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Journal ArticleDOI

Recent advances in untargeted and targeted approaches applied in herbal-extracts and essential-oils fingerprinting - A review.

TLDR
Recent advances in untargeted/targeted fingerprinting approaches were described and their application in the taxonomic identification, classification and authentication of plants (medicinal) and essential oils discussed.
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This article is published in Journal of Pharmaceutical and Biomedical Analysis.The article was published on 2020-01-05. It has received 62 citations till now.

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Influence of Altitude on Phytochemical Composition of Hemp Inflorescence: A Metabolomic Approach.

TL;DR: The metabolomic, un-targeted approach performed by HPLC-Q-Exactive-Orbitrap®-MS platform with subsequent data processing performed by Compound Discoverer™ software may constitute an effective way of phytochemical profiling hemp inflorescence.
Journal ArticleDOI

Essential Oil Phytocomplex Activity, a Review with a Focus on Multivariate Analysis for a Network Pharmacology-Informed Phytogenomic Approach

TL;DR: Network pharmacology is revealing itself as an adequate, holistic platform to study the collective effects of herbal products and their multi-component and multi-target mediated mechanisms.
Journal ArticleDOI

Quality Control of Herbal Medicines: From Traditional Techniques to State-of-the-art Approaches

TL;DR: In this paper, a review of the applicability of fingerprints for quality control of herbal medicines is presented, highlighting the most used approaches, as well as demonstrating their usefulness, while also providing directions for a compound-oriented approach and a rational marker selection.
Journal ArticleDOI

Selective pressurized liquid extraction of plant secondary metabolites: Convallaria majalis L. as a case.

TL;DR: This is the first time sPLE has been reported to extract plant secondary metabolites from a complex plant matrix, with satisfactory recoveries and low matrix effects, and envision the method be coupled with liquid chromatography-electrospray ionization-high resolution mass spectrometry in a standard metabolomics workflow to facilitate plant metabolomics studies.
References
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Journal ArticleDOI

A tutorial on support vector regression

TL;DR: This tutorial gives an overview of the basic ideas underlying Support Vector (SV) machines for function estimation, and includes a summary of currently used algorithms for training SV machines, covering both the quadratic programming part and advanced methods for dealing with large datasets.
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Biological effects of essential oils - A review

TL;DR: Findings suggest that, at least in part, the encountered beneficial effects of essential oils are due to prooxidant effects on the cellular level.
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Orthogonal projections to latent structures (O-PLS)

TL;DR: In this article, a generic preprocessing method for multivariate data, called orthogonal projections to latent structures (O-PLS), is described, which removes variation from X (descriptor variables) that is not correlated to Y (property variables, e.g. yield, cost or toxicity).
Journal ArticleDOI

A review of variable selection methods in Partial Least Squares Regression

TL;DR: A review of available methods for variable selection within one of the many modeling approaches for high-throughput data, Partial Least Squares Regression, to get an understanding of the characteristics of the methods and to get a basis for selecting an appropriate method for own use.
Journal ArticleDOI

OPLS discriminant analysis: combining the strengths of PLS-DA and SIMCA classification†

TL;DR: In this paper, class-orthogonal variation can be exploited to augment classificaiton analysis (OPLS-DA) for the purpose of discriminant analysis, and the OPLS method can be used to augment classification.
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