Literature DB >> 29091439

Biochemometrics to Identify Synergists and Additives from Botanical Medicines: A Case Study with Hydrastis canadensis (Goldenseal).

Emily R Britton1, Joshua J Kellogg1, Olav M Kvalheim2, Nadja B Cech1.   

Abstract

A critical challenge in the study of botanical natural products is the difficulty of identifying multiple compounds that may contribute additively, synergistically, or antagonistically to biological activity. Herein, it is demonstrated how combining untargeted metabolomics with synergy-directed fractionation can be effective toward accomplishing this goal. To demonstrate this approach, an extract of the botanical goldenseal ( Hydrastis canadensis) was fractionated and tested for its ability to enhance the antimicrobial activity of the alkaloid berberine (4) against the pathogenic bacterium Staphylococcus aureus. Bioassay data were combined with untargeted mass spectrometry-based metabolomics data sets (biochemometrics) to produce selectivity ratio (SR) plots, which visually show which extract components are most strongly associated with the biological effect. Using this approach, the new flavonoid 3,3'-dihydroxy-5,7,4'-trimethoxy-6,8- C-dimethylflavone (29) was identified, as were several flavonoids known to be active. When tested in combination with 4, 29 lowered the IC50 of 4 from 132.2 ± 1.1 μM to 91.5 ± 1.1 μM. In isolation, 29 did not demonstrate antimicrobial activity. The current study highlights the importance of fractionation when utilizing metabolomics for identifying bioactive components from botanical extracts and demonstrates the power of SR plots to help merge and interpret complex biological and chemical data sets.

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Year:  2017        PMID: 29091439      PMCID: PMC6251718          DOI: 10.1021/acs.jnatprod.7b00654

Source DB:  PubMed          Journal:  J Nat Prod        ISSN: 0163-3864            Impact factor:   4.050


  36 in total

1.  Integration of high-content screening and untargeted metabolomics for comprehensive functional annotation of natural product libraries.

Authors:  Kenji L Kurita; Emerson Glassey; Roger G Linington
Journal:  Proc Natl Acad Sci U S A       Date:  2015-09-14       Impact factor: 11.205

2.  Piperine, a phytochemical potentiator of ciprofloxacin against Staphylococcus aureus.

Authors:  Inshad Ali Khan; Zahid Mehmood Mirza; Ashwani Kumar; Vijeshwar Verma; Ghulam Nabi Qazi
Journal:  Antimicrob Agents Chemother       Date:  2006-02       Impact factor: 5.191

3.  Quorum quenching and antimicrobial activity of goldenseal (Hydrastis canadensis) against methicillin-resistant Staphylococcus aureus (MRSA).

Authors:  Nadja B Cech; Hiyas A Junio; Laynez W Ackermann; Jeffrey S Kavanaugh; Alexander R Horswill
Journal:  Planta Med       Date:  2012-07-18       Impact factor: 3.352

4.  5'-Methoxyhydnocarpin-D and pheophorbide A: Berberis species components that potentiate berberine growth inhibition of resistant Staphylococcus aureus.

Authors:  F R Stermitz; J Tawara-Matsuda; P Lorenz; P Mueller; L Zenewicz; K Lewis
Journal:  J Nat Prod       Date:  2000-08       Impact factor: 4.050

5.  Antibacterial activity of Hydrastis canadensis extract and its major isolated alkaloids.

Authors:  F Scazzocchio; M F Cometa; L Tomassini; M Palmery
Journal:  Planta Med       Date:  2001-08       Impact factor: 3.352

6.  A multivariate approach to reveal biomarker signatures for disease classification: application to mass spectral profiles of cerebrospinal fluid from patients with multiple sclerosis.

Authors:  Tarja Rajalahti; Ann C Kroksveen; Reidar Arneberg; Frode S Berven; Christian A Vedeler; Kjell-Morten Myhr; Olav M Kvalheim
Journal:  J Proteome Res       Date:  2010-07-02       Impact factor: 4.466

7.  Flavonolignan and flavone inhibitors of a Staphylococcus aureus multidrug resistance pump: structure-activity relationships.

Authors:  N R Guz; F R Stermitz; J B Johnson; T D Beeson; S Willen; J Hsiang; K Lewis
Journal:  J Med Chem       Date:  2001-01-18       Impact factor: 7.446

Review 8.  Whole plant extracts versus single compounds for the treatment of malaria: synergy and positive interactions.

