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: DDO

Gene summary for DDO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDO

Gene ID

8528

Gene nameD-aspartate oxidase
Gene AliasDASOX
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q99489


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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
8528DDOP2T-EHumanEsophagusESCC4.75e-035.82e-020.1177
8528DDOP10T-EHumanEsophagusESCC9.63e-1202.16e+000.116
8528DDOP28T-EHumanEsophagusESCC2.01e-751.43e+000.1149
8528DDOP39T-EHumanEsophagusESCC4.47e-519.96e-010.0894
8528DDOP49T-EHumanEsophagusESCC5.06e-292.55e+000.1768
8528DDOP56T-EHumanEsophagusESCC1.26e-293.27e+000.1613
8528DDOP62T-EHumanEsophagusESCC1.18e-029.19e-020.1302
8528DDOP74T-EHumanEsophagusESCC1.47e-892.42e+000.1479
8528DDOP80T-EHumanEsophagusESCC1.48e-031.49e-010.155
8528DDOP89T-EHumanEsophagusESCC7.68e-362.50e+000.1752
8528DDOP104T-EHumanEsophagusESCC2.51e-151.64e+000.0931
8528DDOP128T-EHumanEsophagusESCC6.19e-782.53e+000.1241
8528DDOP130T-EHumanEsophagusESCC1.22e-1313.24e+000.1676
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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
∗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:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:003164710CervixCCregulation of protein stability63/2311298/187231.14e-052.45e-0463
GO:004211013CervixHSIL_HPVT cell activation48/737487/187235.12e-097.61e-0748
GO:003164715CervixHSIL_HPVregulation of protein stability31/737298/187238.69e-074.19e-0531
GO:004211022CervixN_HPVT cell activation39/534487/187237.04e-091.58e-0639
GO:003164725CervixN_HPVregulation of protein stability17/534298/187235.47e-033.90e-0217
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0018279ColorectumADprotein N-linked glycosylation via asparagine15/391823/187235.47e-061.40e-0415
GO:0018196ColorectumADpeptidyl-asparagine modification15/391824/187231.18e-052.62e-0415
GO:0006487ColorectumADprotein N-linked glycosylation25/391865/187239.12e-048.71e-0325
GO:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:00182791ColorectumSERprotein N-linked glycosylation via asparagine9/289723/187235.20e-033.95e-029
GO:00181961ColorectumSERpeptidyl-asparagine modification9/289724/187237.19e-034.99e-029
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:00182792ColorectumMSSprotein N-linked glycosylation via asparagine13/346723/187235.21e-059.31e-0413
GO:00181962ColorectumMSSpeptidyl-asparagine modification13/346724/187239.44e-051.49e-0313
GO:00064871ColorectumMSSprotein N-linked glycosylation23/346765/187239.47e-049.54e-0323
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
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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
DDOSNVMissense_Mutationnovelc.346G>Ap.Gly116Serp.G116SQ99489protein_codingdeleterious(0)probably_damaging(0.974)TCGA-A7-A4SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DDOSNVMissense_Mutationc.914N>Gp.Leu305Trpp.L305WQ99489protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DDOinsertionFrame_Shift_Insnovelc.574_575insTGGAGCCCTCCCTCCACGGAGCCTGCAACATCAGGGAGAAGGTGp.Arg192LeufsTer18p.R192Lfs*18Q99489protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DDOinsertionFrame_Shift_Insnovelc.633_634insCAGGCCAGGCGTGCGACTGCAGACAGAGCTCCTTGCGCGAGATGGACp.Gly212GlnfsTer32p.G212Qfs*32Q99489protein_codingTCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DDOSNVMissense_Mutationc.803N>Tp.Gly268Valp.G268VQ99489protein_codingdeleterious(0)possibly_damaging(0.732)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DDOSNVMissense_Mutationc.814N>Ap.Leu272Metp.L272MQ99489protein_codingtolerated(0.06)possibly_damaging(0.625)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DDOSNVMissense_Mutationrs755822127c.854G>Ap.Arg285Glnp.R285QQ99489protein_codingtolerated(0.24)probably_damaging(0.999)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DDOSNVMissense_Mutationc.669N>Tp.Lys223Asnp.K223NQ99489protein_codingtolerated(0.21)benign(0.001)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DDOSNVMissense_Mutationrs770028862c.686G>Ap.Gly229Aspp.G229DQ99489protein_codingdeleterious(0)probably_damaging(1)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DDOSNVMissense_Mutationnovelc.1000N>Ap.His334Asnp.H334NQ99489protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine 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
8528DDODRUGGABLE GENOMEtopotecanTOPOTECAN24444404
8528DDODRUGGABLE GENOMEMALONIC ACIDMALONIC ACID26322531
8528DDODRUGGABLE GENOME5-AMINONICOTINIC ACIDCHEMBL149194126322531
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