Metabolomic analysis applied to chemosystematics and evolution of
megadiverse Brazilian Vernonieae (Asteraceae)
Marília Elias Gallon
a
, Marcelo Monge
b
, Rosana Casoti
a
, Fernando Batista Da Costa
a
,
Jo
~
ao Semir
b
, Leonardo Gobbo-Neto
a, *
a
University of S~ ao Paulo (USP), School of Pharmaceutical Sciences of Ribeir~ ao Preto, Av. do Caf e s/n
, 14040-903, Ribeir~ ao Preto, SP, Brazil
b
University of Campinas (UNICAMP), Institute of Biology, Cidade Universit aria “Zeferino Vaz”, 13083-970, Campinas, SP Brazil
article info
Article history:
Received 1 November 2017
Received in revised form
6 March 2018
Accepted 12 March 2018
Keywords:
Vernonia Schreb
Vernoniinae
Lepidaploinae
Rolandrinae
Compositae
LC-MS
Multivariate statistical analyses
Chemotaxonomy
abstract
Vernonia sensu lato is the largest and most complex genus of the tribe Vernonieae (Asteraceae). The tribe
is chemically characterized by the presence of sesquiterpene lactones and flavonoids. Over the years,
several taxonomic classifications have been proposed for Vernonia s.l. and for the tribe; however, there
has been no consensus among the researches. According to traditional classification, Vernonia s.l. com-
prises more than 1000 species divided into sections, subsections and series (sensu Bentham). In a more
recent classification, these species have been segregated into other genera and some subtribes were
proposed, while the genus Vernonia sensu stricto was restricted to 22 species distributed mainly in North
America (sensu Robinson). In this study, species from the subtribes Vernoniinae, Lepidaploinae and
Rolandrinae were analyzed by UHPLC-UV-HRMS followed by multivariate statistical analysis. Data
mining was performed using unsupervised (HCA and PCA) and supervised methods (OPLS-DA). The HCA
showed the segregation of the species into four main groups. Comparing the HCA with taxonomical
classifications of Vernonieae, we observed that the groups of the dendogram, based on metabolic
profiling, were in accordance with the generic classification proposed by Robinson and with previous
phylogenetic studies. The species of the genera Stenocephalum, Stilpnopappus, Strophopappus and
Rolandra (Group 1) were revealed to be more related to the species of the genus Vernonanthura (Group 2),
while the genera Cyrtocymura, Chrysolaena and Echinocoryne (Group 3) were chemically more similar to
the genera Lessingianthus and Lepidaploa (Group 4). These findings indicated that the subtribes Verno-
niinae and Lepidaploinae are non-chemically homogeneous groups and highlighted the application of
untargeted metabolomic tools for taxonomy and as indicators of species evolution. Discriminant com-
pounds for the groups obtained by OPLS-DA were determined. Groups 1 and 2 were characterized by the
presence of 3
0
,4
0
-dimethoxyluteolin, glaucolide A and 8-tigloyloxyglaucolide A. The species of Groups 3
and 4 were characterized by the presence of putative acacetin 7-O-rutinoside and glaucolide B. There-
fore, untargeted metabolomic approach combined with multivariate statistical analysis, as proposed
herein, allowed the identification of potential chemotaxonomic markers, helping in the taxonomic
classifications.
© 2018 Elsevier Ltd. All rights reserved.
1. Introduction
Current metabolomic approaches have been applied as a po-
tential chemotaxonomic tool (Kim et al., 2016; Martucci et al., 2014;
Sandasi et al., 2012) and as a tool for understanding species evo-
lution (Dos Santos et al., 2017) and biogeographic trends in plant
diversification (Padilla-Gonz alez et al., 2017). Furthermore,
obtaining metabolomic fingerprints associated with multivariate
statistical analysis has had wide applications in natural products
research, such as quality control of medicinal plants, solving
phylogenetic problems and discovery of bioactive compounds
(Chagas-Paula et al., 2015; Coxet al., 2014; Yuliana et al., 2011).
Vernonia Schreb. sensu lato (Asteraceae) is the largest and most
complex genus of the tribe Vernonieae Cass. (Keeley et al., 2007).
The “Vernonia problem” (Bremer, 1994) arose because several
species from the tribe Vernonieae, 1000 of the 1500 species, were
* Corresponding author.
E-mail address: gobbo@fcfrp.usp.br (L. Gobbo-Neto).
Contents lists available at ScienceDirect
Phytochemistry
journal homepage: www.elsevier.com/locate/phytochem
https://doi.org/10.1016/j.phytochem.2018.03.007
0031-9422/© 2018 Elsevier Ltd. All rights reserved.
Phytochemistry 150 (2018) 93e105