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: RAB40B

Gene summary for RAB40B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB40B

Gene ID

10966

Gene nameRAB40B, member RAS oncogene family
Gene AliasRAR
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q12829


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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
10966RAB40BLZE4THumanEsophagusESCC3.07e-021.08e-010.0811
10966RAB40BLZE5THumanEsophagusESCC1.92e-022.58e-010.0514
10966RAB40BLZE7THumanEsophagusESCC1.15e-043.57e-010.0667
10966RAB40BLZE24THumanEsophagusESCC7.26e-301.02e+000.0596
10966RAB40BLZE21THumanEsophagusESCC2.91e-025.53e-010.0655
10966RAB40BP1T-EHumanEsophagusESCC1.92e-053.90e-010.0875
10966RAB40BP2T-EHumanEsophagusESCC1.29e-346.39e-010.1177
10966RAB40BP4T-EHumanEsophagusESCC4.22e-143.88e-010.1323
10966RAB40BP5T-EHumanEsophagusESCC2.06e-092.13e-010.1327
10966RAB40BP8T-EHumanEsophagusESCC2.10e-203.51e-010.0889
10966RAB40BP9T-EHumanEsophagusESCC2.34e-134.01e-010.1131
10966RAB40BP10T-EHumanEsophagusESCC2.06e-202.21e-010.116
10966RAB40BP11T-EHumanEsophagusESCC6.51e-042.31e-010.1426
10966RAB40BP12T-EHumanEsophagusESCC4.14e-389.36e-010.1122
10966RAB40BP15T-EHumanEsophagusESCC1.84e-266.21e-010.1149
10966RAB40BP16T-EHumanEsophagusESCC6.37e-357.35e-010.1153
10966RAB40BP19T-EHumanEsophagusESCC2.68e-042.10e-010.1662
10966RAB40BP20T-EHumanEsophagusESCC1.46e-066.72e-020.1124
10966RAB40BP21T-EHumanEsophagusESCC1.50e-192.84e-010.1617
10966RAB40BP22T-EHumanEsophagusESCC3.35e-234.23e-010.1236
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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:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:19019987EsophagusESCCtoxin transport28/855240/187231.61e-037.50e-0328
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:19019986Oral cavityOSCCtoxin transport25/730540/187232.22e-031.00e-0225
GO:007265919Oral cavityLPprotein localization to plasma membrane119/4623284/187231.11e-106.44e-09119
GO:199077817Oral cavityLPprotein localization to cell periphery133/4623333/187234.42e-102.21e-08133
GO:190199812Oral cavityLPtoxin transport19/462340/187231.44e-031.14e-0219
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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
RAB40BSNVMissense_Mutationrs755955648c.601N>Ap.Val201Metp.V201MQ12829protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
RAB40BdeletionFrame_Shift_Delnovelc.818delAp.Asn273ThrfsTer79p.N273Tfs*79Q12829protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RAB40BSNVMissense_Mutationc.392N>Ap.Ala131Glup.A131EQ12829protein_codingtolerated(0.51)possibly_damaging(0.494)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB40BSNVMissense_Mutationrs749420184c.182N>Ap.Arg61Glnp.R61QQ12829protein_codingdeleterious(0.04)benign(0.109)TCGA-D5-6924-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB40BSNVMissense_Mutationnovelc.828N>Cp.Lys276Asnp.K276NQ12829protein_codingdeleterious_low_confidence(0.02)benign(0.009)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB40BSNVMissense_Mutationc.296N>Ap.Arg99Hisp.R99HQ12829protein_codingdeleterious(0.01)probably_damaging(0.977)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB40BSNVMissense_Mutationnovelc.148N>Ap.Asp50Asnp.D50NQ12829protein_codingdeleterious(0.01)probably_damaging(0.929)TCGA-AX-A1C4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB40BSNVMissense_Mutationc.677C>Tp.Ser226Leup.S226LQ12829protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.745)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB40BSNVMissense_Mutationc.677N>Tp.Ser226Leup.S226LQ12829protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.745)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RAB40BSNVMissense_Mutationnovelc.310N>Ap.Gly104Serp.G104SQ12829protein_codingdeleterious(0.05)probably_damaging(0.98)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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