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: ADO

Gene summary for ADO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADO

Gene ID

84890

Gene name2-aminoethanethiol dioxygenase
Gene AliasC10orf22
Cytomap10q21.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

B3KXN9


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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
84890ADOC04HumanOral cavityOSCC4.11e-032.53e-010.2633
84890ADOC21HumanOral cavityOSCC1.82e-021.57e-010.2678
84890ADOC30HumanOral cavityOSCC8.11e-095.84e-010.3055
84890ADOC38HumanOral cavityOSCC1.70e-084.36e-010.172
84890ADOC46HumanOral cavityOSCC1.46e-021.09e-010.1673
84890ADOC06HumanOral cavityOSCC4.91e-055.57e-010.2699
84890ADOC08HumanOral cavityOSCC7.93e-153.73e-010.1919
84890ADOLN46HumanOral cavityOSCC7.83e-031.70e-010.1666
84890ADOSYSMH2HumanOral cavityOSCC6.72e-051.62e-010.2326
84890ADOSYSMH3HumanOral cavityOSCC4.40e-062.38e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:003109816Oral cavityOSCCstress-activated protein kinase signaling cascade141/7305247/187235.74e-091.25e-07141
GO:005140316Oral cavityOSCCstress-activated MAPK cascade134/7305239/187236.02e-081.09e-06134
GO:00072548Oral cavityOSCCJNK cascade90/7305167/187236.49e-055.26e-0490
GO:003109817Oral cavityLPstress-activated protein kinase signaling cascade88/4623247/187237.39e-059.68e-0488
GO:005140317Oral cavityLPstress-activated MAPK cascade84/4623239/187231.79e-042.00e-0384
GO:003109825SkincSCCstress-activated protein kinase signaling cascade92/4864247/187235.78e-055.74e-0492
GO:005140325SkincSCCstress-activated MAPK cascade88/4864239/187231.32e-041.20e-0388
GO:000725423SkincSCCJNK cascade60/4864167/187232.77e-031.56e-0260
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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
ENTPD1ADORA2AENTPD1_ADORA2ACD39CervixCC
ENTPD1ADORA2BENTPD1_ADORA2BCD39CervixCC
ENTPD1ADORA2AENTPD1_ADORA2ACD39EsophagusESCC
ENTPD1ADORA2BENTPD1_ADORA2BCD39EsophagusESCC
ENTPD1ADORA2AENTPD1_ADORA2ACD39GCADJ
ENTPD1ADORA2BENTPD1_ADORA2BCD39HNSCCADJ
ENTPD1ADORA2BENTPD1_ADORA2BCD39HNSCCOSCC
ENTPD1ADORA2BENTPD1_ADORA2BCD39HNSCCPrecancer
ENTPD1ADORA2BENTPD1_ADORA2BCD39LungAAH
ENTPD1ADORA2BENTPD1_ADORA2BCD39ProstateBPH
ENTPD1ADORA2AENTPD1_ADORA2ACD39ProstateHealthy
ENTPD1ADORA2AENTPD1_ADORA2ACD39SkinAK
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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
ADOSNVMissense_Mutationc.604G>Ap.Ala202Thrp.A202TQ96SZ5protein_codingtolerated(0.25)possibly_damaging(0.456)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ADOSNVMissense_Mutationnovelc.696G>Tp.Lys232Asnp.K232NQ96SZ5protein_codingtolerated(0.33)benign(0.121)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
ADOSNVMissense_Mutationnovelc.500C>Ap.Pro167Glnp.P167QQ96SZ5protein_codingtolerated(0.24)benign(0.023)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
ADOSNVMissense_Mutationnovelc.259T>Ap.Tyr87Asnp.Y87NQ96SZ5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ADOSNVMissense_Mutationc.646G>Tp.Asp216Tyrp.D216YQ96SZ5protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-55-6969-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
ADOSNVMissense_Mutationc.361N>Tp.Leu121Phep.L121FQ96SZ5protein_codingdeleterious(0)probably_damaging(0.986)TCGA-63-5131-01Lunglung squamous cell carcinomaMaleUnknownI/IIUnknownUnknownSD
ADOSNVMissense_Mutationc.181N>Gp.Leu61Valp.L61VQ96SZ5protein_codingtolerated(1)benign(0.012)TCGA-BJ-A28V-01Thyroidthyroid carcinomaFemale>=65III/IVUnknownUnknownSD
ADOSNVMissense_Mutationc.402C>Ap.Asp134Glup.D134EQ96SZ5protein_codingdeleterious(0.02)probably_damaging(0.951)TCGA-EL-A4K4-01Thyroidthyroid 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
84890ADONAhydrochlorothiazideHYDROCHLOROTHIAZIDE31327267
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