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: MEF2C

Gene summary for MEF2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEF2C

Gene ID

4208

Gene namemyocyte enhancer factor 2C
Gene AliasC5DELq14.3
Cytomap5q14.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q06413


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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
4208MEF2CHTA11_347_2000001011HumanColorectumAD2.34e-105.02e-01-0.1954
4208MEF2CA015-C-202HumanColorectumFAP3.65e-022.37e-01-0.0849
4208MEF2CP8T-EHumanEsophagusESCC2.42e-051.99e-010.0889
4208MEF2CP11T-EHumanEsophagusESCC5.93e-055.08e-010.1426
4208MEF2CP19T-EHumanEsophagusESCC1.85e-088.16e-010.1662
4208MEF2CP32T-EHumanEsophagusESCC6.30e-032.32e-010.1666
4208MEF2CP37T-EHumanEsophagusESCC1.77e-027.89e-020.1371
4208MEF2CP42T-EHumanEsophagusESCC1.37e-043.46e-010.1175
4208MEF2CP76T-EHumanEsophagusESCC4.29e-022.30e-020.1207
4208MEF2CHCC1_MengHumanLiverHCC5.19e-08-8.65e-030.0246
4208MEF2CPt13.aHumanLiverHCC1.12e-154.80e-010.021
4208MEF2CPt13.bHumanLiverHCC2.41e-237.06e-010.0251
4208MEF2CPt13.cHumanLiverHCC6.71e-076.15e-010.0076
4208MEF2CPt14.dHumanLiverHCC3.46e-125.02e-010.0143
4208MEF2CTD9HumanLungIAC9.35e-045.67e-010.088
4208MEF2CRNA-P10T2-P10T2-2HumanLungAAH5.32e-048.58e-01-0.1406
4208MEF2CRNA-P10T2-P10T2-4HumanLungAAH2.12e-036.99e-01-0.138
4208MEF2CRNA-P17T-P17T-8HumanLungIAC3.66e-031.52e-010.3329
4208MEF2CRNA-P25T1-P25T1-1HumanLungAIS8.30e-106.44e-01-0.2116
4208MEF2CRNA-P25T1-P25T1-2HumanLungAIS8.61e-034.74e-01-0.1941
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00466774EsophagusESCCresponse to antibiotic34/855247/187231.91e-041.21e-0334
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:004352317EsophagusESCCregulation of neuron apoptotic process122/8552212/187233.21e-041.90e-03122
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00718871EsophagusESCCleukocyte apoptotic process65/8552106/187238.39e-044.32e-0365
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:0045637111EsophagusESCCregulation of myeloid cell differentiation118/8552210/187231.35e-036.43e-03118
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa04928ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa054181ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa049281ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa054188ColorectumFAPFluid shear stress and atherosclerosis45/1404139/84653.05e-064.63e-052.81e-0545
hsa040222ColorectumFAPcGMP-PKG signaling pathway42/1404167/84652.84e-031.27e-027.70e-0342
hsa049286ColorectumFAPParathyroid hormone synthesis, secretion and action29/1404106/84653.37e-031.44e-028.77e-0329
hsa04010ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa054189ColorectumFAPFluid shear stress and atherosclerosis45/1404139/84653.05e-064.63e-052.81e-0545
hsa040223ColorectumFAPcGMP-PKG signaling pathway42/1404167/84652.84e-031.27e-027.70e-0342
hsa049287ColorectumFAPParathyroid hormone synthesis, secretion and action29/1404106/84653.37e-031.44e-028.77e-0329
hsa040101ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0492816EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0492817EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa0541842LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
hsa0541852LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
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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
MEF2CMYOEPIBreastADJHLA-DPA1,HLA-DPB1,C1QB, etc.6.19e-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.
MEF2CSTMBreastDCISHLA-DPA1,HLA-DPB1,C1QB, etc.2.21e-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.
MEF2CMYOEPIBreastPrecancerHLA-DPA1,HLA-DPB1,C1QB, etc.5.91e-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.
MEF2CCD8TCMBreastADJCD74,HLA-DRA,IL32, etc.4.64e-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.
MEF2CKERCervixHealthyCYBA,AIF1,MZB1, etc.2.70e-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.
MEF2CSTMCervixN_HPVHLA-DPA1,SAMHD1,CD74, etc.4.38e-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.
MEF2CBNCervixCCPOU2F2,BLNK,PLCG2, etc.1.08e-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.
MEF2CBNCervixHSIL_HPVPOU2F2,BLNK,PLCG2, etc.1.11e-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.
MEF2CBNCervixN_HPVPOU2F2,BLNK,PLCG2, etc.1.13e-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.
MEF2CABSColorectumADJSELENBP1,SLC26A2,LINC01687, etc.3.28e-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
MEF2CSNVMissense_Mutationnovelc.464N>Tp.Pro155Leup.P155LQ06413protein_codingdeleterious(0.05)probably_damaging(0.948)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MEF2CSNVMissense_Mutationc.221N>Tp.Glu74Valp.E74VQ06413protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
MEF2CinsertionNonsense_Mutationnovelc.1183_1184insTCCATGGAACATGAAAGAATAACATTTATGp.Thr395delinsIleHisGlyThrTerLysAsnAsnIleTyrAlap.T395delinsIHGT*KNNIYAQ06413protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
MEF2CSNVMissense_Mutationnovelc.527G>Tp.Ser176Ilep.S176IQ06413protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEF2CSNVMissense_Mutationc.188N>Gp.Asp63Glyp.D63GQ06413protein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEF2CSNVMissense_Mutationc.806N>Ap.Arg269Hisp.R269HQ06413protein_codingtolerated(0.06)possibly_damaging(0.479)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
MEF2CSNVMissense_Mutationnovelc.1348C>Tp.Arg450Trpp.R450WQ06413protein_codingdeleterious(0.02)probably_damaging(0.972)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MEF2CSNVMissense_Mutationc.209C>Tp.Thr70Metp.T70MQ06413protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MEF2CSNVMissense_Mutationc.713G>Ap.Arg238Glnp.R238QQ06413protein_codingtolerated(0.06)probably_damaging(0.95)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MEF2CSNVMissense_Mutationnovelc.473N>Gp.Asn158Serp.N158SQ06413protein_codingtolerated(0.17)benign(0.005)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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