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: MEF2D

Gene summary for MEF2D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEF2D

Gene ID

4209

Gene namemyocyte enhancer factor 2D
Gene AliasMEF2D
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q14814


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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
4209MEF2DHTA11_2487_2000001011HumanColorectumSER5.18e-081.99e-01-0.1808
4209MEF2DHTA11_78_2000001011HumanColorectumAD8.70e-067.94e-02-0.1088
4209MEF2DHTA11_347_2000001011HumanColorectumAD6.50e-112.32e-01-0.1954
4209MEF2DHTA11_411_2000001011HumanColorectumSER7.95e-067.88e-01-0.2602
4209MEF2DHTA11_2112_2000001011HumanColorectumSER1.87e-035.66e-01-0.2196
4209MEF2DHTA11_3361_2000001011HumanColorectumAD4.90e-062.39e-01-0.1207
4209MEF2DHTA11_696_2000001011HumanColorectumAD2.02e-022.31e-01-0.1464
4209MEF2DHTA11_866_2000001011HumanColorectumAD1.86e-042.36e-01-0.1001
4209MEF2DHTA11_1391_2000001011HumanColorectumAD8.91e-082.42e-01-0.059
4209MEF2DHTA11_5212_2000001011HumanColorectumAD1.32e-022.42e-01-0.2061
4209MEF2DHTA11_546_2000001011HumanColorectumAD1.59e-051.78e-01-0.0842
4209MEF2DHTA11_866_3004761011HumanColorectumAD1.85e-048.18e-020.096
4209MEF2DHTA11_99999971662_82457HumanColorectumMSS8.71e-032.67e-010.3859
4209MEF2DHCC1_MengHumanLiverHCC2.36e-11-2.49e-020.0246
4209MEF2DHCC2_MengHumanLiverHCC5.14e-134.60e-020.0107
4209MEF2DHCC2HumanLiverHCC3.25e-052.22e+000.5341
4209MEF2DS014HumanLiverHCC4.68e-062.81e-010.2254
4209MEF2DS016HumanLiverHCC2.84e-063.36e-010.2243
4209MEF2DS027HumanLiverHCC3.22e-087.30e-010.2446
4209MEF2DS028HumanLiverHCC4.14e-125.70e-010.2503
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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
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:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00016491ColorectumSERosteoblast differentiation56/2897229/187232.49e-044.21e-0356
GO:00015031ColorectumSERossification82/2897408/187236.76e-034.78e-0282
GO:00016492ColorectumMSSosteoblast differentiation64/3467229/187232.91e-043.83e-0364
GO:0048659ColorectumMSSsmooth muscle cell proliferation49/3467184/187234.08e-032.97e-0249
GO:0048660ColorectumMSSregulation of smooth muscle cell proliferation48/3467180/187234.32e-033.07e-0248
GO:00015032ColorectumMSSossification96/3467408/187236.09e-034.07e-0296
GO:0048661ColorectumMSSpositive regulation of smooth muscle cell proliferation30/3467104/187236.69e-034.38e-0230
GO:000164911LiverHCCosteoblast differentiation115/7958229/187231.08e-023.99e-02115
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04928ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa049281ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa049282ColorectumSERParathyroid hormone synthesis, secretion and action31/1580106/84655.20e-033.28e-022.38e-0231
hsa049283ColorectumSERParathyroid hormone synthesis, secretion and action31/1580106/84655.20e-033.28e-022.38e-0231
hsa049284ColorectumMSSParathyroid hormone synthesis, secretion and action37/1875106/84651.72e-039.13e-035.59e-0337
hsa04022ColorectumMSScGMP-PKG signaling pathway51/1875167/84656.83e-032.73e-021.67e-0251
hsa049285ColorectumMSSParathyroid hormone synthesis, secretion and action37/1875106/84651.72e-039.13e-035.59e-0337
hsa040221ColorectumMSScGMP-PKG signaling pathway51/1875167/84656.83e-032.73e-021.67e-0251
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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
MEF2DCD8TEXPBreastIDCLTA,MB21D2,SLC27A2, etc.4.92e-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.
MEF2DPERIBreastIDCSELK,PDE1B,EXD3, etc.2.30e-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.
MEF2DMYOFIBColorectumMSSTIMP1,FN1,TUBB4B, etc.1.72e-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.
MEF2DICAFColorectumSERTIMP1,FN1,TUBB4B, etc.4.24e-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.
MEF2DPERIEndometriumADJMCAM,ZDHHC1,AC107068.2, etc.3.11e-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.
MEF2DPERIEndometriumAEHMCAM,ZDHHC1,AC107068.2, etc.2.94e-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.
MEF2DPERIEndometriumEECMCAM,ZDHHC1,AC107068.2, etc.4.08e-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.
MEF2DCILIALungHealthyP3H2,SCD,EIF2S3, etc.7.53e-03The 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.
MEF2DCD8TCMLungAISKRT86,LAG3,SLCO4C1, etc.1.76e-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.
MEF2DGDTLungAISKRT86,LAG3,SLCO4C1, etc.1.35e-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
MEF2DSNVMissense_Mutationc.1442G>Cp.Gly481Alap.G481AQ14814protein_codingtolerated(0.14)benign(0.112)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MEF2DSNVMissense_Mutationc.679N>Gp.Ser227Glyp.S227GQ14814protein_codingtolerated(0.06)benign(0.003)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
MEF2DdeletionFrame_Shift_Delc.535delCp.Leu179CysfsTer32p.L179Cfs*32Q14814protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MEF2DSNVMissense_Mutationc.805N>Tp.Asp269Tyrp.D269YQ14814protein_codingdeleterious(0)probably_damaging(0.984)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEF2DSNVMissense_Mutationc.913N>Tp.His305Tyrp.H305YQ14814protein_codingdeleterious(0)benign(0.296)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEF2DSNVMissense_Mutationnovelc.1516N>Ap.Glu506Lysp.E506KQ14814protein_codingdeleterious(0)possibly_damaging(0.632)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEF2DSNVMissense_Mutationnovelc.754C>Gp.Pro252Alap.P252AQ14814protein_codingdeleterious(0)benign(0.164)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEF2DSNVMissense_Mutationc.818T>Cp.Ile273Thrp.I273TQ14814protein_codingdeleterious(0)possibly_damaging(0.694)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MEF2DSNVMissense_Mutationc.1310G>Ap.Ser437Asnp.S437NQ14814protein_codingtolerated(1)benign(0.027)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MEF2DSNVMissense_Mutationc.428N>Tp.Pro143Leup.P143LQ14814protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AZ-4684-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfolfoxPD
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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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