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<article article-type="research-article" dtd-version="3.0" xml:lang="en" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
	<front>
		<journal-meta>
			<journal-id journal-id-type="publisher-id">AJBM</journal-id>
			<journal-title-group>
				<journal-title>Anales del Jard&#x00ED;n Bot&#x00E1;nico de Madrid</journal-title>
			</journal-title-group>
			<issn pub-type="ppub">0211-1322</issn>
			<issn pub-type="epub">1988-3196</issn>
			<publisher>
				<publisher-name>Consejo Superior de Investigaciones Cientificas</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="publisher-id">AJBM201709-2452</article-id>
			<article-id pub-id-type="doi">10.3989/ajbm.2452</article-id>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Articles</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>An invasion risk map for non-native aquatic macrophytes of the Iberian Peninsula</article-title>
				<trans-title-group xml:lang="es">
					<trans-title>Mapa de riesgo de invasi&#x00F3;n de macr&#x00F3;fitos acu&#x00E1;ticos ex&#x00F3;ticos de la Pen&#x00ED;nsula Ib&#x00E9;rica</trans-title>
				</trans-title-group>
				<alt-title alt-title-type="running-head">Invasion risk map for non-native macrophytes of the Iberian Peninsula</alt-title>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author" corresp="yes">
					<name>
						<surname>Rodr&#x00ED;guez-Merino</surname>
						<given-names>Argantonio</given-names>
					</name>
					<xref ref-type="aff" rid="aff0001">1</xref>
					<xref ref-type="corresp" rid="cor1">&#x002A;</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Fern&#x00E1;ndez-Zamudio</surname>
						<given-names>Roc&#x00ED;o</given-names>
					</name>
					<xref ref-type="aff" rid="aff0002">2</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Garc&#x00ED;a-Murillo</surname>
						<given-names>Pablo</given-names>
					</name>
					<xref ref-type="aff" rid="aff0001">1</xref>
				</contrib>
			</contrib-group>
			<aff id="aff0001">
				<label>1</label>Department of Plant Biology and Ecology, Faculty of Pharmacy, University of Seville, Profesor Garc&#x00ED;a Gonz&#x00E1;lez St., no. 2, 41012 Seville, Spain; <email xlink:href="argantonio.rodriguez@gmail.com">argantonio.rodriguez@gmail.com</email>
			</aff>
			<aff id="aff0002">
				<label>2</label>Do&#x00F1;ana Biological Station, CSIC, Am&#x00E9;rico Vespucio Ave., s.n., 41092 Seville, Spain</aff>
			<author-notes>
				<corresp id="cor1">
					<label>&#x002A;</label> Corresponding author</corresp>
				<fn>
					<p>
						<bold>ORCID ID:</bold> A. Rodr&#x00ED;guez-Merino (<ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-1568-5087">http://orcid.org/0000-0002-1568-5087</ext-link>); R. Fern&#x00E1;ndez-Zamudio (<ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0001-5804-9518">http://orcid.org/0000-0001-5804-9518</ext-link>); P. Garc&#x00ED;a-Murillo (<ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-1761-9569">http://orcid.org/0000-0002-1761-9569</ext-link>).</p>
					<p>
						<bold>Associate Editor:</bold> Leopoldo Medina.</p>
				</fn>
			</author-notes>
			<pub-date pub-type="epub">
				<day>31</day>
				<month>05</month>
				<year>2017</year>
			</pub-date>
			<pub-date pub-type="collection">
				<year>2017</year>
			</pub-date>
			<volume>74</volume>
			<issue>1</issue>
			<elocation-id content-type="doi">10.3989/ajbm.2452</elocation-id>
			<history>
				<date date-type="received">
					<day>10</day>
					<month>08</month>
					<year>2016</year>
				</date>
				<date date-type="accepted">
					<day>10</day>
					<month>01</month>
					<year>2017</year>
				</date>
				<date date-type="published online">
					<day>30</day>
					<month>05</month>
					<year>2017</year>
				</date>
			</history>
			<permissions>
				<copyright-statement>&#x00A9; 2017 CSIC</copyright-statement>
				<copyright-year>2017</copyright-year>
				<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by-nc/3.0/">
					<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial (by-nc) Spain 3.0 License.</license-p>
				</license>
			</permissions>
			<abstract>
				<p>Freshwater systems are particularly susceptible to non-native organisms, owing to their high sensitivity to the impacts that are caused by these organisms. Species distribution models, which are based on both environmental and socio-economic variables, facilitate the identification of the most vulnerable areas for the spread of non-native species. We used MaxEnt to predict the potential distribution of 20 non-native aquatic macrophytes in the Iberian Peninsula. Some selected variables, such as the temperature seasonality and the precipitation in the driest quarter, highlight the importance of the climate on their distribution. Notably, the human influence in the territory appears as a key variable in the distribution of studied species. The model discriminated between favorable and unfavorable areas with high accuracy. We used the model to build an invasion risk map of aquatic macrophytes for the Iberian Peninsula that included results from 20 individual models. It showed that the most vulnerable areas are located near to the sea, the major rivers basins, and the high population density areas. These facts suggest the importance of the human impact on the colonization and distribution of non-native aquatic macrophytes in the Iberian Peninsula, and more precisely agricultural development during the Green Revolution at the end of the 70&#x2019;s. Our work also emphasizes the utility of species distribution models for the prevention and management of biological invasions.</p>
