BIOMARKER DISCOVERY STUDIES FOR PATIENT STRATIFICATION USING MACHINE LEARNING ANALYSIS OF OMICS DATA: A SCOPING REVIEW

Biomarker discovery studies for patient stratification using machine learning analysis of omics data: a scoping review

Objective To review biomarker discovery studies using omics data for patient stratification which led to clinically validated FDA-cleared tests or laboratory developed tests, in order to identify common characteristics and derive recommendations for future biomarker projects.Design Scoping review.Methods We searched PubMed, EMBASE and Web of Scienc

read more


Maximizing botulinum toxin injections for cosmetic and therapeutic applications with a single use, disposable, exact dose injection assist device

Marilyn S Kwolek,1 Jon E Block2 1Private Practice, Danville, CA 94526, USA; 2Independent Clinical Consultant, San Francisco, CA 94115, USA Background: Although freehand injection of botulinum toxin Powerland remains the status quo, it is an inaccurate technique for delivering precise amounts of neurotoxin at multiple injection sites with expediency

read more