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:01100538LungIACregulation of actin filament organization54/2061278/187232.27e-056.28e-0454
GO:19029047LungIACnegative regulation of supramolecular fiber organization37/2061167/187232.38e-056.50e-0437
GO:00465784LungIACregulation of Ras protein signal transduction40/2061189/187233.50e-058.65e-0440
GO:00512588LungIACprotein polymerization56/2061297/187233.90e-059.51e-0456
GO:00325357LungIACregulation of cellular component size65/2061383/187232.56e-044.26e-0365
GO:00070303LungIACGolgi organization32/2061157/187234.13e-046.22e-0332
GO:0032011LungIACARF protein signal transduction8/206119/187235.25e-047.44e-038
GO:0032012LungIACregulation of ARF protein signal transduction8/206119/187235.25e-047.44e-038
GO:00322718LungIACregulation of protein polymerization42/2061233/187238.87e-041.11e-0242
GO:00432548LungIACregulation of protein-containing complex assembly68/2061428/187231.20e-031.38e-0268
GO:00308377LungIACnegative regulation of actin filament polymerization15/206165/187234.02e-033.30e-0215
GO:00081548LungIACactin polymerization or depolymerization37/2061218/187234.96e-033.79e-0237
GO:000716313LungAISestablishment or maintenance of cell polarity56/1849218/187231.31e-116.13e-0956
GO:003001013LungAISestablishment of cell polarity42/1849143/187235.03e-111.95e-0842
GO:000701513LungAISactin filament organization88/1849442/187231.02e-103.13e-0888
GO:005105611LungAISregulation of small GTPase mediated signal transduction66/1849302/187234.26e-109.53e-0866
GO:003287812LungAISregulation of establishment or maintenance of cell polarity13/184925/187231.36e-071.44e-0513
GO:200011412LungAISregulation of establishment of cell polarity12/184922/187232.09e-072.03e-0512
GO:004308711LungAISregulation of GTPase activity65/1849348/187233.35e-072.83e-0565
GO:003295613LungAISregulation of actin cytoskeleton organization63/1849358/187234.06e-062.09e-0463
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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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