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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2019.00235</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Marine Dinoflagellate Assemblage in the Gal&#x00E1;pagos Marine Reserve</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Carnicer</surname> <given-names>Olga</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/517148/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>De La Fuente</surname> <given-names>Patricia</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/703684/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Canepa</surname> <given-names>Antonio</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/596384/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Keith</surname> <given-names>Inti</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/596030/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Rebolledo-Monsalve</surname> <given-names>Eduardo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/649158/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Diog&#x00E8;ne</surname> <given-names>Jorge</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/617954/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fern&#x00E1;ndez-Tejedor</surname> <given-names>Margarita</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/158694/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Escuela de Gesti&#x00F3;n Ambiental, Pontificia Universidad Cat&#x00F3;lica del Ecuador Sede Esmeraldas (PUCESE)</institution>, <addr-line>Esmeraldas</addr-line>, <country>Ecuador</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institut de Ci&#x00E8;ncies del Mar, Consejo Superior de Investigaciones Cient&#x00ED;ficas</institution>, <addr-line>Barcelona</addr-line>, <country>Spain</country></aff>
<aff id="aff3"><sup>3</sup><institution>Escuela Polit&#x00E9;cnica Superior, Universidad de Burgos</institution>, <addr-line>Burgos</addr-line>, <country>Spain</country></aff>
<aff id="aff4"><sup>4</sup><institution>Charles Darwin Research Station, Charles Darwin Foundation</institution>, <addr-line>Gal&#x00E1;pagos</addr-line>, <country>Ecuador</country></aff>
<aff id="aff5"><sup>5</sup><institution>Institut de Recerca i Tecnologia Agroaliment&#x00E0;ria (IRTA)</institution>, <addr-line>Sant Carles de la R&#x00E0;pita</addr-line>, <country>Spain</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Marius Nils M&#x00FC;ller, Federal University of Pernambuco, Brazil</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Celeste L&#x00F3;pez Abbate, Instituto Argentino de Oceanograf&#x00ED;a (IADO-CONICET), Argentina; Pietro Martins Barbosa Noga, Federal University of Bahia, Brazil</p></fn>
<corresp id="c001">&#x002A;Correspondence: Olga Carnicer, <email>olgacarnicer@gmail.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Marine Ecosystem Ecology, a section of the journal Frontiers in Marine Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>05</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="collection">
<year>2019</year>
</pub-date>
<volume>6</volume>
<elocation-id>235</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2018</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>04</month>
<year>2019</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2019 Carnicer, De La Fuente, Canepa, Keith, Rebolledo-Monsalve, Diog&#x00E8;ne and Fern&#x00E1;ndez-Tejedor.</copyright-statement>
<copyright-year>2019</copyright-year>
<copyright-holder>Carnicer, De La Fuente, Canepa, Keith, Rebolledo-Monsalve, Diog&#x00E8;ne and Fern&#x00E1;ndez-Tejedor</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>It is likely that harmful algal blooms have increased in frequency, intensity, and geographic distribution in the last decades in response to anthropogenic activities. The Gal&#x00E1;pagos Islands are renowned for their exceptional biological diversity; however, marine dinoflagellate communities have not been represented in biodiversity assessments. Therefore, this study aims to provide key information about dinoflagellate diversity and abundances, with special attention to harmful species, during a weak La Ni&#x00F1;a event in the Gal&#x00E1;pagos Marine Reserve (GMR). The study was performed during March&#x2013;April 2017 and four transects were conducted at four Islands (Santa Cruz, Santa F&#x00E9;, Seymour, and Pinz&#x00F3;n) representing the southern region of the GMR. Water net samples were collected at 2, 5, and 10 nautical miles (nm) from the coast, at a total of 48 sampling sites. The presence of toxic species, and their cell abundance was estimated in seven transects at 0, 15, and 30 m of depth. A total of 152 taxa belonging to 7 orders, 22 families, and 38 genera were registered. The number of taxa found is almost three times higher than the maximum observed in previous studies. Dinoflagellate species richness among stations ranged between 53 and 23 taxa and was higher in northern sites. From the applied cluster analysis, five dinoflagellate assemblages were identified as a discrete community structure, one was found only in Santa F&#x00E9; Island, which is probably related to the presence of the Equatorial Undercurrent (EUC). Regarding cell abundance estimations, low abundances were registered throughout the sampling sites and no blooms were detected. Higher abundances were registered in the northern transects coinciding with one of the most productive areas of the archipelago, situated north of Santa Cruz. Among the identified taxa, 19 of them were potentially toxic, including epiphytic species, allowing the possibility of blooms in benthic areas. This study presents the first record of several dinoflagellate species in the area (both non-toxic and harmful species) and thus, emphasizing the need for the implementation of phytoplankton monitoring programs by the government to prevent potential ecological, sanitary and economic impacts in the GMR.</p>
</abstract>
<kwd-group>
<kwd>harmful algal blooms</kwd>
<kwd>dinoflagellate assemblages</kwd>
<kwd>richness</kwd>
<kwd>spatial variability</kwd>
<kwd>CCA</kwd>
<kwd>Generalized Additive Models</kwd>
<kwd>environmental parameters</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="93"/>
<page-count count="13"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>Marine microalgae are primary producers and constitute key components of marine food webs: they fix carbon and produce nearly 50% of the oxygen on the planet (<xref ref-type="bibr" rid="B24">Field et al., 1998</xref>). Most phytoplankton communities are directly affected by human activities, especially through the excess inputs of organic matter and nutrients to the system (<xref ref-type="bibr" rid="B31">Hallegraeff, 2010</xref>), usually linked to high phytoplankton biomass in coastal areas (<xref ref-type="bibr" rid="B15">Davidson et al., 2014</xref>). Moreover, phytoplankton dynamics are affected by climate change, due to altering environmental conditions such as timing of large-scale climate events (<xref ref-type="bibr" rid="B6">Boyce et al., 2010</xref>) or sustained warmer temperatures that increase stratification and reduce the resupply of recycled nutrients to the upper mixed layer (<xref ref-type="bibr" rid="B19">Doney, 2006</xref>). Consequently, physiological responses of phytoplankton species, such as phenology, abundance and calcification rate may be affected (<xref ref-type="bibr" rid="B63">Poloczanska et al., 2016</xref>), leading to a reduction in ocean productivity (<xref ref-type="bibr" rid="B3">Behrenfeld et al., 2006</xref>) and changes in bloom timing and community structure (<xref ref-type="bibr" rid="B32">Henson et al., 2018</xref>). Thus, the study of phytoplankton communities and its response to environmental drivers is crucial to gain a better understanding of the functioning of the marine ecosystem.</p>
