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: CDO1

Gene summary for CDO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDO1

Gene ID

1036

Gene namecysteine dioxygenase type 1
Gene AliasCDO-I
Cytomap5q22.3
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q16878


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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
1036CDO1NAFLD1HumanLiverNAFLD5.55e-056.13e-01-0.04
1036CDO1S43HumanLiverCirrhotic2.61e-042.32e-02-0.0187
1036CDO1HCC1_MengHumanLiverHCC1.59e-06-1.73e-010.0246
1036CDO1HCC2_MengHumanLiverHCC1.08e-07-1.73e-010.0107
1036CDO1HCC1HumanLiverHCC1.20e-254.56e+000.5336
1036CDO1HCC2HumanLiverHCC5.89e-032.35e+000.5341
1036CDO1Pt14.bHumanLiverHCC7.72e-073.68e-010.018
1036CDO1S014HumanLiverHCC1.53e-169.55e-010.2254
1036CDO1S015HumanLiverHCC2.18e-201.19e+000.2375
1036CDO1S016HumanLiverHCC2.05e-231.10e+000.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00160535LiverNAFLDorganic acid biosynthetic process77/1882316/187231.03e-136.69e-1177
GO:00485457LiverNAFLDresponse to steroid hormone75/1882339/187233.44e-111.12e-0875
GO:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:00434346LiverNAFLDresponse to peptide hormone76/1882414/187231.51e-071.09e-0576
GO:00513846LiverNAFLDresponse to glucocorticoid36/1882148/187233.88e-072.52e-0536
GO:1901606LiverNAFLDalpha-amino acid catabolic process25/188287/187238.67e-074.60e-0525
GO:00319606LiverNAFLDresponse to corticosteroid37/1882167/187233.03e-061.23e-0437
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
GO:0000096LiverNAFLDsulfur amino acid metabolic process12/188234/187236.82e-051.45e-0312
GO:00466837LiverNAFLDresponse to organophosphorus28/1882131/187239.05e-051.82e-0328
GO:00508787LiverNAFLDregulation of body fluid levels60/1882379/187232.61e-044.23e-0360
GO:00487327LiverNAFLDgland development67/1882436/187232.83e-044.53e-0367
GO:00140747LiverNAFLDresponse to purine-containing compound29/1882148/187233.34e-045.13e-0329
GO:0009069LiverNAFLDserine family amino acid metabolic process12/188240/187233.93e-045.85e-0312
GO:0033762LiverNAFLDresponse to glucagon8/188221/187236.29e-048.21e-038
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
CDO1SNVMissense_Mutationc.346N>Cp.Glu116Glnp.E116QQ16878protein_codingtolerated(0.21)benign(0.139)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CDO1SNVMissense_Mutationc.288N>Cp.Lys96Asnp.K96NQ16878protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CDO1SNVMissense_Mutationnovelc.123G>Cp.Glu41Aspp.E41DQ16878protein_codingtolerated(0.13)benign(0)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
CDO1SNVMissense_Mutationc.391N>Tp.Ala131Serp.A131SQ16878protein_codingtolerated(0.19)possibly_damaging(0.72)TCGA-EA-A78R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDO1SNVMissense_Mutationc.65N>Cp.Leu22Prop.L22PQ16878protein_codingdeleterious(0.02)possibly_damaging(0.672)TCGA-AA-3844-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePD
CDO1SNVMissense_Mutationrs776077445c.76G>Ap.Asp26Asnp.D26NQ16878protein_codingtolerated(0.21)benign(0.019)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CDO1SNVMissense_Mutationrs776077445c.76N>Ap.Asp26Asnp.D26NQ16878protein_codingtolerated(0.21)benign(0.019)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CDO1SNVMissense_Mutationnovelc.32N>Tp.Thr11Ilep.T11IQ16878protein_codingdeleterious(0)possibly_damaging(0.628)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
CDO1SNVMissense_Mutationnovelc.431N>Gp.Asn144Serp.N144SQ16878protein_codingdeleterious(0)probably_damaging(0.985)TCGA-DC-6154-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
CDO1SNVMissense_Mutationrs766064742c.581N>Tp.Ser194Leup.S194LQ16878protein_codingtolerated(0.23)benign(0.003)TCGA-F5-6814-01Colorectumrectum 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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