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: DHODH

Gene summary for DHODH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHODH

Gene ID

1723

Gene namedihydroorotate dehydrogenase (quinone)
Gene AliasDHOdehase
Cytomap16q22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q02127


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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
1723DHODHS43HumanLiverCirrhotic6.09e-04-9.49e-02-0.0187
1723DHODHHCC1_MengHumanLiverHCC6.76e-34-8.84e-020.0246
1723DHODHHCC2_MengHumanLiverHCC1.85e-03-1.29e-010.0107
1723DHODHHCC1HumanLiverHCC3.03e-022.05e+000.5336
1723DHODHHCC2HumanLiverHCC8.48e-041.29e+000.5341
1723DHODHS029HumanLiverHCC9.92e-064.65e-010.2581
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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:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:001969312LiverCirrhoticribose phosphate metabolic process156/4634396/187235.83e-113.23e-09156
GO:000925912LiverCirrhoticribonucleotide metabolic process151/4634385/187231.72e-108.70e-09151
GO:004259412LiverCirrhoticresponse to starvation87/4634197/187231.85e-097.78e-0887
GO:003166712LiverCirrhoticresponse to nutrient levels174/4634474/187233.08e-091.27e-07174
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
GO:004873212LiverCirrhoticgland development154/4634436/187234.03e-079.42e-06154
GO:00108216LiverCirrhoticregulation of mitochondrion organization62/4634144/187231.09e-062.22e-0562
GO:00091232LiverCirrhoticnucleoside monophosphate metabolic process36/463476/187231.55e-052.11e-0436
GO:00091121LiverCirrhoticnucleobase metabolic process20/463434/187232.41e-053.14e-0420
GO:000916111LiverCirrhoticribonucleoside monophosphate metabolic process29/463458/187232.87e-053.64e-0429
GO:00463905LiverCirrhoticribose phosphate biosynthetic process71/4634190/187237.09e-057.98e-0471
GO:00092605LiverCirrhoticribonucleotide biosynthetic process68/4634182/187231.00e-041.05e-0368
GO:00091654LiverCirrhoticnucleotide biosynthetic process89/4634254/187231.45e-041.40e-0389
GO:19012934LiverCirrhoticnucleoside phosphate biosynthetic process89/4634256/187231.97e-041.82e-0389
GO:00062061LiverCirrhoticpyrimidine nucleobase metabolic process11/463416/187232.58e-042.30e-0311
GO:00011013LiverCirrhoticresponse to acid chemical52/4634135/187232.65e-042.36e-0352
GO:0006220LiverCirrhoticpyrimidine nucleotide metabolic process24/463450/187233.06e-042.68e-0324
GO:00432002LiverCirrhoticresponse to amino acid45/4634116/187235.54e-044.36e-0345
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa00240LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa002401LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
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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
DHODHSNVMissense_Mutationnovelc.323N>Cp.Tyr108Serp.Y108SQ02127protein_codingtolerated(0.27)benign(0.001)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
DHODHSNVMissense_Mutationnovelc.53N>Ap.Gly18Glup.G18EQ02127protein_codingdeleterious(0.03)possibly_damaging(0.729)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DHODHinsertionFrame_Shift_Insnovelc.1126_1127insCTCCGGGATTTATCAACTCAAACCAp.Leu376ProfsTer54p.L376Pfs*54Q02127protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHODHinsertionNonsense_Mutationnovelc.325_326insGGGCCTGACACCAGCGAGCTACTCCCTCCCACCAAGGCTp.Lys109delinsArgAlaTerHisGlnArgAlaThrProSerHisGlnGlyTerp.K109delinsRA*HQRATPSHQG*Q02127protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
DHODHSNVMissense_Mutationnovelc.514N>Ap.Glu172Lysp.E172KQ02127protein_codingtolerated(0.68)benign(0.001)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DHODHSNVMissense_Mutationc.404N>Ap.Arg135Hisp.R135HQ02127protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DHODHSNVMissense_Mutationrs267606768c.730N>Tp.Arg244Trpp.R244WQ02127protein_codingdeleterious(0.04)possibly_damaging(0.673)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DHODHSNVMissense_Mutationrs776827112c.206G>Ap.Arg69Glnp.R69QQ02127protein_codingtolerated(0.12)benign(0.013)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DHODHSNVMissense_Mutationc.50N>Cp.Leu17Prop.L17PQ02127protein_codingdeleterious(0.03)possibly_damaging(0.781)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DHODHSNVMissense_Mutationc.190N>Ap.Leu64Metp.L64MQ02127protein_codingtolerated(0.18)benign(0.018)TCGA-AA-3864-01Colorectumcolon 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
1723DHODHDRUGGABLE GENOME, ENZYMELEFLUNOMIDELEFLUNOMIDE
1723DHODHDRUGGABLE GENOME, ENZYMEinhibitor375973210
1723DHODHDRUGGABLE GENOME, ENZYMELEFLUNOMIDELEFLUNOMIDE
1723DHODHDRUGGABLE GENOME, ENZYMEinhibitorCHEMBL973TERIFLUNOMIDE
1723DHODHDRUGGABLE GENOME, ENZYMEleflunomideLEFLUNOMIDE19207032
1723DHODHDRUGGABLE GENOME, ENZYMEinhibitorCHEMBL960LEFLUNOMIDE
1723DHODHDRUGGABLE GENOME, ENZYMEIMMUNOSUPPRESSIVE7575649
1723DHODHDRUGGABLE GENOME, ENZYMELAS-186323
1723DHODHDRUGGABLE GENOME, ENZYMELEFLUNOMIDELEFLUNOMIDE
1723DHODHDRUGGABLE GENOME, ENZYMEBAY2402234
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