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UNIVERSITY OF SÃO PAULO
SCHOOL OF PHARMACEUTICAL SCIENCES OF RIBEIRÃO PRETO
Elicitation of natural products biosynthesis from endophytic
microorganisms´ interactions
Andrés Mauricio Caraballo Rodríguez
Ribeirão Preto
2016
UNIVERSITY OF SÃO PAULO
SCHOOL OF PHARMACEUTICAL SCIENCES OF RIBEIRÃO PRETO
Elicitation of natural products biosynthesis from endophytic microorganisms´
interactions
Tese de Doutorado apresentada ao Programa
de Pós-Graduação em Ciências Farmacêuticas
para obtenção do Título de Doutor em Ciências
Área de Concentração: Produtos Naturais e
Sintêticos
Dissertation submitted to the Pharmaceutical
Sciences Graduate Program in partial
fulfillment of the requirements for the degree
of Doctor in Philosophy.
Field of Study: Natural and synthetic products
PhD candidate: Andrés Mauricio Caraballo
Rodríguez
Advisor: Mônica Tallarico Pupo, PhD.
Corrected version of the doctoral dissertation submitted to the Pharmaceutical Sciences
Graduate Program 10/02/2017. The original version is available at the School of
Pharmaceutical Sciences of Ribeirão Preto/USP.
Ribeirão Preto
2016
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ABSTRACT
CARABALLO-RODRÍGUEZ, A. M. Elicitation of natural products biosynthesis from
endophytic microorganisms´ interactions. 2016. 169 p. Doctoral Dissertation. School of
Pharmaceutical Sciences of Ribeirão Preto - University of São Paulo, Ribeirão Preto, 2016.
In order to continue with the study of natural products from previously isolated endophytes of
the Brazilian medicinal plant Lychnophora ericoides, the main goal of this work focused on
the metabolic exchange of endophytic microorganisms from this plant. As it has been
demonstrated during the last years, elicitation of different molecules is consequence of
microbial interactions, mainly due to the need to compete, survive and establish microbial
communities in shared environments. Recent mass spectrometry related approaches, such as
imaging and molecular networking, in combination with purification and structural elucidation
were applied to the current study of the microbial interactions of endophytes. During this study,
several chemical families were identified, such as polyene macrocycles, pyrroloindole
alkaloids, leupeptins, angucyclines, siderophores, amongst others. Amongst the polyene
macrocycles, the well-known antifungal amphotericin B was identified as a biosynthetic
product of the endophytic actinobacteria Streptomyces albospinus RLe7. When S. albospinus
RLe7 interacted with an endophytic fungus, Coniochaeta sp. FLe4, a red pigmentation was
observed. A new fungal compound was detected from microbial interactions. Isolation and
structure elucidation of this new compound enabled to demonstrate the elicitation of fungal
secondary metabolites by amphotericin B, an actinobacterial metabolite. It was also
demonstrated the elicitation of griseofulvin and its analogue dechlorogriseofulvin from another
endophytic fungus, FLe9, as a consequence of exposition to amphotericin B. In addition,
investigation of the chemical profile of another endophytic actinobacteria, S. mobaraensis
RLe3, led to reveal this strain as angucycline-derivatives producer. Besides that, coculturing
of this actinobacteria against Coniochaeta sp. FLe4 also demonstrated elicitation of
angucycline analogues. In conclusion, this study demonstrated elicitation of natural products
from microbial interactions as well as new compounds from endophytes from L. ericoides and
contributed to the identification of microbial metabolites.
Keywords: Endophytes; microbial interactions; natural products; molecular networking;
elicitation; amphotericin B.
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RESUMO
CARABALLO-RODRÍGUEZ, A. M. Eliciação da biossíntese de produtos naturais a partir
da interação de microorganismos endofíticos. 2016. 169 f. Tese de doutorado, Faculdade de
Ciências Farmacêuticas de Ribeirão Preto - Universidade de São Paulo, Ribeirão Preto, 2016.
Com o propósito de continuar com os estudos de produtos naturais de microorganismos
endofíticos da planta medicinal Brasileira Lychnophora ericoides, o principal objetivo desse
trabalho focou-se no estudo da troca metabólica de microorganismos endofíticos dessa planta.
