CMEP,CMEP,CMEP,CMEP,CMEP,CMEP,CMEP,CMEP,CMEP,CMEP,CMEP:,database,circulating,microRNA,expression,profiling,MOTIVATION:,recent,years,,several,experimental,studies,revealed,microRNAs,,miRNAs,,serum,,plasma,,exosome,whole,blood,dysregulated,various,types,diseases,,indicating,circulating,miRNAs,may,serve,potential,noninvasive,biomarkers,disease,diagnosis,prognosis,However,,database,constructed,integrate,large-scale,circulating,miRNA,profiles,,explore,functional,pathways,involved,predict,potential,biomarkers,using,feature,selection,disease,conditions,Although,several,studies,attempting,generate,circulating,miRNA,database,,yet,integrated,large-scale,circulating,miRNA,profiles,provided,biomarker-selection,function,using,machine,learning,methods.
RESULTS:,fill,gap,,constructed,Circulating,MicroRNA,Expression,Profiling,,CMEP,,database,integrating,,analyzing,visualizing,large-scale,expression,profiles,phenotype-specific,circulating,miRNAs,CMEP,database,contains,massive,datasets,manually,curated,NCBI,GEO,exRNA,Atlas,,including,66,datasets,,228,subsets,10,419,samples,CMEP,provides,differential,expression,circulating,miRNAs,analysis,KEGG,functional,pathway,enrichment,analysis,Furthermore,,provide,function,noninvasive,biomarker,discovery,,implemented,several,feature-selection,methods,,including,ridge,regression,,lasso,regression,,support,vector,machine,random,forests,Finally,,implemented,user-friendly,web,interface,improve,user,experience,visualize,data,results,CMEP.
AVAILABILITY,AND,IMPLEMENTATION:,CMEP,accessible,http://syslab5.nchu.edu.tw/CMEP.
,CMEP:,database,circulating,microRNA,expression,profiling,MOTIVATION:,recent,years,,several,experimental,studies,revealed,microRNAs,,miRNAs,,serum,,plasma,,exosome,whole,blood,dysregulated,various,types,diseases,,indicating,circulating,miRNAs,may,serve,potential,noninvasive,biomarkers,disease,diagnosis,prognosis,However,,database,constructed,integrate,large-scale,circulating,miRNA,profiles,,explore,functional,pathways,involved,predict,potential,biomarkers,using,feature,selection,disease,conditions,Although,several,studies,attempting,generate,circulating,miRNA,database,,yet,integrated,large-scale,circulating,miRNA,profiles,provided,biomarker-selection,function,using,machine,learning,methods.
RESULTS:,fill,gap,,constructed,Circulating,MicroRNA,Expression,Profiling,,CMEP,,database,integrating,,analyzing,visualizing,large-scale,expression,profiles,phenotype-specific,circulating,miRNAs,CMEP,database,contains,massive,datasets,manually,curated,NCBI,GEO,exRNA,Atlas,,including,66,datasets,,228,subsets,10,419,samples,CMEP,provides,differential,expression,circulating,miRNAs,analysis,KEGG,functional,pathway,enrichment,analysis,Furthermore,,provide,function,noninvasive,biomarker,discovery,,implemented,several,feature-selection,methods,,including,ridge,regression,,lasso,regression,,support,vector,machine,random,forests,Finally,,implemented,user-friendly,web,interface,improve,user,experience,visualize,data,results,CMEP.
AVAILABILITY,AND,IMPLEMENTATION:,CMEP,accessible,http://syslab5.nchu.edu.tw/CMEP.