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: EDEM3

Gene summary for EDEM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EDEM3

Gene ID

80267

Gene nameER degradation enhancing alpha-mannosidase like protein 3
Gene AliasC1orf22
Cytomap1q25.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9BZQ6


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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
80267EDEM3LZE4THumanEsophagusESCC4.43e-142.85e-010.0811
80267EDEM3LZE7THumanEsophagusESCC5.64e-125.23e-010.0667
80267EDEM3LZE8THumanEsophagusESCC6.74e-041.65e-010.067
80267EDEM3LZE20THumanEsophagusESCC5.45e-031.39e-010.0662
80267EDEM3LZE22THumanEsophagusESCC4.44e-033.72e-010.068
80267EDEM3LZE24THumanEsophagusESCC8.45e-113.23e-010.0596
80267EDEM3LZE21THumanEsophagusESCC2.08e-032.31e-010.0655
80267EDEM3P1T-EHumanEsophagusESCC1.86e-093.30e-010.0875
80267EDEM3P2T-EHumanEsophagusESCC2.72e-263.79e-010.1177
80267EDEM3P4T-EHumanEsophagusESCC2.42e-234.76e-010.1323
80267EDEM3P5T-EHumanEsophagusESCC1.92e-112.42e-010.1327
80267EDEM3P8T-EHumanEsophagusESCC7.51e-223.08e-010.0889
80267EDEM3P9T-EHumanEsophagusESCC1.27e-174.21e-010.1131
80267EDEM3P10T-EHumanEsophagusESCC7.63e-325.23e-010.116
80267EDEM3P11T-EHumanEsophagusESCC2.36e-123.20e-010.1426
80267EDEM3P12T-EHumanEsophagusESCC4.71e-182.74e-010.1122
80267EDEM3P15T-EHumanEsophagusESCC6.19e-224.30e-010.1149
80267EDEM3P16T-EHumanEsophagusESCC1.28e-254.23e-010.1153
80267EDEM3P19T-EHumanEsophagusESCC2.95e-032.45e-010.1662
80267EDEM3P20T-EHumanEsophagusESCC8.62e-123.59e-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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:004316118ProstateBPHproteasome-mediated ubiquitin-dependent protein catabolic process127/3107412/187233.84e-133.60e-11127
GO:00365034ProstateBPHERAD pathway35/3107107/187233.17e-053.60e-0435
GO:00304333ProstateBPHubiquitin-dependent ERAD pathway29/310785/187236.22e-056.23e-0429
GO:001049819ProstateTumorproteasomal protein catabolic process158/3246490/187233.05e-166.76e-14158
GO:000698619ProstateTumorresponse to unfolded protein65/3246137/187233.56e-167.50e-1465
GO:003497619ProstateTumorresponse to endoplasmic reticulum stress97/3246256/187232.92e-154.78e-1397
GO:003596619ProstateTumorresponse to topologically incorrect protein69/3246159/187231.28e-141.81e-1269
GO:004316119ProstateTumorproteasome-mediated ubiquitin-dependent protein catabolic process130/3246412/187237.97e-138.00e-11130
GO:003043312ProstateTumorubiquitin-dependent ERAD pathway30/324685/187235.26e-055.75e-0430
GO:003650313ProstateTumorERAD pathway35/3246107/187238.02e-058.19e-0435
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0034976113ThyroidPTCresponse to endoplasmic reticulum stress161/5968256/187231.14e-243.27e-22161
GO:0035966113ThyroidPTCresponse to topologically incorrect protein101/5968159/187232.00e-161.66e-14101
GO:0006986113ThyroidPTCresponse to unfolded protein87/5968137/187232.46e-141.57e-1287
GO:00365038ThyroidPTCERAD pathway71/5968107/187232.37e-131.22e-1171
GO:003043315ThyroidPTCubiquitin-dependent ERAD pathway59/596885/187231.30e-125.91e-1159
GO:00064866ThyroidPTCprotein glycosylation94/5968226/187231.25e-037.13e-0394
GO:00434136ThyroidPTCmacromolecule glycosylation94/5968226/187231.25e-037.13e-0394
GO:00700855ThyroidPTCglycosylation96/5968240/187234.57e-032.15e-0296
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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
hsa0414128ProstateBPHProtein processing in endoplasmic reticulum97/1718174/84652.37e-251.30e-238.07e-2497
hsa04141112ProstateBPHProtein processing in endoplasmic reticulum97/1718174/84652.37e-251.30e-238.07e-2497
hsa0414129ProstateTumorProtein processing in endoplasmic reticulum99/1791174/84652.58e-251.71e-231.06e-2399
hsa0414137ProstateTumorProtein processing in endoplasmic reticulum99/1791174/84652.58e-251.71e-231.06e-2399
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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
EDEM3SNVMissense_Mutationrs201554031c.2720T>Cp.Val907Alap.V907AQ9BZQ6protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
EDEM3SNVMissense_Mutationrs201554031c.2720N>Cp.Val907Alap.V907AQ9BZQ6protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
EDEM3SNVMissense_Mutationrs201554031c.2720T>Cp.Val907Alap.V907AQ9BZQ6protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
EDEM3SNVMissense_Mutationrs201554031c.2720T>Cp.Val907Alap.V907AQ9BZQ6protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
EDEM3SNVMissense_Mutationrs745987472c.1943N>Ap.Arg648Glnp.R648QQ9BZQ6protein_codingtolerated(0.27)benign(0.079)TCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
EDEM3SNVMissense_Mutationrs201554031c.2720T>Cp.Val907Alap.V907AQ9BZQ6protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
EDEM3SNVMissense_Mutationnovelc.391T>Gp.Leu131Valp.L131VQ9BZQ6protein_codingtolerated(0.64)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EDEM3SNVMissense_Mutationrs201554031c.2720T>Cp.Val907Alap.V907AQ9BZQ6protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-AO-A1KP-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
EDEM3SNVMissense_Mutationrs201554031c.2720N>Cp.Val907Alap.V907AQ9BZQ6protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
EDEM3SNVMissense_Mutationrs201554031c.2720N>Cp.Val907Alap.V907AQ9BZQ6protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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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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