Como tem sido demonstrado durante os últimos anos, a elicitação de diferentes compostos é
consequência das interações microbianas, principalmente devido à necessidade de competir,
sobreviver e estabelecer comunidades microbianas em diversos ambientes naturais.
Abordagens recentes de espectrometria de massas, tais como imageamento e molecular
networking, junto com purificação e elucidação estrutural foram aplicadas durante o estudo de
interações microbianas de endofíticos. Durante este estudo, várias classes químicas foram
identificadas, tais como polienos macrocíclicos, alcaloides pirroloindólicos, leupeptinas,
anguciclinas, sideróforos, entre outras. Da classe química de polienos macrocíclicos, foi
identificada a anfotericina B como produto da biossíntese da actinobactéria endofítica
Streptomyces albospinus RLe7. Durante a interação da S. albospinus RLe7 com o fungo
endofítico Coniochaeta sp. FLe4, uma pigmentação vermelha foi observada. Um novo
composto de origem fúngica foi detectado a partir de interações microbianas. O isolamento e
posterior elucidação estrutural do novo composto permitiu demonstrar a eliciação de
metabólitos secundários fúngicos pela anfotericina B, metabólito da actinobactéria S.
albospinus RLe7. Foi também demonstrada a eliciação de griseofulvina e desclorogriseofulvina
a partir de outro fungo endofítico, FLe9, como consequência da exposição à anfotericina B.
Adicionalmente, a investigação do perfil químico de outra actinobactéria endofítica, S.
mobaraensis RLe3, evidenciou essa linhagem como produtora de compostos da classe das
anguciclinas. Além disso, o cocultivo dessa actinobacteria com o fungo endofítico Coniochaeta
sp. FLe4 também eliciou análogos de anguciclinas. Em conclusão, neste estudo demonstrou-se
a elicitação de produtos naturais a partir das interações microbianas assim como de novos
compostos de endofíticos de L. ericoides e contribuiu-se com a identificação de metabólitos
microbianos.
Palavras-chave: Endofíticos. Interações microbianas. Produtos naturais. Molecular
Networking. Elicitação.
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1. INTRODUCTION
1.1. Relevance of endophytic microorganisms
The first report of an endophytic fungus was published more than a century ago (Freeman,
1904), describing the presence of a non-spore forming fungus in the seeds of Lolium
temulentum and suggesting a possible symbiotic relationship between the fungus and the host.
The term “endophyte” was later clarified in the biological context by considering that many
biological terms evolve over time (Wilson, 1995). The proposed definition considered not just
the location but also the infection strategy by the microorganism. Therefore, endophytes were
defined as fungi or bacteria that during all or part of their life cycle invade tissues of living
plants without causing symptoms of disease (Wilson, 1995). Interestingly, in that paper was
emphasized that, instead of being slaves of rules and definitions, the priority should be placed
on the biological context of the situation. As the question regarding to why infection by
endophytes does not trigger a defense response by the plant host (Wilson, 1995), a balanced
antagonism was proposed as a consequence of endophyte-host interaction (Schulz & Boyle,
2005; Schulz, Rommert, Dammann, Aust, & Strack, 1999). By investigating endophytes and
plant pathogens, it was found that a higher proportion of endophytes produced herbicidal
metabolites when compared to microorganisms isolated from other sources (Schulz et al.,
1999). Additionally, it was suggested that secondary metabolites produced by pathogens and
endophytes inhabiting the same host may be directed against each other in order to decrease
their competition (Schulz et al., 1999). This is a clear example of microbial metabolites as
mediators of biological responses in ecological contexts, such as plant-microorganisms
systems.
