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: ARF4

Gene summary for ARF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARF4

Gene ID

378

Gene nameADP ribosylation factor 4
Gene AliasARF2
Cytomap3p14.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P18085


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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
378ARF4GSM4909277HumanBreastPrecancer1.34e-033.66e-010.0177
378ARF4GSM4909281HumanBreastIDC2.76e-124.51e-010.21
378ARF4GSM4909286HumanBreastIDC6.24e-16-5.13e-010.1081
378ARF4GSM4909288HumanBreastIDC4.24e-02-2.54e-010.0988
378ARF4GSM4909290HumanBreastIDC8.74e-134.49e-010.2096
378ARF4GSM4909293HumanBreastIDC2.95e-08-2.23e-010.1581
378ARF4GSM4909294HumanBreastIDC1.47e-06-3.72e-010.2022
378ARF4GSM4909296HumanBreastIDC2.46e-15-4.47e-010.1524
378ARF4GSM4909297HumanBreastIDC4.27e-15-2.24e-010.1517
378ARF4GSM4909301HumanBreastIDC6.85e-03-3.38e-010.1577
378ARF4GSM4909302HumanBreastIDC1.92e-04-3.53e-010.1545
378ARF4GSM4909309HumanBreastIDC1.61e-04-2.22e-010.0483
378ARF4GSM4909311HumanBreastIDC4.59e-34-5.41e-010.1534
378ARF4GSM4909312HumanBreastIDC5.48e-05-6.22e-020.1552
378ARF4GSM4909313HumanBreastIDC1.06e-02-1.82e-010.0391
378ARF4GSM4909316HumanBreastIDC6.05e-03-3.79e-010.21
378ARF4GSM4909317HumanBreastIDC7.71e-05-3.93e-010.1355
378ARF4GSM4909318HumanBreastIDC3.33e-05-6.87e-010.2031
378ARF4GSM4909319HumanBreastIDC4.56e-44-5.57e-010.1563
378ARF4GSM4909320HumanBreastIDC3.95e-11-5.00e-010.1575
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00725938BreastPrecancerreactive oxygen species metabolic process30/1080239/187235.13e-051.07e-0330
GO:20003778BreastPrecancerregulation of reactive oxygen species metabolic process20/1080157/187237.19e-048.65e-0320
GO:00071638BreastPrecancerestablishment or maintenance of cell polarity23/1080218/187233.82e-033.06e-0223
GO:007259313BreastIDCreactive oxygen species metabolic process36/1434239/187237.16e-051.43e-0336
GO:000716314BreastIDCestablishment or maintenance of cell polarity32/1434218/187232.84e-044.33e-0332
GO:200037713BreastIDCregulation of reactive oxygen species metabolic process22/1434157/187234.24e-033.31e-0222
GO:00068906BreastIDCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/143452/187235.49e-034.03e-0210
GO:007259322BreastDCISreactive oxygen species metabolic process37/1390239/187231.60e-053.88e-0437
GO:000716324BreastDCISestablishment or maintenance of cell polarity32/1390218/187231.62e-042.71e-0332
GO:0048678BreastDCISresponse to axon injury15/139083/187231.07e-031.16e-0215
GO:200037723BreastDCISregulation of reactive oxygen species metabolic process23/1390157/187231.31e-031.37e-0223
GO:000689012BreastDCISretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/139052/187234.41e-033.41e-0210
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0038127ColorectumADERBB signaling pathway55/3918121/187231.19e-098.85e-0855
GO:0007173ColorectumADepidermal growth factor receptor signaling pathway50/3918108/187233.08e-092.07e-0750
GO:0007163ColorectumADestablishment or maintenance of cell polarity77/3918218/187235.72e-072.08e-0577
GO:0006890ColorectumADretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/391852/187237.67e-072.70e-0527
GO:0045197ColorectumADestablishment or maintenance of epithelial cell apical/basal polarity20/391844/187232.26e-042.94e-0320
GO:0072593ColorectumADreactive oxygen species metabolic process73/3918239/187232.79e-043.42e-0373
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414416BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0414417BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
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
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
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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
ARF4SNVMissense_Mutationnovelc.324N>Tp.Gln108Hisp.Q108HP18085protein_codingtolerated_low_confidence(1)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARF4SNVMissense_Mutationc.296N>Ap.Arg99Lysp.R99KP18085protein_codingdeleterious_low_confidence(0)possibly_damaging(0.884)TCGA-Q1-A5R1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ARF4SNVMissense_Mutationrs777379437c.446N>Ap.Arg149Hisp.R149HP18085protein_codingtolerated_low_confidence(0.11)benign(0.052)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ARF4SNVMissense_Mutationnovelc.293N>Cp.Glu98Alap.E98AP18085protein_codingdeleterious_low_confidence(0.02)benign(0.156)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ARF4SNVMissense_Mutationnovelc.283N>Gp.Asn95Aspp.N95DP18085protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.604)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ARF4SNVMissense_Mutationrs747265204c.445N>Tp.Arg149Cysp.R149CP18085protein_codingtolerated_low_confidence(0.05)probably_damaging(0.95)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ARF4SNVMissense_Mutationc.296N>Tp.Arg99Ilep.R99IP18085protein_codingdeleterious_low_confidence(0)probably_damaging(0.985)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
ARF4SNVMissense_Mutationrs747265204c.445C>Tp.Arg149Cysp.R149CP18085protein_codingtolerated_low_confidence(0.05)probably_damaging(0.95)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ARF4SNVMissense_Mutationc.512A>Gp.Asp171Glyp.D171GP18085protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.977)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARF4SNVMissense_Mutationc.296N>Tp.Arg99Ilep.R99IP18085protein_codingdeleterious_low_confidence(0)probably_damaging(0.985)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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