			</abstract>
			<trans-abstract xml:lang="es">
				<title>Resumen</title>
				<p>Los sistemas acu&#x00E1;ticos son especialmente susceptibles a los organismos ex&#x00F3;ticos debido a su elevada fragilidad y a los impactos que provocan estas especies en este tipo de h&#x00E1;bitats. Los modelos de distribuci&#x00F3;n de especies, basados en variables ambientales y socioecon&#x00F3;micas, facilitan la identificaci&#x00F3;n de las &#x00E1;reas m&#x00E1;s vulnerables ante la expansi&#x00F3;n de especies ex&#x00F3;ticas. Se utiliz&#x00F3; MaxEnt para predecir la distribuci&#x00F3;n potencial de 20 macrofitos ex&#x00F3;ticos en la Pen&#x00ED;nsula Ib&#x00E9;rica. Algunas de las variables estudiadas, como la estacionalidad de la temperatura y la precipitaci&#x00F3;n del cuatrimestre m&#x00E1;s seco, ponen en evidencia la importancia de los factores clim&#x00E1;ticos en su distribuci&#x00F3;n. Adem&#x00E1;s, la influencia humana en el territorio se presenta como una variable clave en la distribuci&#x00F3;n de las especies estudiadas. El modelo obtenido discrimina claramente entre &#x00E1;reas favorables y desfavorables con mucha precisi&#x00F3;n. Se utiliz&#x00F3; el modelo para construir un mapa de riesgo de invasi&#x00F3;n de macr&#x00F3;fitos acu&#x00E1;ticos para la Pen&#x00ED;nsula Ib&#x00E9;rica que incluy&#x00F3; los resultados de 20 modelos individuales y que muestra que las &#x00E1;reas m&#x00E1;s vulnerables son las zonas cercanas al mar, las cuencas de los grandes r&#x00ED;os y las zonas con una alta densidad de poblaci&#x00F3;n. Estos resultados vinculan la importancia del impacto humano en la colonizaci&#x00F3;n y la distribuci&#x00F3;n de los macr&#x00F3;fitos acu&#x00E1;ticos ex&#x00F3;ticos en la Pen&#x00ED;nsula Ib&#x00E9;rica y, m&#x00E1;s concretamente, con la Revoluci&#x00F3;n Verde de finales de la d&#x00E9;cada de los setenta. Nuestro trabajo enfatiza la utilidad de los modelos de distribuci&#x00F3;n de especies para la prevenci&#x00F3;n y gesti&#x00F3;n de invasiones biol&#x00F3;gicas.</p>
			</trans-abstract>
			<kwd-group xml:lang="en">
				<title>Keywords</title>
				<kwd>Aquatic plants</kwd>
				<kwd>bioclimatic factors</kwd>
				<kwd>biological invasions</kwd>
				<kwd>ecological niche models</kwd>
				<kwd>freshwater ecosystems</kwd>
				<kwd>map risk assessment</kwd>
				<kwd>MaxEnt</kwd>
				<kwd>non-native species</kwd>
				<kwd>socio-economic factors</kwd>
				<kwd>species distribution model</kwd>
			</kwd-group>
			<kwd-group xml:lang="es">
				<title>Palabras clave</title>
				<kwd>Ecosistemas acu&#x00E1;ticos continentales</kwd>
				<kwd>especies ex&#x00F3;ticas</kwd>
				<kwd>factores bioclim&#x00E1;ticos</kwd>
				<kwd>factores socioecon&#x00F3;micos</kwd>
				<kwd>invasiones biol&#x00F3;gicas</kwd>
				<kwd>mapa de evaluaci&#x00F3;n de riesgos</kwd>
				<kwd>MaxEnt</kwd>
				<kwd>modelos de nicho ecol&#x00F3;gico</kwd>
				<kwd>modelos de distribuci&#x00F3;n de especies</kwd>
				<kwd>plantas acu&#x00E1;ticas</kwd>
			</kwd-group>
		</article-meta>
	</front>
	<body>
		<sec id="sec1" sec-type="intro">
			<title>INTRODUCTION</title>
			<p>Invasive species are one of the main causes of biodiversity loss. At a global scale, they represent a major threat to the ecosystems functioning (Mack &#x0026; al., <xref ref-type="bibr" rid="cit0054">2000</xref>; Sala &#x0026; al., <xref ref-type="bibr" rid="cit0074">2000</xref>; Brooks &#x0026; al., <xref ref-type="bibr" rid="cit0009">2004</xref>). Non-native species may also cause negative effects (Ricciardi &#x0026; Kipp, <xref ref-type="bibr" rid="cit0072">2008</xref>; Py&#x0161;ek &#x0026; Richardson, <xref ref-type="bibr" rid="cit0066">2010</xref>) on human health (Hulme, <xref ref-type="bibr" rid="cit0046">2006</xref>; Chytr&#x00FD; &#x0026; al., <xref ref-type="bibr" rid="cit0017">2009</xref>), as well as important economic impacts (Pimentel &#x0026; al., <xref ref-type="bibr" rid="cit0065">2005</xref>). Some freshwater systems are considered biodiversity hotspots (Murphy, <xref ref-type="bibr" rid="cit0058">2002</xref>; Strayer &#x0026; Dudgeon, <xref ref-type="bibr" rid="cit0080">2010</xref>; Brundu, <xref ref-type="bibr" rid="cit0010">2015</xref>; Serrano &#x0026; D&#x00ED;az Paniagua, <xref ref-type="bibr" rid="cit0079">2015</xref>) and are one of the most threatened ecosystems in the world (Collen &#x0026; al., <xref ref-type="bibr" rid="cit0019">2014</xref>; Brundu, <xref ref-type="bibr" rid="cit0010">2015</xref>; Serrano &#x0026; D&#x00ED;az Paniagua, <xref ref-type="bibr" rid="cit0079">2015</xref>). These systems are particularly susceptible to biological invasions, because of their propensity to shift away from natural conditions and feedbacks that alter colonized habitats (Willby, <xref ref-type="bibr" rid="cit0084">2007</xref>; Aguiar &#x0026; Ferreira, <xref ref-type="bibr" rid="cit0001">2013</xref>; Brundu, <xref ref-type="bibr" rid="cit0010">2015</xref>; Gallardo &#x0026; al., <xref ref-type="bibr" rid="cit0035">2015</xref>). Aquatic macrophytes play an important role in the structure and function of freshwater systems (Chambers &#x0026; al., <xref ref-type="bibr" rid="cit0014">2008</xref>; Garc&#x00ED;a-Murillo &#x0026; Fern&#x00E1;ndez-Zamudio, <xref ref-type="bibr" rid="cit0038">2015</xref>) by providing a structurally complex environment (Rennie &#x0026; Jackson, <xref ref-type="bibr" rid="cit0070">2005</xref>; Dibble &#x0026; al., <xref ref-type="bibr" rid="cit0021">2006</xref>). They contribute to environmental heterogeneity (Harrel &#x0026; Dibble, <xref ref-type="bibr" rid="cit0040">2001</xref>) and to increase the diversity of ecological niches. Aquatic invaders features like high productivity, broad ecological tolerances, notable phenotypic plasticity, and a remarkable facility in producing propagules (Santamar&#x00ED;a, <xref ref-type="bibr" rid="cit0076">2002</xref>; Les &#x0026; al., <xref ref-type="bibr" rid="cit0051">2003</xref>), have led some invasive freshwater plants to belong to the group of the &#x201C;100 of the World&#x00B4;s Worst Invasive Alien Species&#x201D; (Lowe &#x0026; al., <xref ref-type="bibr" rid="cit0053">2004</xref>). In addition, the nutrient increase in many water bodies due to human activities and the frequent absence of natural enemies in this group of plants, have led in some cases to absolute dominance in the invaded habitats (Garc&#x00ED;a-Murillo &#x0026; al., <xref ref-type="bibr" rid="cit0037">2007</xref>; Ruiz &#x0026; al., <xref ref-type="bibr" rid="cit0073">2008</xref>).</p>
			<p>An early detection of the arrival of non-native species can increase the success in their eradication before the establishment, preventing future invasions (Broennimann &#x0026; Guisan, <xref ref-type="bibr" rid="cit0007">2008</xref>; Williams &#x0026; Grosholz, <xref ref-type="bibr" rid="cit0085">2008</xref>; Crafton, <xref ref-type="bibr" rid="cit0020">2015</xref>). For this reason, it should be necessary to identify the most exposed areas of invasion risk (Reshetnikov &#x0026; Ficetola, <xref ref-type="bibr" rid="cit0071">2011</xref>). But aquatic habitats in general and aquatic macrophytes in particular are difficult to be monitored (Brundu, <xref ref-type="bibr" rid="cit0010">2015</xref>). So, the development and use of alternative methodologies for the prevention and control of exotic species are essential for the identification of areas with a high invasion risk. This kind of methodologies will allow us to manage potential non-native species while preserving native species (Gallardo &#x0026; al., <xref ref-type="bibr" rid="cit0034">2012</xref>).</p>
			<p>Species distribution models have the potential to predict invasiveness and have become common in the study and management of biological invasions (Peterson, <xref ref-type="bibr" rid="cit0062">2003</xref>; Thuiller &#x0026; al., <xref ref-type="bibr" rid="cit0081">2005</xref>). Significant recent advances have been achieved in the development of species distribution models (v.gr., Elith &#x0026; Leathwick, <xref ref-type="bibr" rid="cit0023">2009</xref>). Appropriate factors in modeling the potential distribution of species, as well as the use of suitable occurrence data, are essential to execute more accurate models. In our case, we have chosen the algorithm MaxEnt (Phillips &#x0026; al., <xref ref-type="bibr" rid="cit0064">2006</xref>), based on the maximum entropy principle, for modeling the potential distribution of non-native aquatic macrophytes. Several authors propose that MaxEnt model is better than other algorithms based on presence-only data (Elith &#x0026; al., <xref ref-type="bibr" rid="cit0026">2006</xref>; Elith &#x0026; Leathwick, <xref ref-type="bibr" rid="cit0023">2009</xref>; Mateo &#x0026; al., <xref ref-type="bibr" rid="cit0055">2010</xref>).</p>
			<p>The Iberian Peninsula has been considered as a plant biodiversity hotspot (Molina &#x0026; al., <xref ref-type="bibr" rid="cit0056">2015</xref>), including aquatic plants (Chappuis &#x0026; al., <xref ref-type="bibr" rid="cit0016">2012</xref>). But over the last decades a significant transformation seems to have occurred in some important Iberian inland aquatic ecosystems. In essence, we have observed an expansion of some non-native aquatic plants and the decrease in some other native ones (Cirujano &#x0026; al., <xref ref-type="bibr" rid="cit0018">2014</xref>). The aim of this study is to predict the potential priority risk areas for invasion of aquatic plants in the Iberian Peninsula. To accomplish this objective we have employed a species distribution model. We firstly determined the influence of environmental and socio-economic factors over 20 non-native aquatic macrophytes at a global scale. Secondly, we overlapped the individual models to achieve a map that shows the higher vulnerable areas, due to the effect of multiple invasions. Finally, we compared the most vulnerable regions with the irrigated agricultural areas in order to find an explanation for the distribution of the studied species.</p>
