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: RABL3

Gene summary for RABL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RABL3

Gene ID

285282

Gene nameRAB, member of RAS oncogene family like 3
Gene AliasPNCA5
Cytomap3q13.33
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q5HYI8


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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
285282RABL3LZE2THumanEsophagusESCC1.18e-023.22e-010.082
285282RABL3LZE4THumanEsophagusESCC4.78e-042.01e-010.0811
285282RABL3LZE20THumanEsophagusESCC7.96e-038.97e-020.0662
285282RABL3LZE24THumanEsophagusESCC7.47e-081.30e-010.0596
285282RABL3P1T-EHumanEsophagusESCC1.86e-022.72e-010.0875
285282RABL3P2T-EHumanEsophagusESCC5.83e-111.43e-010.1177
285282RABL3P4T-EHumanEsophagusESCC8.42e-112.57e-010.1323
285282RABL3P5T-EHumanEsophagusESCC1.31e-183.07e-010.1327
285282RABL3P8T-EHumanEsophagusESCC3.47e-172.26e-010.0889
285282RABL3P9T-EHumanEsophagusESCC1.53e-082.55e-010.1131
285282RABL3P10T-EHumanEsophagusESCC1.51e-182.82e-010.116
285282RABL3P11T-EHumanEsophagusESCC4.53e-032.67e-010.1426
285282RABL3P12T-EHumanEsophagusESCC1.65e-141.88e-010.1122
285282RABL3P15T-EHumanEsophagusESCC8.89e-112.43e-010.1149
285282RABL3P16T-EHumanEsophagusESCC2.99e-182.77e-010.1153
285282RABL3P17T-EHumanEsophagusESCC1.43e-062.28e-010.1278
285282RABL3P20T-EHumanEsophagusESCC1.95e-133.44e-010.1124
285282RABL3P21T-EHumanEsophagusESCC3.53e-141.97e-010.1617
285282RABL3P22T-EHumanEsophagusESCC5.06e-141.49e-010.1236
285282RABL3P23T-EHumanEsophagusESCC1.48e-172.29e-010.108
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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
∗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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00064973EsophagusESCCprotein lipidation62/855292/187232.08e-051.80e-0462
GO:00421583EsophagusESCClipoprotein biosynthetic process64/855296/187232.61e-052.20e-0464
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
GO:00421571LiverHCClipoprotein metabolic process86/7958135/187235.21e-078.38e-0686
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:00421581LiverHCClipoprotein biosynthetic process58/795896/187232.99e-042.13e-0358
GO:00064971LiverHCCprotein lipidation55/795892/187236.12e-043.82e-0355
GO:004657811LiverHCCregulation of Ras protein signal transduction100/7958189/187232.42e-031.18e-02100
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
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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
RABL3SNVMissense_Mutationrs143780029c.469C>Tp.Arg157Cysp.R157CQ5HYI8protein_codingdeleterious(0.04)possibly_damaging(0.828)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RABL3SNVMissense_Mutationrs201184813c.470N>Ap.Arg157Hisp.R157HQ5HYI8protein_codingdeleterious(0.03)benign(0.013)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RABL3SNVMissense_Mutationnovelc.44N>Tp.Ser15Leup.S15LQ5HYI8protein_codingdeleterious(0.02)benign(0.089)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RABL3SNVMissense_Mutationrs59155676c.229N>Ap.Val77Metp.V77MQ5HYI8protein_codingtolerated(0.19)possibly_damaging(0.58)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RABL3SNVMissense_Mutationrs750247151c.322C>Tp.Arg108Cysp.R108CQ5HYI8protein_codingdeleterious(0.05)probably_damaging(0.998)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RABL3SNVMissense_Mutationc.385N>Cp.Asp129Hisp.D129HQ5HYI8protein_codingtolerated(0.08)probably_damaging(0.951)TCGA-DY-A1DF-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RABL3SNVMissense_Mutationc.650N>Tp.Pro217Leup.P217LQ5HYI8protein_codingtolerated(0.61)benign(0.001)TCGA-F5-6812-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
RABL3SNVMissense_Mutationrs767583034c.526N>Gp.Ile176Valp.I176VQ5HYI8protein_codingtolerated(0.06)benign(0.122)TCGA-AX-A06D-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
RABL3SNVMissense_Mutationnovelc.671G>Tp.Arg224Ilep.R224IQ5HYI8protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RABL3SNVMissense_Mutationnovelc.488G>Tp.Arg163Metp.R163MQ5HYI8protein_codingdeleterious(0.04)probably_damaging(0.959)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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