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: ARL6IP4

Gene summary for ARL6IP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARL6IP4

Gene ID

51329

Gene nameADP ribosylation factor like GTPase 6 interacting protein 4
Gene AliasSFRS20
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q66PJ3


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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
51329ARL6IP4CA_HPV_1HumanCervixCC1.70e-17-2.99e-010.0264
51329ARL6IP4N_HPV_1HumanCervixN_HPV2.11e-023.83e-020.0079
51329ARL6IP4CCI_1HumanCervixCC1.55e-14-8.56e-010.528
51329ARL6IP4CCI_2HumanCervixCC5.33e-16-8.77e-010.5249
51329ARL6IP4CCI_3HumanCervixCC2.03e-22-8.77e-010.516
51329ARL6IP4CCII_1HumanCervixCC2.06e-23-8.32e-010.3249
51329ARL6IP4sample3HumanCervixCC4.40e-03-1.05e-010.1387
51329ARL6IP4L1HumanCervixCC1.44e-07-3.27e-010.0802
51329ARL6IP4AEH-subject1HumanEndometriumAEH1.23e-02-6.08e-02-0.3059
51329ARL6IP4AEH-subject2HumanEndometriumAEH6.11e-07-1.63e-01-0.2525
51329ARL6IP4AEH-subject3HumanEndometriumAEH1.00e-09-1.15e-01-0.2576
51329ARL6IP4AEH-subject4HumanEndometriumAEH8.70e-13-3.74e-01-0.2657
51329ARL6IP4AEH-subject5HumanEndometriumAEH7.91e-22-6.24e-01-0.2953
51329ARL6IP4EEC-subject1HumanEndometriumEEC2.85e-17-4.13e-01-0.2682
51329ARL6IP4EEC-subject2HumanEndometriumEEC7.29e-06-3.39e-03-0.2607
51329ARL6IP4EEC-subject3HumanEndometriumEEC7.14e-59-6.39e-01-0.2525
51329ARL6IP4EEC-subject4HumanEndometriumEEC3.64e-09-3.83e-01-0.2571
51329ARL6IP4EEC-subject5HumanEndometriumEEC3.51e-10-3.48e-01-0.249
51329ARL6IP4GSM5276937HumanEndometriumEEC2.43e-06-3.16e-01-0.0897
51329ARL6IP4GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.44e-44-6.99e-01-0.1869
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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
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
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
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:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:000838015CervixN_HPVRNA splicing23/534434/187233.44e-032.80e-0223
GO:000838016EndometriumAEHRNA splicing111/2100434/187232.42e-171.12e-14111
GO:000838017EndometriumEECRNA splicing111/2168434/187232.45e-161.13e-13111
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000838032LiverCystRNA splicing31/496434/187236.22e-076.04e-0531
GO:00083808LungIACRNA splicing75/2061434/187234.89e-051.12e-0375
GO:000838013LungAISRNA splicing68/1849434/187238.50e-052.11e-0368
GO:000838023LungMIACRNA splicing44/967434/187231.56e-051.07e-0344
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
GO:000838018ProstateBPHRNA splicing147/3107434/187235.17e-192.29e-16147
GO:000838019ProstateTumorRNA splicing153/3246434/187239.15e-205.79e-17153
GO:0008380112SkincSCCRNA splicing263/4864434/187232.45e-535.13e-50263
GO:00083806StomachCAG with IMRNA splicing39/1050434/187232.55e-032.49e-0239
GO:000838011StomachCSGRNA splicing40/1034434/187231.07e-031.35e-0240
GO:000838021StomachCAGRNA splicing32/552434/187232.08e-061.16e-0432
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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
ARL6IP4SNVMissense_Mutationc.1093C>Gp.Gln365Glup.Q365EQ66PJ3protein_codingdeleterious_low_confidence(0)probably_damaging(0.953)TCGA-E2-A1LL-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydocetaxelPD
ARL6IP4SNVMissense_Mutationnovelc.697N>Ap.Ala233Thrp.A233TQ66PJ3protein_codingtolerated_low_confidence(0.16)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ARL6IP4SNVMissense_Mutationnovelc.799N>Cp.Ser267Prop.S267PQ66PJ3protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-AA-3488-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
ARL6IP4SNVMissense_Mutationc.985T>Cp.Trp329Argp.W329RQ66PJ3protein_codingdeleterious_low_confidence(0)probably_damaging(0.983)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ARL6IP4SNVMissense_Mutationnovelc.160C>Tp.Pro54Serp.P54SQ66PJ3protein_codingtolerated_low_confidence(0.45)possibly_damaging(0.81)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
ARL6IP4SNVMissense_Mutationc.643N>Tp.Asp215Tyrp.D215YQ66PJ3protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.787)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ARL6IP4SNVMissense_Mutationrs374152314c.550G>Ap.Ala184Thrp.A184TQ66PJ3protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.625)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARL6IP4SNVMissense_Mutationnovelc.988N>Tp.His330Tyrp.H330YQ66PJ3protein_codingdeleterious_low_confidence(0)possibly_damaging(0.871)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
ARL6IP4SNVMissense_Mutationnovelc.930N>Tp.Lys310Asnp.K310NQ66PJ3protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.985)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARL6IP4SNVMissense_Mutationnovelc.897G>Tp.Lys299Asnp.K299NQ66PJ3protein_codingdeleterious_low_confidence(0)possibly_damaging(0.787)TCGA-BS-A0UV-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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