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: METAP2

Gene summary for METAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

METAP2

Gene ID

10988

Gene namemethionyl aminopeptidase 2
Gene AliasMAP2
Cytomap12q22
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P50579


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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
10988METAP2AEH-subject2HumanEndometriumAEH1.83e-07-1.81e-01-0.2525
10988METAP2AEH-subject3HumanEndometriumAEH2.57e-08-1.82e-01-0.2576
10988METAP2AEH-subject4HumanEndometriumAEH4.09e-05-2.59e-01-0.2657
10988METAP2AEH-subject5HumanEndometriumAEH4.32e-03-2.64e-01-0.2953
10988METAP2EEC-subject1HumanEndometriumEEC9.56e-08-2.77e-01-0.2682
10988METAP2EEC-subject2HumanEndometriumEEC1.24e-06-1.69e-01-0.2607
10988METAP2EEC-subject3HumanEndometriumEEC1.66e-24-1.69e-01-0.2525
10988METAP2EEC-subject4HumanEndometriumEEC1.30e-10-3.56e-01-0.2571
10988METAP2EEC-subject5HumanEndometriumEEC3.97e-02-2.42e-01-0.249
10988METAP2GSM5276934HumanEndometriumEEC2.14e-031.19e-01-0.0913
10988METAP2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.00e-29-1.08e-01-0.1869
10988METAP2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.38e-31-5.08e-02-0.1875
10988METAP2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.35e-33-1.97e-01-0.1883
10988METAP2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.12e-271.96e-02-0.1934
10988METAP2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC6.51e-39-1.66e-01-0.1917
10988METAP2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.58e-44-9.72e-02-0.1916
10988METAP2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.27e-03-2.05e-01-0.1269
10988METAP2LZE4THumanEsophagusESCC5.02e-241.30e-010.0811
10988METAP2LZE7THumanEsophagusESCC3.35e-068.32e-010.0667
10988METAP2LZE8THumanEsophagusESCC5.09e-031.25e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:00164857EsophagusHGINprotein processing49/2587225/187237.04e-049.52e-0349
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:00182061EsophagusESCCpeptidyl-methionine modification12/855213/187236.18e-043.32e-0312
GO:0031365EsophagusESCCN-terminal protein amino acid modification21/855230/187236.17e-032.27e-0221
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:00164853LiverCirrhoticprotein processing85/4634225/187239.01e-061.32e-0485
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:001648511LiverHCCprotein processing121/7958225/187234.01e-042.71e-03121
GO:0018206LiverHCCpeptidyl-methionine modification10/795813/187231.28e-024.61e-0210
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:005160416Oral cavityLPprotein maturation122/4623294/187231.37e-107.72e-09122
GO:001648513Oral cavityLPprotein processing83/4623225/187232.87e-054.52e-0483
GO:00516049ProstateBPHprotein maturation80/3107294/187232.64e-064.23e-0580
GO:00164855ProstateBPHprotein processing62/3107225/187232.22e-052.67e-0462
GO:005160415ProstateTumorprotein maturation81/3246294/187237.58e-061.13e-0481
GO:001648512ProstateTumorprotein processing63/3246225/187234.40e-054.98e-0463
GO:00313651SkinAKN-terminal protein amino acid modification9/191030/187232.30e-031.52e-029
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
METAP2SNVMissense_Mutationc.758N>Tp.Gly253Valp.G253VP50579protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
METAP2SNVMissense_Mutationrs752983315c.614G>Ap.Arg205Hisp.R205HP50579protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
METAP2SNVMissense_Mutationc.1051N>Ap.Glu351Lysp.E351KP50579protein_codingdeleterious(0.01)possibly_damaging(0.822)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
METAP2SNVMissense_Mutationnovelc.1253N>Ap.Arg418Lysp.R418KP50579protein_codingdeleterious(0.04)possibly_damaging(0.769)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
METAP2SNVMissense_Mutationnovelc.281N>Ap.Gly94Glup.G94EP50579protein_codingtolerated(0.28)benign(0.025)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
METAP2SNVMissense_Mutationnovelc.797N>Tp.Thr266Ilep.T266IP50579protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
METAP2SNVMissense_Mutationnovelc.463N>Cp.Lys155Glnp.K155QP50579protein_codingdeleterious(0)benign(0.049)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
METAP2SNVMissense_Mutationc.473N>Cp.Leu158Serp.L158SP50579protein_codingdeleterious(0.02)benign(0.024)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
METAP2SNVMissense_Mutationc.908N>Tp.Ala303Valp.A303VP50579protein_codingdeleterious(0.05)benign(0.028)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
METAP2SNVMissense_Mutationc.223G>Ap.Ala75Thrp.A75TP50579protein_codingtolerated_low_confidence(0.36)benign(0)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=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
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEPPI-2458PPI-2458
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEPPI-2458PPI-2458
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEBELORANIBBELORANIB
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEBeloranibBELORANIB
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEXMT-1107
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASED-Methionine
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEinhibitorCHEMBL2103847TOSEDOSTAT
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEinhibitor252166655BELORANIB
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEinhibitor178103100
10988METAP2ENZYME, DRUGGABLE GENOME, KINASE, PROTEASEM8891
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