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: MYEF2

Gene summary for MYEF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MYEF2

Gene ID

50804

Gene namemyelin expression factor 2
Gene AliasHsT18564
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9P2K5


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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
50804MYEF2HCC1_MengHumanLiverHCC3.62e-14-6.18e-030.0246
50804MYEF2HCC2_MengHumanLiverHCC7.53e-046.25e-030.0107
50804MYEF2S014HumanLiverHCC2.50e-084.81e-010.2254
50804MYEF2S015HumanLiverHCC1.26e-177.19e-010.2375
50804MYEF2S016HumanLiverHCC2.81e-166.43e-010.2243
50804MYEF2HTA12-23-1HumanPancreasPDAC6.67e-087.62e-010.3405
50804MYEF2HTA12-25-1HumanPancreasPDAC2.31e-076.29e-010.313
50804MYEF2HTA12-26-1HumanPancreasPDAC3.72e-178.39e-010.3728
50804MYEF2HTA12-29-1HumanPancreasPDAC5.68e-448.78e-010.3722
50804MYEF2HTA12-30-1HumanPancreasPDAC3.65e-039.56e-010.3671
50804MYEF2male-WTAHumanThyroidPTC1.21e-182.15e-010.1037
50804MYEF2PTC01HumanThyroidPTC8.67e-142.77e-010.1899
50804MYEF2PTC03HumanThyroidPTC3.42e-096.27e-010.1784
50804MYEF2PTC04HumanThyroidPTC2.94e-245.21e-010.1927
50804MYEF2PTC05HumanThyroidPTC7.28e-257.27e-010.2065
50804MYEF2PTC06HumanThyroidPTC9.63e-368.49e-010.2057
50804MYEF2PTC07HumanThyroidPTC2.68e-427.09e-010.2044
50804MYEF2ATC09HumanThyroidATC3.00e-112.93e-010.2871
50804MYEF2ATC13HumanThyroidATC6.60e-478.56e-010.34
50804MYEF2ATC1HumanThyroidATC1.16e-093.58e-010.2878
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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
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: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:190331121LiverHCCregulation of mRNA metabolic process205/7958288/187233.38e-236.90e-21205
GO:000640221LiverHCCmRNA catabolic process169/7958232/187234.50e-216.96e-19169
GO:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:004348721LiverHCCregulation of RNA stability119/7958170/187233.20e-131.71e-11119
GO:004348821LiverHCCregulation of mRNA stability110/7958158/187234.36e-121.93e-10110
GO:006101321LiverHCCregulation of mRNA catabolic process114/7958166/187237.38e-123.12e-10114
GO:1903311112ThyroidPTCregulation of mRNA metabolic process181/5968288/187231.60e-275.94e-25181
GO:0006401112ThyroidPTCRNA catabolic process163/5968278/187232.13e-203.27e-18163
GO:0006979113ThyroidPTCresponse to oxidative stress234/5968446/187236.97e-209.77e-18234
GO:0006402112ThyroidPTCmRNA catabolic process139/5968232/187239.59e-191.12e-16139
GO:0034655112ThyroidPTCnucleobase-containing compound catabolic process211/5968407/187232.72e-172.52e-15211
GO:0046700111ThyroidPTCheterocycle catabolic process221/5968445/187232.43e-151.72e-13221
GO:0044270111ThyroidPTCcellular nitrogen compound catabolic process223/5968451/187233.34e-152.31e-13223
GO:0019439111ThyroidPTCaromatic compound catabolic process225/5968467/187238.51e-144.71e-12225
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
MYEF2TFHCervixADJCLNK,RGS18,VCPIP1, etc.1.61e-02The 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.
MYEF2NKCervixN_HPVCLNK,RGS18,VCPIP1, etc.7.36e-02The 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.
MYEF2TACColorectumADBNIP3,RNF180,ZNF14, etc.1.05e-01The 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.
MYEF2TACColorectumMSI-HBNIP3,RNF180,ZNF14, etc.2.98e-01The 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.
MYEF2TUFColorectumMSSBNIP3,RNF180,ZNF14, etc.2.25e-02The 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.
MYEF2EEColorectumMSSBNIP3,RNF180,ZNF14, etc.1.26e-02The 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.
MYEF2TACColorectumSERBNIP3,RNF180,ZNF14, etc.1.36e-01The 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.
MYEF2DCColorectumHealthyCENPE,PRIM1,CEP70, etc.4.13e-02The 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.
MYEF2GCColorectumMSI-HCENPE,PRIM1,CEP70, etc.8.81e-02The 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.
MYEF2MYOFIBColorectumADJUSP16,TTLL7,GRIPAP1, etc.3.08e-01The 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.
∗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
MYEF2SNVMissense_Mutationrs759813289c.1664N>Cp.Lys555Thrp.K555Tprotein_codingdeleterious(0.01)possibly_damaging(0.465)TCGA-A8-A08C-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
MYEF2SNVMissense_Mutationnovelc.261G>Tp.Lys87Asnp.K87Nprotein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MYEF2SNVMissense_Mutationc.1370N>Gp.Ser457Cysp.S457Cprotein_codingtolerated(0.06)benign(0.001)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
MYEF2insertionNonsense_Mutationnovelc.892_893insGATAGACTATTATACTACCAATAAAAAp.Leu298delinsTerp.L298delins*protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MYEF2SNVMissense_Mutationnovelc.733G>Cp.Gly245Argp.G245Rprotein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MYEF2SNVMissense_Mutationnovelc.1258N>Ap.Gly420Serp.G420Sprotein_codingtolerated(0.34)benign(0.025)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MYEF2SNVMissense_Mutationc.841N>Cp.Glu281Glnp.E281Qprotein_codingdeleterious(0)probably_damaging(0.991)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MYEF2SNVMissense_Mutationc.98C>Tp.Pro33Leup.P33Lprotein_codingdeleterious_low_confidence(0.05)benign(0.001)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MYEF2SNVMissense_Mutationc.1381G>Tp.Gly461Cysp.G461Cprotein_codingdeleterious(0.05)probably_damaging(0.997)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MYEF2SNVMissense_Mutationrs372821159c.407C>Tp.Ala136Valp.A136Vprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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