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:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:00000962LiverHCCsulfur amino acid metabolic process29/795834/187233.26e-075.62e-0629
GO:005138421LiverHCCresponse to glucocorticoid90/7958148/187235.18e-066.47e-0590
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:003196021LiverHCCresponse to corticosteroid98/7958167/187231.73e-051.87e-0498
GO:009730522LiverHCCresponse to alcohol138/7958253/187236.91e-056.26e-04138
GO:00090692LiverHCCserine family amino acid metabolic process29/795840/187231.17e-049.87e-0429
GO:000110111LiverHCCresponse to acid chemical79/7958135/187231.24e-041.03e-0379
GO:00000971LiverHCCsulfur amino acid biosynthetic process15/795817/187231.31e-041.07e-0315
GO:005159121LiverHCCresponse to cAMP57/795893/187231.96e-041.52e-0357
GO:001407421LiverHCCresponse to purine-containing compound84/7958148/187233.19e-042.26e-0384
GO:004320011LiverHCCresponse to amino acid68/7958116/187233.31e-042.33e-0368
GO:19016062LiverHCCalpha-amino acid catabolic process53/795887/187234.01e-042.71e-0353
GO:005087822LiverHCCregulation of body fluid levels191/7958379/187231.06e-036.11e-03191
GO:004668321LiverHCCresponse to organophosphorus73/7958131/187231.52e-038.05e-0373
GO:00308795LiverHCCmammary gland development75/7958137/187232.52e-031.22e-0275
GO:00065341LiverHCCcysteine metabolic process10/795812/187234.79e-032.02e-0210
GO:00075951LiverHCClactation29/795847/187236.16e-032.52e-0229
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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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