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: EDEM1

Gene summary for EDEM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EDEM1

Gene ID

9695

Gene nameER degradation enhancing alpha-mannosidase like protein 1
Gene AliasEDEM
Cytomap3p26.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A024R2D5


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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
9695EDEM1NAFLD1HumanLiverNAFLD3.45e-054.80e-01-0.04
9695EDEM1S43HumanLiverCirrhotic5.09e-032.25e-02-0.0187
9695EDEM1HCC1_MengHumanLiverHCC7.74e-392.63e-020.0246
9695EDEM1HCC2_MengHumanLiverHCC5.15e-03-7.52e-020.0107
9695EDEM1HCC2HumanLiverHCC6.31e-072.70e+000.5341
9695EDEM1S015HumanLiverHCC1.59e-022.98e-010.2375
9695EDEM1S027HumanLiverHCC2.79e-077.16e-010.2446
9695EDEM1S028HumanLiverHCC8.50e-229.57e-010.2503
9695EDEM1S029HumanLiverHCC1.74e-189.00e-010.2581
9695EDEM1C21HumanOral cavityOSCC1.11e-042.13e-010.2678
9695EDEM1C30HumanOral cavityOSCC3.23e-239.16e-010.3055
9695EDEM1C51HumanOral cavityOSCC1.81e-124.31e-010.2674
9695EDEM1C57HumanOral cavityOSCC1.30e-155.51e-010.1679
9695EDEM1C08HumanOral cavityOSCC6.29e-041.28e-010.1919
9695EDEM1C09HumanOral cavityOSCC1.36e-021.40e-010.1431
9695EDEM1LN46HumanOral cavityOSCC2.03e-042.00e-010.1666
9695EDEM1EOLP-1HumanOral cavityEOLP4.13e-063.31e-01-0.0202
9695EDEM1SYSMH1HumanOral cavityOSCC1.24e-021.25e-010.1127
9695EDEM1SYSMH3HumanOral cavityOSCC2.54e-072.44e-010.2442
9695EDEM1SYSMH6HumanOral cavityOSCC4.61e-069.86e-020.1275
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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
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
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:00431617LiverNAFLDproteasome-mediated ubiquitin-dependent protein catabolic process91/1882412/187233.00e-131.75e-1091
GO:00104987LiverNAFLDproteasomal protein catabolic process101/1882490/187231.35e-126.09e-10101
GO:00512227LiverNAFLDpositive regulation of protein transport55/1882303/187231.07e-053.35e-0455
GO:19049517LiverNAFLDpositive regulation of establishment of protein localization55/1882319/187234.79e-051.14e-0355
GO:0006517LiverNAFLDprotein deglycosylation9/188226/187236.56e-048.50e-039
GO:00903166LiverNAFLDpositive regulation of intracellular protein transport29/1882160/187231.24e-031.41e-0229
GO:00725947LiverNAFLDestablishment of protein localization to organelle62/1882422/187231.48e-031.64e-0262
GO:00325273LiverNAFLDprotein exit from endoplasmic reticulum12/188248/187232.30e-032.19e-0212
GO:00331576LiverNAFLDregulation of intracellular protein transport37/1882229/187232.55e-032.36e-0237
GO:0070861LiverNAFLDregulation of protein exit from endoplasmic reticulum8/188227/187233.97e-033.34e-028
GO:00323866LiverNAFLDregulation of intracellular transport49/1882337/187235.34e-034.11e-0249
GO:00323886LiverNAFLDpositive regulation of intracellular transport32/1882202/187236.42e-034.69e-0232
GO:0036507LiverNAFLDprotein demannosylation6/188218/187236.55e-034.69e-026
GO:0036508LiverNAFLDprotein alpha-1,2-demannosylation6/188218/187236.55e-034.69e-026
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:007259412LiverCirrhoticestablishment of protein localization to organelle189/4634422/187231.01e-192.45e-17189
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0414145Oral cavityEOLPProtein processing in endoplasmic reticulum70/1218174/84652.84e-173.06e-151.81e-1570
hsa0414155Oral cavityEOLPProtein processing in endoplasmic reticulum70/1218174/84652.84e-173.06e-151.81e-1570
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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
EDEM1SNVMissense_Mutationc.1607N>Gp.His536Argp.H536RQ92611protein_codingdeleterious(0.03)possibly_damaging(0.636)TCGA-A8-A08J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
EDEM1SNVMissense_Mutationc.775N>Ap.Glu259Lysp.E259KQ92611protein_codingdeleterious(0.01)benign(0.213)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EDEM1SNVMissense_Mutationc.1643N>Cp.Ser548Thrp.S548TQ92611protein_codingdeleterious(0)probably_damaging(0.953)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EDEM1SNVMissense_Mutationc.1527N>Gp.Phe509Leup.F509LQ92611protein_codingdeleterious(0.01)possibly_damaging(0.876)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EDEM1SNVMissense_Mutationc.85C>Tp.Pro29Serp.P29SQ92611protein_codingdeleterious_low_confidence(0.02)benign(0.037)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EDEM1SNVMissense_Mutationc.791N>Gp.Ala264Glyp.A264GQ92611protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EDEM1SNVMissense_Mutationc.1700C>Ap.Pro567Glnp.P567QQ92611protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-AA-A01Z-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EDEM1SNVMissense_Mutationnovelc.1193N>Tp.Ser398Ilep.S398IQ92611protein_codingdeleterious(0.01)possibly_damaging(0.781)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EDEM1SNVMissense_Mutationnovelc.1211N>Tp.Arg404Ilep.R404IQ92611protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EDEM1SNVMissense_Mutationc.817N>Gp.Pro273Alap.P273AQ92611protein_codingdeleterious(0)probably_damaging(0.933)TCGA-CK-5912-01Colorectumcolon 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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