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: RANGRF

Gene summary for RANGRF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RANGRF

Gene ID

29098

Gene nameRAN guanine nucleotide release factor
Gene AliasHSPC165
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9HD47


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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
29098RANGRFLZE2THumanEsophagusESCC7.35e-044.09e-010.082
29098RANGRFLZE4THumanEsophagusESCC1.94e-255.81e-010.0811
29098RANGRFLZE7THumanEsophagusESCC2.01e-104.20e-010.0667
29098RANGRFLZE8THumanEsophagusESCC1.65e-061.87e-010.067
29098RANGRFLZE24THumanEsophagusESCC4.20e-122.22e-010.0596
29098RANGRFLZE6THumanEsophagusESCC2.07e-072.98e-010.0845
29098RANGRFP1T-EHumanEsophagusESCC1.12e-041.84e-010.0875
29098RANGRFP2T-EHumanEsophagusESCC2.16e-275.08e-010.1177
29098RANGRFP4T-EHumanEsophagusESCC1.75e-338.22e-010.1323
29098RANGRFP5T-EHumanEsophagusESCC8.80e-163.63e-010.1327
29098RANGRFP8T-EHumanEsophagusESCC1.09e-255.13e-010.0889
29098RANGRFP9T-EHumanEsophagusESCC1.43e-183.22e-010.1131
29098RANGRFP10T-EHumanEsophagusESCC3.01e-214.06e-010.116
29098RANGRFP11T-EHumanEsophagusESCC1.43e-176.90e-010.1426
29098RANGRFP12T-EHumanEsophagusESCC5.43e-346.56e-010.1122
29098RANGRFP15T-EHumanEsophagusESCC2.16e-081.79e-010.1149
29098RANGRFP16T-EHumanEsophagusESCC3.63e-336.73e-010.1153
29098RANGRFP17T-EHumanEsophagusESCC1.96e-113.99e-010.1278
29098RANGRFP19T-EHumanEsophagusESCC8.93e-191.02e+000.1662
29098RANGRFP20T-EHumanEsophagusESCC1.02e-071.02e-010.1124
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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
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
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
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:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:005117014EsophagusESCCimport into nucleus111/8552159/187235.69e-101.44e-08111
GO:000660613EsophagusESCCprotein import into nucleus108/8552155/187231.16e-092.77e-08108
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:00705078EsophagusESCCregulation of microtubule cytoskeleton organization99/8552148/187231.43e-072.29e-0699
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:190437519EsophagusESCCregulation of protein localization to cell periphery85/8552125/187233.63e-075.06e-0685
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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
RANGRFSNVMissense_Mutationc.317N>Ap.Ser106Tyrp.S106YQ9HD47protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RANGRFSNVMissense_Mutationrs552055941c.466N>Ap.Glu156Lysp.E156KQ9HD47protein_codingtolerated(0.83)benign(0.003)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
RANGRFSNVMissense_Mutationc.60G>Ap.Met20Ilep.M20IQ9HD47protein_codingtolerated(0.15)benign(0.001)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RANGRFSNVMissense_Mutationnovelc.275A>Gp.Asn92Serp.N92SQ9HD47protein_codingtolerated(0.59)benign(0.005)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
RANGRFSNVMissense_Mutationc.221N>Cp.Val74Alap.V74AQ9HD47protein_codingtolerated(0.51)benign(0.022)TCGA-D1-A177-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
RANGRFSNVMissense_Mutationc.443A>Gp.Asp148Glyp.D148GQ9HD47protein_codingtolerated(0.41)benign(0)TCGA-53-7813-01Lunglung adenocarcinomaFemale<65III/IVChemotherapycisplatinSD
RANGRFdeletionIn_Frame_Delnovelc.251_280delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Val85_Ala94delp.V85_A94delQ9HD47protein_codingTCGA-05-5715-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RANGRFSNVMissense_Mutationrs552055941c.466N>Ap.Glu156Lysp.E156KQ9HD47protein_codingtolerated(0.83)benign(0.003)TCGA-XK-AAIW-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownPD
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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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