<p>Particularly, some species can form toxic proliferations of cells, thereby causing harm to aquatic ecosystems, including the resident plants and animals, and substantial economic losses and disturbances in touristic areas (<xref ref-type="bibr" rid="B4">Berdalet et al., 2015</xref>). These, so called &#x201C;harmful algal blooms&#x201D; (HABs), can affect humans through direct exposure by skin contact or inhalation of aerosols, or by ingestion of seafood contaminated by toxins that have bio-accumulated along the food web. Examples of this are well known, for instance in the digestive tract of shellfish (mussels, clams, oysters, scallops) or finfishes (<xref ref-type="bibr" rid="B4">Berdalet et al., 2015</xref>). Dinoflagellates are of particular interest among the harmful phytoplankton species because of their high species richness, morphological diversity and strategies for adaptation to thrive in different ecological niches (<xref ref-type="bibr" rid="B71">Smayda and Reynolds, 2003</xref>). Most dinoflagellates have cyst-forming stages, which are in a dormant state until environmental conditions, such as temperature, salinity, light intensity or turbulence, favor their growth, resulting in abundant proliferations in a short period of time (<xref ref-type="bibr" rid="B17">Delwiche, 2007</xref>). In addition, there is a high number of mixotrophic dinoflagellate species, whose predatory behavior enables them to increase their nutrient uptake, allowing them to survive under conditions that are unfavorable for strict autotrophs (<xref ref-type="bibr" rid="B73">Stoecker, 1999</xref>). From an ecotoxicological point of view, dinoflagellates are of vital importance since they show the highest representation among toxic phytoplankton with 99 species, in contrast with the number of diatom species (29), Haptophytes (8), Raphidophyceans (4), Dictyochophyceans (3), Pelagophyceans (2), and Cyanobacteria (35) (<xref ref-type="bibr" rid="B51">Moestrup et al., 2009</xref>; IOC-UNESCO Taxonomic Reference List of Harmful Microalgae). These features, mentioned above, make dinoflagellates crucial to marine ecosystems.</p>
<p>Most dinoflagellates&#x2019; toxins are neurotoxic, but others cause specific poisoning syndromes including gastrointestinal disturbances (diarrhea, nausea, vomiting), muscle paralysis, or amnesia (<xref ref-type="bibr" rid="B30">Hallegraeff, 2003</xref>). The most frequent and studied syndromes caused by dinoflagellate toxins are Paralytic Shellfish Poisoning (PSP), caused by <italic>Alexandrium</italic> spp., <italic>Gymnodinium catenatum</italic>, and <italic>Pyrodinium bahamense</italic>; Diarrhetic Shellfish Poisoning (DSP) produced by <italic>Dinophysis</italic> spp. and <italic>Prorocentrum</italic> spp. Poisoning syndromes not only come from planktonic species, but also from benthic species. For example, <italic>Gambierdiscus</italic> spp., can cause ciguatera fish poisoning, a disease with worldwide impact, though mainly in tropical zones (<xref ref-type="bibr" rid="B59">Parsons et al., 2012</xref>), and <italic>Ostreopsis</italic> cf. <italic>ovata</italic> blooms that have been seen to affect human health directly by inhalation of marine aerosols that cause respiratory irritation (<xref ref-type="bibr" rid="B88">Vila et al., 2016</xref>).</p>
<p>Nowadays, there is a big concern about proliferations of toxic species that may be increasing in frequency, and expanding their biogeographic distribution under future global warming scenarios (<xref ref-type="bibr" rid="B31">Hallegraeff, 2010</xref>; <xref ref-type="bibr" rid="B27">Glibert et al., 2014</xref>; <xref ref-type="bibr" rid="B90">Wells et al., 2015</xref>). Thus, it is important to survey ecological hotspots such as the Gal&#x00E1;pagos Marine Reserve (GMR), which is one of the largest and most biologically diverse marine regions in the world (<xref ref-type="bibr" rid="B70">Schaeffer et al., 2008</xref>; <xref ref-type="bibr" rid="B46">Liu et al., 2014</xref>). Its great diversity derives from the situation of the GMR lying in a complex transition zone between tropical and subtropical waters and intense equatorial and local upwelling (<xref ref-type="bibr" rid="B58">Palacios, 2004</xref>; <xref ref-type="bibr" rid="B46">Liu et al., 2014</xref>). The GMR area is largely affected by oceanic&#x2013;atmospheric perturbations such as the seasonal migration of the Intertropical Convergence Zone (ITCZ) and the El Ni&#x00F1;o Southern Ocean Oscillation (ENSO) (<xref ref-type="bibr" rid="B58">Palacios, 2004</xref>; <xref ref-type="bibr" rid="B46">Liu et al., 2014</xref>). During the dry season (July&#x2013;December), the ITCZ is north of the equator, south trade winds increase, and sea surface temperature (SST) diminishes. In turn, in the warm, wet season (December&#x2013;June), the ITCZ migrates southward (toward the equator), the northeast trade winds become prevalent and precipitation and SST increases. In general, during El Ni&#x00F1;o events, warmer surface conditions and the deepening of the thermocline inhibit the upwelling of cooler, nutrient-rich subsurface waters to the surface. As a consequence, during an ENSO, distributions of phytoplankton communities undergo large-scale disruptions and chlorophyll-a (Chl a) levels diminish (<xref ref-type="bibr" rid="B50">McCulloch, 2011</xref>). For example, in the equatorial Pacific Ocean, during the strong ENSO event in 1997/1998, Chl a reached a very low concentration (<xref ref-type="bibr" rid="B13">Ch&#x00E1;vez et al., 1999</xref>), which may have influenced higher trophic levels. During La Ni&#x00F1;a events, the cool ENSO phase, strong winds and cooling of ocean temperatures cause an elevation of the thermocline that increases nutrient supply and phytoplankton productivity along the equator (<xref ref-type="bibr" rid="B67">Ryan et al., 2002</xref>, <xref ref-type="bibr" rid="B68">2006</xref>). In addition, there is some evidence that climate change may influence ENSO to some extent (<xref ref-type="bibr" rid="B69">Sachs and Ladd, 2002</xref>; <xref ref-type="bibr" rid="B7">Cai et al., 2014</xref>), resulting in unpredictable changes in phytoplankton assemblages and HAB frequencies.</p>
<p>There is little data regarding taxonomic characterization of phytoplankton assemblages in the coastal area of the Eastern Tropical Pacific (ETP), thus, the diversity of phytoplankton species remains poorly described. Regarding HABs, isolated studies have documented the prevalence of <italic>Gymnodinium catenatum, Akashiwo sanguinea</italic>, and <italic>Alexandrium</italic> spp., among others (Colombia &#x2013; <xref ref-type="bibr" rid="B26">Giraldo et al., 2014</xref>; Costa Rica &#x2013; <xref ref-type="bibr" rid="B86">Vargas-Montero et al., 2008</xref>; <xref ref-type="bibr" rid="B8">Calvo-Vargas et al., 2016</xref>; South of Mexico &#x2013; <xref ref-type="bibr" rid="B48">Maciel-Baltazar, 2015</xref>). The Oceanographic Institute of the Ecuadorian Navy (INOCAR) has conducted sporadic cruises in the GMR since 1968. Unfortunately, a reduced number of reports are available to the public and most are written in Spanish (<xref ref-type="bibr" rid="B83">Torres and Tapia, 2000</xref>, <xref ref-type="bibr" rid="B84">2002</xref>; <xref ref-type="bibr" rid="B80">Torres, 2002</xref>; <xref ref-type="bibr" rid="B76">Tapia and Naranjo, 2012</xref>; <xref ref-type="bibr" rid="B82">Torres and Andrade, 2014</xref>; <xref ref-type="bibr" rid="B53">Naranjo and Tapia, 2015</xref>). Toxic species such as <italic>Dinophysis</italic> spp., <italic>Prorocentrum mexicanum</italic>, and <italic>Ostreopsis</italic> cf. <italic>siamensis</italic> have been registered, however, the number of species indicated within the reports is greater than the list of taxa supplied, thus, there is an under-representation of the presence of dinoflagellates in the GMR. Moreover, <xref ref-type="bibr" rid="B81">Torres (2015)</xref> reviewed fish mortality and algae proliferation events from 1968 to 2009 along the Ecuadorian coast and in the GMR, reporting <italic>Prorocentrum gracile</italic> in some bays of the GMR, associated with fish mortalities in 1980.</p>
<p>The absence of a systematic monitoring program leads to a lack of scientific data to evaluate phytoplankton communities and the future risk of HABs in the GMR (<xref ref-type="bibr" rid="B40">Kislik et al., 2017</xref>). Considering the unique features of dinoflagellates and their relevance among HAB species, the aim of this study is to give insights into the dinoflagellate community of the GMR, specifically focusing on the island of Santa Cruz and nearby islands, with special attention to toxic species, during a weak La Ni&#x00F1;a phase in the wet season (March&#x2013;April, 2017).</p>
</sec>
<sec id="s1" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec><title>Study Area</title>
