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: RAB34

Gene summary for RAB34

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB34

Gene ID

83871

Gene nameRAB34, member RAS oncogene family
Gene AliasNARR
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0001845

UniProtAcc

B4DNC0


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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
83871RAB34AEH-subject1HumanEndometriumAEH1.09e-16-4.26e-01-0.3059
83871RAB34AEH-subject2HumanEndometriumAEH7.87e-11-3.98e-01-0.2525
83871RAB34AEH-subject3HumanEndometriumAEH4.34e-15-4.27e-01-0.2576
83871RAB34AEH-subject4HumanEndometriumAEH2.39e-13-3.82e-01-0.2657
83871RAB34AEH-subject5HumanEndometriumAEH1.27e-27-5.96e-01-0.2953
83871RAB34EEC-subject1HumanEndometriumEEC1.44e-19-4.63e-01-0.2682
83871RAB34EEC-subject2HumanEndometriumEEC2.05e-18-4.76e-01-0.2607
83871RAB34EEC-subject3HumanEndometriumEEC1.70e-42-5.83e-01-0.2525
83871RAB34EEC-subject4HumanEndometriumEEC2.72e-13-4.60e-01-0.2571
83871RAB34EEC-subject5HumanEndometriumEEC2.50e-12-3.93e-01-0.249
83871RAB34GSM5276934HumanEndometriumEEC6.95e-06-2.56e-01-0.0913
83871RAB34GSM5276935HumanEndometriumEEC1.23e-02-3.00e-01-0.123
83871RAB34GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.83e-27-2.87e-01-0.1869
83871RAB34GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.52e-27-4.21e-01-0.1875
83871RAB34GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.27e-32-3.66e-01-0.1883
83871RAB34GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.55e-28-3.71e-01-0.1934
83871RAB34GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.13e-37-2.96e-01-0.1917
83871RAB34GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.09e-34-1.88e-01-0.1916
83871RAB34GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.02e-051.09e-01-0.1269
83871RAB34LZE4THumanEsophagusESCC6.18e-185.41e-010.0811
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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
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:007265914EndometriumAEHprotein localization to plasma membrane63/2100284/187237.58e-083.92e-0663
GO:19907789EndometriumAEHprotein localization to cell periphery68/2100333/187236.38e-072.38e-0568
GO:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:009015010EndometriumAEHestablishment of protein localization to membrane51/2100260/187234.74e-057.85e-0451
GO:001988216EndometriumAEHantigen processing and presentation23/2100106/187231.36e-031.15e-0223
GO:007265915EndometriumEECprotein localization to plasma membrane64/2168284/187231.05e-075.05e-0664
GO:199077814EndometriumEECprotein localization to cell periphery69/2168333/187239.71e-073.31e-0569
GO:004819313EndometriumEECGolgi vesicle transport60/2168296/187239.91e-062.17e-0460
GO:009015015EndometriumEECestablishment of protein localization to membrane52/2168260/187235.46e-058.64e-0452
GO:001988217EndometriumEECantigen processing and presentation25/2168106/187233.71e-043.97e-0325
GO:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:009015020EsophagusHGINestablishment of protein localization to membrane67/2587260/187231.96e-079.57e-0667
GO:007265920EsophagusHGINprotein localization to plasma membrane66/2587284/187231.11e-053.18e-0466
GO:009887610EsophagusHGINvesicle-mediated transport to the plasma membrane36/2587136/187236.76e-051.55e-0336
GO:00070336EsophagusHGINvacuole organization44/2587180/187238.97e-051.96e-0344
GO:199077818EsophagusHGINprotein localization to cell periphery71/2587333/187231.05e-042.24e-0371
GO:00160509EsophagusHGINvesicle organization65/2587300/187231.24e-042.54e-0365
GO:000689210EsophagusHGINpost-Golgi vesicle-mediated transport26/2587104/187231.63e-031.81e-0226
GO:00430019EsophagusHGINGolgi to plasma membrane protein transport13/258740/187232.04e-032.13e-0213
GO:00068939EsophagusHGINGolgi to plasma membrane transport17/258760/187232.46e-032.45e-0217
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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
RAB34SNVMissense_Mutationc.358T>Cp.Ser120Prop.S120Pprotein_codingdeleterious(0.04)probably_damaging(0.958)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
RAB34insertionFrame_Shift_Insnovelc.674_675insCTTGGATTCAGGAGTTCGAGACCp.Lys225AsnfsTer12p.K225Nfs*12protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RAB34SNVMissense_Mutationrs757773764c.359N>Tp.Ser120Leup.S120Lprotein_codingdeleterious(0.05)possibly_damaging(0.878)TCGA-C5-A7CH-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificSD
RAB34SNVMissense_Mutationc.734N>Ap.Ala245Aspp.A245Dprotein_codingdeleterious(0)possibly_damaging(0.84)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB34SNVMissense_Mutationc.400N>Gp.Thr134Alap.T134Aprotein_codingtolerated(0.16)benign(0.005)TCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
RAB34SNVMissense_Mutationnovelc.787C>Ap.Pro263Thrp.P263Tprotein_codingdeleterious_low_confidence(0)benign(0.025)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB34SNVMissense_Mutationrs769328864c.722C>Gp.Ala241Glyp.A241Gprotein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RAB34SNVMissense_Mutationc.479N>Ap.Ser160Asnp.S160Nprotein_codingtolerated(0.23)probably_damaging(0.921)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
RAB34SNVMissense_Mutationc.336G>Tp.Lys112Asnp.K112Nprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB34SNVMissense_Mutationnovelc.524N>Cp.Ile175Thrp.I175Tprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-A01J-01Colorectumrectum adenocarcinomaFemale<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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