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: ARRDC4

Gene summary for ARRDC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARRDC4

Gene ID

91947

Gene namearrestin domain containing 4
Gene AliasARRDC4
Cytomap15q26.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024RC80


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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
91947ARRDC4LZE24THumanEsophagusESCC3.49e-051.45e-010.0596
91947ARRDC4P1T-EHumanEsophagusESCC1.01e-032.01e-010.0875
91947ARRDC4P2T-EHumanEsophagusESCC5.36e-056.06e-020.1177
91947ARRDC4P4T-EHumanEsophagusESCC7.97e-133.29e-010.1323
91947ARRDC4P5T-EHumanEsophagusESCC3.43e-285.48e-010.1327
91947ARRDC4P8T-EHumanEsophagusESCC1.57e-065.90e-020.0889
91947ARRDC4P9T-EHumanEsophagusESCC3.79e-071.16e-010.1131
91947ARRDC4P10T-EHumanEsophagusESCC2.81e-234.63e-010.116
91947ARRDC4P11T-EHumanEsophagusESCC1.98e-063.75e-010.1426
91947ARRDC4P12T-EHumanEsophagusESCC5.10e-152.39e-010.1122
91947ARRDC4P15T-EHumanEsophagusESCC1.24e-123.21e-010.1149
91947ARRDC4P16T-EHumanEsophagusESCC2.06e-091.52e-010.1153
91947ARRDC4P17T-EHumanEsophagusESCC1.30e-022.74e-010.1278
91947ARRDC4P19T-EHumanEsophagusESCC1.00e-103.65e-010.1662
91947ARRDC4P20T-EHumanEsophagusESCC7.38e-081.62e-010.1124
91947ARRDC4P21T-EHumanEsophagusESCC9.41e-091.64e-010.1617
91947ARRDC4P22T-EHumanEsophagusESCC6.00e-091.37e-010.1236
91947ARRDC4P23T-EHumanEsophagusESCC7.46e-093.41e-010.108
91947ARRDC4P24T-EHumanEsophagusESCC8.78e-065.89e-020.1287
91947ARRDC4P26T-EHumanEsophagusESCC4.40e-121.82e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:01401128EsophagusESCCextracellular vesicle biogenesis20/855223/187234.97e-053.86e-0420
GO:005143819EsophagusESCCregulation of ubiquitin-protein transferase activity38/855253/187231.10e-047.69e-0438
GO:00514433EsophagusESCCpositive regulation of ubiquitin-protein transferase activity21/855231/187231.10e-023.70e-0221
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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
ARRDC4SNVMissense_Mutationnovelc.10N>Cp.Glu4Glnp.E4QQ8NCT1protein_codingdeleterious_low_confidence(0.01)benign(0.069)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ARRDC4SNVMissense_Mutationc.1007N>Cp.Met336Thrp.M336TQ8NCT1protein_codingtolerated(0.1)benign(0.1)TCGA-A1-A0SE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARRDC4insertionNonsense_Mutationnovelc.506_507insATGGAAACTAGTTTAAACTTTTACGTTTTTGCp.Asn169LysfsTer6p.N169Kfs*6Q8NCT1protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ARRDC4deletionFrame_Shift_Delc.656delNp.Asn220IlefsTer6p.N220Ifs*6Q8NCT1protein_codingTCGA-BH-A0BV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
ARRDC4SNVMissense_Mutationnovelc.335G>Cp.Gly112Alap.G112AQ8NCT1protein_codingdeleterious(0)possibly_damaging(0.57)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ARRDC4SNVMissense_Mutationnovelc.323T>Cp.Leu108Serp.L108SQ8NCT1protein_codingdeleterious(0.02)probably_damaging(0.915)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
ARRDC4insertionFrame_Shift_Insnovelc.449_450insAGACATTAATTATp.Val151AspfsTer7p.V151Dfs*7Q8NCT1protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ARRDC4SNVMissense_Mutationnovelc.820N>Tp.Ile274Phep.I274FQ8NCT1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ARRDC4SNVMissense_Mutationnovelc.539C>Ap.Thr180Asnp.T180NQ8NCT1protein_codingtolerated(0.11)benign(0.231)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARRDC4SNVMissense_Mutationrs367878363c.472N>Tp.Arg158Trpp.R158WQ8NCT1protein_codingdeleterious(0)probably_damaging(0.94)TCGA-AP-A059-01Endometriumuterine 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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