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: CHDH

Gene summary for CHDH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHDH

Gene ID

55349

Gene namecholine dehydrogenase
Gene AliasCHDH
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0006575

UniProtAcc

Q8NE62


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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
55349CHDHHTA11_1938_2000001011HumanColorectumAD8.97e-054.74e-01-0.0811
55349CHDHHTA11_866_3004761011HumanColorectumAD5.88e-135.74e-010.096
55349CHDHHTA11_7663_2000001011HumanColorectumSER2.44e-035.79e-010.0131
55349CHDHHTA11_10711_2000001011HumanColorectumAD2.58e-044.88e-010.0338
55349CHDHHTA11_7696_3000711011HumanColorectumAD1.52e-085.29e-010.0674
55349CHDHHTA11_99999971662_82457HumanColorectumMSS4.20e-197.62e-010.3859
55349CHDHA015-C-203HumanColorectumFAP5.77e-068.93e-02-0.1294
55349CHDHA002-C-205HumanColorectumFAP3.99e-047.42e-03-0.1236
55349CHDHA015-C-006HumanColorectumFAP3.19e-026.54e-02-0.0994
55349CHDHA015-C-106HumanColorectumFAP7.71e-031.97e-01-0.0511
55349CHDHA002-C-114HumanColorectumFAP3.24e-041.42e-01-0.1561
55349CHDHA015-C-104HumanColorectumFAP3.87e-092.78e-01-0.1899
55349CHDHA002-C-016HumanColorectumFAP1.15e-03-3.39e-020.0521
55349CHDHA002-C-116HumanColorectumFAP6.61e-05-1.67e-01-0.0452
55349CHDHA014-C-008HumanColorectumFAP2.46e-031.11e-01-0.191
55349CHDHA018-E-020HumanColorectumFAP4.79e-03-3.46e-02-0.2034
55349CHDHF034HumanColorectumFAP3.97e-022.67e-02-0.0665
55349CHDHCRC-3-11773HumanColorectumCRC2.49e-022.43e-010.2564
55349CHDHS43HumanLiverCirrhotic2.96e-07-1.42e-01-0.0187
55349CHDHHCC1_MengHumanLiverHCC4.14e-68-4.52e-020.0246
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0042398ColorectumADcellular modified amino acid biosynthetic process18/391846/187233.67e-032.60e-0218
GO:00423981ColorectumMSScellular modified amino acid biosynthetic process20/346746/187238.26e-051.35e-0320
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
GO:00423983ColorectumFAPcellular modified amino acid biosynthetic process13/262246/187238.71e-034.98e-0213
GO:004239811LiverCirrhoticcellular modified amino acid biosynthetic process25/463446/187231.61e-052.19e-0425
GO:000657511LiverCirrhoticcellular modified amino acid metabolic process70/4634188/187239.04e-059.69e-0470
GO:00424021LiverCirrhoticcellular biogenic amine catabolic process15/463427/187235.96e-044.63e-0315
GO:0044106LiverCirrhoticcellular amine metabolic process43/4634113/187231.15e-037.83e-0343
GO:00093101LiverCirrhoticamine catabolic process15/463429/187231.59e-031.03e-0215
GO:0006576LiverCirrhoticcellular biogenic amine metabolic process38/4634101/187232.72e-031.59e-0238
GO:0009308LiverCirrhoticamine metabolic process43/4634118/187233.03e-031.72e-0243
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:004239821LiverHCCcellular modified amino acid biosynthetic process34/795846/187231.53e-051.67e-0434
GO:0006577LiverHCCamino-acid betaine metabolic process13/795817/187234.77e-032.02e-0213
GO:00065761ProstateTumorcellular biogenic amine metabolic process27/3246101/187231.18e-024.81e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00260LiverCirrhoticGlycine, serine and threonine metabolism22/253040/84657.85e-044.51e-032.78e-0322
hsa002601LiverCirrhoticGlycine, serine and threonine metabolism22/253040/84657.85e-044.51e-032.78e-0322
hsa002602LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
hsa002603LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
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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
CHDHSNVMissense_Mutationnovelc.1411N>Cp.Glu471Glnp.E471QQ8NE62protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHDHinsertionFrame_Shift_Insnovelc.938_939insCTATAAGCATTp.Asp314TyrfsTer98p.D314Yfs*98Q8NE62protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CHDHinsertionNonsense_Mutationnovelc.906_907insTCTTCAAAATGGGGATGCACAGTTTCAACCTGAp.Pro302_Gln303insSerSerLysTrpGlyCysThrValSerThrTerp.P302_Q303insSSKWGCTVST*Q8NE62protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CHDHSNVMissense_Mutationnovelc.358C>Ap.Leu120Metp.L120MQ8NE62protein_codingtolerated(0.64)benign(0.047)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHDHSNVMissense_Mutationrs774317689c.1234C>Tp.Arg412Trpp.R412WQ8NE62protein_codingdeleterious(0)probably_damaging(0.958)TCGA-DR-A0ZL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CHDHSNVMissense_Mutationc.1210C>Tp.Pro404Serp.P404SQ8NE62protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CHDHSNVMissense_Mutationrs757045949c.1690N>Ap.Ala564Thrp.A564TQ8NE62protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHDHSNVMissense_Mutationrs780132366c.1043N>Ap.Arg348Hisp.R348HQ8NE62protein_codingdeleterious(0.02)benign(0)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CHDHSNVMissense_Mutationc.1087T>Cp.Cys363Argp.C363RQ8NE62protein_codingtolerated(0.43)benign(0)TCGA-AG-3885-01Colorectumrectum adenocarcinomaFemale>=65III/IVAncillaryzoledronicSD
CHDHSNVMissense_Mutationrs756480475c.752N>Ap.Arg251Hisp.R251HQ8NE62protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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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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