Endophytes became interesting as bioactive compounds sources since the first report of an
endophytic fungus, Taxomyces andreanae, producing the anticancer compound paclitaxel
(Stierle, Strobel, & Stierle, 1993). Paclitaxel (Figure 1) was further investigated and still
remains amongst one of the most effective chemotherapeutics currently used against cancer
(Cragg, Grothaus, & Newman, 2014; Newman & Cragg, 2016). Paclitaxel has been reported
from several endophytes (Somjaipeng, Medina, & Magan, 2016), including actinobacteria such
as Kitasatospora sp. (Caruso et al., 2000), as part of the efforts to find sustainable sources for
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this compound (Liu, Gong, & Zhu, 2016). After several years of research focused on obtaining
more amounts of this compound, the question about why endophytic microorganisms produced
the same compound as their hosts kept unanswered (Talbot, 2015). A relatively recent study
provided some answers and gave new insights into the fungi-host interaction, with paclitaxel as
one of the mediators of this relationship (Soliman et al., 2015; Soliman & Raizada, 2013).
Briefly, as paclitaxel acts as fungicide (Soliman, Trobacher, Tsao, Greenwood, & Raizada,
2013), yew tree formed a symbiotic relationship with taxol-producing endophytes to protect
itself against pathogen invasion (Soliman, Tsao, & Raizada, 2011). The endophyte protects
diving cells from paclitaxel phytotoxicity by storage in hydrophobic bodies. As a response to
pathogen elicitors, the hydrophobic bodies containing the antifungal are released by exocytosis
at the pathogen entry points. So, while plant-produced paclitaxel assists general immunity,
endophytic-produced paclitaxel might target immunity where plant cells cannot, finally
explaining why both organisms produce paclitaxel (Soliman et al., 2015).
Maytansine (Figure 1), another important anticancer and cytotoxic compound, was
discovered in 1970 from Putterlickia species and in other Celastraceae plants of the genus
Maytenus (Kupchan et al., 1977; Kupchan et al., 1972). Interestingly, it was demonstrated a
different localization of maytansine in plant tissues. While in Maytenus, it was localized in the
above-ground tissues; in Putterlickia plants this compound was accumulated in the roots
(Kupchan et al., 1977; Kupchan et al., 1972). Further investigation enabled to demonstrate that
maytansine was produced by an endophytic microbial community within the roots of
Putterlickia verrucosa and P. retrospinosa (Kusari, S. et al., 2014). Besides that, in Maytenus
serrata, maytansine is produced jointly by the endophytic bacterial community with the host
plant (Kusari, P. et al., 2016). Recent studies showed detection of new maytansinoids in P.
pyracantha (Eckelmann, Kusari, & Spiteller, 2016), opening up further questions addressed to
reveal the ecological relevance of maytansinoids in their plant-hosts.
A large number of publications about endophytic microorganisms focused on natural
products sources became available and several reviews highlight the importance of endophytic
fungi for the pursuit of natural products (Aly, Debbab, Kjer, & Proksch, 2010; Borges, W.,
Borges, K., Bonato, Said, & Pupo, 2009; Gunatilaka, 2006; Kharwar, Mishra, Gond, Stierle, &
Stierle, 2011; Schulz, Boyle, Draeger, Rommert, & Krohn, 2002; Suryanarayanan et al., 2009;
Verma, Kharwar, & Strobel, 2009; Wang & Dai, 2011) as well as endophytic actinobacteria
(Golinska et al., 2015; Qin, Xing, Jiang, Xu, & Li, 2011; Raja & Prabakarana, 2011) or
endophytes in general as sources for therapeutic uses in various fields (Gouda, Das, Sen, Shin,
& Patra, 2016). Endophytes can potentially be used for peptide based drugs (Abdalla &
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Matasyoh, 2014) or even other anticancer compounds, such as the pro-drug
deoxypodophyllotoxin (Kusari, S., Lamshoeft, & Spiteller, 2009), camptothecin (Venugopalan,
Potunuru, Dixit, & Srivastava, 2016) or solamargine (El-Hawary et al., 2016) (Figure 1),
amongst others. However, their use at industrial level will have to wait for further developments
(Kusari, S., Pandey, & Spiteller, 2013; Kusari, S. & Spiteller, 2011). Currently, as illustrated
with the paclitaxel investigations, the discussion about the real sources of several natural
products have turned into what those metabolites are doing in nature (Davies, 2013; Davies &
Ryan, 2012; Newman & Cragg, 2015; Talbot, 2015). An understanding of the chemical ecology
behind microbial interactions of endophytes will lead to reveal their inexhaustible biosynthetic
potential (Kusari, S., Hertweck, & Spitellert, 2012).
