Non-Targeted Electrospray Mass Spectrometry-Based Metabolic Fingerprinting and PLS-DA-Based Classification of Brazilian “Malvas”
http://dx.doi.org/10.5935/0103-5053.20140288
J. Braz. Chem. Soc., Vol. 26, No. 2, 365-372, 2015.
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Article
Non-Targeted Electrospray Mass Spectrometry-Based Metabolic Fingerprinting
and PLS-DA-Based Classification of Brazilian “Malvas”
Cleverson A. F. Martins,a Mário S. Piantavini,a Rômulo P. Ribeiro,a Erika Amano,b
Bruna V. Dal Práb and Roberto Pontarolo*,a
Departamento de Farmácia, Universidade Federal do Paraná, 81531-990 Curitiba-PR, Brazil
a
Departamento de Botânica, Universidade Federal do Paraná, 80210-170 Curitiba-PR, Brazil
b
Malva sylvestris, popularly known as “malva” in Brazil, is a medicinal plant used for its
antiinflammatory effects. However, multiple plants are known as “malvas” in Brazil; these species
include Sida cordifolia (“malva-branca”) and Pelargonium graveolens (“malva-cheirosa”). In this
work, electrospray mass spectrometry metabolic fingerprints from these species were obtained by
direct infusion of extracts of commercial samples, purchased as crushed dried leaves. The spectral
data were used to classify these species using a partial least squares discriminant analysis method.
The identities of all samples were confirmed by morphological analyses, emphasizing the trichomes
morphology. While over 80% of the samples were labeled as M. sylvestris or “malva”, in the
present study only 37% of these samples were classified as M. sylvestris species. Approximately
50% of these samples were classified as S. cordifolia, whose consumption may be dangerous for
patients with cardiovascular diseases. Thus, these analytical and chemometric procedures worked
as a fast and simple method for classifying species of “malvas”.
Keywords: Malva sylvestris, Sida cordifolia, Pelargonium graveolens, ESIMS, PLS-DA
Introduction
Traditionally, several medicinal plants have been used
for the treatment and management of various inflammatory
conditions. Among these plant species, Malva sylvestris L.
Malvaceae has been used medicinally throughout the world
since 3000 B.C.1 M. sylvestris is effective against mouth
and throat diseases and can reduce and relieve swelling,
toothaches, thrush, gum inflammation and periodontitis.2,3
Although it is a non-native plant, the Brazilian Public
Health System promotes the use of M. sylvestris (popularly
known as “malva”) by encouraging the planting, marketing,
dispensing and consumption of this species.4 Furthermore,
both the macro and microscopic characteristics of this plant
are described in the Brazilian Pharmacopoeia.5
However, according to the local name, approximately
21 additional medicinal plants are also known as “malvas”.
In addition to M. sylvestris, the species Sida cordifolia L.
Malvaceae (“malva-branca”) and Pelargonium graveolens
L’Hér Geraniaceae (“malva-cheirosa”) are widely used
and possess antiinflammatory properties. Thus, due to
similarities and ambiguities in nomenclature, it is necessary
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to develop accurate identification methods to prevent
multiple distinct species from being miscategorized as
M. sylvestris. Additionally, the commercially available forms
of these plants are limited, consisting of either crushed leaves
or powders, which complicates the use of morphological
evaluation as a means of distinguishing among species.
S. cordifolia, a plant common to several regions of the
country,6,7 is a species rich in sympathomimetic amines
such as ephedrine and pseudoephedrine, and alkaloids with
cardiovascular effects such as vasicine and vasocinone.
Thus, the consumption of this plant can be dangerous in
patients with central nervous system diseases, including
anxiety and behavioral disorders6,8 and can lead to serious
cardiovascular problems, like heart attacks and strokes.7,8
P. graveolens is also well acclimatized throughout
Brazil, but despite its antibacterial, antifungal, antioxidant
and anti-diabetic effects are well established, it is mainly
used to treat stomach and bladder inflammatory disorders.9
Despite being a laborious and time-consuming operation,
the morphological identification of raw materials is one of
the first steps in establishing quality control of medicinal
plants. However, it is important to use complementary
methods to ensure the correct identification of each species. A
fast, versatile, sensitive, low solvent-consuming and high
A
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Non-Targeted Electrospray Mass Spectrometry-Based Metabolic Fingerprinting
J. Braz. Chem. Soc.
throughput alternative to morphological identification is
electrospray mass spectrometry (ESIMS) with direct sample
injection. By analyzing the unique mass fingerprint of each
sample, this technique provides rapid characterization of
complex phytochemical matrices without the requirement
of time-consuming sample preparation steps or prior
chromatographic separation. When used in combination
with chemometric analyses, ESIMS-based fingerprinting
can be a useful method for species recognition.10-12 Among
existing supervised pattern recognition techniques, partial
least squares-discriminant analysis (PLS-DA) has been
successfully employed to classify samples. The PLS-DA
classification is achieved by correlating matrices containing
instrumental variable dataset and class affiliations of
each sample, and decomposing the two matrices using an
algorithm to obtain maximum separation between classes.11
PLS-DA classification coupled with different analytical
methods can be useful for quality control purposes of herbal
products, such as storage duration and stability prediction,13
distiction of herbs collected from different geographical
regions14 and identification of genuine and fake products.15
The aim of this study was to use an ESIMS-based
metabolic fingerprinting method alongside a PLS‑DA‑based
supervised pattern recognition method to classify
commercial samples of “malvas” and to distinguish
canonical M. sylvestris from other similar species.
was collected in Curitiba, Paraná (25°18’45.87”S;
49°0’29.48”W) in April 2013.
Commercial samples (dried leaves) of “malvas” (n = 60)
were purchased in 2012-2013 from different suppliers
(herb stores and public markets) in bulk and industrialized
bags. These samples were originally labeled as M. sylvestris
or “malva” (n = 49), S. cordifolia or “malva-branca”
(n = 7) and P. graveolens or “malva-cheirosa” (n = 4). All
samples were analyzed prior to their expiration dates. Once
purchased, no additional drying was performed to preserve
the original characteristics and chemical composition.
All samples were maintained at a controlled temperature
(20.0 ± 0.2 °C) and humidity (45-55%).
Experimental
Mass spectrometry experiments were performed on
an Applied Biosystems MDS Sciex API 3200 Triple
Quadrupole Mass Spectrometer (Toronto, Canada)
equipped with an ESI source. A Harvard 22 Dual Model
syringe pump (Harvard Apparatus, South Natick, USA)
with a flow rate of 10 μL min-1 was used for direct infusion
of samples into the mass spectromet (...truncated)