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: DTX2

Gene summary for DTX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DTX2

Gene ID

113878

Gene namedeltex E3 ubiquitin ligase 2
Gene AliasRNF58
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q86UW9


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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
113878DTX2CCI_2HumanCervixCC3.02e-108.73e-010.5249
113878DTX2CCI_3HumanCervixCC6.37e-086.18e-010.516
113878DTX2H2HumanCervixHSIL_HPV6.90e-072.84e-010.0632
113878DTX2T3HumanCervixCC4.29e-021.56e-010.1389
113878DTX2LZE4THumanEsophagusESCC2.22e-092.93e-010.0811
113878DTX2LZE7THumanEsophagusESCC1.66e-117.08e-010.0667
113878DTX2LZE8THumanEsophagusESCC1.65e-165.48e-010.067
113878DTX2LZE20THumanEsophagusESCC2.30e-084.48e-010.0662
113878DTX2LZE21D1HumanEsophagusHGIN9.71e-035.47e-010.0632
113878DTX2LZE22D1HumanEsophagusHGIN8.05e-086.89e-010.0595
113878DTX2LZE22THumanEsophagusESCC7.18e-116.59e-010.068
113878DTX2LZE24THumanEsophagusESCC7.82e-299.53e-010.0596
113878DTX2LZE21THumanEsophagusESCC1.07e-188.94e-010.0655
113878DTX2P1T-EHumanEsophagusESCC5.52e-241.05e+000.0875
113878DTX2P2T-EHumanEsophagusESCC9.80e-488.69e-010.1177
113878DTX2P4T-EHumanEsophagusESCC1.11e-133.87e-010.1323
113878DTX2P5T-EHumanEsophagusESCC1.57e-182.90e-010.1327
113878DTX2P8T-EHumanEsophagusESCC1.06e-327.12e-010.0889
113878DTX2P9T-EHumanEsophagusESCC2.98e-112.54e-010.1131
113878DTX2P10T-EHumanEsophagusESCC8.02e-233.32e-010.116
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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
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
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:00072194CervixCCNotch signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00072196Oral cavityOSCCNotch signaling pathway92/7305172/187237.84e-056.08e-0492
GO:000721922SkincSCCNotch signaling pathway60/4864172/187235.82e-032.87e-0260
GO:00072199ThyroidPTCNotch signaling pathway70/5968172/187238.82e-033.67e-0270
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
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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
DTX2SNVMissense_Mutationrs754766592c.394N>Gp.Leu132Valp.L132VQ86UW9protein_codingdeleterious(0)benign(0.086)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DTX2SNVMissense_Mutationnovelc.1091N>Tp.Ser364Phep.S364FQ86UW9protein_codingdeleterious(0)possibly_damaging(0.779)TCGA-E9-A1RD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DTX2SNVMissense_Mutationrs747982040c.703G>Ap.Ala235Thrp.A235TQ86UW9protein_codingtolerated(0.3)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DTX2SNVMissense_Mutationc.10N>Tp.Ala4Serp.A4SQ86UW9protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.459)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DTX2SNVMissense_Mutationc.671N>Gp.Tyr224Cysp.Y224CQ86UW9protein_codingtolerated(0.17)possibly_damaging(0.598)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DTX2SNVMissense_Mutationrs559156215c.805G>Ap.Ala269Thrp.A269TQ86UW9protein_codingtolerated(0.3)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DTX2SNVMissense_Mutationc.158N>Ap.Arg53Hisp.R53HQ86UW9protein_codingtolerated(0.09)benign(0.125)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DTX2SNVMissense_Mutationnovelc.1051N>Cp.Cys351Argp.C351RQ86UW9protein_codingtolerated(0.27)benign(0.012)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
DTX2SNVMissense_Mutationrs749904794c.1846G>Ap.Glu616Lysp.E616KQ86UW9protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
DTX2SNVMissense_Mutationnovelc.328N>Tp.Val110Phep.V110FQ86UW9protein_codingdeleterious(0)possibly_damaging(0.529)TCGA-AX-A2HJ-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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