The role natural products may play in the endophyte-host plant interaction is a matter of
recent interest. Considering the wide range of biological activities already discovered for the
reported microbial metabolites, their role in nature may be suggested. Since microorganisms
use the chemical language to communicate and interact, one of the suggested roles may be the
interference in quorum sensing by attenuating virulence factors of pathogens, which means
quenching of pathogen quorum molecules (Kusari, P. et al., 2014). In nature, microbes and
plants are in a close association, and the study of population dinamics, gene expression as well
as metabolite production involving microbe-microbe and microbe-plant quorum sensing
phenomena will give further directions to completely understand these ecosystems (Kusari, P.,
Kusari, S., Spiteller, & Kayser, 2015). One example where a tripartite interaction mediated by
quorum sensing molecules illustrates the importance of chemical communication in ecological
systems. Pantoea agglomerans (olive plant epiphyte) and Erwinia toletana (endophyte), non-
pathogenic bacteria, are associated with olive knot disease. Both microorganisms release
homoserine lactones analogues (Figure 1), signals that modulate the virulence of Pseudomonas
savastanoi pv. Savastanoi, responsible pathogen for the disease (Hosni et al., 2011). The
interference in quorum sensing is generally mediated mainly by two enzymes, lactonase and
acylase, for quenching or degradating of homoserine lactone autoinducers (Hong, Koh, Sam,
Yin, & Chan, 2012). Interestingly, homoserine lactone acylase has been reported from
endophytic Streptomyces, which may be involved in suppressing the soft rot infection by
Pectobacterium carotovorum spp. carotovorum on potato (Chankhamhaengdecha, Hongvijit,
Srichaisupakit, Charnchai, & Panbangred, 2013). These findings show the complexity of
chemical communication in ecological systems. Biotechnological applications of natural
products for drug resistance can be fully exploited if factors such as autoinducer triggers,
production/release signals or even degradation systems are considered (Kusari, P. et al., 2015).
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Figure 1. Illustrative examples of natural products from endophytes.
The role of endophytes in plant growth has been also investigated (Gaiero et al., 2013;
Miliute et al., 2016). Plant promoting traits, such as production of indole-3-acetic acid (Figure
1), were observed in endophytes from apple phyllosphere (Miliute et al., 2016). Indole-3-acetic
acid is a phytohormone that stimulates cell division as well as formation of plant roots (Davies,
2010). The effect of bacterial endophytes was also investigated in Trigonella foenum-graecum
L. Four out of nine endophytic Bacillus sp., associated with that medicinal plant, showed a
significant impact on plant growth and besides that, contributed to the increase in diosgenin
biosynthesis, a steroid sapogenin (Jasim, Geethu, Mathew, & Radhakrishnan, 2015). In another
medicinal plant, Euphorbia pekinensis, the effective growth promotion as a consequence of
treatment with endophytic fungi was demonstrated. Interestingly, it was also proved that
treatment of plants with non-endophytic fungi, was not as effective as the treatment with
endophytes. These findings could be attributed to the production of phytohormones, such as
indole-3 acetic acid (Dai, Yu, & Li, 2008). The mechanisms behind the plant-growth promotion
by endophytic bacteria have been proposed as phytostimulation (through production of
phytohormones), biofertilization (by increasing access to nutrients) and biocontrol (by
protection against phytopathogens) (Bloemberg & Lugtenberg, 2001). A complete
understanding of the microbial community composition of the plant system is necessary to
predict the effectiveness of an endophyte to promote plant growth (Gaiero et al., 2013). Of
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course, more comprehensive tools, such as “omics” approaches, should be used to study
endophytes and reveal their role in the plant host (Kaul, Sharma, & Dhar, 2016). Even more
relevant for future research, after understanding the endophyte community dynamics, is how
these populations will be affected in an environment influenced by climate change (Gaiero et
al., 2013).