<p>The GMR is located in the ETP, &#x223C;900 km west from the coast of Ecuador. The GMR area is influenced by cold and saltier Equatorial Surface Waters (ESW) with temperature (T) &#x003C; 25&#x00B0;C and salinity (S) > 34, and by the warm and fresher Tropical Surface Waters (TSW) (T > 25&#x00B0;C, S &#x003C; 34) (<xref ref-type="bibr" rid="B23">Fiedler and Talley, 2006</xref>; <xref ref-type="bibr" rid="B75">Sweet et al., 2007</xref>). The main currents affecting the GMR are the westward South Equatorial Current (SEC), which drives surface waters over the entire region around the Gal&#x00E1;pagos (<xref ref-type="bibr" rid="B39">Kessler, 2006</xref>; <xref ref-type="bibr" rid="B70">Schaeffer et al., 2008</xref>) and the upwelled waters of the EUC, developing a sub-surface (sub-thermocline) compensation against the westward SEC (<xref ref-type="bibr" rid="B70">Schaeffer et al., 2008</xref>). The collision of the subsurface iron and nutrient-carbon rich EUC with the Gal&#x00E1;pagos platform results in topographically induced local upwelling areas, which favor an enhanced production in many areas of the archipelago (<xref ref-type="bibr" rid="B58">Palacios, 2004</xref>; <xref ref-type="bibr" rid="B70">Schaeffer et al., 2008</xref>; <xref ref-type="bibr" rid="B40">Kislik et al., 2017</xref>).</p>
<p>The study took place in the southern area of the GMR (<xref ref-type="fig" rid="F1">Figure 1</xref>) during the warm &#x2013; wet season (March&#x2013;April, 2017) coinciding with a weak La Ni&#x00F1;a phase. During this season, the EUC becomes stronger, shallower, and with higher salinity values than during the dry season (<xref ref-type="bibr" rid="B75">Sweet et al., 2007</xref>). Another source of nutrients in the GMR is partially attributed to the Island Mass Effect (IME) where iron provided by continental sediments, together with topographic upwellings, contribute to an increase in Chl a concentration (<xref ref-type="bibr" rid="B40">Kislik et al., 2017</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>GMR sampling sites: Pinz&#x00F3;n, Santa F&#x00E9;, Santa Cruz, and Seymour Islands. Four transects were performed in each Island at 2, 5, and 10 nm from the coast.</p></caption>
<graphic xlink:href="fmars-06-00235-g001.tif"/>
</fig>
</sec>
<sec><title>Sample Collection</title>
<p>Sampling was performed in four islands; Pinz&#x00F3;n (27th March), Santa F&#x00E9; (28th March), Santa Cruz (6th April), and Seymour (7th April). At each site, four transects were covered (A, B, C, D) and for each transect, three sampling stations were selected at 2, 5, and 10 nm from the shore (<xref ref-type="fig" rid="F1">Figure 1</xref>). In every station, vertical net water samples (30 m) were collected in 200 mL plastic bottles using a 20 &#x03BC;m mesh plankton net, then samples were preserved in neutral Lugol&#x2019;s solution (final concentration of 0.4%). These vertical net samples were used to identify the presence of dinoflagellates in each sampling site. In addition, seven transects (Santa F&#x00E9; A, B; Pinz&#x00F3;n D; Seymour A, B; Santa Cruz A, D) were selected based on the presence of toxic species found in net samples, for phytoplankton abundance estimation. To do this, at each sampling station (2, 5, and 10 nm) three water samples using a Van Dorn bottle were collected at surface, 15 and 30 m depth, then preserved in neutral Lugol&#x2019;s solution (final concentration of 0.4%).</p>
</sec>
<sec><title>Environmental Parameters</title>
<p>Vertical profiles were obtained using an EXO2 Multiparameter Sonde from Yellow Springs Instrument Company (YSI Inc.) equipped with sensors for temperature, conductivity, pressure, dissolved oxygen and pH, by deploying (at each station) from the surface down to 30 m depth. Only the downcast was selected for processing the data.</p>
</sec>
<sec><title>Phytoplankton Identification and Abundance Estimation</title>
<p>Species identification in vertical net samples was performed from 50 mL aliquots settled for 24 h and observed thoroughly under an inverted microscope (Nikon Eclipse TE2000-S).</p>
<p>Cell abundance estimation was performed from 50 mL of Van Dorn water samples settled in Uterm&#x00F6;hl chambers (<xref ref-type="bibr" rid="B85">Uterm&#x00F6;hl, 1958</xref>) during 24 h. Cell counting was performed under an inverted microscope (Nikon Eclipse TE2000-S), where the entire bottom of the chamber was examined at 200&#x00D7; magnification. To enumerate the small and more abundant organisms, one or two transects were counted at 200&#x00D7; or five/ten fields randomly chosen at 400&#x00D7; until reaching 100 cells.</p>
<p>The Uterm&#x00F6;hl method is widely used, it enables identification and quantification of phytoplankton samples (<xref ref-type="bibr" rid="B37">Intergovernmental Oceanographic Commission [IOC], 2010</xref>), and it is recommended for phytoplankton samples with low abundance (<xref ref-type="bibr" rid="B30">Hallegraeff, 2003</xref>). The method has been standardized (<xref ref-type="bibr" rid="B10">CEN, 2006</xref>) and it is frequently used in research and monitoring programs for quantitative phytoplankton analysis (e.g., <xref ref-type="bibr" rid="B65">Reguera et al., 2016</xref>; <xref ref-type="bibr" rid="B89">Wasmund, 2017</xref>).</p>
<p>Species identification was based on <xref ref-type="bibr" rid="B72">Steidinger and Jangen (1997)</xref>, <xref ref-type="bibr" rid="B34">Hoppenrath et al. (2009</xref>, <xref ref-type="bibr" rid="B35">2014)</xref>, <xref ref-type="bibr" rid="B56">Omura et al. (2012)</xref>, and <xref ref-type="bibr" rid="B43">Lassus et al. (2016)</xref>. The validity of names of the different taxa was checked on the World Register of Marine Species (<xref ref-type="bibr" rid="B36">Horton et al., 2018</xref>), the list of toxic species was checked on the Taxonomic Reference List of Harmful Micro Algae (<xref ref-type="bibr" rid="B51">Moestrup et al., 2009</xref>). Those species identified only at the genus level, but with clear morphological differences, were listed as sp.1, sp.2, etc.</p>
</sec>
<sec><title>Data Analysis</title>
<p>Exploratory data analysis (EDA) was conducted to both, environmental and biological databases previous to any statistical analysis. The EDA allowed us to confirm general assumptions of the &#x2018;family&#x2019; distribution of the variables (i.e., binomial distribution for presence&#x2013;absence), the presence of homoscedasticity, the independence of the values (i.e., lack of spatial autocorrelation) and collinearity (i.e., correlation among explanatory variables), as suggested by <xref ref-type="bibr" rid="B93">Zuur et al. (2010)</xref>. Before fitting regression models all the oceanographic variables which showed a Pearson correlation coefficient (rho) higher than 0.75 under the collinearity analysis, were dropped from the model (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure S1</xref>).</p>
<p>Dinoflagellate community analysis considered the calculation of the species richness over the net samples. From an ecological perspective we looked for discrete groups (clusters) of species composition over the sampling area. To achieve this, the Sorensen dissimilarity matrix for presence&#x2013;absence (binary) data (<xref ref-type="bibr" rid="B28">Gower and Legendre, 1986</xref>) was obtained using the <italic>&#x201C;dist.binary&#x201D;</italic> function from the ade4 package (<xref ref-type="bibr" rid="B20">Dray and Dufour, 2007</xref>). Then, a hierarchical clustering was performed using the Ward&#x2019;s minimum variance method by the use of the <italic>&#x201C;hclust&#x201D;</italic> function and <italic>&#x201C;method = ward.D2&#x201D;</italic> argument in the stats package (<xref ref-type="bibr" rid="B64">R Core Team, 2018</xref>; version 3.4.4).</p>
<p>In order to evaluate the role of environmental variables over the community structure of the most common species observed in net samples (frequency of occurrence higher than 75%), a canonical correspondence analysis (CCA) (<xref ref-type="bibr" rid="B77">ter Braak and Verdonschot, 1995</xref>) through the <italic>&#x201C;cca&#x201D;</italic> function of the vegan package (<xref ref-type="bibr" rid="B55">Oksanen et al., 2018</xref>) was fitted. This multivariate constrained ordination technique allows us to include unimodal relationships inside the correspondence analysis since the response of species to abiotic variables typically follows an unimodal response (<xref ref-type="bibr" rid="B29">Greenacre and Primicerio, 2013</xref>). To evaluate the significance of the CCA model the <italic>&#x201C;anova.cca&#x201D;</italic> function (from the vegan package, Oksanen, op.cit) which performs an ANOVA like permutation test using 999 permutations (<xref ref-type="bibr" rid="B5">Borcard et al., 2018</xref>) was used.</p>
