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: ECHDC1

Gene summary for ECHDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ECHDC1

Gene ID

55862

Gene nameethylmalonyl-CoA decarboxylase 1
Gene AliasHEL-S-76
Cytomap6q22.33
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9NTX5


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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
55862ECHDC1HTA11_3410_2000001011HumanColorectumAD3.65e-13-5.45e-010.0155
55862ECHDC1HTA11_2487_2000001011HumanColorectumSER9.77e-04-4.51e-01-0.1808
55862ECHDC1HTA11_3361_2000001011HumanColorectumAD8.69e-05-5.35e-01-0.1207
55862ECHDC1HTA11_696_2000001011HumanColorectumAD4.12e-06-3.74e-01-0.1464
55862ECHDC1HTA11_866_2000001011HumanColorectumAD3.96e-07-3.76e-01-0.1001
55862ECHDC1HTA11_866_3004761011HumanColorectumAD4.86e-11-5.27e-010.096
55862ECHDC1HTA11_10623_2000001011HumanColorectumAD4.89e-02-5.51e-01-0.0177
55862ECHDC1HTA11_10711_2000001011HumanColorectumAD2.49e-05-5.23e-010.0338
55862ECHDC1HTA11_7696_3000711011HumanColorectumAD3.58e-17-5.06e-010.0674
55862ECHDC1HTA11_99999970781_79442HumanColorectumMSS4.16e-06-3.73e-010.294
55862ECHDC1HTA11_99999971662_82457HumanColorectumMSS3.40e-13-4.49e-010.3859
55862ECHDC1HTA11_99999973899_84307HumanColorectumMSS1.12e-02-5.02e-010.2585
55862ECHDC1HTA11_99999974143_84620HumanColorectumMSS8.67e-19-5.53e-010.3005
55862ECHDC1A001-C-207HumanColorectumFAP5.10e-04-3.14e-010.1278
55862ECHDC1A015-C-203HumanColorectumFAP9.44e-33-5.56e-01-0.1294
55862ECHDC1A015-C-204HumanColorectumFAP1.61e-07-3.98e-01-0.0228
55862ECHDC1A014-C-040HumanColorectumFAP1.06e-02-1.77e-01-0.1184
55862ECHDC1A002-C-201HumanColorectumFAP2.12e-16-4.97e-010.0324
55862ECHDC1A002-C-203HumanColorectumFAP2.92e-09-2.88e-010.2786
55862ECHDC1A001-C-119HumanColorectumFAP1.11e-10-5.07e-01-0.1557
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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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:007232911LiverCirrhoticmonocarboxylic acid catabolic process56/4634122/187232.87e-077.01e-0656
GO:000906211LiverCirrhoticfatty acid catabolic process48/4634100/187233.87e-079.13e-0648
GO:000663512LiverCirrhoticfatty acid beta-oxidation38/463474/187237.41e-071.57e-0538
GO:004424212LiverCirrhoticcellular lipid catabolic process82/4634214/187236.91e-061.08e-0482
GO:001604212LiverCirrhoticlipid catabolic process112/4634320/187232.31e-053.03e-04112
GO:003025811LiverCirrhoticlipid modification75/4634212/187233.33e-042.87e-0375
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:004424222LiverHCCcellular lipid catabolic process134/7958214/187232.07e-095.79e-08134
GO:001939522LiverHCCfatty acid oxidation72/7958103/187231.63e-083.92e-0772
GO:000906221LiverHCCfatty acid catabolic process70/7958100/187232.34e-085.44e-0770
GO:003444021LiverHCClipid oxidation73/7958108/187231.17e-072.25e-0673
GO:007232921LiverHCCmonocarboxylic acid catabolic process80/7958122/187232.18e-073.91e-0680
GO:000663521LiverHCCfatty acid beta-oxidation52/795874/187231.22e-061.80e-0552
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
GO:001604221LiverHCClipid catabolic process175/7958320/187236.50e-067.88e-05175
GO:00090627Oral cavityOSCCfatty acid catabolic process59/7305100/187233.99e-053.48e-0459
GO:00066317Oral cavityOSCCfatty acid metabolic process186/7305390/187232.65e-041.69e-03186
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00640ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa006401ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa006402ColorectumSERPropanoate metabolism13/158032/84653.20e-032.12e-021.54e-0213
hsa006403ColorectumSERPropanoate metabolism13/158032/84653.20e-032.12e-021.54e-0213
hsa006404ColorectumMSSPropanoate metabolism15/187532/84651.68e-039.05e-035.55e-0315
hsa006405ColorectumMSSPropanoate metabolism15/187532/84651.68e-039.05e-035.55e-0315
hsa006406ColorectumFAPPropanoate metabolism15/140432/84656.21e-056.10e-043.71e-0415
hsa006407ColorectumFAPPropanoate metabolism15/140432/84656.21e-056.10e-043.71e-0415
hsa006408ColorectumCRCPropanoate metabolism11/109132/84651.51e-031.17e-027.94e-0311
hsa006409ColorectumCRCPropanoate metabolism11/109132/84651.51e-031.17e-027.94e-0311
hsa0064010LiverNAFLDPropanoate metabolism12/104332/84652.44e-044.45e-033.58e-0312
hsa0064011LiverNAFLDPropanoate metabolism12/104332/84652.44e-044.45e-033.58e-0312
hsa0064041LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
hsa0064051LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
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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
ECHDC1SNVMissense_Mutationc.346G>Cp.Asp116Hisp.D116HQ9NTX5protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ECHDC1SNVMissense_Mutationnovelc.126A>Cp.Glu42Aspp.E42DQ9NTX5protein_codingtolerated(0.2)benign(0.014)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ECHDC1SNVMissense_Mutationc.333C>Gp.Phe111Leup.F111LQ9NTX5protein_codingdeleterious(0.05)probably_damaging(0.999)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
ECHDC1insertionFrame_Shift_Insnovelc.326_327insAp.Asn109LysfsTer8p.N109Kfs*8Q9NTX5protein_codingTCGA-E9-A1NI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
ECHDC1SNVMissense_Mutationnovelc.712N>Ap.Glu238Lysp.E238KQ9NTX5protein_codingtolerated(0.12)possibly_damaging(0.831)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ECHDC1insertionFrame_Shift_Insrs753323556c.136dupAp.Thr46AsnfsTer11p.T46Nfs*11Q9NTX5protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ECHDC1SNVMissense_Mutationc.428N>Gp.Phe143Cysp.F143CQ9NTX5protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ECHDC1SNVMissense_Mutationc.64A>Gp.Lys22Glup.K22EQ9NTX5protein_codingdeleterious_low_confidence(0.03)benign(0.058)TCGA-AA-A03J-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ECHDC1SNVMissense_Mutationnovelc.430N>Gp.Met144Valp.M144VQ9NTX5protein_codingtolerated(0.12)benign(0.05)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ECHDC1SNVMissense_Mutationc.593G>Tp.Arg198Leup.R198LQ9NTX5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6628-01Colorectumcolon 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
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