As microorganisms are still underexplored reservoirs of natural products, endophytes from
the Brazilian medicinal plant Lychnophora ericoides (falsa-arnica) were selected in this study
for investigation of their natural products profile. L. ericoides has been used in traditional
medicine for treatment of wounds, inflammation and pain and several studies focused on its
chemistry have been carried out (Borella, Lopes, Vichnewski, Cunha, & Herz, 1998; dos
Santos, Gobbo-Neto, Albarella, de Souza, & Lopes, 2005; Gobbo-Neto, L., dos Santos, et al.,
2008; Gobbo-Neto, L., Gates, & Lopes, 2008; Gobbo-Neto, L. et al., 2010; Gobbo-Neto, L. &
Lopes, 2008; Gobbo-Neto, L. et al., 2005; Sakamoto et al., 2003; Semir, Rezende, Monge, &
Lopes, 2011). As part of the efforts of our research at the Laboratory of Chemistry of
Microorganisms (LQMo) at the School of Pharmaceutical Sciences of Ribeirão Preto,
University of São Paulo, coordinated by Prof. Dr. Mônica T. Pupo, endophytic microorganisms
from L. ericoides were isolated and a first study including some of these actinobacteria strains
was recently published by our group (Conti et al., 2016). In light of the described studies and
the importance of endophytes for this research field, microbial interactions approaches were
used in this PhD thesis in order to investigate natural products from endophytes of L. ericoides.
1.2. Natural products from microbial interactions approaches
As it was mentioned in the previous section, microorganisms inhabiting plant tissues are
interacting with other microorganisms. One of the expected consequences of these interactions,
which has been the focus of several studies, is the production of secondary metabolites. Several
reviews have been published highlighting different strategies involving microbial interactions
in order to increase the metabolite diversity (Bertrand et al., 2014; Bode, Bethe, Hofs, & Zeeck,
2002; Marmann, Aly, Lin, Wang, & Proksch, 2014; Pettit, 2009; Rutledge & Challis, 2015;
Scherlach & Hertweck, 2009). These approaches are totally consistent with simulation of
ecological contexts since microorganisms are in continuous interactions with other
microorganisms and even macroorganisms (Suryanarayanan, T., 2013), as previously
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described. However, it is well known that microbes establish different kinds of interactions such
as cooperative or competitive relationships (Abrudan et al., 2015; Ghoul & Mitri, 2016;
Stubbendieck & Straight, 2016), and most of in vitro microbial interactions have not been tested
in more natural settings (Hibbing, Fuqua, Parsek, & Peterson, 2010). Due to the lack of
knowledge of the complex regulatory factors that may influence the microbial biosynthetic
machinery, a random approach named OSMAC (One Strain – MAny Compounds) was
proposed in the last decade (Bode et al., 2002). Briefly, the concept establishes that by
modifying culture parameters such as culture vessels, culture media, fermentor size, pH,
dissolved oxygen, or even microbial interaction, the chemical diversity can be expanded. By
using the OSMAC approach, more than 100 compounds from 25 different structural classes
from only 6 microorganisms were isolated (Bode et al., 2002).
Microbial interactions approach, or coculture strategy, has been widely used to induce
microbial compounds of interest, and plenty of examples can be found in literature. For
instance, increased production of paclitaxel from Paraconiothyrium SSM001 when exposed to
endophytes from the same host, Taxus (yew) tree (Soliman & Raizada, 2013) was observed.