		</sec>
		<sec id="sec2" sec-type="material|methods">
			<title>MATERIAL AND METHODS</title>
			<sec id="sec2.1">
				<title>Study area</title>
				<p>The Iberian Peninsula is located in the southwestern Europe. It is restricted by the Atlantic Ocean and the Mediterranean Sea. The Pyrenees separate it from the rest of Europe, and the Strait of Gibraltar from Africa. The climate diversity of the study area and the rugged topography of the land along with the geographic isolation, are key elements to develop an outstanding biodiversity (L&#x00F3;pez-L&#x00F3;pez &#x0026; al., <xref ref-type="bibr" rid="cit0059">2011</xref>). Concerning aquatic plants, this territory shows a high diversity of aquatic ecosystems and water bodies. Thus, we can find several types of rivers, streams, creeks, lakes, ponds &#x2014;temporary or permanent&#x2014;, bogs, and marshlands.</p>
			</sec>
			<sec id="sec2.2">
				<title>Species selection</title>
				<p>We have modeled the distribution of 20 non-native aquatic macrophytes which are currently established in the Iberian Peninsula (<xref ref-type="table" rid="t0001">Table 1</xref>). The non-native species belong to 13 genus and 9 families and were selected from Cirujano &#x0026; al. (<xref ref-type="bibr" rid="cit0018">2014</xref>) complemented with the European and Mediterranean Plant Protection Organization list &#x2014;EPPO, see <ext-link ext-link-type="uri" xlink:href="http://www.eppo.int">http://www.eppo.int</ext-link> &#x2014; and the Delivering Alien Invasive Species Inventories for Europe list &#x2014;DAISIE, see <ext-link ext-link-type="uri" xlink:href="http://www.europe-alien.org">http://www.europe-alien.org</ext-link>.</p>
				<table-wrap id="t0001">
					<label>Table 1</label>
					<caption>
						<p>List of non-native aquatic macrophytes selected for the Iberian Peninsula.</p>
					</caption>
					<table frame="hsides" rules="groups">
						<thead>
							<tr>
								<th align="left">Family</th>
								<th align="left">Genus</th>
								<th align="left">Species</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="left">Azollaceae</td>
								<td align="left">
									<italic>Azolla</italic>
								</td>
								<td align="left">
									<italic>A. filiculoides</italic> Lam. (incl. <italic>A. caroliniana</italic> Willd.)</td>
							</tr>
							<tr>
								<td align="left">Araceae</td>
								<td align="left">
									<italic>Lemna</italic>
								</td>
								<td align="left">
									<italic>L. minuta</italic> Kunth</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left"/>
								<td align="left">
									<italic>L. valdiviana</italic> Phil.</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left">
									<italic>Pistia</italic>
								</td>
								<td align="left">
									<italic>P. stratiotes</italic> L.</td>
							</tr>
							<tr>
								<td align="left">Haloragaceae</td>
								<td align="left">
									<italic>Myriophyllum</italic>
								</td>
								<td align="left">
									<italic>M. aquaticum</italic> (Vell.) Verdc.</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left"/>
								<td align="left">
									<italic>M. heterophyllum</italic> Michx.</td>
							</tr>
							<tr>
								<td align="left">Hydrocharitaceae</td>
								<td align="left">
									<italic>Egeria</italic>
								</td>
								<td align="left">
									<italic>E. densa</italic> Planch.</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left">
									<italic>Elodea</italic>
								</td>
								<td align="left">
									<italic>E. canadensis</italic> Michx.</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left">
									<italic>Lagarosiphon</italic>
								</td>
								<td align="left">
									<italic>L. major</italic> (Ridley) Moss ex Wager</td>
							</tr>
							<tr>
								<td align="left">Nymphaeaceae</td>
								<td align="left">
									<italic>Nymphaea</italic>
								</td>
								<td align="left">
									<italic>N. mexicana</italic> Zucc.</td>
							</tr>
							<tr>
								<td align="left">Onagraceae</td>
								<td align="left">
									<italic>Ludwigia</italic>
								</td>
								<td align="left">
									<italic>L. grandiflora</italic> (Michx.) Greuter &#x0026; Burdet</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left"/>
								<td align="left">
									<italic>L. peploides</italic> subsp. <italic>montevidensis</italic> (Spreng.) P.H. Raven</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left"/>
								<td align="left">
