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: RAB30

Gene summary for RAB30

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB30

Gene ID

27314

Gene nameRAB30, member RAS oncogene family
Gene AliasRAB30
Cytomap11q14.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A8K5R1


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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
27314RAB30HCC1_MengHumanLiverHCC1.06e-12-4.84e-020.0246
27314RAB30HCC1HumanLiverHCC1.46e-023.55e+000.5336
27314RAB30HCC2HumanLiverHCC9.17e-034.86e-010.5341
27314RAB30S014HumanLiverHCC2.95e-177.08e-010.2254
27314RAB30S015HumanLiverHCC4.41e-157.71e-010.2375
27314RAB30S016HumanLiverHCC1.48e-279.08e-010.2243
27314RAB30S028HumanLiverHCC2.90e-043.08e-010.2503
27314RAB30GSM5252128_BPH327PrGF_ViaHumanProstateBPH2.22e-032.04e-01-0.1688
27314RAB30GSM5252132_BPH389PrGFHumanProstateBPH2.94e-043.94e-01-0.2247
27314RAB30GSM5252137_BPH556PrGA2_FcolHumanProstateBPH1.30e-023.20e-01-0.23
27314RAB30048752_1579-all-cellsHumanProstateBPH3.59e-103.00e-010.1008
27314RAB30052095_1628-all-cellsHumanProstateBPH1.05e-032.72e-010.1032
27314RAB30052097_1595-all-cellsHumanProstateBPH2.42e-031.64e-010.0972
27314RAB30052099_1652-all-cellsHumanProstateBPH1.96e-103.26e-010.1038
27314RAB30GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor6.21e-047.28e-010.1479
27314RAB30GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor1.13e-026.38e-010.1531
27314RAB30GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor5.24e-045.83e-010.1619
27314RAB30GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor6.41e-067.81e-010.159
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:00072658ProstateBPHRas protein signal transduction101/3107337/187235.64e-102.79e-08101
GO:00070306ProstateBPHGolgi organization39/3107157/187235.20e-032.43e-0239
GO:000726514ProstateTumorRas protein signal transduction101/3246337/187236.29e-092.44e-07101
GO:000703013ProstateTumorGolgi organization40/3246157/187236.33e-032.90e-0240
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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
RAB30SNVMissense_Mutationc.79C>Gp.Arg27Glyp.R27GQ15771protein_codingtolerated(0.07)probably_damaging(0.996)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
RAB30SNVMissense_Mutationc.19N>Tp.Asp7Tyrp.D7YQ15771protein_codingdeleterious(0)possibly_damaging(0.732)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB30SNVMissense_Mutationnovelc.13N>Tp.Asp5Tyrp.D5YQ15771protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB30SNVMissense_Mutationrs780281834c.370A>Gp.Ile124Valp.I124VQ15771protein_codingtolerated(0.2)benign(0.022)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB30SNVMissense_Mutationc.583N>Gp.Ser195Glyp.S195GQ15771protein_codingtolerated(0.1)benign(0.01)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB30SNVMissense_Mutationc.524G>Cp.Arg175Thrp.R175TQ15771protein_codingtolerated(0.26)benign(0.094)TCGA-AP-A0L8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
RAB30SNVMissense_Mutationnovelc.97N>Ap.Leu33Ilep.L33IQ15771protein_codingtolerated(0.15)benign(0.027)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB30SNVMissense_Mutationnovelc.434N>Gp.Asp145Glyp.D145GQ15771protein_codingtolerated(1)benign(0)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RAB30SNVMissense_Mutationc.218N>Ap.Ser73Tyrp.S73YQ15771protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB30SNVMissense_Mutationrs149145222c.506N>Ap.Arg169Glnp.R169QQ15771protein_codingtolerated(0.29)benign(0.003)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<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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