The induction of istamycins (Figure 2) in Streptomyces tenjimariensis up to twice-fold as a
consequence of the interaction with twelve out of 53 tested bacteria was reported (Slattery,
Rajbhandari, & Wesson, 2001). Microbial interactions between Pseudomonas aeruginosa and
Enterobacter sp., isolated from a marine environment, enabled the isolation of a blue
compound, identified as pyocyanin (Figure 2), as well as the correction of the structural
characterization of this compound by NMR due to previous misreported data in the literature
(Angell, Bench, Williams, & Watanabe, 2006). Cocultivation of marine fungi have resulted in
isolation of new alkaloids, marinamide and its methyl ester (Zhu & Lin, 2006), which chemical
structures were later revised and attributed to pyrrolyl 4-quinolone analogues (Figure 2) (Zhu,
Chen, Wu, & Pan, 2013), as well as a new xanthone, 8-hydroxy-3-methyl-9-oxo-9H-xanthene-
1-carboxylic acid methyl ether (Figure 2) (Li, C. et al., 2011). Microbial interaction between
Aspergillus fumigatus and Streptomyces peucetius led to the induction of the new metabolites,
fumiformamide and N,N’-((1Z, 3Z)-1,4-bis(4-methoxyphenyl)buta-1,3-diene-2,3-
diyl)diformamide (Figure 2), two known N-formyl derivatives and a xanthocillin analogue BU-
4704 (Zuck, Shipley, & Newman, 2011). The coculturing of the endophytic fungus Fusarium
tricinctum with the bacterium Bacillus subtilis led to the production of three new compounds,
macrocarpon C, 2-(carboxymethylamino)benzoic acid and (-)-citreoisocumarinol (Figure 2),
as well as the increased levels of known compounds of the chemical classes of pyrones, cyclic
depsipeptides and lipopeptides (Ola, Thomy, Lai, Broetz-Oesterhelt, & Prolcsch, 2013). Three
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new decalin-type tetramic acid analogues, N-demethyl-ophiosetin and pallidorosetins A/B,
were produced when Fusarium pallidoroseum was cocultured with Saccharopolyspora
erythraea (Figure 2) (Whitt, Shipley, Newman, & Zuck, 2014). Three novel macrolactams with
unprecedented skeletons, niizalactams A-C, were isolated when Streptomyces sp. NZ-6 was
cultured in presence of mycolic acid-containing bacterium Tsukamurella pulmonis TP-B0596
(Hoshino et al., 2015). Interestingly, the same strain T. pulmonis TP-B0596 induced the
production of eight new 5-alkyl-1,2,3,4-tetrahydroquinolines (Figure 2) (Sugiyama et al.,
2015) as well as a novel class of lipidic metabolites named streptoaminals (Figure 2) from
Streptomyces nigrescens HEK616 (Sugiyama et al., 2016).
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Figure 2. Illustrative examples of natural products from microbial interactions.
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A remarkable study supported the hypothesis that not only diffusible signals but also
intimate physical interactions contribute to microbial communication (Schroeckh et al., 2009).
In that study, it was demonstrated that the physical interaction of Aspergillus nidulans with
Streptomyces hygroscopicus led to stimulate the fungal biosynthesis of aromatic polyketides,
such as orsellinic acid, lecanoric acid, and cathepsin inhibitors F-9775A and F-9775B (Figure
2) (Schroeckh et al., 2009). Another outstanding study screened 657 coculture experiments
involving fungal strains by using a high-throughput UHPLC-TOF-MS-based metabolomic
approach. In this study, two types of inductions were observed, de novo biosynthesis and up-
regulation. Interestingly, most of the detected features (peaks) from monocultures (80%)
matched at least one reported compound from the DNP database ("Dictionary of Natural
Products,"), while the matches were zero when the induced features, corresponding to the
induced metabolites from coculture, where searched. This results suggest that the features
detected at the fungal interaction zones in cocultures may correspond to novel chemical
compounds, not included in natural products databases (Bertrand et al., 2013). Taking into
consideration that a single microbial compound may have an impact on the metabolism of
microorganisms inhabiting the same environment (Kusari, S. et al., 2013), exposing
microorganisms to simulated communities where chemical exchange occurs makes the
previous examples coherent with what may happen in natural contexts.
At this point it is necessary to highlight that the study of microbe-microbe interactions may
provide valuable information to decipher chemical communication in nature, a necessary step
before validate the findings in more complex microbial communities (Lareen, Burton, &
Schafer, 2016) as it may occur in natural systems. Besides that, multispecies interactions should
be studied since endophytes communities are diverse and complex, and consequently, may be
more involved in interactions with microbial competitors than with the plant host itself (van
Overbeek & Saikkonen, 2016). This is consistent, since microbes are part of essential consortia
(Newman & Cragg, 2015), no matter what the environment they inhabit.
