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: MEN1

Gene summary for MEN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEN1

Gene ID

4221

Gene namemenin 1
Gene AliasMEAI
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R5D2


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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
4221MEN1LZE7THumanEsophagusESCC4.28e-041.71e-010.0667
4221MEN1LZE24THumanEsophagusESCC4.41e-102.62e-010.0596
4221MEN1LZE21THumanEsophagusESCC1.56e-021.64e-010.0655
4221MEN1P1T-EHumanEsophagusESCC8.21e-032.17e-010.0875
4221MEN1P2T-EHumanEsophagusESCC1.99e-213.48e-010.1177
4221MEN1P4T-EHumanEsophagusESCC7.62e-164.22e-010.1323
4221MEN1P5T-EHumanEsophagusESCC1.61e-071.00e-010.1327
4221MEN1P8T-EHumanEsophagusESCC9.05e-111.81e-010.0889
4221MEN1P9T-EHumanEsophagusESCC5.20e-081.53e-010.1131
4221MEN1P10T-EHumanEsophagusESCC1.23e-122.08e-010.116
4221MEN1P11T-EHumanEsophagusESCC9.72e-052.37e-010.1426
4221MEN1P12T-EHumanEsophagusESCC1.37e-082.44e-010.1122
4221MEN1P15T-EHumanEsophagusESCC2.76e-035.63e-020.1149
4221MEN1P16T-EHumanEsophagusESCC1.24e-152.53e-010.1153
4221MEN1P17T-EHumanEsophagusESCC2.75e-031.64e-010.1278
4221MEN1P19T-EHumanEsophagusESCC2.10e-032.71e-010.1662
4221MEN1P20T-EHumanEsophagusESCC2.61e-038.45e-020.1124
4221MEN1P21T-EHumanEsophagusESCC1.39e-081.85e-010.1617
4221MEN1P22T-EHumanEsophagusESCC3.16e-035.95e-020.1236
4221MEN1P23T-EHumanEsophagusESCC7.07e-102.13e-010.108
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:2000278110EsophagusESCCregulation of DNA biosynthetic process81/8552106/187239.81e-112.96e-0981
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:000646920EsophagusESCCnegative regulation of protein kinase activity140/8552212/187231.53e-093.56e-08140
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:0001890110EsophagusESCCplacenta development98/8552144/187234.46e-088.11e-0798
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:005197217EsophagusESCCregulation of telomerase activity39/855247/187231.48e-072.35e-0639
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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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
MEN1SNVMissense_Mutationnovelc.676N>Ap.Leu226Metp.L226MO00255protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04N-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
MEN1SNVMissense_Mutationc.1817C>Gp.Ser606Cysp.S606CO00255protein_codingdeleterious(0.01)possibly_damaging(0.82)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MEN1SNVMissense_Mutationc.323G>Cp.Arg108Prop.R108PO00255protein_codingtolerated(0.07)possibly_damaging(0.7)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MEN1SNVMissense_Mutationc.1084G>Cp.Asp362Hisp.D362HO00255protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MEN1SNVMissense_Mutationrs377715802c.1040N>Tp.Ala347Valp.A347VO00255protein_codingdeleterious(0)possibly_damaging(0.726)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MEN1SNVMissense_Mutationc.479N>Tp.Ser160Phep.S160FO00255protein_codingtolerated(1)benign(0.009)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MEN1SNVMissense_Mutationc.550G>Ap.Glu184Lysp.E184KO00255protein_codingdeleterious(0)probably_damaging(0.934)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MEN1deletionFrame_Shift_Delc.1700_1706delNNNNNNNp.Lys567SerfsTer24p.K567Sfs*24O00255protein_codingTCGA-BH-A18R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MEN1deletionFrame_Shift_Delc.225_229delNNNNNp.Thr76LeufsTer39p.T76Lfs*39O00255protein_codingTCGA-E9-A1N5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MEN1insertionFrame_Shift_Insrs767319284c.1561_1562insCp.Arg521ProfsTer15p.R521Pfs*15O00255protein_codingTCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRCHLORHEXIDINE HYDROCHLORIDECHLORHEXIDINE HYDROCHLORIDE
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRFURAFYLLINEFURAFYLLINE
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRTCMDC-123591CHEMBL588234
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRCYCLIRAMINE MALEATECYCLIRAMINE MALEATE
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRMETHYLENE BLUEMETHYLENE BLUE
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRTANNIC ACIDTANNIC ACID
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRSJ000029700CHEMBL591864
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRTRIMETREXATETRIMETREXATE
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRTCMDC-124518CHEMBL527584
4221MEN1CLINICALLY ACTIONABLE, DNA REPAIRTRACAZOLATETRACAZOLATE
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