Authors:  Philippe Rasoanaivo; Colin W Wright; Merlin L Willcox; Ben Gilbert
Journal:  Malar J       Date:  2011-03-15       Impact factor: 2.979

9.  Isoflavones as potentiators of antibacterial activity.

Authors:  Cécile Morel; Frank R Stermitz; George Tegos; Kim Lewis
Journal:  J Agric Food Chem       Date:  2003-09-10       Impact factor: 5.279

10.  Biochemometrics for Natural Products Research: Comparison of Data Analysis Approaches and Application to Identification of Bioactive Compounds.

Authors:  Joshua J Kellogg; Daniel A Todd; Joseph M Egan; Huzefa A Raja; Nicholas H Oberlies; Olav M Kvalheim; Nadja B Cech
Journal:  J Nat Prod       Date:  2016-02-03       Impact factor: 4.050

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  23 in total

1.  Simplify: A Mass Spectrometry Metabolomics Approach to Identify Additives and Synergists from Complex Mixtures.

Authors:  Lindsay K Caesar; Sabina Nogo; Cassandra N Naphen; Nadja B Cech
Journal:  Anal Chem       Date:  2019-08-15       Impact factor: 6.986

Review 2.  Synergy and antagonism in natural product extracts: when 1 + 1 does not equal 2.

Authors:  Lindsay K Caesar; Nadja B Cech
Journal:  Nat Prod Rep       Date:  2019-06-19       Impact factor: 13.423

3.  Identification of adulteration in botanical samples with untargeted metabolomics.

Authors:  E Diane Wallace; Daniel A Todd; James M Harnly; Nadja B Cech; Joshua J Kellogg
Journal:  Anal Bioanal Chem       Date:  2020-04-29       Impact factor: 4.142

4.  Identification of Intestinal UDP-Glucuronosyltransferase Inhibitors in Green Tea (Camellia sinensis) Using a Biochemometric Approach: Application to Raloxifene as a Test Drug via In Vitro to In Vivo Extrapolation.

Authors:  Dan-Dan Tian; Joshua J Kellogg; Neşe Okut; Nicholas H Oberlies; Nadja B Cech; Danny D Shen; Jeannine S McCune; Mary F Paine
Journal:  Drug Metab Dispos       Date:  2018-02-21       Impact factor: 3.922

Review 5.  Selection and characterization of botanical natural products for research studies: a NaPDI center recommended approach.

Authors:  Joshua J Kellogg; Mary F Paine; Jeannine S McCune; Nicholas H Oberlies; Nadja B Cech
Journal:  Nat Prod Rep       Date:  2019-08-14       Impact factor: 13.423

6.  Composite score analysis for unsupervised comparison and network visualization of metabolomics data.

Authors:  Joshua J Kellogg; Olav M Kvalheim; Nadja B Cech
Journal:  Anal Chim Acta       Date:  2019-10-16       Impact factor: 6.558

7.  PepSAVI-MS reveals anticancer and antifungal cycloviolacins in Viola odorata.

Authors:  Nicole C Parsley; Christine L Kirkpatrick; Christopher M Crittenden; Javad Ghassemi Rad; David W Hoskin; Jennifer S Brodbelt; Leslie M Hicks
Journal:  Phytochemistry       Date:  2018-05-21       Impact factor: 4.072

Review 8.  Modeling Pharmacokinetic Natural Product-Drug Interactions for Decision-Making: A NaPDI Center Recommended Approach.

Authors:  Emily J Cox; Dan-Dan Tian; John D Clarke; Allan E Rettie; Jashvant D Unadkat; Kenneth E Thummel; Jeannine S McCune; Mary F Paine
Journal:  Pharmacol Rev       Date:  2021-04       Impact factor: 25.468

9.  Capturing the antimicrobial profile of Rosmarinus officinalis against methicillin-resistant Staphylococcus aureus (MRSA) with bioassay-guided fractionation and bioinformatics.

Authors:  Manead Khin; Sonja L Knowles; William J Crandall; Derick D Jones; Nicholas H Oberlies; Nadja B Cech; Joëlle Houriet
Journal:  J Pharm Biomed Anal       Date:  2021-02-12       Impact factor: 3.935

10.  Effects of Dietary Inclusion of Dry Hydrastis canadensis on Laying Performance, Egg Quality, Serum Biochemical Parameters and Cecal Microbiota in Laying Hens.

Authors:  Tzuen-Rong J Tzeng; Tzu-Yu Liu; Chiao-Wei Lin; Pei-En Chang; Pei-Xin Liao; Wen-Yuan Yang; Chih-Yuan Cheng; Pei-Chun Liao; Wen-Dee Chiang; Shih-Torng Ding; Yuan-Yu Lin
Journal:  Animals (Basel)       Date:  2021-05-13       Impact factor: 2.752

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