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
55862ECHDC1NAFLD1HumanLiverNAFLD4.40e-034.57e-01-0.04
55862ECHDC1HCC1_MengHumanLiverHCC5.44e-71-3.69e-020.0246
55862ECHDC1HCC2_MengHumanLiverHCC1.36e-411.52e-010.0107
55862ECHDC1cirrhotic2HumanLiverCirrhotic2.93e-101.00e-010.0201
55862ECHDC1cirrhotic3HumanLiverCirrhotic1.12e-024.90e-020.0215
55862ECHDC1HCC1HumanLiverHCC1.42e-033.83e+000.5336
55862ECHDC1HCC2HumanLiverHCC3.13e-083.37e+000.5341
55862ECHDC1Pt13.bHumanLiverHCC4.02e-083.51e-020.0251
55862ECHDC1S014HumanLiverHCC1.08e-045.48e-010.2254
55862ECHDC1S015HumanLiverHCC7.31e-128.79e-010.2375
55862ECHDC1S016HumanLiverHCC1.99e-137.57e-010.2243
55862ECHDC1S027HumanLiverHCC7.03e-069.79e-010.2446
55862ECHDC1S028HumanLiverHCC8.20e-108.55e-010.2503
55862ECHDC1S029HumanLiverHCC3.66e-121.14e+000.2581
55862ECHDC1C04HumanOral cavityOSCC6.06e-241.18e+000.2633
55862ECHDC1C21HumanOral cavityOSCC6.62e-431.49e+000.2678
55862ECHDC1C30HumanOral cavityOSCC1.46e-563.16e+000.3055
55862ECHDC1C38HumanOral cavityOSCC1.09e-068.60e-010.172
55862ECHDC1C43HumanOral cavityOSCC8.73e-539.00e-010.1704
55862ECHDC1C46HumanOral cavityOSCC1.28e-257.42e-010.1673
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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:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0006635ColorectumADfatty acid beta-oxidation33/391874/187233.98e-061.09e-0433
GO:0009062ColorectumADfatty acid catabolic process41/3918100/187234.02e-061.09e-0441
GO:0019395ColorectumADfatty acid oxidation40/3918103/187232.43e-054.69e-0440
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0072329ColorectumADmonocarboxylic acid catabolic process44/3918122/187238.05e-051.28e-0344
GO:0034440ColorectumADlipid oxidation40/3918108/187238.52e-051.32e-0340
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0044242ColorectumADcellular lipid catabolic process66/3918214/187233.96e-044.50e-0366
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00090621ColorectumSERfatty acid catabolic process31/2897100/187237.09e-051.61e-0331
GO:00066351ColorectumSERfatty acid beta-oxidation24/289774/187232.09e-043.77e-0324
GO:00723291ColorectumSERmonocarboxylic acid catabolic process34/2897122/187233.27e-045.22e-0334
GO:00193951ColorectumSERfatty acid oxidation29/2897103/187237.24e-049.44e-0329
GO:00442421ColorectumSERcellular lipid catabolic process51/2897214/187238.60e-041.05e-0251
GO:00344401ColorectumSERlipid oxidation29/2897108/187231.63e-031.72e-0229
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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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