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:00102128Oral cavityOSCCresponse to ionizing radiation99/7305148/187235.49e-122.08e-1099
GO:00094114Oral cavityOSCCresponse to UV99/7305149/187231.01e-113.70e-1099
GO:004232619Oral cavityOSCCnegative regulation of phosphorylation214/7305385/187232.30e-117.74e-10214
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:004339318Oral cavityOSCCregulation of protein binding121/7305196/187238.92e-112.73e-09121
GO:000193319Oral cavityOSCCnegative regulation of protein phosphorylation191/7305342/187231.58e-104.62e-09191
GO:003367317Oral cavityOSCCnegative regulation of kinase activity140/7305237/187232.74e-107.57e-09140
GO:000646918Oral cavityOSCCnegative regulation of protein kinase activity127/7305212/187235.21e-101.37e-08127
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:19019875Oral cavityOSCCregulation of cell cycle phase transition209/7305390/187232.79e-096.42e-08209
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:190165316Oral cavityOSCCcellular response to peptide194/7305359/187234.31e-099.57e-08194
GO:003109816Oral cavityOSCCstress-activated protein kinase signaling cascade141/7305247/187235.74e-091.25e-07141
GO:005109920Oral cavityOSCCpositive regulation of binding105/7305173/187235.88e-091.26e-07105
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:001081019Oral cavityOSCCregulation of cell-substrate adhesion126/7305221/187234.02e-087.55e-07126
GO:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
GO:005140316Oral cavityOSCCstress-activated MAPK cascade134/7305239/187236.02e-081.09e-06134
GO:00310999Oral cavityOSCCregeneration114/7305198/187238.54e-081.50e-06114
GO:004340917Oral cavityOSCCnegative regulation of MAPK cascade105/7305180/187231.10e-071.87e-06105
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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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