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: DMGDH

Gene summary for DMGDH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMGDH

Gene ID

29958

Gene namedimethylglycine dehydrogenase
Gene AliasDMGDHD
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

B3KQ84


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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
29958DMGDHHTA11_2487_2000001011HumanColorectumSER2.49e-022.89e-01-0.1808
29958DMGDHHTA11_1938_2000001011HumanColorectumAD8.75e-064.04e-01-0.0811
29958DMGDHHTA11_347_2000001011HumanColorectumAD8.55e-135.32e-01-0.1954
29958DMGDHHTA11_411_2000001011HumanColorectumSER6.45e-036.51e-01-0.2602
29958DMGDHHTA11_696_2000001011HumanColorectumAD1.39e-094.86e-01-0.1464
29958DMGDHHTA11_1391_2000001011HumanColorectumAD3.74e-053.56e-01-0.059
29958DMGDHHTA11_10623_2000001011HumanColorectumAD6.51e-065.03e-01-0.0177
29958DMGDHHTA11_10711_2000001011HumanColorectumAD4.51e-065.30e-010.0338
29958DMGDHHTA11_7696_3000711011HumanColorectumAD7.71e-033.47e-010.0674
29958DMGDHHTA11_6818_2000001011HumanColorectumAD3.19e-108.30e-010.0112
29958DMGDHHTA11_11156_2000001011HumanColorectumAD2.21e-024.32e-010.0397
29958DMGDHHTA11_6818_2000001021HumanColorectumAD1.23e-055.15e-010.0588
29958DMGDHHTA11_99999973899_84307HumanColorectumMSS6.52e-076.14e-010.2585
29958DMGDHHTA11_99999974143_84620HumanColorectumMSS7.28e-351.20e+000.3005
29958DMGDHA002-C-116HumanColorectumFAP5.97e-03-4.27e-02-0.0452
29958DMGDHNAFLD1HumanLiverNAFLD4.54e-161.30e+00-0.04
29958DMGDHS41HumanLiverCirrhotic2.95e-066.50e-01-0.0343
29958DMGDHS43HumanLiverCirrhotic1.94e-06-8.96e-02-0.0187
29958DMGDHHCC1_MengHumanLiverHCC2.29e-36-1.64e-010.0246
29958DMGDHHCC2_MengHumanLiverHCC2.15e-06-2.09e-010.0107
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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
∗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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0022900ColorectumADelectron transport chain89/3918175/187231.42e-188.91e-1689
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:00060911ColorectumSERgeneration of precursor metabolites and energy168/2897490/187231.39e-251.70e-22168
GO:00229001ColorectumSERelectron transport chain77/2897175/187231.77e-191.36e-1677
GO:00442701ColorectumSERcellular nitrogen compound catabolic process99/2897451/187231.46e-042.86e-0399
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00229002ColorectumMSSelectron transport chain83/3467175/187232.06e-181.17e-1583
GO:00442702ColorectumMSScellular nitrogen compound catabolic process141/3467451/187232.95e-113.83e-09141
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
GO:00060914ColorectumFAPgeneration of precursor metabolites and energy128/2622490/187235.58e-134.28e-10128
GO:00229004ColorectumFAPelectron transport chain51/2622175/187231.44e-079.03e-0651
GO:00442704ColorectumFAPcellular nitrogen compound catabolic process101/2622451/187237.42e-073.44e-05101
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00060917LiverNAFLDgeneration of precursor metabolites and energy84/1882490/187237.03e-073.95e-0584
GO:0009310LiverNAFLDamine catabolic process9/188229/187231.59e-031.71e-029
GO:0042402LiverNAFLDcellular biogenic amine catabolic process8/188227/187233.97e-033.34e-028
GO:00065754LiverNAFLDcellular modified amino acid metabolic process31/1882188/187233.98e-033.34e-0231
GO:00229007LiverNAFLDelectron transport chain29/1882175/187234.87e-033.84e-0229
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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
DMGDHSNVMissense_Mutationc.331N>Ap.Asp111Asnp.D111NQ9UI17protein_codingtolerated(0.99)benign(0.005)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DMGDHSNVMissense_Mutationnovelc.1615N>Cp.Lys539Glnp.K539QQ9UI17protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
DMGDHSNVMissense_Mutationc.1708N>Gp.Met570Valp.M570VQ9UI17protein_codingtolerated(0.1)benign(0.34)TCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DMGDHSNVMissense_Mutationc.362N>Gp.Glu121Glyp.E121GQ9UI17protein_codingtolerated(0.06)benign(0.285)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DMGDHSNVMissense_Mutationc.997T>Ap.Phe333Ilep.F333IQ9UI17protein_codingdeleterious(0)possibly_damaging(0.506)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DMGDHSNVMissense_Mutationc.1017G>Tp.Glu339Aspp.E339DQ9UI17protein_codingtolerated(0.07)benign(0.098)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
DMGDHSNVMissense_Mutationnovelc.397N>Cp.Gly133Argp.G133RQ9UI17protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
DMGDHdeletionFrame_Shift_Delnovelc.1504delNp.Asp502ThrfsTer28p.D502Tfs*28Q9UI17protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DMGDHSNVMissense_Mutationc.361G>Ap.Glu121Lysp.E121KQ9UI17protein_codingtolerated(0.34)benign(0.05)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DMGDHSNVMissense_Mutationnovelc.1973A>Gp.Gln658Argp.Q658RQ9UI17protein_codingtolerated(0.35)benign(0.01)TCGA-VS-A9UU-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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