									<italic>L. repens</italic> J.R. Forst.</td>
							</tr>
							<tr>
								<td align="left">Pontederiaceae</td>
								<td align="left">
									<italic>Eichhornia</italic>
								</td>
								<td align="left">
									<italic>E. crassipes</italic> (Mart.) Solms</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left">
									<italic>Heteranthera</italic>
								</td>
								<td align="left">
									<italic>H. limosa</italic> (Sw.) Willd.</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left"/>
								<td align="left">
									<italic>H. reniformis</italic> Ruiz &#x0026; Pav.</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left"/>
								<td align="left">
									<italic>H. rotundifolia</italic> (Kunth) Griseb.</td>
							</tr>
							<tr>
								<td align="left">Apiaceae</td>
								<td align="left">
									<italic>Hydrocotyle</italic>
								</td>
								<td align="left">
									<italic>H. ranunculoides</italic> L. f.</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="left"/>
								<td align="left">
									<italic>H. verticillata</italic> Thunb.</td>
							</tr>
							<tr>
								<td align="left">Salviniaceae</td>
								<td align="left">
									<italic>Salvinia</italic>
								</td>
								<td align="left">
									<italic>S. natans</italic> (L.) All.</td>
							</tr>
						</tbody>
					</table>
				</table-wrap>
				<p>The global spatial occurrences of 20 species were obtained from the Global Biodiversity Information Facility (GBIF, <xref ref-type="bibr" rid="cit0039">2015</xref>). We tested the Iberian Peninsula occurrences with data showed by the Anthos Project (Anthos, <xref ref-type="bibr" rid="cit0002">2015</xref>). The case of <italic>Ludwigia peploides</italic> subsp. <italic>montevidensis</italic> (Spreng.) P.H. Raven was checked in other additional sources (Verloove &#x0026; S&#x00E1;nchez, <xref ref-type="bibr" rid="cit0082">2008</xref>; Bou &#x0026; Font, <xref ref-type="bibr" rid="cit0006">2016</xref>). Records were considered from 1950 to the present to match the timeframe for the current climate data. In order to avoid underestimating the potential niche we counted all occurrences available for each species, showing the native and invasive ranges of species (Jim&#x00E9;nez-Valverde &#x0026; al., <xref ref-type="bibr" rid="cit0048">2011</xref>).</p>
				<p>We used the statistical software R (R Development Core Team, <xref ref-type="bibr" rid="cit0068">2014</xref>) to clean data and removed duplicates, data without date, and erroneous occurrences in both taxonomic and geographic data. Furthermore, we also reduced the spatial autocorrelation of the data to not violate the assumption of independence (Heffner &#x0026; al., <xref ref-type="bibr" rid="cit0041">1996</xref>). Thus, the distance between data pairs was reduced to 10 km; the same distance was used for modeling the species&#x2019; potential distribution.</p>
			</sec>
			<sec id="sec2.3">
				<title>Predictor variables</title>
				<p>The 19 bioclimatic layers and altitude &#x2014;Digital Elevation Model, DEM&#x2014; were taken from WorldClim-Global Climate Data (Hijmans &#x0026; al., <xref ref-type="bibr" rid="cit0044">2005</xref>; Worldclim, <xref ref-type="bibr" rid="cit0088">2015</xref>). The resolution of the environmental layers used was 5 arc-min &#x2014;~10 km at the equator.</p>
				<p>Slope was derived from DEM layer using the software ArcGIS 9.3.1 (ESRI, <xref ref-type="bibr" rid="cit0027">2008</xref>). The human footprint was considered a socio-economic factor that reflects the human influence on the territory following Sanderson &#x0026; al. (<xref ref-type="bibr" rid="cit0075">2002</xref>). This authors used as proxies of this footprint several variables such as various human land uses, population density or distance to major roads, railways and rivers. The information was obtained from Socioeconomic Data and Applications Center (SEDAC, <xref ref-type="bibr" rid="cit0078">2015</xref>) and its resolution is 30 arc-sec &#x2014;~1 km.</p>
				<p>The resolution of 22 variables (<xref ref-type="table" rid="t0002">Table 2</xref>) was turned into 5 arc-min and was projected using the World Geodetic System 1984 projection. The spatial correlation between variables was analyzed by Raster package (Hijmans &#x0026; van Etten, <xref ref-type="bibr" rid="cit0043">2015</xref>). After obtaining the correlation tree, the variables were selected by a threshold limit of 0.5. In addition, to remove the linear combination between variables in the model, the Variance Inflation Factor &#x2014;VIF&#x2014; was calculated using the package HH, and taking 5 as limit value (Heiberger, <xref ref-type="bibr" rid="cit0042">2015</xref>).</p>
				<table-wrap id="t0002">
					<label>Table 2</label>
					<caption>
						<p>List and description of used variables.</p>
					</caption>
					<table frame="hsides" rules="groups">
						<thead>
							<tr>
								<th align="left">Variable</th>
