Although anteplleptlc drugs(AEDs)are the most effective treatment for epllepsy,30-40%of patlents with epllepsy would develop drug-efacory eplepsy.An accurate,prellminary predlctlon of the efflcacy of AEDs has great cl...Although anteplleptlc drugs(AEDs)are the most effective treatment for epllepsy,30-40%of patlents with epllepsy would develop drug-efacory eplepsy.An accurate,prellminary predlctlon of the efflcacy of AEDs has great clinical signflcance for patent treatment and prognosts.Some studles have developed statstical models and machine-learning algorithms(MLAS)to predlct the fficacy of AEDs treatment and the progression of disease ater treatment withdrawal,In order to provlde asstance for makng cInlcal decslons In the alm of precse,personalzed treatment The fleld of predcton models with statstical models and MLAs's atracting growing Interest and's developing rapldly.What's more,more and more studles focus on the external valldation of the exlsting model In this revlew,we will glve a brlef overvlew of recent developments In this discipline.展开更多
基金This study was supported by Joint Construction Project of Province and Ministry in Henan Province(Grant number SB201901074).
文摘Although anteplleptlc drugs(AEDs)are the most effective treatment for epllepsy,30-40%of patlents with epllepsy would develop drug-efacory eplepsy.An accurate,prellminary predlctlon of the efflcacy of AEDs has great clinical signflcance for patent treatment and prognosts.Some studles have developed statstical models and machine-learning algorithms(MLAS)to predlct the fficacy of AEDs treatment and the progression of disease ater treatment withdrawal,In order to provlde asstance for makng cInlcal decslons In the alm of precse,personalzed treatment The fleld of predcton models with statstical models and MLAs's atracting growing Interest and's developing rapldly.What's more,more and more studles focus on the external valldation of the exlsting model In this revlew,we will glve a brlef overvlew of recent developments In this discipline.