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: RAB5A

Gene summary for RAB5A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB5A

Gene ID

5868

Gene nameRAB5A, member RAS oncogene family
Gene AliasRAB5
Cytomap3p24.3
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

P20339


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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
5868RAB5ALZE4THumanEsophagusESCC8.30e-091.54e-010.0811
5868RAB5ALZE5THumanEsophagusESCC1.08e-031.47e-010.0514
5868RAB5ALZE7THumanEsophagusESCC7.16e-081.06e-010.0667
5868RAB5ALZE8THumanEsophagusESCC5.37e-087.38e-020.067
5868RAB5ALZE20THumanEsophagusESCC2.18e-091.22e-020.0662
5868RAB5ALZE24THumanEsophagusESCC3.78e-156.35e-010.0596
5868RAB5ALZE21THumanEsophagusESCC1.07e-03-7.13e-020.0655
5868RAB5AP1T-EHumanEsophagusESCC2.65e-022.68e-010.0875
5868RAB5AP2T-EHumanEsophagusESCC3.56e-286.10e-020.1177
5868RAB5AP4T-EHumanEsophagusESCC7.17e-175.19e-010.1323
5868RAB5AP5T-EHumanEsophagusESCC7.26e-252.02e-020.1327
5868RAB5AP8T-EHumanEsophagusESCC6.15e-164.33e-010.0889
5868RAB5AP9T-EHumanEsophagusESCC3.86e-144.21e-020.1131
5868RAB5AP10T-EHumanEsophagusESCC3.47e-213.12e-010.116
5868RAB5AP11T-EHumanEsophagusESCC9.49e-095.05e-010.1426
5868RAB5AP12T-EHumanEsophagusESCC8.70e-245.81e-010.1122
5868RAB5AP15T-EHumanEsophagusESCC1.13e-153.29e-010.1149
5868RAB5AP16T-EHumanEsophagusESCC1.33e-152.74e-010.1153
5868RAB5AP17T-EHumanEsophagusESCC2.53e-022.54e-010.1278
5868RAB5AP19T-EHumanEsophagusESCC5.23e-034.20e-010.1662
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:0019079111EsophagusESCCviral genome replication102/8552131/187234.31e-142.19e-12102
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:00989278EsophagusESCCvesicle-mediated transport between endosomal compartments36/855243/187232.90e-074.20e-0636
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:00450226EsophagusESCCearly endosome to late endosome transport33/855240/187231.80e-062.11e-0533
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:003969411EsophagusESCCviral RNA genome replication27/855235/187231.48e-049.88e-0427
GO:006049118EsophagusESCCregulation of cell projection assembly110/8552188/187232.60e-041.58e-03110
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0496223EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0496233EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0502214LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414514LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
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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
RAB5ASNVMissense_Mutationc.404N>Tp.Ala135Valp.A135VP20339protein_codingtolerated(0.17)benign(0.114)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB5ASNVMissense_Mutationc.418N>Gp.Lys140Glup.K140EP20339protein_codingtolerated(0.18)benign(0.006)TCGA-D5-6932-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB5ASNVMissense_Mutationc.339N>Ap.Asn113Lysp.N113KP20339protein_codingtolerated(0.84)benign(0.009)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
RAB5ASNVMissense_Mutationnovelc.268N>Ap.Tyr90Asnp.Y90NP20339protein_codingdeleterious(0)probably_damaging(1)TCGA-DY-A1DG-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAB5ASNVMissense_Mutationc.339N>Ap.Asn113Lysp.N113KP20339protein_codingtolerated(0.84)benign(0.009)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB5ASNVMissense_Mutationrs144198452c.16N>Ap.Ala6Thrp.A6TP20339protein_codingtolerated(0.29)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB5ASNVMissense_Mutationc.101N>Tp.Ser34Leup.S34LP20339protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB5ASNVMissense_Mutationnovelc.73N>Ap.Leu25Ilep.L25IP20339protein_codingdeleterious(0.02)possibly_damaging(0.725)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB5ASNVMissense_Mutationnovelc.73C>Ap.Leu25Ilep.L25IP20339protein_codingdeleterious(0.02)possibly_damaging(0.725)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RAB5ASNVMissense_Mutationrs749601586c.406G>Ap.Asp136Asnp.D136NP20339protein_codingdeleterious(0)probably_damaging(0.997)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
5868RAB5ANAHGF16423831
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