<p>From a species-specific perspective, the effects of environmental variables over the presence probability were assessed for three toxic species present in net samples. <italic>Dinophysis caudata</italic> was selected considering the magnitude of the damage caused by their blooms (<xref ref-type="bibr" rid="B66">Reguera et al., 2014</xref>) and the high occurrence in water samples (see section &#x201C;Harmful Species&#x201D;). <italic>Karlodinium</italic> spp. was the potentially toxic genus observed in highest abundances in Van Dorn samples (see section &#x201C;Harmful Species&#x201D;). Finally, considering its benthic origin, <italic>Ostreopsis</italic> cf. <italic>ovata</italic> was studied as well.</p>
<p>Due to the binomial nature of the data in net samples (presence/absence) the Generalized Additive Logistic Models (GALoM) were fitted. The implementation of the &#x201C;GALoM&#x201D; models was done using the mgcv package through the <italic>&#x201C;gam&#x201D;</italic> function and the <italic>&#x201C;family&#x201D;</italic> argument defined as binomial (<xref ref-type="bibr" rid="B91">Wood, 2017</xref>). The model selection followed a backward selection method, based on the significance of each explanatory variable and using the Akaike&#x2019;s Information Criterion (AIC). This criterion negatively penalizes excess parameters, preventing from over-parameterization and allows for multi-model comparison where lower AIC values represent more parsimonious models.</p>
<p>All the statistical analysis and visualizations were conducted with the R software (<xref ref-type="bibr" rid="B64">R Core Team, 2018</xref>; version 3.4.4) and supervised by OneMind-DataScience<sup><xref ref-type="fn" rid="fn01">1</xref></sup>.</p>
</sec>
</sec>
<sec><title>Results</title>
<sec><title>Hydrography and Environmental Variables</title>
<p>The spatial distribution of SST and sea surface salinity (SSS) (&#x003C;5 m depth) was practically uniform in the area of study, with mean SST of 27.7&#x00B0;C, and with mean SSS of 34.5. The vertical profiles were generally characterized by the presence of an upper mixed layer with a varying thickness delimited by a sharp thermocline, halocline and oxycline (<xref ref-type="supplementary-material" rid="FS2">Supplementary Figures S2</xref>&#x2013;<xref ref-type="supplementary-material" rid="FS4">S4</xref>).</p>
<p>Below the mixed layer, temperature and dissolved oxygen declined with depth and salinity tended to increase (<xref ref-type="supplementary-material" rid="FS2">Supplementary Figures S2</xref>&#x2013;<xref ref-type="supplementary-material" rid="FS4">S4</xref>). In this study, a subsurface salinity maximum was revealed in several profiles at different depths, showing peaks of salinity maxima (<italic>S</italic> > 35.5) in Santa F&#x00E9; (transect A, B, and D) and Santa Cruz Island (transect, B), while the higher subsurface salinity value (<italic>S</italic> = 36.5) was registered in Santa F&#x00E9; Island, transect A, 5 nm, at about 13 m depth (<xref ref-type="supplementary-material" rid="FS2">Supplementary Figure S2</xref>).</p>
<p>A slight increase in dissolved oxygen concentrations was observed at depths where such subsurface maximum of salinity was present (<xref ref-type="supplementary-material" rid="FS4">Supplementary Figure S4</xref>). The lowest salinity value (<italic>S</italic> &#x003C; 34.0) belongs to Santa Cruz (B, 10 nm from the coast) at surface (0 m depth). The mean surface pH value was homogeneous for the study area with values about 7.9. The pH profiles (<xref ref-type="supplementary-material" rid="FS5">Supplementary Figure S5</xref>) followed similar trends as those of temperature and dissolved oxygen, even though showing higher variability (<xref ref-type="supplementary-material" rid="FS5">Supplementary Figure S5</xref>).</p>
</sec>
<sec><title>Dinoflagellate Community</title>
<p>A total of 152 dinoflagellate taxa were identified in net samples, belonging to 7 orders, 22 families, and 38 genera. The most diverse genus was <italic>Tripos</italic> (25 species), followed by <italic>Protoperidinium</italic> (22 species), <italic>Dinophysis</italic> (13 species), <italic>Oxytoxum</italic> (9 species), and <italic>Phalacroma</italic> (7 species) (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table S1</xref>). The taxa described as <italic>Gonyaulax</italic> spp.<italic>, Scrippsiella</italic> spp. and <italic>Heterocapsa</italic> spp. were found in all stations, as well as <italic>Gonyaulax spinifera</italic>. Only 12 taxa were found in 75% of the samples, whereas 100 species appeared in 25% of them. Species with more occurrence were <italic>Tripos furca</italic> (88%), <italic>Tripos muelleri</italic> (79%), <italic>Oxytoxum tesselatum</italic> (85%), <italic>Podolampas bipes</italic> (85%), and <italic>Protoperidinium steinii</italic> (83%).</p>
<p>Regarding cell abundance estimation from Van Dorn bottles samples, no blooms were detected but higher abundances were registered in Seymour Island, especially in transect B (2 nm surface), with maximum values registered for <italic>Heterocapsa</italic> spp. (5,832 cell L<sup>-1</sup>) and <italic>Protoperidinium pellucidum</italic> (4,000 cell L<sup>-1</sup>) (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table S2</xref>).</p>
<p>Dinoflagellate species richness varied among stations and ranged from a maximum of 53 to a minimum of 23 taxa per station (<xref ref-type="fig" rid="F2">Figure 2</xref>). The lowest number of species was recorded at Santa F&#x00E9; Island showing a maximum of 29 and a minimum of 23 taxa per station.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Spatial (horizontal) distribution of the species richness in the area of study.</p></caption>
<graphic xlink:href="fmars-06-00235-g002.tif"/>
</fig>
<p>From the community structure analysis, a total of five discrete community composition groups were found. These assemblages showed a contrasting spatial distribution (<xref ref-type="fig" rid="F3">Figure 3</xref>) with groups 4 and 5 being more representative of the coastal areas of Pinz&#x00F3;n, Santa Cruz, and Seymour.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p><bold>(A)</bold> Hierarchical clustering of stations showing the final dendrogram with the five discrete groups and <bold>(B)</bold> spatial (horizontal) distribution of the five discrete dinoflagellates assemblages (clusters) found in the area of study.</p></caption>
<graphic xlink:href="fmars-06-00235-g003.tif"/>
</fig>
<p>From the CCA analysis (based in the most frequent species), the total inertia (i.e., total variance in species distributions) was 0.49, representing the 100% of total inertia in the model. From this, the total variance explained by the environmental variables (i.e., constrained inertia) was low (8.4%) even though significant (<italic>F</italic> = 1.346, <italic>p</italic>-value &#x003C; 0.05). The first two axes explained 7.2% of the constrained inertia with a total of 4.7% and 2.5% being explained by the first and second axes, respectively (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Canonical correspondence analysis triplot. Sampling stations shown as colored dots according to each Island. The species present in the community follows: <bold>Dd</bold>, <italic>Dinophysis doryphora</italic>, <bold>Kspp</bold>, <italic>Karlodinium</italic> spp., <bold>Pconi</bold>, <italic>Protoperidinium conicum</italic>, <bold>Ppe</bold>, <italic>Protoperidinium pellucidum</italic>; <bold>Dc</bold>, <italic>Dinophysis caudata</italic>; <bold>Ospp</bold>, <italic>Ostreopsis</italic> spp.; <bold>Pcu</bold>, <italic>Protoperidinium curtipes</italic>; <bold>Tfus</bold>, <italic>Tripos fusus</italic>; <bold>Pd</bold>, <italic>Protoperidinium diabolus</italic>; <bold>Ps</bold>, <italic>Podolampas spinifera</italic>; <bold>Po</bold>, <italic>Protoperidinium oviforme</italic>; <bold>Co</bold>, <italic>Cucumeridinium coeruleum</italic>; <bold>Hc</bold>, <italic>Histioneis costata</italic>; <bold>Pn</bold>, <italic>Ptychodiscus noctiluca</italic>; <bold>Pmit</bold>, <italic>Phalacroma mitra</italic>; <bold>As</bold>, <italic>Akashiwo sanguinea</italic>; <bold>Pb</bold>, <italic>Protoperidinium brochii</italic>; <bold>Pmin</bold>, <italic>Protoperidinium minutum</italic>; <bold>Tc</bold>, <italic>Tripos candelabrum</italic>; <bold>Ch</bold>, <italic>Ceratocorys horrida</italic>; <bold>Ppa</bold>, <italic>Podolampas palmipes</italic>; <bold>Ta</bold>, <italic>Tripos azaricum</italic>; <bold>Tl</bold>, <italic>Tripos lineatus</italic>; <bold>Tp</bold>, <italic>Tripos pentagonum</italic>; <bold>Tk</bold>, <italic>Tripos kofoidii</italic>; <bold>Pcomp</bold>, <italic>Prorocentrum compressum</italic>; <bold>Pspp</bold>, <italic>Pyrophacus</italic> spp.; <bold>Tm</bold>, <italic>Tripos muelleri</italic>; <bold>Ps</bold>, <italic>Protoperidinium steinii</italic>; <bold>Ot</bold>, <italic>Oxytoxum tesselatum</italic>; <bold>Pb</bold>, <italic>Podolampas bipes</italic>; <bold>Tfur</bold>, <italic>Tripos furca</italic>; <bold>Gs</bold>, <italic>Gonyaulax spinifera</italic>; <bold>Gspp</bold>, <italic>Gonyaulax</italic> spp.; <bold>Sspp</bold>, <italic>Scrippsiella</italic> spp.; <bold>Hspp</bold>, <italic>Heterocapsa</italic> spp. Oceanographic (explanatory) variables are indicated in blue [temperature (&#x00B0;C), salinity, pH]. The percentage of variability (inertia) explained is indicated on each axis.</p></caption>
