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: RAB6B

Gene summary for RAB6B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB6B

Gene ID

51560

Gene nameRAB6B, member RAS oncogene family
Gene AliasRAB6B
Cytomap3q22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NRW1


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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
51560RAB6BLZE2THumanEsophagusESCC9.13e-034.98e-010.082
51560RAB6BLZE4THumanEsophagusESCC4.41e-146.13e-010.0811
51560RAB6BLZE7THumanEsophagusESCC2.26e-064.60e-010.0667
51560RAB6BLZE24THumanEsophagusESCC5.48e-031.11e-010.0596
51560RAB6BP2T-EHumanEsophagusESCC8.23e-051.13e-010.1177
51560RAB6BP4T-EHumanEsophagusESCC1.44e-021.40e-010.1323
51560RAB6BP9T-EHumanEsophagusESCC8.13e-184.73e-010.1131
51560RAB6BP10T-EHumanEsophagusESCC9.84e-438.26e-010.116
51560RAB6BP12T-EHumanEsophagusESCC2.03e-224.96e-010.1122
51560RAB6BP15T-EHumanEsophagusESCC2.47e-511.41e+000.1149
51560RAB6BP16T-EHumanEsophagusESCC1.22e-266.00e-010.1153
51560RAB6BP22T-EHumanEsophagusESCC5.83e-052.40e-010.1236
51560RAB6BP26T-EHumanEsophagusESCC1.63e-153.59e-010.1276
51560RAB6BP28T-EHumanEsophagusESCC2.31e-621.57e+000.1149
51560RAB6BP30T-EHumanEsophagusESCC4.63e-362.88e+000.137
51560RAB6BP36T-EHumanEsophagusESCC2.20e-021.72e-010.1187
51560RAB6BP38T-EHumanEsophagusESCC1.16e-031.74e-010.127
51560RAB6BP40T-EHumanEsophagusESCC1.86e-021.76e-010.109
51560RAB6BP48T-EHumanEsophagusESCC3.64e-062.94e-010.0959
51560RAB6BP49T-EHumanEsophagusESCC1.08e-111.53e+000.1768
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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
∗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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:00068914EsophagusESCCintra-Golgi vesicle-mediated transport26/855233/187231.06e-047.43e-0426
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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
RAB6BSNVMissense_Mutationc.106N>Ap.Asp36Asnp.D36NQ9NRW1protein_codingdeleterious(0.01)benign(0.223)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB6BSNVMissense_Mutationc.448N>Tp.Val150Phep.V150FQ9NRW1protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-AD-A5EK-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB6BSNVMissense_Mutationnovelc.488N>Cp.Val163Alap.V163AQ9NRW1protein_codingdeleterious(0)probably_damaging(0.973)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB6BSNVMissense_Mutationrs769627212c.325N>Ap.Asp109Asnp.D109NQ9NRW1protein_codingdeleterious(0.05)benign(0.047)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB6BSNVMissense_Mutationc.115G>Ap.Asp39Asnp.D39NQ9NRW1protein_codingdeleterious(0.01)benign(0.124)TCGA-AF-6655-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
RAB6BSNVMissense_Mutationnovelc.479N>Ap.Gly160Aspp.G160DQ9NRW1protein_codingdeleterious(0)probably_damaging(0.97)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB6BSNVMissense_Mutationnovelc.68N>Tp.Ser23Ilep.S23IQ9NRW1protein_codingdeleterious(0.01)possibly_damaging(0.543)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB6BSNVMissense_Mutationrs770015097c.179G>Ap.Arg60Hisp.R60HQ9NRW1protein_codingdeleterious(0.01)probably_damaging(0.952)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB6BSNVMissense_Mutationrs534416766c.227N>Ap.Arg76Hisp.R76HQ9NRW1protein_codingdeleterious(0.04)possibly_damaging(0.761)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB6BSNVMissense_Mutationc.232N>Ap.Leu78Metp.L78MQ9NRW1protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A051-01Endometriumuterine 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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