								<th align="left">Description</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="left">Bio 1</td>
								<td align="left">Annual mean temperature</td>
							</tr>
							<tr>
								<td align="left">Bio 2</td>
								<td align="left">Mean diurnal range [mean of monthly (max temp &#x2013; min temp)]</td>
							</tr>
							<tr>
								<td align="left">Bio 3</td>
								<td align="left">Isothermality [(Bio 2 / Bio 7) &#x002A; 100]</td>
							</tr>
							<tr>
								<td align="left">Bio 4</td>
								<td align="left">Temperature seasonality</td>
							</tr>
							<tr>
								<td align="left">Bio 5</td>
								<td align="left">Maximum temperature of warmest month</td>
							</tr>
							<tr>
								<td align="left">Bio 6</td>
								<td align="left">Minimum temperature of coldest month</td>
							</tr>
							<tr>
								<td align="left">Bio 7</td>
								<td align="left">Temperature annual range (Bio 5 &#x2013; Bio 6)</td>
							</tr>
							<tr>
								<td align="left">Bio 8</td>
								<td align="left">Mean temperature of wettest quarter</td>
							</tr>
							<tr>
								<td align="left">Bio 9</td>
								<td align="left">Mean temperature of driest quarter</td>
							</tr>
							<tr>
								<td align="left">Bio 10</td>
								<td align="left">Mean temperature of warmest quarter</td>
							</tr>
							<tr>
								<td align="left">Bio 11</td>
								<td align="left">Mean temperature of coldest quarter</td>
							</tr>
							<tr>
								<td align="left">Bio 12</td>
								<td align="left">Annual precipitation</td>
							</tr>
							<tr>
								<td align="left">Bio 13</td>
								<td align="left">Precipitation of wettest month</td>
							</tr>
							<tr>
								<td align="left">Bio 14</td>
								<td align="left">Precipitation of driest month</td>
							</tr>
							<tr>
								<td align="left">Bio 15</td>
								<td align="left">Precipitation seasonality (coefficient of variation)</td>
							</tr>
							<tr>
								<td align="left">Bio 16</td>
								<td align="left">Precipitation of wettest quarter</td>
							</tr>
							<tr>
								<td align="left">Bio 17</td>
								<td align="left">Precipitation of driest quarter</td>
							</tr>
							<tr>
								<td align="left">Bio 18</td>
								<td align="left">Precipitation of warmest quarter</td>
							</tr>
							<tr>
								<td align="left">Bio 19</td>
								<td align="left">Precipitation of coldest quarter</td>
							</tr>
							<tr>
								<td align="left">DEM</td>
								<td align="left">Digital Elevation Model</td>
							</tr>
							<tr>
								<td align="left">Slope</td>
								<td align="left">Slope</td>
							</tr>
							<tr>
								<td align="left">HFP</td>
								<td align="left">Human Footprint</td>
							</tr>
						</tbody>
					</table>
				</table-wrap>
			</sec>
			<sec id="sec2.4">
				<title>Species distribution modeling</title>
				<p>We developed the species distribution models with the machine learning MaxEnt version 3.3.3.k (Phillips &#x0026; al., <xref ref-type="bibr" rid="cit0064">2006</xref>), which estimates species distribution by the principle of maximum entropy. This method was chosen because is one of the most effective species distribution model, and shows a high quality achievement with low sample sizes and moderate georeferencing errors (Elith &#x0026; al., <xref ref-type="bibr" rid="cit0026">2006</xref>; Wisz &#x0026; al., <xref ref-type="bibr" rid="cit0086">2008</xref>; Mateo &#x0026; al., <xref ref-type="bibr" rid="cit0055">2010</xref>).</p>
				<p>The parameters employed for this study were taken from Phillips &#x0026; al. (<xref ref-type="bibr" rid="cit0064">2006</xref>), Phillips &#x0026; Dud&#x00ED;k (<xref ref-type="bibr" rid="cit0063">2008</xref>), and Elith &#x0026; al. (<xref ref-type="bibr" rid="cit0025">2011</xref>). Default parameters were convergence threshold = 0.00001, maximum iterations = 1,000, and prevalence = 0.5, multiple regularization &#x2014;default is 1&#x2014; was changed to 2.5 to reduce the probability of overfitting models following Elith &#x0026; al. (<xref ref-type="bibr" rid="cit0024">2010</xref>). Models were fitted with the 70% occurrences data and the remaining 30% was used to evaluate the obtained models. Besides, we used 10-fold cross-validations to estimate the errors around the fitted functions and the predictive performance on the held-out data (Elith &#x0026; al., <xref ref-type="bibr" rid="cit0025">2011</xref>). We created 10,000 background points to simulate pseudo-absences (Phillips &#x0026; Dud&#x00ED;k, <xref ref-type="bibr" rid="cit0063">2008</xref>; Elith &#x0026; al., <xref ref-type="bibr" rid="cit0025">2011</xref>). Likewise, we interpreted the logistic output as a habitat suitability map for each species. The model accuracy was estimated using the area under the receiving operating characteristic &#x2014;ROC&#x2014; curve &#x2014;AUC&#x2014;. According to it, the results within a value of 0.5 do not discriminate better than the random, while a model with a perfect discrimination would have an AUC of 1, and values bigger or equal than 0.7 correspond to the highest predictive models (Hosmer &#x0026; Lemeshow, <xref ref-type="bibr" rid="cit0045">2000</xref>). Finally, we calculated the AUC for each model and determined the average AUC for each set of 10 replicates (Barnes &#x0026; al., <xref ref-type="bibr" rid="cit0005">2014</xref>). 