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: EDC4

Gene summary for EDC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EDC4

Gene ID

23644

Gene nameenhancer of mRNA decapping 4
Gene AliasGE1
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000956

UniProtAcc

Q6P2E9


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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
23644EDC4LZE4THumanEsophagusESCC1.20e-041.93e-010.0811
23644EDC4LZE7THumanEsophagusESCC3.98e-062.31e-010.0667
23644EDC4LZE8THumanEsophagusESCC1.10e-021.44e-010.067
23644EDC4LZE20THumanEsophagusESCC3.16e-031.42e-010.0662
23644EDC4LZE24THumanEsophagusESCC7.41e-133.11e-010.0596
23644EDC4LZE21THumanEsophagusESCC1.16e-053.22e-010.0655
23644EDC4P1T-EHumanEsophagusESCC4.53e-144.63e-010.0875
23644EDC4P2T-EHumanEsophagusESCC2.03e-091.70e-010.1177
23644EDC4P4T-EHumanEsophagusESCC1.49e-092.35e-010.1323
23644EDC4P5T-EHumanEsophagusESCC3.97e-041.23e-010.1327
23644EDC4P8T-EHumanEsophagusESCC5.00e-173.03e-010.0889
23644EDC4P9T-EHumanEsophagusESCC4.01e-041.29e-010.1131
23644EDC4P10T-EHumanEsophagusESCC4.31e-061.47e-010.116
23644EDC4P11T-EHumanEsophagusESCC2.06e-072.52e-010.1426
23644EDC4P12T-EHumanEsophagusESCC4.40e-091.98e-010.1122
23644EDC4P15T-EHumanEsophagusESCC1.53e-112.47e-010.1149
23644EDC4P16T-EHumanEsophagusESCC2.02e-061.58e-010.1153
23644EDC4P17T-EHumanEsophagusESCC4.48e-072.54e-010.1278
23644EDC4P19T-EHumanEsophagusESCC5.57e-053.45e-010.1662
23644EDC4P20T-EHumanEsophagusESCC3.20e-071.65e-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
∗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:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:000095618EsophagusESCCnuclear-transcribed mRNA catabolic process88/8552112/187239.41e-134.14e-1188
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:0110154EsophagusESCCRNA decapping14/855218/187235.77e-032.14e-0214
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:000640221LiverHCCmRNA catabolic process169/7958232/187234.50e-216.96e-19169
GO:000095621LiverHCCnuclear-transcribed mRNA catabolic process84/7958112/187232.54e-121.18e-1084
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
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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
EDC4SNVMissense_Mutationc.4156N>Tp.Arg1386Trpp.R1386WQ6P2E9protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EDC4SNVMissense_Mutationnovelc.860N>Gp.Lys287Argp.K287RQ6P2E9protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
EDC4SNVMissense_Mutationnovelc.861N>Cp.Lys287Asnp.K287NQ6P2E9protein_codingdeleterious(0)probably_damaging(0.979)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
EDC4SNVMissense_Mutationnovelc.451G>Ap.Ala151Thrp.A151TQ6P2E9protein_codingdeleterious(0.03)benign(0.146)TCGA-D8-A73W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
EDC4SNVMissense_Mutationc.3639N>Cp.Glu1213Aspp.E1213DQ6P2E9protein_codingtolerated(0.69)benign(0)TCGA-E2-A1B6-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificAdriamycinSD
EDC4insertionFrame_Shift_Insnovelc.2596_2597insGAGGGCCp.Leu866ArgfsTer7p.L866Rfs*7Q6P2E9protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
EDC4insertionFrame_Shift_Insnovelc.2597_2598insTGAGCCAGACAGTATGGCTTCAGCCGCCTCGp.Gln867GlufsTer14p.Q867Efs*14Q6P2E9protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
EDC4SNVMissense_Mutationc.390G>Cp.Gln130Hisp.Q130HQ6P2E9protein_codingtolerated(0.96)benign(0.005)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
EDC4SNVMissense_Mutationnovelc.3047N>Ap.Gly1016Glup.G1016EQ6P2E9protein_codingtolerated(0.29)benign(0.026)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EDC4SNVMissense_Mutationnovelc.3763N>Tp.Pro1255Serp.P1255SQ6P2E9protein_codingdeleterious(0.01)probably_damaging(0.958)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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