Considering the genome size of 8 Mb in actinobacteria, up to 11 Mb in myxobacteria, and
more than 30 Mb in fungi, the enormous potential of microorganisms for production of small
molecules is big (Bode et al., 2002). This is consistent with recent genomic approaches, such
as metagenomics, showing global microbial biosynthetic diversity holds enormous potential for
natural products discovery (Charlop-Powers et al., 2015). The bottleneck lays in finding the
triggers for biosynthesis of the cryptic metabolites, although the regulation of antibiotic
production has been extensively investigated in microbial models such as S. coelicolor, but also
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in nonmodel streptomycetes (Liu, Chater, Chandra, Niu, & Tan, 2013), giving directions for
regulation of secondary metabolites that can be extended perhaps in other actinobacteria.
Due to the relevance of small molecules as mediators of chemical responses during microbial
interactions, and the fact that the levels of those chemicals are very low for detection, the need
for more sensitive techniques is required. For that reason, mass spectrometry related tools were
applied to the current study of endophytes from L. ericoides.
1.3. Mass spectrometry related tools for microbial natural products
investigation
The necessity for more sensitive techniques that enable to detect small quantities of
microbial compounds can be illustrated with the yet-uncharacterized secondary metabolite
produced by human gut bacteria, colibactin, involved in colorectal cancer (Nougayrede et al.,
2006). After more than ten years of research, the chemical structure of this cryptic metabolite
remains unsolved (Bode, 2015). However, several approaches, including NMR, MS, genomics
and bioinformatics tools, have enabled to tentatively propose candidates for pre-colibactins
(Figure 3) (Li, Z. R. et al., 2015; Vizcaino & Crawford, 2015). A recent example given by the
identification of maytansinoids in plant tissues showed clearly the need for MS/MS data that
enable future studies to identify natural products without the necessity for isolating (Eckelmann
et al., 2016).
For that reason, techniques that enable to obtain enough chemical information from small
quantities of samples are relevant for the current research, including in the field of natural
products. Recent developments have occurred in the detection of microbial small molecules by
using mass spectrometry (MS) approaches. A first approach recently used, Matrix-Assisted
Laser Desorption/Ionization Time-Of-Flight Imaging Mass Spectrometry (MALDI-TOF IMS)
for detecting microbial small molecules has been developed ad widely used (Yang et al., 2012).
Basically, MALDI-TOF IMS offers the possibility to detect small molecules from agar pieces
containing cultured microorganisms, and also allows to visualize their distribution in two or
even three dimensions (Watrous et al., 2013). Several examples and even the discovery of novel
natural products and biotransformation processes have been published in the past few years
(Gonzalez et al., 2012; Moree et al., 2012). This technique has been also applied for monitoring
suppression of quorum sensing signals by endophytic bacteria from Cannabis sativa L. (Kusari,
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P. et al., 2014). Besides that, it enabled to visualize the spatial distribution of metabolites in
situ, as illustrated by maytansine in the roots of Putterlickia verrucosa and P. retrospinosa,
enabling to prove the hypothesis of microbial endophytes as actual producers of the compound
(Kusari, S. et al., 2014).
Another MS-based approach is molecular networking. It consists in the comparison of
fragmentation patterns amongst different MS/MS spectra in order to find similarities amongst
them. This approach was initially applied for peptide identification (Guthals & Bandeira, 2012)
and it was then developed for microbial small molecules analysis, since every single molecule
can lead to a unique MS/MS spectra, such as a fingerprint and then similarities can be found in
structurally related compounds (Watrous et al., 2012; Yang et al., 2013). Molecular networking
has been important for detection and partial characterization of natural products, such as an
antifungal lipopeptide from the syringomycin family, thanamycin (Figure 3) (Watrous et al.,
2012).
As manual analysis of large MS/MS datasets results inefficient, a free access platform for
the automated analysis and cross correlation of natural products MS/MS data, named Global
Natural Products Social Molecular Networking (Wang, M. et al., 2016) (GNPS, gnps.ucsd.edu)
was recently developed. What can be done by using the GNPS workflow include storage and
organization of MS/MS data, generation and visualization of molecular networking,
dereplication of natural products, contribution to MS/MS natural products collection, sharing
and curate data. For dereplication purposes, which means finding known or already identified
natural products, based on comparison with MS/MS data the GNPS platform includes libraries
such as MassBank, ReSpect and NIST, as well as collection of natural products and
pharmacologically active compounds related to the National Institutes of Health (NIH) in the
United States (Wang, M. et al., 2016). Currently, the GNPS libraries contains more than
