Skip to main content

Advertisement

Log in

Untargeted LC–MS metabolomic studies of Asteraceae species to discover inhibitors of Leishmania major dihydroorotate dehydrogenase

  • Original Article
  • Published:
Metabolomics Aims and scope Submit manuscript

Abstract

Introduction

Interesting data about the family Asteraceae as a new source of Leishmania major dihydroorotate dehydrogenase (LmDHODH) inhibitors are presented. This key macromolecular target for parasites causing neglected diseases catalyzes the fourth reaction of the de novo pyrimidine biosynthetic pathway, which takes part in major cell functions, including DNA and RNA biosynthesis.

Objectives

We aimed to (1) determine LmDHODH inhibitor candidates, revealing the type of chemistry underlying such bioactivity, and (2) predict the inhibitory potential of extracts from new untested plant species, classifying them as active or inactive based on their LC–MS based metabolic fingerprints.

Methods

Extracts from 150 species were screened for the inhibition of LmDHODH, and untargeted UHPLC-(ESI)-HRMS metabolomic studies were carried out in combination with in silico approaches.

Results

The IC50 values determined for a subset of 59 species ranged from 148 µg mL−1 to 9.4 mg mL−1. Dereplication of the metabolic fingerprints allowed the identification of 48 metabolites. A reliable OPLS-DA model (R2 > 0.9, Q2 > 0.7, RMSECV < 0.3) indicated the inhibitor candidates; nine of these metabolites were identified using data from isolated chemical standards, one of which—4,5-di-O-E-caffeoylquinic acid (IC50 73 µM)—was capable of inhibiting LmDHODH. The predictive OPLS model was also effective, with 60% correct predictions for the test set.

Conclusion

Our approach was validated for (1) the discovery of LmDHODH inhibitors or interesting starting points for the optimization of new leishmanicides from Asteraceae species and (2) the prediction of extracts from untested species, classifying them as active or inactive.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Data availability

The metabolomics and metadata reported in this paper are available via https://www.ebi.ac.uk/metabolights/ study identifier MTBLS722.

Abbreviations

LmDHODH:

Leishmania major dihydroorotate dehydrogenase

DHO:

Dihydroorotate

STLs:

Sesquiterpene lactones

UHPLC:

Ultrahigh-performance liquid chromatography

HRMS:

High-resolution mass spectrometry

ESI:

Electrospray ionization

OPLS:

Orthogonal projection to latent structures

PCA:

Principal component analysis

NIM:

Negative ionization mode

PIM:

Positive ionization mode

CV:

Cross-validation

RMSE:

Root-mean-square error

DA:

Discriminant analysis

DNP:

Dictionary of natural products

References

Download references

Acknowledgments

The authors are grateful to the São Paulo Research Foundation (FAPESP), Brazil, the National Council for Scientific and Technological Development (CNPq), Brazil, and the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES), Brazil, for the funds and grants. We also thank Prof. José Rubens Pirani and Dr. Carolina Moriani Siniscalchi, both from the Institute of Biosciences, USP, São Paulo, Brazil, for providing us with several samples of plant material. This work is an activity within the Research Network Natural Products against Neglected Diseases (ResNet NPND; www.resnetnpnd.org).

Funding

This study was supported by the São Paulo Research Foundation (FAPESP, Grant Nos. 2014/01443-6 and 2014/26866-7), Brazil, The National Council for Scientific and Technological Development (CNPq, Grant 304905/2015-1), Brazil, and the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES, Finance Code 001), Brazil.

Author information

Authors and Affiliations

Authors

Contributions

LAC, FBC and MCN conceived and designed the study. LAC and ALR performed the experiments and analyzed the experimental data. LAC wrote the paper. MCN and FBC reviewed and edited the manuscript.

Corresponding author

Correspondence to Fernando B. Da Costa.

Ethics declarations

Conflict of interest

The authors declare no conflict of interest.

Research involving human and animal rights

This article does not contain any studies with human participants or animals performed by any of the authors.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOCX 170167 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Chibli, L.A., Rosa, A.L., Nonato, M.C. et al. Untargeted LC–MS metabolomic studies of Asteraceae species to discover inhibitors of Leishmania major dihydroorotate dehydrogenase. Metabolomics 15, 59 (2019). https://doi.org/10.1007/s11306-019-1520-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11306-019-1520-7

Keywords

Navigation