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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ARF6

Gene summary for ARF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARF6

Gene ID

382

Gene nameADP ribosylation factor 6
Gene AliasARF6
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

P62330


Top

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
382ARF6GSM4909281HumanBreastIDC1.30e-033.33e-010.21
382ARF6GSM4909282HumanBreastIDC5.60e-226.81e-01-0.0288
382ARF6GSM4909285HumanBreastIDC1.32e-031.07e-010.21
382ARF6GSM4909288HumanBreastIDC1.22e-02-2.72e-010.0988
382ARF6GSM4909290HumanBreastIDC1.11e-044.35e-010.2096
382ARF6GSM4909296HumanBreastIDC5.30e-07-1.72e-010.1524
382ARF6GSM4909297HumanBreastIDC1.98e-283.81e-010.1517
382ARF6GSM4909301HumanBreastIDC7.27e-04-3.33e-010.1577
382ARF6GSM4909311HumanBreastIDC9.79e-29-3.89e-010.1534
382ARF6GSM4909312HumanBreastIDC3.77e-07-4.08e-020.1552
382ARF6GSM4909319HumanBreastIDC8.04e-35-2.27e-010.1563
382ARF6GSM4909320HumanBreastIDC7.39e-06-3.93e-010.1575
382ARF6GSM4909321HumanBreastIDC6.08e-104.39e-030.1559
382ARF6brca2HumanBreastPrecancer4.13e-021.24e-01-0.024
382ARF6brca3HumanBreastPrecancer2.42e-032.15e-01-0.0263
382ARF6NCCBC14HumanBreastDCIS6.02e-05-4.03e-020.2021
382ARF6NCCBC5HumanBreastDCIS2.39e-05-4.32e-020.2046
382ARF6NCCBC6HumanBreastDCIS8.97e-096.33e-010.2095
382ARF6P1HumanBreastIDC8.80e-13-2.21e-010.1527
382ARF6DCIS2HumanBreastDCIS7.89e-511.69e-010.0085
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

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
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00322731ColorectumSERpositive regulation of protein polymerization51/2897138/187235.26e-105.98e-0851
GO:00514951ColorectumSERpositive regulation of cytoskeleton organization71/2897226/187231.22e-091.27e-0771
GO:19049511ColorectumSERpositive regulation of establishment of protein localization91/2897319/187231.69e-091.68e-0791
GO:00313341ColorectumSERpositive regulation of protein-containing complex assembly73/2897237/187231.89e-091.84e-0773
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00512221ColorectumSERpositive regulation of protein transport85/2897303/187231.36e-081.05e-0685
GO:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:19030761ColorectumSERregulation of protein localization to plasma membrane36/2897104/187231.12e-065.18e-0536
GO:19054751ColorectumSERregulation of protein localization to membrane52/2897175/187231.31e-066.04e-0552
GO:19043751ColorectumSERregulation of protein localization to cell periphery40/2897125/187232.85e-061.16e-0440
GO:00071631ColorectumSERestablishment or maintenance of cell polarity60/2897218/187233.45e-061.33e-0460
GO:00343291ColorectumSERcell junction assembly100/2897420/187234.23e-061.61e-04100
GO:01501151ColorectumSERcell-substrate junction organization34/2897101/187234.46e-061.67e-0434
GO:00610081ColorectumSERhepaticobiliary system development45/2897150/187234.98e-061.85e-0445
GO:00018891ColorectumSERliver development44/2897147/187236.73e-062.35e-0444
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:19054771ColorectumSERpositive regulation of protein localization to membrane33/2897106/187233.83e-059.82e-0433
GO:00991731ColorectumSERpostsynapse organization46/2897168/187235.20e-051.25e-0346
GO:00439541ColorectumSERcellular component maintenance22/289761/187236.47e-051.49e-0322
GO:00016671ColorectumSERameboidal-type cell migration105/2897475/187236.97e-051.59e-03105
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513024BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513034BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0513243BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0513043BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0513144BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa0414416BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0513253BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0513053BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0513154BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa0414417BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
Page: 1 2 3 4 5 6 7 8 9 10 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ARF6SNVMissense_Mutationnovelc.390N>Cp.Met130Ilep.M130IP62330protein_codingdeleterious_low_confidence(0.03)benign(0.029)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ARF6SNVMissense_Mutationc.433N>Tp.Arg145Trpp.R145WP62330protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.848)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ARF6SNVMissense_Mutationc.91N>Cp.Tyr31Hisp.Y31HP62330protein_codingdeleterious_low_confidence(0.01)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ARF6SNVMissense_Mutationc.433C>Tp.Arg145Trpp.R145WP62330protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.848)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ARF6SNVMissense_Mutationc.415N>Ap.Leu139Metp.L139MP62330protein_codingdeleterious_low_confidence(0.04)benign(0.41)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARF6SNVMissense_Mutationc.418N>Tp.Gly140Cysp.G140CP62330protein_codingdeleterious_low_confidence(0)possibly_damaging(0.884)TCGA-AP-A0LD-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARF6SNVMissense_Mutationc.448N>Cp.Tyr150Hisp.Y150HP62330protein_codingtolerated_low_confidence(0.15)possibly_damaging(0.503)TCGA-BS-A0UJ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARF6SNVMissense_Mutationnovelc.246N>Cp.Gln82Hisp.Q82HP62330protein_codingtolerated_low_confidence(0.05)probably_damaging(0.968)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ARF6SNVMissense_Mutationnovelc.446G>Tp.Trp149Leup.W149LP62330protein_codingdeleterious_low_confidence(0)probably_damaging(0.968)TCGA-EO-A3KX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARF6SNVMissense_Mutationnovelc.102N>Tp.Lys34Asnp.K34NP62330protein_codingdeleterious_low_confidence(0)probably_damaging(0.989)TCGA-91-8499-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
382ARF6NAINSULININSULIN11438681
Page: 1