200.000 MS/MS spectra representing more than 22.000 compounds (Wang, M. et al., 2016).
However, the number of published natural products can be about 300.000 to 600.000 (Berdy,
2012), which means the total chemical space still remains to be covered. To demonstrate how
GNPS platform can support natural products discovery, a set of five analogues of a broad-
spectrum antibiotic, stenothricin, were identified and named stenothricin-GNPS 1-5. The most
abundant of these analogues was isolated successfully confirming its structural similarity
(Figure 3) (Wang, M. et al., 2016). Computational methods for detection and investigation of
small molecules using mass spectrometry data have been developed (Hufsky, Scheubert, &
Bocker, 2014). Recently, in silico approaches that enable to search experimental MS/MS
12
spectra have been proposed and successfully tested to compensate the lack of experimental data
(Allard et al., 2016).
Figure 3. Illustrative examples of natural products discovered by MS approaches and molecular networking.
Structural elucidation of new compounds based only by mass spectrometry or even elucidate
the fragmentation pathway for knowns compounds are challenging tasks even for experienced
mass spectrometrists (Chai, Wang, & Wang, 2016). However, as previously mentioned,
fragmentation patterns are fingerprints that help in finding structural relationship amongst
chemical families, as it has been widely reported by using molecular networking (Covington,
McLeanab, & Bachmann, 2016; Floros, Jensen, Dorrestein, & Koyama, 2016; Garg et al., 2015;
Mascuch et al., 2015; Nguyen et al., 2013; Okada, Wu, Mao, Bushin, & Seyedsayamdost, 2016;
Wang, M. et al., 2016; Watrous et al., 2012). Due to the extensive application of MS/MS, it is
still necessary to investigate the mechanisms for specific fragmentation reactions (Chai et al.,
2016) to fully support structural elucidation. At this point, it is important to keep in mind the
relevance of analyzing mass differences instead of defining the specific reactions involved in
each fragment formation, in order to use mass fragmentation as a useful tool for structural
elucidation (Demarque, Crotti, Vessecchi, Lopes, & Lopes, 2016).
120
5. CONCLUSIONS
Demonstrating the biological role for every molecule in nature is on the way, and the
investigation of natural products in microbial communities is more rational since
microorganisms are not alone in nature. Here we have demonstrated the impact of microbial
interactions, occurring amongst endophytes from Lychnophora ericoides, on their secondary
metabolites profile. The presence of antifungal (amphotericin-analogues), anticholinesterase
(physostigmine-analogues), protease inhibitors (leupeptin-analogues) and cytotoxic
(angucycline-analogues) compounds was revealed by using mass spectrometry related tools
during investigation of microbial interactions. In addition, the elicitation of microbial
metabolites was fully demonstrated by the action of amphotericin B, produced by S. albospinus
RLe7, on two endophytic fungi, Coniochaeta sp. FLe4 and the fungus FLe9. Interestingly,
elicitation was also demonstrated when Coniochaeta sp. FLe4 interacted with S. albospinus
RLe3 inducing the production of angucycline derivatives. Besides identifying natural products
during microbial interactions, how metabolic exchange may influence the establishment of
those communities was visualized. With this study, partial annotation for the ionizable
metabolome from single and interacting endophytic actinobacteria was provided. The
fragmentation spectra from all microbial natural products detected here are available (“living
data”) for future identification at the GNPS database repository. This is the first study of
endophytic actinobacteria from L. ericoides in simulated communities, and the correlation
between microbial exchange and colony growth may reflect a similar effect within their host in
nature. Finally, the field of natural products has been benefited due to several advances for the
support of structural elucidation and more advances will support identification of natural
products in the years to come. Further work may reveal the specific biological role of small
molecules from microorganisms in different environments. In conclusion, this study
demonstrated elicitation of natural products from microbial interactions as well as new
compounds from endophytes from L. ericoides, contributed through identification of microbial
metabolites to the collaborative efforts of the scientific community in the field of natural
products, and opened the possibilities for future studies involving endophytes from L. ericoides.
121
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