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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: RABGEF1

Gene summary for RABGEF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RABGEF1

Gene ID

27342

Gene nameRAB guanine nucleotide exchange factor 1
Gene AliasRABEX5
Cytomap7q11.21
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A0A0A0MSJ3


Top

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
27342RABGEF1AEH-subject1HumanEndometriumAEH6.36e-407.53e-01-0.3059
27342RABGEF1AEH-subject2HumanEndometriumAEH1.13e-103.78e-01-0.2525
27342RABGEF1AEH-subject3HumanEndometriumAEH9.15e-215.50e-01-0.2576
27342RABGEF1AEH-subject4HumanEndometriumAEH2.54e-154.97e-01-0.2657
27342RABGEF1AEH-subject5HumanEndometriumAEH2.24e-184.82e-01-0.2953
27342RABGEF1EEC-subject1HumanEndometriumEEC1.16e-398.05e-01-0.2682
27342RABGEF1EEC-subject2HumanEndometriumEEC5.24e-174.65e-01-0.2607
27342RABGEF1EEC-subject3HumanEndometriumEEC1.68e-134.65e-01-0.2525
27342RABGEF1EEC-subject4HumanEndometriumEEC5.56e-133.54e-01-0.2571
27342RABGEF1EEC-subject5HumanEndometriumEEC2.09e-204.70e-01-0.249
27342RABGEF1GSM5276934HumanEndometriumEEC7.45e-031.77e-01-0.0913
27342RABGEF1LZE2THumanEsophagusESCC1.46e-046.58e-010.082
27342RABGEF1LZE4THumanEsophagusESCC4.42e-092.62e-010.0811
27342RABGEF1LZE7THumanEsophagusESCC4.89e-032.12e-010.0667
27342RABGEF1LZE8THumanEsophagusESCC9.94e-082.07e-010.067
27342RABGEF1LZE20THumanEsophagusESCC5.55e-051.60e-010.0662
27342RABGEF1LZE22THumanEsophagusESCC4.09e-033.25e-010.068
27342RABGEF1LZE24THumanEsophagusESCC1.01e-133.72e-010.0596
27342RABGEF1LZE21THumanEsophagusESCC1.47e-021.69e-010.0655
27342RABGEF1LZE6THumanEsophagusESCC1.72e-031.98e-010.0845
Page: 1 2 3 4 5 6 7 8 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000660516EndometriumAEHprotein targeting68/2100314/187236.30e-083.38e-0668
GO:009015010EndometriumAEHestablishment of protein localization to membrane51/2100260/187234.74e-057.85e-0451
GO:000660517EndometriumEECprotein targeting69/2168314/187239.61e-084.69e-0669
GO:009015015EndometriumEECestablishment of protein localization to membrane52/2168260/187235.46e-058.64e-0452
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:00066121LiverHCCprotein targeting to membrane75/7958131/187234.58e-043.04e-0375
GO:00066058LungIACprotein targeting51/2061314/187232.91e-032.61e-0251
GO:00901508LungIACestablishment of protein localization to membrane43/2061260/187234.25e-033.39e-0243
GO:000660513LungAISprotein targeting49/1849314/187238.56e-041.17e-0249
GO:009015013LungAISestablishment of protein localization to membrane42/1849260/187239.73e-041.28e-0242
GO:000660518ProstateBPHprotein targeting102/3107314/187232.51e-122.05e-10102
GO:009015016ProstateBPHestablishment of protein localization to membrane77/3107260/187231.06e-072.56e-0677
GO:000660519ProstateTumorprotein targeting109/3246314/187236.11e-147.30e-12109
GO:009015017ProstateTumorestablishment of protein localization to membrane77/3246260/187236.46e-071.33e-0577
GO:000660526SkinAKprotein targeting53/1910314/187231.67e-041.94e-0353
GO:009015023SkinAKestablishment of protein localization to membrane45/1910260/187232.84e-042.99e-0345
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
RABGEF1SNVMissense_Mutationrs770537510c.854N>Tp.Ala285Valp.A285VQ9UJ41protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
RABGEF1SNVMissense_Mutationrs749603235c.1402N>Ap.Glu468Lysp.E468KQ9UJ41protein_codingtolerated(0.13)benign(0.085)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RABGEF1SNVMissense_Mutationnovelc.232N>Ap.Glu78Lysp.E78KQ9UJ41protein_codingdeleterious(0.02)possibly_damaging(0.679)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RABGEF1SNVMissense_Mutationc.329G>Ap.Arg110Hisp.R110HQ9UJ41protein_codingtolerated(0.1)possibly_damaging(0.517)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RABGEF1SNVMissense_Mutationnovelc.886C>Tp.Arg296Cysp.R296CQ9UJ41protein_codingdeleterious(0.02)benign(0.251)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RABGEF1SNVMissense_Mutationc.580N>Cp.Glu194Glnp.E194QQ9UJ41protein_codingtolerated(0.06)benign(0.365)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RABGEF1SNVMissense_Mutationc.329N>Ap.Arg110Hisp.R110HQ9UJ41protein_codingtolerated(0.1)possibly_damaging(0.517)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RABGEF1SNVMissense_Mutationrs756436887c.1061N>Ap.Arg354Hisp.R354HQ9UJ41protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RABGEF1SNVMissense_Mutationc.1288C>Ap.Leu430Ilep.L430IQ9UJ41protein_codingtolerated(0.17)benign(0.104)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RABGEF1SNVMissense_Mutationc.1319N>Tp.Arg440Metp.R440MQ9UJ41protein_codingdeleterious(0.01)possibly_damaging(0.619)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
Page: 1 2 3 4 5 6 

Top

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
Page: 1