<graphic xlink:href="fmars-06-00235-g004.tif"/>
</fig>
<p>All the species represented in the CCA diagram, showed a homogenous distribution across the environmental variables, with some exceptions. A negative association with temperature was found for <italic>Protoperidinium conicum, Dinophysis caudata</italic>, and <italic>Prorocentrum compressum.</italic> In contrast, a positive relationship with temperature was found for <italic>Protoperidinium pellucidum, Karlodinium</italic> spp., and <italic>Tripos fusus</italic>; even though <italic>Karlodinium</italic> spp. and <italic>T. fusus</italic> are closer to a unimodal response with temperature (<xref ref-type="fig" rid="F4">Figure 4</xref>). In relation with salinity, the species that showed a positive relationship were <italic>Podolampas bipes, Ceratocorys horrida, Podolampas palmipes</italic>, and <italic>Histioneis costata</italic>. However, a negative relationship was found for the following species: <italic>Tripos lineatus, Tripos candelabrum, Cucumeridinium coeruleum</italic>, and <italic>Ostreopsis</italic> spp. For <italic>Ostreopsis</italic> spp. this pattern is consistent with the GALoM model results (next section, <xref ref-type="fig" rid="F5">Figure 5</xref>). No clear association between the species composition and pH were found.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Environmental association of <bold>(A)</bold> <italic>Dinophysis caudata</italic>, <bold>(B)</bold> <italic>Karlodinium</italic> spp., and <bold>(C)</bold> <italic>Ostreopsis</italic> spp. to temperature (&#x00B0;C), salinity and pH (upper, central, and lower panel, respectively). Central (blue) line represents the fitted GALoM model where the presence/absence probability is modulated for different environmental variable values, while keeping the rest variables at constant (average) values. Gray (shaded) areas represents the confidence intervals (i.e., uncertainity) associated to the fitted models.</p></caption>
<graphic xlink:href="fmars-06-00235-g005.tif"/>
</fig>
</sec>
<sec><title>Harmful Species</title>
<p>Nineteen potentially harmful taxa were identified in net samples (<xref ref-type="table" rid="T1">Table 1</xref>). The most frequent were <italic>Gonyaulax spinifera</italic>, that was present in all samples, <italic>Phalacroma mitra</italic>, which was present in 63% and followed by <italic>Dinophysis caudata</italic> that was found in 46% of the samples. Benthic species were also present in the water column: <italic>Ostreopsis</italic> cf. <italic>ovata</italic> (46%), <italic>Ostreopsis</italic> cf. <italic>lenticularis</italic> (4%), <italic>Prorocentrum lima</italic> (17%), and <italic>Coolia</italic> spp. (17%) (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Harmful species found in the water samples.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Harmful specie</th>
<th valign="top" align="center">Syndrome (toxins)</th>
<th valign="top" align="center">% occurrence</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Alexandrium</italic> spp.</td>
<td valign="top" align="left">PSP (saxitoxin and analogs)</td>
<td valign="top" align="center">38</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Dinophysis caudata</italic> Saville-Kent, 1881</td>
<td valign="top" align="left">DSP (okadaic acid and dinophysistoxins)</td>
<td valign="top" align="center">46</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Dinophysis fortii</italic> Pavillard, 1923</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Dinophysis infundibulum</italic> J.Schiller, 1928</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Phalacroma mitra</italic> F.Sch&#x00FC;tt, 1895</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">63</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Phalacroma rotundatum</italic> (Clapar&#x00E9;de and Lachmann) Kofoid and Michener, 1911</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">25</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Prorocentrum lima</italic> (Ehrenberg) F.Stein, 1878</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">17</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Prorocentrum mexicanum</italic> Osorio-Tafall, 1942</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">17</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Gonyaulax spinifera</italic> (Clapar&#x00E8;de and Lachmann) Diesing, 1866</td>
<td valign="top" align="left">Currently not associated with human illnesses (yessotoxin and analogs)</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Lingulodinium polyedra</italic> (F.Stein) J.D.Dodge, 1989</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Prorocentrum reticulatum</italic> M.A.Faust, 1997</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ostreopsis</italic> cf. <italic>lenticularis</italic> Y.Fukuyo, 1981</td>
<td valign="top" align="left">Palytoxin associated syndrome (palytoxin; ovatoxin and analogs; mascarenotoxins; ostreocins)</td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ostreopsis</italic> cf. <italic>ovata</italic> Y.Fukuyo, 1981</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">46</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Karenia papilionacea</italic> A.J. Haywood and K.A. Steidinger, 2004</td>
<td valign="top" align="left">NSP (brevetoxin and analogs)</td>
<td valign="top" align="center">2</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Karenia</italic> spp.</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">23</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Coolia</italic> spp.</td>
<td valign="top" align="left">Currently not associated with human illnesses (cooliatoxin)</td>
<td valign="top" align="center">17</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Cochlodinium</italic> spp.</td>
<td valign="top" align="left">Ichthyotoxic</td>
<td valign="top" align="center">2</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Karlodinium</italic> spp.</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">44</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Prorocentrum cordatum</italic> (Ostenfeld) J.D.Dodge, 1975</td>
<td valign="top" align="left"></td>
<td valign="top" align="center">19</td></tr>
<tr>
<td valign="top" align="left"></td></tr></tbody></table>
<table-wrap-foot>
<attrib><italic>PSP, Paralytic Shellfish Poisoning; DSP, Diarrhetic Shellfish Poisoning; NSP, Neurotoxic Shellfish Poisoning.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>No HABs were detected in Van Dorn bottle samples. The highest abundance corresponded to an ichthyotoxic genus, <italic>Karlodinium</italic> spp. (3,940 cell L<sup>-1</sup>) that was registered in transect A (2 nm, 10 m depth) at Seymour Island. Other harmful species were recorded in very low abundances (&#x003C;280 cell L<sup>-1</sup>), such as <italic>Gonyaulax spinifera, Porocentrum micans, P. lima, P. cordatum, P. mexicanum, Karenia</italic> spp., <italic>Karenia papilionacea</italic>, and <italic>Alexandrium</italic> spp. (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table S2</xref>).</p>
<p>For <italic>Dinophysis caudata</italic> the GALoM model explained 7.94% of the deviance and the presence probability was significantly correlated with all the variables, showing a clear negative association with temperature (&#x03C7;<sup>2</sup> = 106.2, <italic>p</italic>-value &#x003C; 0.001) and a non-lineal positive response with salinity and pH (&#x03C7;<sup>2</sup> = 60.9, <italic>p</italic>-value &#x003C; 0.001 and &#x03C7;<sup>2</sup> = 122.2, <italic>p</italic>-value &#x003C; 0.001, respectively; <xref ref-type="fig" rid="F5">Figure 5A</xref>).</p>
<p>For <italic>Karlodinium</italic> spp. the model explained 17.3% of the deviance and the presence probability was significantly correlated with all the variables. The effects of temperature over presence probability showed a unimodal response, with the lower probability at about 26.5&#x00B0;C, thereafter the probability started to increase (&#x03C7;<sup>2</sup> = 238.2, <italic>p</italic>-value &#x003C; 0.001). In the case of salinity, the response showed a negative linear decrease with higher values of salinity (&#x03C7;<sup>2</sup> = 157.6, <italic>p</italic>-value &#x003C; 0.001). The effects of pH showed a positive non-lineal relationship (&#x03C7;<sup>2</sup> = 192.1, <italic>p</italic>-value &#x003C; 0.001; <xref ref-type="fig" rid="F5">Figure 5B</xref>).</p>
