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: RAB1B

Gene summary for RAB1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB1B

Gene ID

81876

Gene nameRAB1B, member RAS oncogene family
Gene AliasRAB1B
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9H0U4


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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
81876RAB1BLZE2THumanEsophagusESCC9.71e-067.58e-010.082
81876RAB1BLZE4THumanEsophagusESCC3.31e-144.95e-010.0811
81876RAB1BLZE5THumanEsophagusESCC2.90e-044.41e-010.0514
81876RAB1BLZE7THumanEsophagusESCC3.89e-077.24e-010.0667
81876RAB1BLZE8THumanEsophagusESCC4.98e-145.78e-010.067
81876RAB1BLZE20THumanEsophagusESCC6.12e-231.36e+000.0662
81876RAB1BLZE22D1HumanEsophagusHGIN2.90e-052.28e-010.0595
81876RAB1BLZE22THumanEsophagusESCC1.49e-059.90e-010.068
81876RAB1BLZE24THumanEsophagusESCC4.26e-218.16e-010.0596
81876RAB1BLZE6THumanEsophagusESCC2.93e-067.15e-010.0845
81876RAB1BP1T-EHumanEsophagusESCC1.10e-077.57e-010.0875
81876RAB1BP2T-EHumanEsophagusESCC1.26e-388.99e-010.1177
81876RAB1BP4T-EHumanEsophagusESCC9.81e-461.37e+000.1323
81876RAB1BP5T-EHumanEsophagusESCC5.70e-431.23e+000.1327
81876RAB1BP8T-EHumanEsophagusESCC1.85e-671.60e+000.0889
81876RAB1BP9T-EHumanEsophagusESCC6.88e-277.39e-010.1131
81876RAB1BP10T-EHumanEsophagusESCC1.30e-451.02e+000.116
81876RAB1BP11T-EHumanEsophagusESCC4.62e-271.41e+000.1426
81876RAB1BP12T-EHumanEsophagusESCC2.61e-207.00e-010.1122
81876RAB1BP15T-EHumanEsophagusESCC1.56e-381.15e+000.1149
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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:001603227EsophagusHGINviral process118/2587415/187233.01e-156.22e-13118
GO:001905827EsophagusHGINviral life cycle93/2587317/187233.66e-135.63e-1193
GO:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:00068889EsophagusHGINendoplasmic reticulum to Golgi vesicle-mediated transport40/2587130/187234.67e-072.07e-0540
GO:19021156EsophagusHGINregulation of organelle assembly46/2587186/187234.63e-051.12e-0346
GO:00070336EsophagusHGINvacuole organization44/2587180/187238.97e-051.96e-0344
GO:19050375EsophagusHGINautophagosome organization28/2587103/187232.58e-044.53e-0328
GO:00190687EsophagusHGINvirion assembly13/258735/187234.89e-047.14e-0313
GO:00440884EsophagusHGINregulation of vacuole organization15/258745/187237.05e-049.52e-0315
GO:00000455EsophagusHGINautophagosome assembly26/258799/187237.45e-049.90e-0326
GO:20007853EsophagusHGINregulation of autophagosome assembly12/258739/187234.97e-034.18e-0212
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
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:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:001906815EsophagusESCCvirion assembly31/855235/187231.40e-072.25e-0631
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513427EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa05134112EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513412LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0513413LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0513425Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa05134111Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa0513426Oral cavityLPLegionellosis33/241857/84653.29e-063.23e-052.08e-0533
hsa0513435Oral cavityLPLegionellosis33/241857/84653.29e-063.23e-052.08e-0533
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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
RAB1BSNVMissense_Mutationc.502N>Ap.Glu168Lysp.E168KQ9H0U4protein_codingdeleterious(0.05)benign(0.084)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RAB1BinsertionNonsense_Mutationnovelc.157_158insGAAGATCACTTTGAGCCCGCp.Asp53GlyfsTer5p.D53Gfs*5Q9H0U4protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RAB1BinsertionFrame_Shift_Insnovelc.183_183+1insCACCTGGGp.Trp62HisfsTer41p.W62Hfs*41Q9H0U4protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RAB1BSNVMissense_Mutationrs778177996c.544N>Ap.Glu182Lysp.E182KQ9H0U4protein_codingtolerated(0.79)benign(0)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB1BSNVMissense_Mutationc.235N>Tp.Arg79Trpp.R79WQ9H0U4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RAB1BSNVMissense_Mutationc.80N>Ap.Arg27Glnp.R27QQ9H0U4protein_codingdeleterious(0.01)possibly_damaging(0.861)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RAB1BSNVMissense_Mutationc.155T>Cp.Leu52Prop.L52PQ9H0U4protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RAB1BSNVMissense_Mutationrs765898903c.514N>Tp.Arg172Trpp.R172WQ9H0U4protein_codingdeleterious(0)benign(0.11)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
RAB1BSNVMissense_Mutationnovelc.212N>Ap.Arg71Glnp.R71QQ9H0U4protein_codingdeleterious(0.01)possibly_damaging(0.743)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB1BSNVMissense_Mutationnovelc.95N>Tp.Thr32Metp.T32MQ9H0U4protein_codingdeleterious(0.02)possibly_damaging(0.571)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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