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:00310992LiverHCCregeneration107/7958198/187236.67e-044.12e-03107
GO:00305111LiverHCCpositive regulation of transforming growth factor beta receptor signaling pathway23/795832/187237.37e-044.47e-0323
GO:19038461LiverHCCpositive regulation of cellular response to transforming growth factor beta stimulus23/795832/187237.37e-044.47e-0323
GO:007133112LiverHCCcellular response to hexose stimulus85/7958153/187237.47e-044.52e-0385
GO:007133312LiverHCCcellular response to glucose stimulus84/7958151/187237.57e-044.56e-0384
GO:00434097LiverHCCnegative regulation of MAPK cascade98/7958180/187237.88e-044.74e-0398
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:00180221LiverHCCpeptidyl-lysine methylation74/7958131/187238.46e-045.06e-0374
GO:0010948LiverHCCnegative regulation of cell cycle process152/7958294/187238.50e-045.08e-03152
GO:007030222LiverHCCregulation of stress-activated protein kinase signaling cascade105/7958195/187238.79e-045.20e-03105
GO:007132612LiverHCCcellular response to monosaccharide stimulus85/7958154/187239.78e-045.68e-0385
GO:000717921LiverHCCtransforming growth factor beta receptor signaling pathway106/7958198/187231.09e-036.23e-03106
GO:003287312LiverHCCnegative regulation of stress-activated MAPK cascade33/795851/187231.13e-036.44e-0333
GO:007030312LiverHCCnegative regulation of stress-activated protein kinase signaling cascade33/795851/187231.13e-036.44e-0333
GO:007132212LiverHCCcellular response to carbohydrate stimulus89/7958163/187231.19e-036.62e-0389
GO:0000079LiverHCCregulation of cyclin-dependent protein serine/threonine kinase activity55/795894/187231.25e-036.91e-0355
GO:1904029LiverHCCregulation of cyclin-dependent protein kinase activity57/795898/187231.26e-036.92e-0357
GO:1902806LiverHCCregulation of cell cycle G1/S phase transition91/7958168/187231.47e-037.79e-0391
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:003287222LiverHCCregulation of stress-activated MAPK cascade102/7958192/187231.86e-039.49e-03102
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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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