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: ARF5

Gene summary for ARF5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARF5

Gene ID

381

Gene nameADP ribosylation factor 5
Gene AliasARF5
Cytomap7q32.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A4D0Z3


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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
381ARF5AEH-subject1HumanEndometriumAEH4.25e-10-3.10e-01-0.3059
381ARF5AEH-subject2HumanEndometriumAEH8.22e-09-2.20e-01-0.2525
381ARF5AEH-subject3HumanEndometriumAEH6.76e-11-2.53e-01-0.2576
381ARF5AEH-subject4HumanEndometriumAEH5.12e-12-3.61e-01-0.2657
381ARF5AEH-subject5HumanEndometriumAEH6.28e-15-3.77e-01-0.2953
381ARF5EEC-subject1HumanEndometriumEEC4.06e-10-3.00e-01-0.2682
381ARF5EEC-subject2HumanEndometriumEEC1.91e-13-3.75e-01-0.2607
381ARF5EEC-subject3HumanEndometriumEEC1.07e-31-4.24e-01-0.2525
381ARF5EEC-subject4HumanEndometriumEEC4.72e-10-2.70e-01-0.2571
381ARF5EEC-subject5HumanEndometriumEEC6.56e-04-2.15e-01-0.249
381ARF5GSM5276934HumanEndometriumEEC4.03e-05-2.85e-01-0.0913
381ARF5GSM5276937HumanEndometriumEEC2.16e-05-3.09e-01-0.0897
381ARF5GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.17e-23-4.87e-01-0.1869
381ARF5GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.58e-28-4.85e-01-0.1875
381ARF5GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.79e-30-5.13e-01-0.1883
381ARF5GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC7.92e-46-5.29e-01-0.1934
381ARF5GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.42e-41-4.95e-01-0.1917
381ARF5GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.76e-41-4.84e-01-0.1916
381ARF5GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC4.24e-04-2.15e-02-0.1269
381ARF5LZE2DHumanEsophagusHGIN7.64e-036.80e-010.0642
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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
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:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:00068908EndometriumAEHretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/210052/187234.20e-044.46e-0315
GO:004819313EndometriumEECGolgi vesicle transport60/2168296/187239.91e-062.17e-0460
GO:000689013EndometriumEECretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/216852/187235.90e-045.87e-0315
GO:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:000689016EsophagusHGINretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum19/258752/187233.44e-058.67e-0419
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:00068905LiverCirrhoticretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum29/463452/187231.69e-063.22e-0529
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000689011LiverHCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum36/795852/187238.79e-057.66e-0436
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:000689010Oral cavityOSCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum40/730552/187232.86e-085.50e-0740
GO:004819316Oral cavityLPGolgi vesicle transport141/4623296/187236.11e-181.06e-15141
GO:000689015Oral cavityLPretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum29/462352/187231.60e-063.79e-0529
GO:004819310ProstateBPHGolgi vesicle transport102/3107296/187233.90e-144.56e-12102
GO:00068909ProstateBPHretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum21/310752/187233.85e-054.18e-0421
GO:004819314ProstateTumorGolgi vesicle transport105/3246296/187233.55e-144.33e-12105
GO:000689014ProstateTumorretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum21/324652/187237.49e-057.85e-0421
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414425ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa04144111ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa0414426ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
hsa0414435ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
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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
ARF5SNVMissense_Mutationc.502N>Ap.Asp168Asnp.D168NP84085protein_codingdeleterious_low_confidence(0)benign(0.081)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ARF5SNVMissense_Mutationc.295C>Tp.Arg99Trpp.R99WP84085protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.999)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
ARF5SNVMissense_Mutationrs760826467c.539N>Ap.Arg180Hisp.R180HP84085protein_codingdeleterious_low_confidence(0.04)benign(0.189)TCGA-G4-6626-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ARF5SNVMissense_Mutationrs749643254c.455C>Tp.Thr152Metp.T152MP84085protein_codingtolerated_low_confidence(0.05)benign(0.436)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARF5SNVMissense_Mutationrs774035808c.526N>Ap.Glu176Lysp.E176KP84085protein_codingtolerated_low_confidence(0.2)benign(0.399)TCGA-AJ-A8CT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARF5SNVMissense_Mutationc.349N>Tp.Arg117Trpp.R117WP84085protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.944)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARF5SNVMissense_Mutationc.463G>Ap.Val155Ilep.V155IP84085protein_codingtolerated_low_confidence(1)benign(0.006)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARF5SNVMissense_Mutationc.295N>Tp.Arg99Trpp.R99WP84085protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.999)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
ARF5SNVMissense_Mutationrs773554378c.538N>Tp.Arg180Cysp.R180CP84085protein_codingdeleterious_low_confidence(0)possibly_damaging(0.589)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ARF5SNVMissense_Mutationnovelc.308N>Tp.Ser103Phep.S103FP84085protein_codingdeleterious_low_confidence(0)probably_damaging(0.935)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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