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: EHHADH

Gene summary for EHHADH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EHHADH

Gene ID

1962

Gene nameenoyl-CoA hydratase and 3-hydroxyacyl CoA dehydrogenase
Gene AliasECHD
Cytomap3q27.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q08426


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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
1962EHHADHNAFLD1HumanLiverNAFLD4.44e-151.12e+00-0.04
1962EHHADHS43HumanLiverCirrhotic7.61e-06-1.21e-01-0.0187
1962EHHADHHCC1_MengHumanLiverHCC2.66e-861.19e-010.0246
1962EHHADHHCC2_MengHumanLiverHCC2.27e-12-1.59e-010.0107
1962EHHADHcirrhotic1HumanLiverCirrhotic6.61e-05-2.16e-010.0202
1962EHHADHcirrhotic2HumanLiverCirrhotic2.23e-03-1.89e-010.0201
1962EHHADHHCC1HumanLiverHCC4.33e-194.65e+000.5336
1962EHHADHHCC2HumanLiverHCC1.04e-264.07e+000.5341
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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:00066316LiverNAFLDfatty acid metabolic process92/1882390/187233.38e-153.29e-1292
GO:00723295LiverNAFLDmonocarboxylic acid catabolic process39/1882122/187232.40e-118.77e-0939
GO:00090626LiverNAFLDfatty acid catabolic process34/1882100/187236.81e-111.99e-0834
GO:00193956LiverNAFLDfatty acid oxidation33/1882103/187237.58e-101.53e-0733
GO:00442425LiverNAFLDcellular lipid catabolic process52/1882214/187231.15e-092.17e-0752
GO:00344405LiverNAFLDlipid oxidation33/1882108/187232.96e-094.56e-0733
GO:00302585LiverNAFLDlipid modification49/1882212/187231.97e-082.17e-0649
GO:00160426LiverNAFLDlipid catabolic process63/1882320/187231.35e-071.02e-0563
GO:00066356LiverNAFLDfatty acid beta-oxidation23/188274/187235.09e-073.07e-0523
GO:0033540LiverNAFLDfatty acid beta-oxidation using acyl-CoA oxidase5/188212/187234.41e-033.57e-025
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:001605411LiverCirrhoticorganic acid catabolic process104/4634240/187231.91e-109.53e-09104
GO:004639511LiverCirrhoticcarboxylic acid catabolic process102/4634236/187233.41e-101.63e-08102
GO:001939512LiverCirrhoticfatty acid oxidation53/4634103/187234.73e-091.88e-0753
GO:003444011LiverCirrhoticlipid oxidation53/4634108/187233.85e-081.27e-0653
GO:007232911LiverCirrhoticmonocarboxylic acid catabolic process56/4634122/187232.87e-077.01e-0656
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002806LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa033206LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa003108LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa00650LiverNAFLDButanoate metabolism11/104327/84651.88e-043.62e-032.92e-0311
hsa0064010LiverNAFLDPropanoate metabolism12/104332/84652.44e-044.45e-033.58e-0312
hsa012126LiverNAFLDFatty acid metabolism17/104357/84653.43e-045.93e-034.78e-0317
hsa000718LiverNAFLDFatty acid degradation13/104343/84651.46e-031.71e-021.38e-0213
hsa04146LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa0028011LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa0332011LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa0031011LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa006501LiverNAFLDButanoate metabolism11/104327/84651.88e-043.62e-032.92e-0311
hsa0064011LiverNAFLDPropanoate metabolism12/104332/84652.44e-044.45e-033.58e-0312
hsa0121211LiverNAFLDFatty acid metabolism17/104357/84653.43e-045.93e-034.78e-0317
hsa0007111LiverNAFLDFatty acid degradation13/104343/84651.46e-031.71e-021.38e-0213
hsa041461LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa0028021LiverCirrhoticValine, leucine and isoleucine degradation32/253048/84651.45e-072.02e-061.24e-0632
hsa0007121LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa012122LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
hsa00410LiverCirrhoticbeta-Alanine metabolism18/253031/84651.00e-035.57e-033.43e-0318
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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
EHHADHSNVMissense_Mutationc.1132N>Cp.Val378Leup.V378LQ08426protein_codingdeleterious(0)probably_damaging(0.935)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EHHADHSNVMissense_Mutationc.2024N>Cp.Val675Alap.V675AQ08426protein_codingdeleterious(0.03)benign(0.386)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EHHADHSNVMissense_Mutationc.1768N>Tp.His590Tyrp.H590YQ08426protein_codingtolerated(0.11)benign(0)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EHHADHSNVMissense_Mutationc.2018C>Gp.Pro673Argp.P673RQ08426protein_codingtolerated(0.09)benign(0.415)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
EHHADHSNVMissense_Mutationc.1013A>Cp.Lys338Thrp.K338TQ08426protein_codingtolerated(0.14)benign(0.225)TCGA-E9-A1N3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
EHHADHSNVMissense_Mutationnovelc.1232N>Tp.Ser411Leup.S411LQ08426protein_codingdeleterious(0)probably_damaging(1)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
EHHADHSNVMissense_Mutationnovelc.2107N>Cp.Ser703Prop.S703PQ08426protein_codingdeleterious(0.01)possibly_damaging(0.653)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EHHADHSNVMissense_Mutationrs751289858c.661N>Tp.Arg221Trpp.R221WQ08426protein_codingdeleterious(0)possibly_damaging(0.732)TCGA-A6-4107-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5SD
EHHADHSNVMissense_Mutationc.867N>Tp.Trp289Cysp.W289CQ08426protein_codingdeleterious(0)probably_damaging(0.941)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
EHHADHSNVMissense_Mutationc.719N>Tp.Ala240Valp.A240VQ08426protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=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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