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: DTL

Gene summary for DTL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DTL

Gene ID

51514

Gene namedenticleless E3 ubiquitin protein ligase homolog
Gene AliasCDT2
Cytomap1q32.3
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q9NZJ0


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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
51514DTLHSIL_HPV_2HumanCervixHSIL_HPV7.01e-031.30e-010.0208
51514DTLCCI_1HumanCervixCC1.61e-106.83e-010.528
51514DTLCCI_2HumanCervixCC3.32e-034.78e-010.5249
51514DTLCCI_3HumanCervixCC3.50e-065.61e-010.516
51514DTLCCII_1HumanCervixCC1.61e-021.44e-010.3249
51514DTLC04HumanOral cavityOSCC6.33e-063.26e-010.2633
51514DTLC21HumanOral cavityOSCC9.02e-196.42e-010.2678
51514DTLC30HumanOral cavityOSCC1.26e-095.57e-010.3055
51514DTLC38HumanOral cavityOSCC3.61e-033.76e-010.172
51514DTLC43HumanOral cavityOSCC2.80e-051.51e-010.1704
51514DTLC46HumanOral cavityOSCC1.00e-072.07e-010.1673
51514DTLC57HumanOral cavityOSCC1.02e-042.02e-010.1679
51514DTLLN22HumanOral cavityOSCC2.01e-023.55e-010.1733
51514DTLLN46HumanOral cavityOSCC2.17e-042.62e-010.1666
51514DTLSYSMH3HumanOral cavityOSCC7.95e-062.95e-010.2442
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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
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
∗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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00459316CervixCCpositive regulation of mitotic cell cycle32/2311121/187231.88e-053.47e-0432
GO:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
GO:19019922CervixCCpositive regulation of mitotic cell cycle phase transition26/231193/187233.97e-056.18e-0426
GO:00900685CervixCCpositive regulation of cell cycle process50/2311236/187238.25e-051.11e-0350
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:19019892CervixCCpositive regulation of cell cycle phase transition28/2311115/187232.82e-043.07e-0328
GO:00094112CervixCCresponse to UV33/2311149/187235.51e-045.29e-0333
GO:1902751CervixCCpositive regulation of cell cycle G2/M phase transition11/231130/187235.71e-045.45e-0311
GO:0010971CervixCCpositive regulation of G2/M transition of mitotic cell cycle10/231127/187239.25e-047.84e-0310
GO:00448392CervixCCcell cycle G2/M phase transition31/2311148/187232.07e-031.51e-0231
GO:00457862CervixCCnegative regulation of cell cycle67/2311385/187232.21e-031.59e-0267
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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
DTLSNVMissense_Mutationnovelc.1328C>Ap.Ser443Tyrp.S443YQ9NZJ0protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTLSNVMissense_Mutationrs766296682c.2033G>Ap.Arg678Glnp.R678QQ9NZJ0protein_codingtolerated(0.74)benign(0.024)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTLSNVMissense_Mutationnovelc.809G>Ap.Arg270Glnp.R270QQ9NZJ0protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DTLSNVMissense_Mutationc.128N>Tp.Tyr43Phep.Y43FQ9NZJ0protein_codingdeleterious(0.04)probably_damaging(0.942)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DTLSNVMissense_Mutationc.1649G>Ap.Arg550Lysp.R550KQ9NZJ0protein_codingtolerated(0.12)benign(0.022)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
DTLSNVMissense_Mutationnovelc.1643N>Ap.Arg548Lysp.R548KQ9NZJ0protein_codingtolerated(0.06)benign(0.114)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DTLSNVMissense_Mutationc.1100N>Ap.Cys367Tyrp.C367YQ9NZJ0protein_codingdeleterious(0)possibly_damaging(0.836)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DTLSNVMissense_Mutationnovelc.1079C>Ap.Ser360Tyrp.S360YQ9NZJ0protein_codingdeleterious(0.02)probably_damaging(0.982)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DTLSNVMissense_Mutationc.1787A>Cp.Glu596Alap.E596AQ9NZJ0protein_codingtolerated(0.15)benign(0.084)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DTLSNVMissense_Mutationc.230N>Ap.Arg77Glnp.R77QQ9NZJ0protein_codingtolerated(0.06)benign(0.173)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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