10<sup>th</sup> percentile training presence threshold was chosen because it shows a good ability to predict correctly the presence of invasive species (Pearson &#x0026; al., <xref ref-type="bibr" rid="cit0061">2007</xref>; Reshetnikov &#x0026; Ficetola, <xref ref-type="bibr" rid="cit0071">2011</xref>), representing the species distribution in suboptimal habitats (Kelly &#x0026; al., <xref ref-type="bibr" rid="cit0049">2014</xref>).</p>
			</sec>
			<sec id="sec2.5">
				<title>Invasion risk map</title>
				<p>The invasion risks map was calculated by overlaying the 20 species distribution individual models (Aranda &#x0026; Lobo, <xref ref-type="bibr" rid="cit0004">2011</xref>; Fajardo &#x0026; al., <xref ref-type="bibr" rid="cit0029">2014</xref>) using the Geographic Information System ArcGIS 9.3.1 (ESRI, <xref ref-type="bibr" rid="cit0027">2008</xref>). Thereby we obtained a cartography that reflects the cumulative risk of invasion, which represent the most favorable areas for colonization and spread for the studied species in the Iberian Peninsula.</p>
			</sec>
		</sec>
		<sec id="sec3" sec-type="results">
			<title>RESULTS</title>
			<p>A total of 8,892 records were used for modeling the global potential distribution of species. The number of records varied widely among species <italic>&#x2014;Nymphaea mexicana</italic> Zucc. minimum global occurrence points: 46 and <italic>Azolla filiculoides</italic> Lam. maximum occurrence points: 1,617, after cleaning data&#x2014;. <xref ref-type="fig" rid="f0001">Fig. 1</xref> shows the number of records per decade and the accumulated number of records per decade, and <xref ref-type="fig" rid="f0002">Fig. 2</xref> shows the current presences of studied species on the Iberian Peninsula.</p>
			<fig id="f0001">
				<label>Fig. 1</label>
				<caption>
					<p>Number of records per decade and accumulated number of records per decade of all the aquatic macrophytes studied in the Iberian Peninsula.</p>
				</caption>
				<graphic xlink:href="AJBM201709-2452-g001.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
			</fig>
			<fig id="f0002">
				<label>Fig. 2</label>
				<caption>
					<p>Potential distribution models for the selected species: <bold>a</bold>, <italic>Azolla filiculoides</italic>; <bold>b</bold>, <italic>Egeria densa</italic>; <bold>c</bold>, <italic>Eichhornia crassipes</italic>; <bold>d</bold>, <italic>Elodea canadensis</italic>; <bold>e</bold>, <italic>Heteranthera limosa</italic>; <bold>f</bold>, <italic>Heteranthera reniformis</italic>; <bold>g</bold>, <italic>Heteranthera rotundifolia</italic>; <bold>h</bold>, <italic>Hydrocotyle ranunculoides</italic>; <bold>i</bold>, <italic>Hydrocotyle verticillata</italic>; <bold>j</bold>, <italic>Lagarosiphon major</italic>; <bold>k</bold>, <italic>Lemna minuta</italic>; <bold>l</bold>, <italic>Lemna valdiviana</italic>; <bold>m</bold>, <italic>Ludwigia grandiflora</italic>; <bold>n</bold>, <italic>Ludwigia peploides</italic> subsp. <italic>montevidensis</italic>; <bold>o</bold>, <italic>Ludwigia repens</italic>; <bold>p</bold>, <italic>Myriophyllum aquaticum</italic>; <bold>q</bold>, <italic>Myriophyllum heterophyllum</italic>; <bold>r</bold>, <italic>Nymphaea mexicana</italic>; <bold>s</bold>, <italic>Pistia stratiotes</italic>; <bold>t</bold>, <italic>Salvinia natans.</italic> Darker areas correspond with higher suitability areas; red spots indicate the presence of occurrences of the studied species in the Iberian Peninsula &#x2014;after data cleaning process.</p>
				</caption>
				<graphic xlink:href="AJBM201709-2452-g002.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
			</fig>
			<p>The final factors included as predictors in MaxEnt were mean diurnal range &#x2014;Bio 2&#x2014;, temperature seasonality (Bio 4), annual precipitation &#x2014;Bio 12&#x2014;, precipitation seasonality &#x2014;Bio 15&#x2014;, precipitation in the driest quarter &#x2014;Bio 17&#x2014;, altitude, slope, and human footprint &#x2014;HFP.</p>
			<p>In <xref ref-type="table" rid="t0003">Table 3</xref> we show the main results for each studied species. The accuracy scores of models ranged between 0.918 and 0.981, which shows that our models provide a good performance (Hosmer &#x0026; Lemeshow, <xref ref-type="bibr" rid="cit0045">2000</xref>) indicating a better discrimination than random chance for the species analyzed (Phillips &#x0026; al., <xref ref-type="bibr" rid="cit0064">2006</xref>). The binomial test of omission showed statistical significance &#x2014;<italic>p</italic>&#x003C;0.001&#x2014; for each of the 10 replicates (Phillips &#x0026; al., <xref ref-type="bibr" rid="cit0064">2006</xref>), supporting the reliability of the models. The use of 10<sup>th</sup> percentile training presence threshold allowed us to discriminate correctly the presence of non-native species (Pearson &#x0026; al., <xref ref-type="bibr" rid="cit0061">2007</xref>; Reshetnikov &#x0026; Ficetola, <xref ref-type="bibr" rid="cit0071">2011</xref>) in both optimal and suboptimal areas (Jim&#x00E9;nez-Valverde &#x0026; al., <xref ref-type="bibr" rid="cit0048">2011</xref>; Kelly &#x0026; al., <xref ref-type="bibr" rid="cit0049">2014</xref>).</p>
