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: RAB29

Gene summary for RAB29

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB29

Gene ID

8934

Gene nameRAB29, member RAS oncogene family
Gene AliasRAB7L
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

B2R7I9


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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
8934RAB29LZE4THumanEsophagusESCC2.76e-102.16e-010.0811
8934RAB29LZE7THumanEsophagusESCC7.42e-031.40e-010.0667
8934RAB29LZE8THumanEsophagusESCC3.30e-021.16e-010.067
8934RAB29LZE24THumanEsophagusESCC2.04e-133.77e-010.0596
8934RAB29LZE6THumanEsophagusESCC1.13e-042.37e-010.0845
8934RAB29P2T-EHumanEsophagusESCC1.39e-081.41e-010.1177
8934RAB29P4T-EHumanEsophagusESCC3.48e-214.08e-010.1323
8934RAB29P8T-EHumanEsophagusESCC6.71e-131.38e-010.0889
8934RAB29P9T-EHumanEsophagusESCC2.47e-091.92e-010.1131
8934RAB29P10T-EHumanEsophagusESCC3.76e-113.00e-010.116
8934RAB29P11T-EHumanEsophagusESCC3.97e-093.29e-010.1426
8934RAB29P12T-EHumanEsophagusESCC1.35e-131.80e-010.1122
8934RAB29P15T-EHumanEsophagusESCC1.15e-203.37e-010.1149
8934RAB29P16T-EHumanEsophagusESCC2.87e-123.93e-010.1153
8934RAB29P19T-EHumanEsophagusESCC4.82e-056.94e-010.1662
8934RAB29P20T-EHumanEsophagusESCC5.88e-031.29e-010.1124
8934RAB29P21T-EHumanEsophagusESCC2.36e-183.68e-010.1617
8934RAB29P22T-EHumanEsophagusESCC3.55e-203.02e-010.1236
8934RAB29P23T-EHumanEsophagusESCC2.01e-174.41e-010.108
8934RAB29P24T-EHumanEsophagusESCC3.85e-041.69e-010.1287
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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:005122219Oral cavityOSCCpositive regulation of protein transport187/7305303/187237.37e-165.49e-14187
GO:003238818Oral cavityOSCCpositive regulation of intracellular transport134/7305202/187232.82e-151.88e-13134
GO:001907920Oral cavityOSCCviral genome replication95/7305131/187236.35e-154.02e-1395
GO:009031610Oral cavityOSCCpositive regulation of intracellular protein transport110/7305160/187232.10e-141.19e-12110
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:007099720Oral cavityOSCCneuron death202/7305361/187233.75e-111.23e-09202
GO:00164829Oral cavityOSCCcytosolic transport106/7305168/187232.08e-105.90e-09106
GO:190121420Oral cavityOSCCregulation of neuron death174/7305319/187231.09e-082.23e-07174
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:00070307Oral cavityOSCCGolgi organization92/7305157/187234.96e-077.27e-0692
GO:00421476Oral cavityOSCCretrograde transport, endosome to Golgi55/730591/187232.79e-052.59e-0455
GO:004311210Oral cavityOSCCreceptor metabolic process88/7305166/187231.68e-041.15e-0388
GO:00508527Oral cavityOSCCT cell receptor signaling pathway68/7305123/187231.80e-041.22e-0368
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:0033059Oral cavityOSCCcellular pigmentation33/730553/187235.11e-042.98e-0333
GO:0048753Oral cavityOSCCpigment granule organization20/730529/187231.05e-035.39e-0320
GO:0032438Oral cavityOSCCmelanosome organization19/730528/187231.88e-038.84e-0319
GO:19019986Oral cavityOSCCtoxin transport25/730540/187232.22e-031.00e-0225
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
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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
RAB29SNVMissense_Mutationc.235N>Tp.Arg79Trpp.R79WO14966protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB29SNVMissense_Mutationrs766320142c.350N>Tp.Pro117Leup.P117LO14966protein_codingdeleterious(0.04)benign(0.26)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
RAB29SNVMissense_Mutationc.235C>Tp.Arg79Trpp.R79WO14966protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAB29SNVMissense_Mutationc.77G>Ap.Arg26Glnp.R26QO14966protein_codingdeleterious(0.02)probably_damaging(0.972)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RAB29SNVMissense_Mutationnovelc.283N>Gp.Thr95Alap.T95AO14966protein_codingdeleterious(0)possibly_damaging(0.841)TCGA-AG-3883-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB29SNVMissense_Mutationnovelc.113C>Tp.Ser38Phep.S38FO14966protein_codingdeleterious(0)possibly_damaging(0.579)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB29SNVMissense_Mutationnovelc.187N>Tp.Asp63Tyrp.D63YO14966protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB29SNVMissense_Mutationrs766320142c.350N>Tp.Pro117Leup.P117LO14966protein_codingdeleterious(0.04)benign(0.26)TCGA-AP-A05N-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB29SNVMissense_Mutationnovelc.355N>Tp.Pro119Serp.P119SO14966protein_codingdeleterious(0.04)probably_damaging(0.99)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RAB29SNVMissense_Mutationc.548N>Ap.Ser183Tyrp.S183YO14966protein_codingtolerated(0.08)benign(0.057)TCGA-BS-A0UF-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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