The construction and preliminary validation of methylation haplotype load markers of multiple genes for cervical cancer screenings
Tingting Chen,
Yakun Wang,
Yuan Yang
et al.
Abstract:Background
At present, there are certain deficiencies in cervical cancer screening methods. Consequently, we aimed to establish a prediction model for cervical precancerous lesions utilizing DNA methylation haplotype load (MHL) markers.
Methods
Three machine learning models, namely, a random forest model (RF), a support vector machine model (SVM), and a naive Bayes model (NB), were developed based on the performance of 47 regions in 52 HR-HPV + cervical cytology specimens. Additionally, external validation o… Show more
Set email alert for when this publication receives citations?
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.