<p>In the case of <italic>Ostreopsis</italic> cf. <italic>ovata</italic> the model explained 13% of the total deviance and the presence probability diminished significantly with temperature and salinity (&#x03C7;<sup>2</sup> = 103.1, <italic>p</italic>-value &#x003C; 0.001 and &#x03C7;<sup>2</sup> = 183.2, <italic>p</italic>-value &#x003C; 0.001, respectively). Additionally, the presence probability showed a unimodal response with pH (&#x03C7;<sup>2</sup> = 104.7, <italic>p</italic>-value &#x003C; 0.001), with the highest values found at pH about 7.9 (<xref ref-type="fig" rid="F5">Figure 5C</xref>).</p>
</sec>
</sec>
<sec><title>Discussion</title>
<sec><title>Dinoflagellates Assemblages</title>
<p>The number of taxa found in the present study is almost three times higher than the maximum observed in all the previous studies (<xref ref-type="bibr" rid="B49">Marshall, 1972</xref>; <xref ref-type="bibr" rid="B83">Torres and Tapia, 2000</xref>, <xref ref-type="bibr" rid="B84">2002</xref>; <xref ref-type="bibr" rid="B80">Torres, 2002</xref>; <xref ref-type="bibr" rid="B76">Tapia and Naranjo, 2012</xref>; <xref ref-type="bibr" rid="B82">Torres and Andrade, 2014</xref>; <xref ref-type="bibr" rid="B53">Naranjo and Tapia, 2015</xref>), with 102 dinoflagellate taxa detected for the first time in the GMR. Some of the specimens, in this study, were only identified to genus level. Identification of armored dinoflagellates can be improved by the use of fluorescent stains such as calcofluor, which is an aid to examine the thecal plate pattern. Another method to improve identification consists in adding a drop of a diluted (5%) solution of sodium hypochlorite (bleach) applied to the edge of the coverslip which can be used for the separation of the dinoflagellate thecal plates (<xref ref-type="bibr" rid="B79">Tomas, 1997</xref>). These methodologies were not applied to the phytoplankton samples collected in the GMR in the present study. The use of these methods would probably have contributed to a deeper taxonomic identification of some of the specimens resulting in a longer list of species identified.</p>
<p>In addition, this study constitutes the first approach to the study of dinoflagellate assemblages in the GMR, since former studies have focused only on identification and estimation of cell abundance. The study was performed during a precise temporal sampling period corresponding to the wet season (March&#x2013;April) during a weak La Ni&#x00F1;a event. Further discussion will be limited to the dinoflagellate community assemblages, its spatial variability and the response of specific species to the environmental conditions under this temporal span.</p>
<p>One of the first studies performed in the archipelago was done by <xref ref-type="bibr" rid="B49">Marshall (1972)</xref>, covering 25 stations at seven depths in August 1968, during a moderate El Ni&#x00F1;o event. A total of 26 dinoflagellate taxa were reported at very low concentrations with a maximum of 326 cell L<sup>-1</sup> in a station located north of Santa Cruz Island. Similarly, in August 2000, during the dry season and under the influence of a weak La Ni&#x00F1;a event, <xref ref-type="bibr" rid="B84">Torres and Tapia (2002)</xref> found 36 species of dinoflagellates during an expedition in the GMR and reported a high Chl a concentration north of Santa Cruz Island. This area has been previously defined as one of the most productive habitats in the GMR (<xref ref-type="bibr" rid="B70">Schaeffer et al., 2008</xref>), probably supported by topographic upwellings of the EUC and by the island-derived iron enrichment due to the IME (<xref ref-type="bibr" rid="B57">Palacios, 2002</xref>). This spatial abundance distribution coincides with the present study, where not only higher dinoflagellate abundances were observed in northern sites (North Seymour and Santa Cruz), but also the dinoflagellate richest stations (up to 53 taxa). Furthermore, Santa Cruz Island is considerably larger in size than the other islands. Biogeographically, there can be influenced differently either by the nutrient discharge or composition, depending on currents and winds. Those factors should be taken into account in future investigations in the area to study their contribution to the dynamics of dinoflagellate communities.</p>
<p>In addition, in Santa F&#x00E9; Island, which is located of south of Santa Cruz Island, the lowest dinoflagellate richness was observed. Moreover, a particular community assemblage (group 1 in <xref ref-type="fig" rid="F3">Figure 3B</xref>), not observed in the rest of islands, was present in this area. This particular dinoflagellate composition found at Santa F&#x00E9; Island could be related with special features of this area, characterized by the presence of high-salinity waters likely associated with the cooler, carbon-nutrient rich EUC (<xref ref-type="supplementary-material" rid="FS2">Supplementary Figures S2</xref>, <xref ref-type="supplementary-material" rid="FS3">S3</xref>). Regarding specific species, <italic>Protoperidinium conicum</italic> was linked with Santa F&#x00E9; sites, being isolated from the rest of the species in the CCA analysis and related to cold waters (<xref ref-type="fig" rid="F4">Figure 4</xref>). However, further investigation should be addressed to this area in order to identify potential species associations to different environmental conditions, representative of the entire niche occupied by the species, since the present study includes only one seasonal period under particular climatic perturbations like the presence of a weak la Ni&#x00F1;a event.</p>
<p>Reports performed by the INOCAR highlight consistent diatom dominance over other groups in phytoplankton communities in the GMR. <xref ref-type="bibr" rid="B12">Ch&#x00E1;vez et al. (1996)</xref> reported low phytoplankton biomass in the ETP, where more precisely, open ocean waters were dominated by small and solitary organisms such as dinoflagellates, while diatoms were associated with upwelling and the Equatorial Front. Moreover, during La Ni&#x00F1;a in May 2007, <xref ref-type="bibr" rid="B50">McCulloch (2011)</xref> reported a dominance of pelagophytes, haptophytes, euglenophytes, and chrysophytes relative to Chl a in the phytoplankton community of the archipelago. Thus, it is probable that these groups were dominant over dinoflagellates in the present study, which was conducted during a weak La Ni&#x00F1;a, explaining in part, the low dinoflagellates abundances.</p>
<p>There is scientific evidence that ENSO events explain, to a certain extent, Chl a concentration along the GMR (<xref ref-type="bibr" rid="B40">Kislik et al., 2017</xref>). During La Ni&#x00F1;a events, a shallower thermocline increases macronutrients supply (<xref ref-type="bibr" rid="B12">Ch&#x00E1;vez et al., 1996</xref>), however, it has not been linked with an increase in phytoplankton abundances in the ETP (<xref ref-type="bibr" rid="B74">Strutton et al., 2008</xref>). The study conducted by <xref ref-type="bibr" rid="B40">Kislik et al. (2017)</xref> pointed out that from 2003 to 2016, only one high Chl a concentration out of six, coincided with a La Ni&#x00F1;a event in the GMR. During this period of time, the variability in Chl a concentration found across the GMR occurred a few months later than the SST highest anomalies were registered. It is thus possible that Chl interannual variability could be partly explained by annual post-ENSO events. As the present study occurred during a weak La Ni&#x00F1;a event, the low dinoflagellate abundances registered could be expected based on this statement. In addition, during the wet season, warmer waters from the Panama Current flow southward, southeast trade winds weaken, ITCZ migrates to the south and rainfall increases (<xref ref-type="bibr" rid="B57">Palacios, 2002</xref>; <xref ref-type="bibr" rid="B21">Edgar et al., 2004</xref>; <xref ref-type="bibr" rid="B39">Kessler, 2006</xref>; <xref ref-type="bibr" rid="B50">McCulloch, 2011</xref>; <xref ref-type="bibr" rid="B40">Kislik et al., 2017</xref>). Under those conditions, a low Chl a level has been observed, more pronounced in the far northern Islands, Darwin and Wolf (<xref ref-type="bibr" rid="B40">Kislik et al., 2017</xref>).</p>
