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:003238818Oral cavityOSCCpositive regulation of intracellular transport134/7305202/187232.82e-151.88e-13134
GO:009031610Oral cavityOSCCpositive regulation of intracellular protein transport110/7305160/187232.10e-141.19e-12110
GO:00304334Oral cavityOSCCubiquitin-dependent ERAD pathway65/730585/187232.12e-128.99e-1165
GO:00365035Oral cavityOSCCERAD pathway76/7305107/187231.76e-116.11e-1076
GO:00325276Oral cavityOSCCprotein exit from endoplasmic reticulum36/730548/187234.31e-076.36e-0636
GO:00709729Oral cavityOSCCprotein localization to endoplasmic reticulum50/730574/187236.03e-078.64e-0650
GO:00309705Oral cavityOSCCretrograde protein transport, ER to cytosol23/730529/187231.13e-051.16e-0423
GO:19035135Oral cavityOSCCendoplasmic reticulum to cytosol transport23/730529/187231.13e-051.16e-0423
GO:00708614Oral cavityOSCCregulation of protein exit from endoplasmic reticulum20/730527/187232.32e-041.51e-0320
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00725998Oral cavityOSCCestablishment of protein localization to endoplasmic reticulum30/730546/187232.86e-041.80e-0330
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:00450477Oral cavityOSCCprotein targeting to ER27/730542/187238.00e-044.29e-0327
GO:19041523Oral cavityOSCCregulation of retrograde protein transport, ER to cytosol11/730514/187233.09e-031.33e-0211
GO:007259425Oral cavityEOLPestablishment of protein localization to organelle108/2218422/187232.91e-151.45e-12108
GO:003238622Oral cavityEOLPregulation of intracellular transport91/2218337/187231.51e-146.47e-1291
GO:003596624Oral cavityEOLPresponse to topologically incorrect protein54/2218159/187231.93e-136.44e-1154
GO:000698624Oral cavityEOLPresponse to unfolded protein48/2218137/187231.14e-122.52e-1048
GO:003315722Oral cavityEOLPregulation of intracellular protein transport63/2218229/187237.28e-119.09e-0963
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
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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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