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: RAB27B

Gene summary for RAB27B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB27B

Gene ID

5874

Gene nameRAB27B, member RAS oncogene family
Gene AliasC25KG
Cytomap18q21.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O00194


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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
5874RAB27BLZE5THumanEsophagusESCC3.84e-033.47e-010.0514
5874RAB27BLZE22THumanEsophagusESCC1.63e-022.66e-010.068
5874RAB27BLZE24THumanEsophagusESCC5.53e-258.93e-010.0596
5874RAB27BP1T-EHumanEsophagusESCC2.23e-116.95e-010.0875
5874RAB27BP2T-EHumanEsophagusESCC1.29e-072.52e-010.1177
5874RAB27BP4T-EHumanEsophagusESCC2.59e-072.37e-010.1323
5874RAB27BP5T-EHumanEsophagusESCC4.06e-059.77e-020.1327
5874RAB27BP8T-EHumanEsophagusESCC4.88e-298.33e-010.0889
5874RAB27BP10T-EHumanEsophagusESCC6.44e-121.24e-010.116
5874RAB27BP11T-EHumanEsophagusESCC2.74e-043.73e-010.1426
5874RAB27BP17T-EHumanEsophagusESCC1.83e-032.87e-010.1278
5874RAB27BP20T-EHumanEsophagusESCC2.32e-154.41e-010.1124
5874RAB27BP21T-EHumanEsophagusESCC1.11e-154.30e-010.1617
5874RAB27BP22T-EHumanEsophagusESCC1.05e-031.72e-010.1236
5874RAB27BP23T-EHumanEsophagusESCC1.54e-174.90e-010.108
5874RAB27BP24T-EHumanEsophagusESCC4.79e-113.42e-010.1287
5874RAB27BP26T-EHumanEsophagusESCC1.79e-041.84e-010.1276
5874RAB27BP27T-EHumanEsophagusESCC6.20e-071.23e-010.1055
5874RAB27BP30T-EHumanEsophagusESCC2.59e-084.74e-010.137
5874RAB27BP31T-EHumanEsophagusESCC9.22e-082.55e-010.1251
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:005164822Oral cavityEOLPvesicle localization37/2218177/187233.88e-043.48e-0337
GO:009893011Oral cavityEOLPaxonal transport17/221864/187239.71e-047.35e-0317
GO:00990035Oral cavityEOLPvesicle-mediated transport in synapse39/2218200/187231.14e-038.29e-0339
GO:001097021Oral cavityEOLPtransport along microtubule32/2218155/187231.15e-038.37e-0332
GO:00068874Oral cavityEOLPexocytosis60/2218352/187232.32e-031.43e-0260
GO:00995044Oral cavityEOLPsynaptic vesicle cycle34/2218181/187234.25e-032.33e-0234
GO:00484885Oral cavityEOLPsynaptic vesicle endocytosis15/221862/187235.00e-032.64e-0215
GO:01402385Oral cavityEOLPpresynaptic endocytosis15/221862/187235.00e-032.64e-0215
GO:00330592Oral cavityEOLPcellular pigmentation13/221853/187237.67e-033.66e-0213
GO:0043473Oral cavityEOLPpigmentation20/221898/187231.02e-024.58e-0220
GO:003070531Oral cavityNEOLPcytoskeleton-dependent intracellular transport46/2005195/187231.81e-076.18e-0646
GO:005165631Oral cavityNEOLPestablishment of organelle localization69/2005390/187231.89e-053.16e-0469
GO:001097031Oral cavityNEOLPtransport along microtubule33/2005155/187238.53e-051.06e-0333
GO:005165031Oral cavityNEOLPestablishment of vesicle localization33/2005161/187231.83e-041.99e-0333
GO:005164831Oral cavityNEOLPvesicle localization34/2005177/187235.23e-044.61e-0334
GO:000808831Oral cavityNEOLPaxo-dendritic transport18/200575/187237.69e-046.20e-0318
GO:009911111Oral cavityNEOLPmicrotubule-based transport34/2005190/187231.87e-031.28e-0234
GO:009893021Oral cavityNEOLPaxonal transport14/200564/187236.92e-033.51e-0214
GO:0098840Oral cavityNEOLPprotein transport along microtubule5/200513/187238.62e-034.15e-025
GO:0099118Oral cavityNEOLPmicrotubule-based protein transport5/200513/187238.62e-034.15e-025
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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
RAB27BSNVMissense_Mutationc.168N>Cp.Gln56Hisp.Q56HO00194protein_codingdeleterious(0.03)benign(0.101)TCGA-A6-5666-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAB27BSNVMissense_Mutationc.493N>Ap.Ala165Thrp.A165TO00194protein_codingtolerated(0.22)possibly_damaging(0.738)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB27BSNVMissense_Mutationc.118N>Cp.Thr40Prop.T40PO00194protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RAB27BSNVMissense_Mutationc.337N>Gp.Trp113Glyp.W113GO00194protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RAB27BSNVMissense_Mutationrs200080884c.196N>Cp.Phe66Leup.F66LO00194protein_codingtolerated(0.62)benign(0.131)TCGA-CM-6165-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB27BSNVMissense_Mutationrs753780291c.551G>Ap.Arg184Glnp.R184QO00194protein_codingdeleterious(0.03)benign(0.323)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB27BSNVMissense_Mutationnovelc.76N>Ap.Leu26Ilep.L26IO00194protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB27BSNVMissense_Mutationrs376553954c.238C>Tp.Arg80Trpp.R80WO00194protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB27BSNVMissense_Mutationrs865964184c.170N>Ap.Gly57Glup.G57EO00194protein_codingtolerated(0.08)benign(0.185)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RAB27BSNVMissense_Mutationnovelc.43N>Ap.Leu15Ilep.L15IO00194protein_codingtolerated(0.92)probably_damaging(0.977)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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