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: DTX3

Gene summary for DTX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DTX3

Gene ID

196403

Gene namedeltex E3 ubiquitin ligase 3
Gene AliasRNF154
Cytomap12q13.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8N9I9


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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
196403DTX3LZE2THumanEsophagusESCC7.46e-032.68e-010.082
196403DTX3LZE4THumanEsophagusESCC7.84e-036.74e-020.0811
196403DTX3LZE7THumanEsophagusESCC1.16e-094.55e-010.0667
196403DTX3LZE8THumanEsophagusESCC4.34e-028.34e-020.067
196403DTX3LZE24THumanEsophagusESCC1.20e-072.90e-010.0596
196403DTX3P1T-EHumanEsophagusESCC3.52e-052.36e-010.0875
196403DTX3P2T-EHumanEsophagusESCC3.73e-357.55e-010.1177
196403DTX3P4T-EHumanEsophagusESCC3.02e-182.74e-010.1323
196403DTX3P5T-EHumanEsophagusESCC2.53e-141.15e-010.1327
196403DTX3P8T-EHumanEsophagusESCC3.28e-315.75e-010.0889
196403DTX3P9T-EHumanEsophagusESCC1.27e-061.14e-010.1131
196403DTX3P10T-EHumanEsophagusESCC1.60e-204.88e-010.116
196403DTX3P11T-EHumanEsophagusESCC7.66e-114.32e-010.1426
196403DTX3P12T-EHumanEsophagusESCC4.19e-326.05e-010.1122
196403DTX3P15T-EHumanEsophagusESCC5.24e-204.66e-010.1149
196403DTX3P16T-EHumanEsophagusESCC8.32e-275.47e-010.1153
196403DTX3P17T-EHumanEsophagusESCC4.88e-032.49e-010.1278
196403DTX3P19T-EHumanEsophagusESCC2.15e-063.10e-010.1662
196403DTX3P20T-EHumanEsophagusESCC1.12e-071.01e-010.1124
196403DTX3P21T-EHumanEsophagusESCC9.28e-061.61e-020.1617
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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
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
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:000703410Oral cavityOSCCvacuolar transport103/7305157/187231.25e-114.44e-10103
GO:004339318Oral cavityOSCCregulation of protein binding121/7305196/187238.92e-112.73e-09121
GO:003139720Oral cavityOSCCnegative regulation of protein ubiquitination61/730583/187231.78e-105.17e-0961
GO:00516074Oral cavityOSCCdefense response to virus154/7305265/187231.96e-105.63e-09154
GO:01405464Oral cavityOSCCdefense response to symbiont154/7305265/187231.96e-105.63e-09154
GO:200102017Oral cavityOSCCregulation of response to DNA damage stimulus131/7305219/187233.21e-108.72e-09131
GO:00165746Oral cavityOSCChistone ubiquitination38/730547/187235.22e-091.14e-0738
GO:190332120Oral cavityOSCCnegative regulation of protein modification by small protein conjugation or removal65/730595/187235.88e-091.26e-0765
GO:005109920Oral cavityOSCCpositive regulation of binding105/7305173/187235.88e-091.26e-07105
GO:00028317Oral cavityOSCCregulation of response to biotic stimulus177/7305327/187231.73e-083.43e-07177
GO:00065135Oral cavityOSCCprotein monoubiquitination47/730567/187232.32e-073.68e-0647
GO:00103903Oral cavityOSCChistone monoubiquitination24/730529/187231.74e-062.26e-0524
GO:00070418Oral cavityOSCClysosomal transport69/7305114/187232.62e-063.26e-0569
GO:003209210Oral cavityOSCCpositive regulation of protein binding54/730585/187234.05e-064.71e-0554
GO:005143810Oral cavityOSCCregulation of ubiquitin-protein transferase activity37/730553/187235.37e-066.04e-0537
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:20010227Oral cavityOSCCpositive regulation of response to DNA damage stimulus63/7305105/187231.05e-051.11e-0463
GO:00062825Oral cavityOSCCregulation of DNA repair75/7305130/187231.19e-051.21e-0475
GO:00335233Oral cavityOSCChistone H2B ubiquitination12/730512/187231.24e-051.26e-0412
GO:00335224Oral cavityOSCChistone H2A ubiquitination21/730526/187231.66e-051.64e-0421
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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
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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
DTX3SNVMissense_Mutationrs542699703c.130N>Tp.Arg44Trpp.R44WQ8N9I9protein_codingtolerated(0.13)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTX3SNVMissense_Mutationc.217N>Ap.Ala73Thrp.A73TQ8N9I9protein_codingtolerated(0.34)benign(0.034)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTX3SNVMissense_Mutationc.829N>Ap.Glu277Lysp.E277KQ8N9I9protein_codingdeleterious(0.02)benign(0.149)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DTX3SNVMissense_Mutationc.620N>Ap.Arg207Hisp.R207HQ8N9I9protein_codingdeleterious(0.03)benign(0.013)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DTX3SNVMissense_Mutationnovelc.869N>Gp.Asp290Glyp.D290GQ8N9I9protein_codingdeleterious(0.01)possibly_damaging(0.692)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DTX3SNVMissense_Mutationrs746868676c.682G>Ap.Ala228Thrp.A228TQ8N9I9protein_codingtolerated(0.42)benign(0.04)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DTX3SNVMissense_Mutationrs752141567c.460N>Tp.Pro154Serp.P154SQ8N9I9protein_codingtolerated(1)possibly_damaging(0.448)TCGA-AY-6196-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
DTX3SNVMissense_Mutationrs201091006c.736G>Ap.Val246Ilep.V246IQ8N9I9protein_codingtolerated(0.4)benign(0.021)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DTX3SNVMissense_Mutationrs201091006c.736N>Ap.Val246Ilep.V246IQ8N9I9protein_codingtolerated(0.4)benign(0.021)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DTX3SNVMissense_Mutationc.166N>Ap.Glu56Lysp.E56KQ8N9I9protein_codingtolerated(0.13)probably_damaging(0.982)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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