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: DTX3L

Gene summary for DTX3L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DTX3L

Gene ID

151636

Gene namedeltex E3 ubiquitin ligase 3L
Gene AliasBBAP
Cytomap3q21.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q8TDB6


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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
151636DTX3LHTA11_347_2000001011HumanColorectumAD3.69e-103.15e-01-0.1954
151636DTX3LHTA11_1391_2000001011HumanColorectumAD1.97e-103.84e-01-0.059
151636DTX3LHTA11_99999970781_79442HumanColorectumMSS8.75e-103.67e-010.294
151636DTX3LHTA11_99999965062_69753HumanColorectumMSI-H1.43e-047.68e-010.3487
151636DTX3LHTA11_99999971662_82457HumanColorectumMSS7.51e-032.04e-010.3859
151636DTX3LLZE2THumanEsophagusESCC2.66e-055.04e-010.082
151636DTX3LLZE4THumanEsophagusESCC6.17e-124.16e-010.0811
151636DTX3LLZE5THumanEsophagusESCC1.07e-031.94e-010.0514
151636DTX3LLZE7THumanEsophagusESCC2.00e-021.91e-010.0667
151636DTX3LLZE8THumanEsophagusESCC2.31e-112.99e-010.067
151636DTX3LLZE20THumanEsophagusESCC5.58e-051.93e-010.0662
151636DTX3LLZE22THumanEsophagusESCC1.42e-043.05e-010.068
151636DTX3LLZE24THumanEsophagusESCC8.89e-327.58e-010.0596
151636DTX3LLZE6THumanEsophagusESCC5.75e-031.78e-010.0845
151636DTX3LP1T-EHumanEsophagusESCC2.67e-146.26e-010.0875
151636DTX3LP2T-EHumanEsophagusESCC2.24e-245.20e-010.1177
151636DTX3LP4T-EHumanEsophagusESCC1.37e-122.09e-010.1323
151636DTX3LP5T-EHumanEsophagusESCC6.67e-173.54e-010.1327
151636DTX3LP8T-EHumanEsophagusESCC1.87e-448.31e-010.0889
151636DTX3LP9T-EHumanEsophagusESCC1.34e-337.42e-010.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0031331210ThyroidATCpositive regulation of cellular catabolic process258/6293427/187232.09e-301.65e-27258
GO:003450423ThyroidATCprotein localization to nucleus175/6293290/187236.23e-211.23e-18175
GO:190332034ThyroidATCregulation of protein modification by small protein conjugation or removal152/6293242/187239.76e-211.71e-18152
GO:1903829210ThyroidATCpositive regulation of cellular protein localization167/6293276/187233.32e-205.38e-18167
GO:005109834ThyroidATCregulation of binding203/6293363/187231.18e-181.55e-16203
GO:003139634ThyroidATCregulation of protein ubiquitination132/6293210/187233.13e-183.98e-16132
GO:001657017ThyroidATChistone modification243/6293463/187232.23e-172.27e-15243
GO:0000209110ThyroidATCprotein polyubiquitination134/6293236/187231.86e-139.20e-12134
GO:190018023ThyroidATCregulation of protein localization to nucleus87/6293136/187233.94e-131.79e-1187
GO:005109934ThyroidATCpositive regulation of binding103/6293173/187232.19e-129.05e-11103
GO:005105219ThyroidATCregulation of DNA metabolic process183/6293359/187235.97e-122.30e-10183
GO:005134834ThyroidATCnegative regulation of transferase activity144/6293268/187237.63e-122.91e-10144
GO:190018222ThyroidATCpositive regulation of protein localization to nucleus60/629387/187231.63e-115.88e-1060
GO:200102026ThyroidATCregulation of response to DNA damage stimulus121/6293219/187233.22e-111.08e-09121
GO:004339327ThyroidATCregulation of protein binding110/6293196/187236.99e-112.22e-09110
GO:0070936110ThyroidATCprotein K48-linked ubiquitination47/629365/187231.98e-105.86e-0947
GO:003139734ThyroidATCnegative regulation of protein ubiquitination56/629383/187232.90e-108.20e-0956
GO:000703423ThyroidATCvacuolar transport89/6293157/187232.26e-095.40e-0889
GO:190332135ThyroidATCnegative regulation of protein modification by small protein conjugation or removal60/629395/187233.53e-098.14e-0860
GO:0051054110ThyroidATCpositive regulation of DNA metabolic process107/6293201/187237.10e-091.54e-07107
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0433021Oral cavityNEOLPNotch signaling pathway21/111262/84652.23e-051.87e-041.18e-0421
hsa0433031Oral cavityNEOLPNotch signaling pathway21/111262/84652.23e-051.87e-041.18e-0421
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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
DTX3LSNVMissense_Mutationnovelc.552N>Gp.Ile184Metp.I184MQ8TDB6protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTX3LSNVMissense_Mutationrs762198657c.779N>Tp.Arg260Ilep.R260IQ8TDB6protein_codingdeleterious(0.01)possibly_damaging(0.548)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTX3LSNVMissense_Mutationnovelc.564G>Cp.Leu188Phep.L188FQ8TDB6protein_codingtolerated(0.09)benign(0.065)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
DTX3LSNVMissense_Mutationrs376434730c.1018N>Ap.Glu340Lysp.E340KQ8TDB6protein_codingtolerated(0.64)benign(0.006)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
DTX3LSNVMissense_Mutationc.325N>Ap.Ala109Thrp.A109TQ8TDB6protein_codingtolerated(0.51)benign(0.015)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DTX3LinsertionIn_Frame_Insnovelc.2146_2147insGAATGTp.Pro716delinsArgMetSerp.P716delinsRMSQ8TDB6protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTX3LinsertionFrame_Shift_Insnovelc.2147_2148insTTCATTGGCTGGAAp.Glu717SerfsTer16p.E717Sfs*16Q8TDB6protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTX3LinsertionFrame_Shift_Insnovelc.597_598insATAAAACp.Gln200IlefsTer27p.Q200Ifs*27Q8TDB6protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DTX3LinsertionNonsense_Mutationnovelc.1347_1348insGGGCATACATAACCACACTGTGCCCTAGTATCp.Arg450GlyfsTer4p.R450Gfs*4Q8TDB6protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
DTX3LSNVMissense_Mutationnovelc.544N>Cp.Glu182Glnp.E182QQ8TDB6protein_codingdeleterious(0.01)benign(0.352)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<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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