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: ARFGEF1

Gene summary for ARFGEF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARFGEF1

Gene ID

10565

Gene nameADP ribosylation factor guanine nucleotide exchange factor 1
Gene AliasARFGEP1
Cytomap8q13.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R7X0


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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
10565ARFGEF1CCI_1HumanCervixCC1.77e-047.29e-010.528
10565ARFGEF1CCI_2HumanCervixCC2.50e-101.18e+000.5249
10565ARFGEF1CCI_3HumanCervixCC7.27e-088.20e-010.516
10565ARFGEF1HTA11_3410_2000001011HumanColorectumAD7.19e-30-7.61e-010.0155
10565ARFGEF1HTA11_2487_2000001011HumanColorectumSER2.79e-04-4.77e-01-0.1808
10565ARFGEF1HTA11_2951_2000001011HumanColorectumAD3.03e-03-7.50e-010.0216
10565ARFGEF1HTA11_3361_2000001011HumanColorectumAD9.48e-09-6.77e-01-0.1207
10565ARFGEF1HTA11_696_2000001011HumanColorectumAD2.62e-07-3.86e-01-0.1464
10565ARFGEF1HTA11_866_2000001011HumanColorectumAD1.72e-03-3.16e-01-0.1001
10565ARFGEF1HTA11_5216_2000001011HumanColorectumSER3.37e-05-8.05e-01-0.1462
10565ARFGEF1HTA11_866_3004761011HumanColorectumAD8.88e-16-6.56e-010.096
10565ARFGEF1HTA11_8622_2000001021HumanColorectumSER6.84e-03-6.11e-010.0528
10565ARFGEF1HTA11_10711_2000001011HumanColorectumAD2.37e-07-5.04e-010.0338
10565ARFGEF1HTA11_7696_3000711011HumanColorectumAD3.01e-15-5.25e-010.0674
10565ARFGEF1HTA11_11156_2000001011HumanColorectumAD1.60e-02-8.14e-010.0397
10565ARFGEF1HTA11_6818_2000001021HumanColorectumAD7.72e-06-5.38e-010.0588
10565ARFGEF1HTA11_99999970781_79442HumanColorectumMSS2.10e-11-4.37e-010.294
10565ARFGEF1HTA11_99999973899_84307HumanColorectumMSS4.87e-11-7.90e-010.2585
10565ARFGEF1HTA11_99999974143_84620HumanColorectumMSS4.97e-12-4.47e-010.3005
10565ARFGEF1F007HumanColorectumFAP5.06e-04-2.40e-010.1176
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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
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
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:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0051494ColorectumADnegative regulation of cytoskeleton organization58/3918163/187231.04e-052.40e-0458
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0030010ColorectumADestablishment of cell polarity50/3918143/187236.90e-051.11e-0350
GO:0032878ColorectumADregulation of establishment or maintenance of cell polarity12/391825/187232.30e-031.80e-0212
GO:2000114ColorectumADregulation of establishment of cell polarity11/391822/187232.32e-031.80e-0211
GO:0006887ColorectumADexocytosis96/3918352/187232.48e-031.90e-0296
GO:0046578ColorectumADregulation of Ras protein signal transduction56/3918189/187232.85e-032.14e-0256
GO:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
GO:00325351ColorectumSERregulation of cellular component size115/2897383/187233.04e-131.10e-10115
GO:00081541ColorectumSERactin polymerization or depolymerization77/2897218/187233.50e-131.19e-1077
GO:01100531ColorectumSERregulation of actin filament organization91/2897278/187234.33e-131.40e-1091
GO:00300411ColorectumSERactin filament polymerization70/2897191/187235.39e-131.65e-1070
GO:00080641ColorectumSERregulation of actin polymerization or depolymerization69/2897188/187237.29e-131.95e-1069
GO:19029031ColorectumSERregulation of supramolecular fiber organization114/2897383/187237.32e-131.95e-10114
GO:00308321ColorectumSERregulation of actin filament length69/2897189/187239.76e-132.39e-1069
GO:00308331ColorectumSERregulation of actin filament polymerization64/2897172/187232.42e-125.70e-1064
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa04144110EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa0414424EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414434EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
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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
ARFGEF1SNVMissense_Mutationnovelc.5458C>Tp.Arg1820Cysp.R1820CQ9Y6D6protein_codingdeleterious(0)probably_damaging(1)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ARFGEF1SNVMissense_Mutationnovelc.3063N>Cp.Lys1021Asnp.K1021NQ9Y6D6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ARFGEF1SNVMissense_Mutationc.2723G>Ap.Arg908Lysp.R908KQ9Y6D6protein_codingtolerated(0.33)benign(0.241)TCGA-A2-A0ET-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ARFGEF1SNVMissense_Mutationc.4345N>Ap.Glu1449Lysp.E1449KQ9Y6D6protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
ARFGEF1SNVMissense_Mutationc.571N>Ap.Gln191Lysp.Q191KQ9Y6D6protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A2-A4S3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARFGEF1SNVMissense_Mutationc.2710N>Ap.Glu904Lysp.E904KQ9Y6D6protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARFGEF1SNVMissense_Mutationnovelc.1879A>Gp.Ser627Glyp.S627GQ9Y6D6protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
ARFGEF1SNVMissense_Mutationc.3227N>Cp.Arg1076Thrp.R1076TQ9Y6D6protein_codingtolerated(0.22)benign(0.039)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ARFGEF1SNVMissense_Mutationrs751084276c.92N>Gp.Ser31Cysp.S31CQ9Y6D6protein_codingdeleterious(0.02)possibly_damaging(0.784)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ARFGEF1SNVMissense_Mutationc.158N>Tp.Pro53Leup.P53LQ9Y6D6protein_codingtolerated(0.1)benign(0.18)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
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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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