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: ARL6IP5

Gene summary for ARL6IP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARL6IP5

Gene ID

10550

Gene nameADP ribosylation factor like GTPase 6 interacting protein 5
Gene AliasDERP11
Cytomap3p14.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R371


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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
10550ARL6IP5GSM4909285HumanBreastIDC8.05e-053.47e-010.21
10550ARL6IP5GSM4909286HumanBreastIDC8.27e-14-3.38e-010.1081
10550ARL6IP5GSM4909291HumanBreastIDC1.36e-05-4.21e-010.1753
10550ARL6IP5GSM4909294HumanBreastIDC7.19e-05-2.15e-010.2022
10550ARL6IP5GSM4909296HumanBreastIDC7.35e-21-4.30e-010.1524
10550ARL6IP5GSM4909297HumanBreastIDC1.84e-23-3.04e-010.1517
10550ARL6IP5GSM4909301HumanBreastIDC4.28e-07-3.57e-010.1577
10550ARL6IP5GSM4909309HumanBreastIDC3.05e-03-2.72e-010.0483
10550ARL6IP5GSM4909311HumanBreastIDC3.91e-46-4.77e-010.1534
10550ARL6IP5GSM4909312HumanBreastIDC3.05e-15-2.26e-010.1552
10550ARL6IP5GSM4909313HumanBreastIDC6.07e-04-9.69e-020.0391
10550ARL6IP5GSM4909316HumanBreastIDC1.50e-02-3.89e-010.21
10550ARL6IP5GSM4909318HumanBreastIDC2.87e-07-6.06e-010.2031
10550ARL6IP5GSM4909319HumanBreastIDC3.42e-46-5.26e-010.1563
10550ARL6IP5GSM4909320HumanBreastIDC2.28e-12-4.88e-010.1575
10550ARL6IP5GSM4909321HumanBreastIDC1.27e-27-5.22e-010.1559
10550ARL6IP5brca10HumanBreastPrecancer1.43e-02-3.06e-01-0.0029
10550ARL6IP5M2HumanBreastIDC1.03e-02-4.58e-010.21
10550ARL6IP5NCCBC11HumanBreastDCIS1.87e-04-1.11e-010.1232
10550ARL6IP5NCCBC14HumanBreastDCIS1.86e-18-5.66e-020.2021
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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
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
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:003109817Oral cavityLPstress-activated protein kinase signaling cascade88/4623247/187237.39e-059.68e-0488
GO:005140317Oral cavityLPstress-activated MAPK cascade84/4623239/187231.79e-042.00e-0384
GO:000863118Oral cavityLPintrinsic apoptotic signaling pathway in response to oxidative stress22/462345/187233.77e-043.67e-0322
GO:007030216Oral cavityLPregulation of stress-activated protein kinase signaling cascade68/4623195/187238.92e-047.64e-0368
GO:003287216Oral cavityLPregulation of stress-activated MAPK cascade66/4623192/187231.60e-031.23e-0266
GO:000657512Oral cavityLPcellular modified amino acid metabolic process64/4623188/187232.43e-031.73e-0264
GO:000679012Oral cavityLPsulfur compound metabolic process106/4623339/187233.36e-032.25e-02106
GO:009719326Oral cavityEOLPintrinsic apoptotic signaling pathway84/2218288/187231.29e-157.05e-1384
GO:200011625Oral cavityEOLPregulation of cysteine-type endopeptidase activity67/2218235/187233.12e-126.45e-1067
GO:004586226Oral cavityEOLPpositive regulation of proteolysis91/2218372/187237.08e-121.15e-0991
GO:005254725Oral cavityEOLPregulation of peptidase activity105/2218461/187231.86e-112.79e-09105
GO:004328125Oral cavityEOLPregulation of cysteine-type endopeptidase activity involved in apoptotic process60/2218209/187233.09e-114.30e-0960
GO:005254825Oral cavityEOLPregulation of endopeptidase activity98/2218432/187231.12e-101.29e-0898
GO:001095224Oral cavityEOLPpositive regulation of peptidase activity53/2218197/187235.39e-092.91e-0753
GO:001095024Oral cavityEOLPpositive regulation of endopeptidase activity46/2218179/187232.35e-077.37e-0646
GO:200105623Oral cavityEOLPpositive regulation of cysteine-type endopeptidase activity39/2218148/187239.60e-072.38e-0539
GO:000697926Oral cavityEOLPresponse to oxidative stress87/2218446/187231.62e-063.80e-0587
GO:007265924Oral cavityEOLPprotein localization to plasma membrane59/2218284/187231.07e-051.91e-0459
GO:004328023Oral cavityEOLPpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process33/2218129/187231.26e-052.15e-0433
GO:007099726Oral cavityEOLPneuron death70/2218361/187232.01e-053.18e-0470
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ARL6IP5SNVMissense_Mutationc.15C>Gp.Ile5Metp.I5MO75915protein_codingdeleterious(0.05)benign(0.275)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ARL6IP5SNVMissense_Mutationnovelc.524G>Ap.Gly175Aspp.G175DO75915protein_codingtolerated(0.45)benign(0.007)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ARL6IP5SNVMissense_Mutationc.162N>Ap.Met54Ilep.M54IO75915protein_codingtolerated(0.67)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ARL6IP5SNVMissense_Mutationrs757868106c.551N>Ap.Ser184Asnp.S184NO75915protein_codingtolerated_low_confidence(0.06)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ARL6IP5SNVMissense_Mutationrs367744231c.286N>Tp.Arg96Cysp.R96CO75915protein_codingdeleterious(0.02)benign(0.276)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ARL6IP5SNVMissense_Mutationnovelc.155N>Tp.Ala52Valp.A52VO75915protein_codingtolerated(1)benign(0.014)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARL6IP5SNVMissense_Mutationrs774792987c.287G>Ap.Arg96Hisp.R96HO75915protein_codingtolerated(0.18)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
ARL6IP5SNVMissense_Mutationc.202N>Ap.Leu68Metp.L68MO75915protein_codingtolerated(0.06)benign(0.037)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ARL6IP5SNVMissense_Mutationc.447N>Tp.Glu149Aspp.E149DO75915protein_codingdeleterious(0.03)possibly_damaging(0.748)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
ARL6IP5SNVMissense_Mutationrs11542221c.413C>Tp.Ser138Leup.S138LO75915protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AX-A2HD-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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