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

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Biodegradable Food Packaging Materials and Prospects of the Fourth Industrial Revolution for Tomato Fruit and Product Handling

The environment and food safety are major Toothpaste areas of concern influencing the development of biodegradable packaging for partial replacement of petrochemical-based polymers.This review is aimed at updating the recent advances in biodegradable packaging material and the role of virtual technology and nanotechnology in the tomato supply chain

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