated(0.08)probably_damaging(0.978)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RAB12SNVMissense_Mutationc.697N>Cp.Glu233Glnp.E233QQ6IQ22protein_codingdeleterious(0.04)probably_damaging(0.986)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB12SNVMissense_Mutationnovelc.668N>Tp.Ser223Leup.S223LQ6IQ22protein_codingtolerated(0.08)probably_damaging(0.978)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB12SNVMissense_Mutationnovelc.347N>Gp.Lys116Argp.K116RQ6IQ22protein_codingtolerated(0.73)benign(0.139)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB12SNVMissense_Mutationrs184470375c.482N>Tp.Thr161Metp.T161MQ6IQ22protein_codingtolerated(0.11)benign(0.006)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
RAB12SNVMissense_Mutationnovelc.414G>Tp.Lys138Asnp.K138NQ6IQ22protein_codingtolerated(0.15)possibly_damaging(0.894)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB12SNVMissense_Mutationnovelc.451C>Ap.Leu151Ilep.L151IQ6IQ22protein_codingtolerated(0.22)possibly_damaging(0.503)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RAB12SNVMissense_Mutationc.389T>Gp.Phe130Cysp.F130CQ6IQ22protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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