<p>Moreover, changes in the composition and distribution of phytoplankton are not only due to seasonal sub-surface variations driven by large marine currents, but also due to the influence of local winds and local currents, different tidal inflows, mixing and sediment resuspension the long-distance larval transport capabilities of species, among other factors (<xref ref-type="bibr" rid="B11">Ch&#x00E1;vez et al., 1990</xref>; <xref ref-type="bibr" rid="B42">Lafabrie et al., 2013</xref>; <xref ref-type="bibr" rid="B87">Venrick, 2015</xref>; <xref ref-type="bibr" rid="B2">Anabal&#x00F3;n et al., 2016</xref>; <xref ref-type="bibr" rid="B38">Jacox et al., 2016</xref>; <xref ref-type="bibr" rid="B92">Zhao et al., 2018</xref>). This makes the characterization and evaluation of the phytoplankton distribution a more complex process.</p>
</sec>
<sec><title>Harmful Algae</title>
<p>In this study, we registered the highest number of harmful dinoflagellates ever recorded in the GMR, with a total of 19 species (<xref ref-type="table" rid="T1">Table 1</xref>). The only other study focused on HABs in Ecuador reported proliferations of two species of diatoms, <italic>Mesodinium rubrum</italic> and <italic>Bellerochea malleus</italic> in the GMR (<xref ref-type="bibr" rid="B81">Torres, 2015</xref>). In addition, a bloom of <italic>Prorocentrum gracile</italic> (reported as <italic>P. gracilis</italic>) was associated with a fish mortality event in the archipelago in 1980, however, in the present study, this species was not observed.</p>
<p>Furthermore, <xref ref-type="bibr" rid="B82">Torres and Andrade (2014)</xref> in a study conducted during the dry season in September 2006, in Aeoli&#x00E1;n Bay (Baltra Island, south of Seymour Island), registered harmful species such as <italic>Prorocentrum</italic> cf. <italic>mexicanum</italic> and <italic>Ostreopsis</italic> cf. <italic>siamensis</italic>. The morphological identification of <italic>Ostreopsis</italic> species is very difficult since they overlap in size and have the same tear-drop shape (<xref ref-type="bibr" rid="B61">Penna et al., 2005</xref>). In the present study, identification of <italic>O.</italic> cf. <italic>lenticularis</italic> and <italic>O.</italic> cf. <italic>ovata</italic> is supported by molecular phylogeny and SEM images from epiphytic samples taken during the same period (Carnicer et al., in preparation). The presence of benthic species was also reported in a phylogenetic study on <italic>Prorocentrum lima</italic> (<xref ref-type="bibr" rid="B52">Nagahama et al., 2011</xref>) which included strains from Santa Cruz Island; unfortunately, the location was not specified. The present study also reported three other benthic taxa in the water column, <italic>O</italic>. cf. <italic>lenticularis, P. lima</italic>, and <italic>Coolia</italic> spp., with the dominant species being <italic>O.</italic> cf. <italic>ovata</italic> (46% occurrence). Their presence may be in response to blooms that occur on the substrate in the surrounding areas (<xref ref-type="bibr" rid="B9">Carnicer et al., 2015</xref>). However, the knowledge of epiphytic dinoflagellates assemblages and their blooming behavior along the GMR is not known.</p>
<p>Blooms of <italic>O.</italic> cf. <italic>ovata</italic> occur when a threshold temperature (25&#x00B0;C) is achieved during summer in the Mediterranean Sea, probably linked to cyst germination (<xref ref-type="bibr" rid="B1">Accoroni et al., 2015</xref>). In the Gal&#x00E1;pagos, the SST variability over the year (<xref ref-type="bibr" rid="B70">Schaeffer et al., 2008</xref>) is similar to temperate areas. During 2017, in Charles Darwin Research Station located in Academy Bay on Santa Cruz Island, a difference of 8.2&#x00B0;C was registered between April (27.3&#x00B0;C) and August (19.1&#x00B0;C). Thus, in the present study, this temperature variability may have contributed to <italic>O</italic>. cf. <italic>ovata</italic> bloom formations during the warm season. The environmental parameters used for the calibration of the GALoM model have to be taken with caution considering the benthic origin of this species. However, the statistical analysis showed that <italic>Ostreopsis</italic> spp. has a negative relationship with both, temperature and salinity. Other studies have found similar results, for instance those studies conducted in the Florida Keys and Hawaiian Islands (<xref ref-type="bibr" rid="B59">Parsons et al., 2012</xref> and references therein). Few studies exist about the influence of pH over <italic>Ostreopsis</italic> spp. <xref ref-type="bibr" rid="B18">Di Cioccio et al. (2014)</xref> through their study about the possible effects of pH decrease on benthic HABs pointed out that <italic>O.</italic> cf. <italic>ovata</italic> seems to be tolerant to a wide range of pH values. In the present study, the pH values showed a narrow variability with the response of <italic>Ostreopsis</italic> spp. being unimodal with the highest occurrence probability at a pH about 7.9. Because the already cited work of <xref ref-type="bibr" rid="B18">Di Cioccio et al. (2014)</xref> was carried out in a much more dynamic scenario with respect to pH [stations located along marked pH gradients (6.8&#x2013;8.1)], we can no longer compare and/or discuss their findings.</p>
<p>In the present study, the first record of <italic>Karlodinium</italic> spp. in the GMR is reported. There are at least 12 species described within the genus <italic>Karlodinium</italic> (<xref ref-type="bibr" rid="B47">Luo et al., 2018</xref>). Some species have been associated to fish kills: <italic>K. armiger</italic> (<xref ref-type="bibr" rid="B25">Garc&#x00E9;s et al., 2006</xref>), <italic>K. australe</italic> (<xref ref-type="bibr" rid="B44">Lim et al., 2014</xref>), <italic>K. conicum</italic> (<xref ref-type="bibr" rid="B16">de Salas et al., 2008</xref>), <italic>K. corsicum</italic> (<xref ref-type="bibr" rid="B60">Paulmier et al., 1995</xref>), <italic>K. gentienii</italic> (<xref ref-type="bibr" rid="B54">N&#x00E9;zan et al., 2014</xref>), and <italic>K. veneficum</italic> (<xref ref-type="bibr" rid="B62">Place et al., 2012</xref>). The water column stratification has been suggested as the main factor that favors blooms of <italic>Karlodinium</italic> species such as <italic>K. veneficum</italic> (<xref ref-type="bibr" rid="B62">Place et al., 2012</xref>), as well as the abundance of preys (<xref ref-type="bibr" rid="B45">Lin et al., 2018</xref>). The stratification of the water column due to warm conditions and rising precipitation, a property of wet season, could benefit the presence of <italic>Karlodinium</italic> in the GMR area. Relative to the pH variable, the statistical analysis showed that the probability of presence of <italic>Karlodinium</italic> spp. rises with pH > 7.8. A study of a bloom of <italic>K. australe</italic> conducted in west Johor Strait, Malaysia, by <xref ref-type="bibr" rid="B44">Lim et al. (2014)</xref> showed that the pH values found during the period of bloom in the strait was also >7.8. Those authors theorize the existence of a relation between the outbreak of <italic>K. australe</italic> blooms and the influx of nutrients mainly from anthropogenic activities from nearby areas. Under this scenario, further studies are required to shed light on the positive response of <italic>Karlodinium</italic> spp. to some pH values in order to known if this response corresponds to anthropogenic or natural forces. The abundance of <italic>Karlodinium</italic> spp. detected in the present study (5 &#x00D7; 10<sup>4</sup> cell L<sup>-1</sup>) was low in comparison to the abundances that can be reached during bloom events in different areas of the world (<xref ref-type="bibr" rid="B62">Place et al., 2012</xref>; <xref ref-type="bibr" rid="B44">Lim et al., 2014</xref>). The fact that this study was conducted during a weak La Ni&#x00F1;a event could have contributed to a lower probability of blooms of <italic>Karlodinium</italic> spp. due to the stratification conditions being reduced and SST and precipitation being lower.</p>
