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: DTX4

Gene summary for DTX4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DTX4

Gene ID

23220

Gene namedeltex E3 ubiquitin ligase 4
Gene AliasRNF155
Cytomap11q12.1
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9Y2E6


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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
23220DTX4male-WTAHumanThyroidPTC3.54e-781.01e+000.1037
23220DTX4female-WTAHumanThyroidPTC8.20e-032.99e-010.0726
23220DTX4PTC01HumanThyroidPTC3.99e-174.75e-010.1899
23220DTX4PTC03HumanThyroidPTC5.73e-146.49e-010.1784
23220DTX4PTC04HumanThyroidPTC2.13e-246.03e-010.1927
23220DTX4PTC05HumanThyroidPTC1.47e-351.22e+000.2065
23220DTX4PTC06HumanThyroidPTC6.08e-591.28e+000.2057
23220DTX4PTC07HumanThyroidPTC1.13e-428.69e-010.2044
23220DTX4ATC13HumanThyroidATC1.37e-026.11e-020.34
23220DTX4ATC5HumanThyroidATC5.79e-086.61e-020.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00324796ThyroidPTCregulation of type I interferon production45/596895/187231.13e-036.63e-0345
GO:00326066ThyroidPTCtype I interferon production45/596895/187231.13e-036.63e-0345
GO:00072199ThyroidPTCNotch signaling pathway70/5968172/187238.82e-033.67e-0270
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
GO:003247913ThyroidATCregulation of type I interferon production47/629395/187239.81e-045.21e-0347
GO:003260613ThyroidATCtype I interferon production47/629395/187239.81e-045.21e-0347
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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
DTX4SNVMissense_Mutationnovelc.1741N>Ap.Glu581Lysp.E581KQ9Y2E6protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
DTX4SNVMissense_Mutationc.292G>Ap.Asp98Asnp.D98NQ9Y2E6protein_codingdeleterious(0.03)probably_damaging(0.926)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
DTX4SNVMissense_Mutationnovelc.556N>Cp.Met186Leup.M186LQ9Y2E6protein_codingtolerated(0.68)benign(0)TCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DTX4SNVMissense_Mutationrs770339821c.460N>Tp.Arg154Cysp.R154CQ9Y2E6protein_codingdeleterious(0)probably_damaging(0.938)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DTX4SNVMissense_Mutationc.1642C>Tp.Leu548Phep.L548FQ9Y2E6protein_codingtolerated(0.17)possibly_damaging(0.82)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DTX4deletionFrame_Shift_Delnovelc.513delTp.Gln172SerfsTer26p.Q172Sfs*26Q9Y2E6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DTX4SNVMissense_Mutationc.1404N>Tp.Lys468Asnp.K468NQ9Y2E6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DTX4SNVMissense_Mutationrs577423377c.665C>Tp.Pro222Leup.P222LQ9Y2E6protein_codingtolerated(0.6)benign(0)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DTX4SNVMissense_Mutationrs376061897c.1081G>Ap.Val361Ilep.V361IQ9Y2E6protein_codingtolerated(0.14)benign(0.033)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
DTX4SNVMissense_Mutationc.1229N>Tp.Thr410Ilep.T410IQ9Y2E6protein_codingtolerated(0.67)probably_damaging(0.999)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=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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