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: EDEM2

Gene summary for EDEM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EDEM2

Gene ID

55741

Gene nameER degradation enhancing alpha-mannosidase like protein 2
Gene AliasC20orf31
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9BV94


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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
55741EDEM2LZE4THumanEsophagusESCC1.51e-112.63e-010.0811
55741EDEM2LZE5THumanEsophagusESCC4.63e-021.68e-010.0514
55741EDEM2LZE22THumanEsophagusESCC2.61e-053.34e-010.068
55741EDEM2LZE24THumanEsophagusESCC1.28e-287.83e-010.0596
55741EDEM2LZE21THumanEsophagusESCC1.10e-022.89e-010.0655
55741EDEM2LZE6THumanEsophagusESCC3.57e-073.14e-010.0845
55741EDEM2P1T-EHumanEsophagusESCC3.51e-042.76e-010.0875
55741EDEM2P2T-EHumanEsophagusESCC5.95e-213.58e-010.1177
55741EDEM2P4T-EHumanEsophagusESCC5.39e-132.97e-010.1323
55741EDEM2P5T-EHumanEsophagusESCC1.85e-071.39e-010.1327
55741EDEM2P8T-EHumanEsophagusESCC7.39e-243.88e-010.0889
55741EDEM2P9T-EHumanEsophagusESCC2.28e-143.30e-010.1131
55741EDEM2P10T-EHumanEsophagusESCC3.55e-173.27e-010.116
55741EDEM2P11T-EHumanEsophagusESCC1.13e-114.84e-010.1426
55741EDEM2P12T-EHumanEsophagusESCC1.78e-214.55e-010.1122
55741EDEM2P15T-EHumanEsophagusESCC2.06e-265.66e-010.1149
55741EDEM2P16T-EHumanEsophagusESCC5.84e-356.43e-010.1153
55741EDEM2P17T-EHumanEsophagusESCC1.49e-093.74e-010.1278
55741EDEM2P19T-EHumanEsophagusESCC2.15e-053.21e-010.1662
55741EDEM2P20T-EHumanEsophagusESCC6.76e-337.02e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001603234ThyroidATCviral process241/6293415/187235.50e-252.04e-22241
GO:003238632ThyroidATCregulation of intracellular transport203/6293337/187236.16e-241.85e-21203
GO:003315726ThyroidATCregulation of intracellular protein transport147/6293229/187232.01e-214.38e-19147
GO:003238825ThyroidATCpositive regulation of intracellular transport131/6293202/187238.20e-201.24e-17131
GO:009031624ThyroidATCpositive regulation of intracellular protein transport107/6293160/187236.82e-187.84e-16107
GO:190495128ThyroidATCpositive regulation of establishment of protein localization177/6293319/187235.43e-164.29e-14177
GO:003596633ThyroidATCresponse to topologically incorrect protein102/6293159/187232.87e-151.99e-13102
GO:005122234ThyroidATCpositive regulation of protein transport165/6293303/187234.94e-142.69e-12165
GO:000698633ThyroidATCresponse to unfolded protein88/6293137/187232.04e-139.91e-1288
GO:003650322ThyroidATCERAD pathway72/6293107/187231.05e-124.41e-1172
GO:003043322ThyroidATCubiquitin-dependent ERAD pathway60/629385/187233.38e-121.38e-1060
GO:001908023ThyroidATCviral gene expression64/629394/187238.44e-123.16e-1064
GO:003097015ThyroidATCretrograde protein transport, ER to cytosol23/629329/187235.84e-078.19e-0623
GO:190351315ThyroidATCendoplasmic reticulum to cytosol transport23/629329/187235.84e-078.19e-0623
GO:003252715ThyroidATCprotein exit from endoplasmic reticulum32/629348/187232.88e-063.30e-0532
GO:001908213ThyroidATCviral protein processing18/629329/187231.58e-037.98e-0318
GO:007086113ThyroidATCregulation of protein exit from endoplasmic reticulum17/629327/187231.70e-038.47e-0317
GO:190415212ThyroidATCregulation of retrograde protein transport, ER to cytosol10/629314/187234.31e-031.80e-0210
GO:000910011ThyroidATCglycoprotein metabolic process153/6293387/187237.90e-033.06e-02153
GO:19011363ThyroidATCcarbohydrate derivative catabolic process73/6293172/187239.43e-033.47e-0273
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
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
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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
EDEM2SNVMissense_Mutationc.1079C>Ap.Thr360Lysp.T360KQ9BV94protein_codingdeleterious(0.03)possibly_damaging(0.725)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
EDEM2SNVMissense_Mutationrs140405715c.1132N>Gp.Met378Valp.M378VQ9BV94protein_codingdeleterious(0.04)possibly_damaging(0.718)TCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
EDEM2SNVMissense_Mutationnovelc.772N>Ap.Asp258Asnp.D258NQ9BV94protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
EDEM2SNVMissense_Mutationrs754555510c.476N>Ap.Arg159Glnp.R159QQ9BV94protein_codingtolerated(0.29)benign(0.145)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EDEM2SNVMissense_Mutationrs146309337c.1565N>Tp.Ser522Leup.S522LQ9BV94protein_codingtolerated(0.32)benign(0)TCGA-B6-A402-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePD
EDEM2SNVMissense_Mutationc.1706T>Cp.Leu569Serp.L569SQ9BV94protein_codingdeleterious_low_confidence(0)benign(0.075)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EDEM2SNVMissense_Mutationnovelc.1042N>Cp.Gly348Argp.G348RQ9BV94protein_codingtolerated(0.06)probably_damaging(0.964)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
EDEM2insertionIn_Frame_Insnovelc.300_301insTCATTCTTATACp.Val100_Leu101insSerPheLeuTyrp.V100_L101insSFLYQ9BV94protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EDEM2insertionNonsense_Mutationnovelc.299_300insTTGTCATCTGTAAATGAAGp.Leu101CysfsTer4p.L101Cfs*4Q9BV94protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EDEM2insertionFrame_Shift_Insnovelc.761_762insAGTGCCTGCAGAATCAGTTCTGAATTCAGAGTCACTATp.Ala255ValfsTer24p.A255Vfs*24Q9BV94protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
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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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