<p><italic>Dinophysis caudata</italic> is a neritic species associated to production of DSP toxins (<xref ref-type="bibr" rid="B66">Reguera et al., 2014</xref>). In this study, <italic>D. caudata</italic> presented a 46% of occurrence (<xref ref-type="table" rid="T1">Table 1</xref>), being one of the most common species in the GMR. The presence of this species was associated with temperate and tropical waters, as previously cited by <xref ref-type="bibr" rid="B41">Kofoid and Skogsberg (1928)</xref>. A negative association with higher pH and temperature values, together with the increase in the probability of presence of <italic>D. caudata</italic> to higher salinities (<xref ref-type="fig" rid="F5">Figure 5A</xref>), could indicate local upwellings associated to the presence of <italic>D. caudata</italic>. The presence of <italic>D. caudata</italic> in the ETP is limited to Mexico, where a monitoring program has been running since the 1990s (<xref ref-type="bibr" rid="B14">Daguer et al., 2018</xref>). This species has been reported in the Gulf of California (<xref ref-type="bibr" rid="B22">Esqueda-Lara et al., 2013</xref>) and in Chiapas (<xref ref-type="bibr" rid="B33">Hernandez-Becerril et al., 2008</xref>; <xref ref-type="bibr" rid="B48">Maciel-Baltazar, 2015</xref>), but in very low abundances (<xref ref-type="bibr" rid="B66">Reguera et al., 2014</xref>). Thus, its limited distribution and its general low abundances could be the reason why it was not observed in the quantitative sampling (Van Dorn bottles).</p>
<p>The evaluation of the dinoflagellates-climate link provides baseline information to forecast biological responses under future environmental changes in the oceans (<xref ref-type="bibr" rid="B50">McCulloch, 2011</xref>). Hence, the study of dinoflagellate assemblages presented in this research constitute an advance in the knowledge about their diversity, abundance and spatial variability during the wet season in a weak La Ni&#x00F1;a event around Santa Cruz Island and nearby islands. This study provides original information about phytoplankton communities that will be useful for future work as a reference, not only to identify follow-up studies on potentially toxic species, but also to identify possible new species introduced by human activities and that may contribute to damage of the marine ecosystems of the GMR (<xref ref-type="bibr" rid="B78">Tian et al., 2017</xref>).</p>
</sec>
</sec>
<sec><title>Conclusion</title>
<p>The dinoflagellate assemblage found in this study represents the highest diversity observed until now in the GMR, with 152 taxa identified. However, abundances were low and no blooms were detected, in agreement with similar abundance ranges previously reported. This is probably related with the environmental conditions occurring at the time of sampling (during the wet season and under a weak La Ni&#x00F1;a event). Although this work is from a restricted temporal scale, this study proposed and demonstrated a systematic data analysis that was able to reveal discrete dinoflagellate assemblages and among-island variability of environmental conditions. Moreover, a link between those assemblages and some particular dinoflagellate species was established with the environmental conditions prevailing during the sampling period.</p>
<p>Dinoflagellate species richness found in the north of Santa Cruz Island, together with higher abundances could be associated to the IME. A different dinoflagellate assemblage was distinguished in the surrounding waters of Santa F&#x00E9; Island correlated with cooler and high-salinity waters possibly connected with the EUC.</p>
<p>A long-term monitoring program needs to be set up following an internationally validated protocol to assure accurate results considering the high ecological value of the GMR. Furthermore, the government must invest, both in sophisticated equipment and taxonomy training, in order to carry out a more extensive identification up to species level to avoid possible data misinterpretation.</p>
<p>Because this methodology is mainly focused in the response of dinoflagellate community (and particular species) to different environmental conditions, this approach can be easily extrapolable to different areas. However, this extrapolation should be taken carefully and must include the whole analytical procedure, including the spatio-temporal (when available) variability of environmental conditions and species presence (or abundance) in the new area, as well as the whole model calibration and variable selection procedure.</p>
<p>Efforts should also be addressed to the characterization of potentially toxic strains collected in the region considering the intra-specific variation among strains with different geographic origin. A parallel analysis of toxin content from water samples would further contribute to estimations of the potential HAB risk in the GMR.</p>
</sec>
<sec><title>Author Contributions</title>
<p>OC and MF-T made substantial contributions to conception and design of the work. OC and IK conducted the sampling. ER-M and MF-T contributed to data collection. OC, MF-T, PD, and AC made substantial contributions in data analysis and interpretation, and participated in drafting the article. JD revised the article critically. OC, PD, AC, IK, ER-M, JD, and MF-T gave the final approval of the version to be submitted.</p>
</sec>
<sec><title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This work has been funded by the Pontifical Catholic University of Ecuador-Sede Esmeraldas through the Internal project &#x201C;Characterization of the epi-benthic and phytoplanktonic microalgae community in the Gal&#x00E1;pagos Islands.&#x201D; IK thanks the Gal&#x00E1;pagos National Park Directorate (GNPD), the Gal&#x00E1;pagos Biosecurity Agency (ABG), the Ecuadorian Navy, and the Oceanographic Institute of the Ecuadorian Navy (INOCAR) for their support in this research and Gal&#x00E1;pagos Conservancy, Lindblad Expedition/National Geographic Fund, The Leona M. and Harry B. Helmsley Charitable Trust for the research funding that was provided for the Charles Darwin Foundation Marine Invasive Species Program that took part in this study. This publication is contribution number 2262 of the Charles Darwin Foundation for the Galapagos Islands.</p>
</fn>
</fn-group>
<ack>
<p>The authors would like to thank Josselyn Y&#x00E9;pez Rend&#x00F3;n for her help in field work and the reviewers for their valuable suggestions to improve the quality of the manuscript.</p>
</ack>
<sec sec-type="supplementary material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2019.00235/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2019.00235/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.JPEG" id="FS1" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S1</label>
<caption><p>Collinearity analysis of the environmental variables measured in the study. The Pearson&#x2019;s correlation coefficients for each pair of variables are shown in a color scale (red and blue represents positive and negative Pearson&#x2019;s correlation coefficients, respectively). Additionally, the value of each coefficient is given inside each comparison box.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image_2.TIFF" id="FS2" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S2</label>
<caption><p>Vertical profiles for temperature (&#x00B0;C). The information for each island and transect is showed in columns and rows, respectively. Station is color code: blue color for 2 nm, green color for 5 nm, and yellow color for 10 nm.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image_3.TIFF" id="FS3" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S3</label>
<caption><p>Vertical profiles for salinity. The information for each island and transect is showed in columns and rows, respectively. Station is color code: blue color for 2 nm, green color for 5 nm, and yellow color for 10 nm.</p>
</caption></supplementary-material>
<supplementary-material xlink:href="Image_4.TIFF" id="FS4" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S4</label>
<caption><p>Vertical profiles for dissolved oxygen (mg L<sup>-1</sup>). The information for each island and transect is showed in columns and rows, respectively. Station is color code: blue color for 2 nm, green color for 5 nm and yellow color for 10 nm.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image_5.TIFF" id="FS5" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>FIGURE S5</label>
<caption><p>Vertical profiles for pH. The information for each island and transect is showed in columns and rows, respectively. Station is color code: blue color for 2 nm, green color for 5 nm, and yellow color for 10 nm.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table_1.DOCX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>TABLE S1</label>
<caption><p>Presence of dinoflagellate species in net samples.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table_2.DOCX" id="TS2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>TABLE S2</label>
<caption><p>Cell abundance estimation from Van Dorn bottle samples.</p></caption></supplementary-material>
</sec>
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