			<table-wrap id="t0003">
				<label>Table 3</label>
				<caption>
					<p>AUC values &#x00B1; SD and percent contribution of each of the variables taken into account for the models. In bold the best factor in the potential distribution of each species.</p>
				</caption>
				<table frame="hsides" rules="groups">
					<thead>
						<tr>
							<th align="left"/>
							<th align="center"/>
							<th colspan="8" align="center">Variables</th>
						</tr>
						<tr>
							<th align="left"/>
							<th align="center"/>
							<th colspan="8" align="center">
								<hr/>
							</th>
						</tr>
						<tr>
							<th align="left">Species</th>
							<th align="center">AUC &#x00B1; SD</th>
							<th align="center">Bio 2</th>
							<th align="center">Bio 4</th>
							<th align="center">Bio 12</th>
							<th align="center">Bio 15</th>
							<th align="center">Bio 17</th>
							<th align="center">Altitude</th>
							<th align="center">Slope</th>
							<th align="center">HFP</th>
						</tr>
					</thead>
					<tbody>
						<tr>
							<td align="left">
								<italic>A. filiculoides</italic>
							</td>
							<td align="center">0.923 &#x00B1; 0.003</td>
							<td align="center">0.3</td>
							<td align="center">
								<bold>43.9</bold>
							</td>
							<td align="center">4.2</td>
							<td align="center">18.6</td>
							<td align="center">1.6</td>
							<td align="center">1.2</td>
							<td align="center">0.0</td>
							<td align="center">29.6</td>
						</tr>
						<tr>
							<td align="left">
								<italic>E. densa</italic>
							</td>
							<td align="center">0.956 &#x00B1; 0.009</td>
							<td align="center">1.5</td>
							<td align="center">20.3</td>
							<td align="center">2.4</td>
							<td align="center">1.9</td>
							<td align="center">12.6</td>
							<td align="center">1.5</td>
							<td align="center">1.1</td>
							<td align="center">
								<bold>58.7</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>E. crassipes</italic>
							</td>
							<td align="center">0.918 &#x00B1; 0.014</td>
							<td align="center">2.6</td>
							<td align="center">33.2</td>
							<td align="center">15.4</td>
							<td align="center">1.2</td>
							<td align="center">4.3</td>
							<td align="center">6.7</td>
							<td align="center">0.4</td>
							<td align="center">
								<bold>36.3</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>E. canadensis</italic>
							</td>
							<td align="center">0.919 &#x00B1; 0.008</td>
							<td align="center">0.2</td>
							<td align="center">20.3</td>
							<td align="center">5.2</td>
							<td align="center">11.4</td>
							<td align="center">25.9</td>
							<td align="center">0.8</td>
							<td align="center">0.1</td>
							<td align="center">
								<bold>36.1</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>H. limosa</italic>
							</td>
							<td align="center">0.956 &#x00B1; 0.016</td>
							<td align="center">18.4</td>
							<td align="center">15.6</td>
							<td align="center">15.4</td>
							<td align="center">8.4</td>
							<td align="center">8.5</td>
							<td align="center">2.7</td>
							<td align="center">1.7</td>
							<td align="center">
								<bold>29.4</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>H. ranunculoides</italic>
							</td>
							<td align="center">0.940 &#x00B1; 0.014</td>
							<td align="center">1.9</td>
							<td align="center">26.7</td>
							<td align="center">5.4</td>
							<td align="center">5.0</td>
							<td align="center">1.2</td>
							<td align="center">4.0</td>
							<td align="center">0.9</td>
							<td align="center">
								<bold>55.0</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>H. reniformis</italic>
							</td>
							<td align="center">0.952 &#x00B1; 0.009</td>
							<td align="center">1.9</td>
							<td align="center">30.5</td>
							<td align="center">21.9</td>
							<td align="center">2.5</td>
							<td align="center">5.1</td>
							<td align="center">0.2</td>
							<td align="center">3.8</td>
							<td align="center">
								<bold>34.0</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>H. rotundifolia</italic>
							</td>
							<td align="center">0.960 &#x00B1; 0.012</td>
							<td align="center">
								<bold>26.6</bold>
							</td>
							<td align="center">11.0</td>
							<td align="center">21</td>
							<td align="center">5.5</td>
							<td align="center">9.1</td>
							<td align="center">2.4</td>
							<td align="center">2.2</td>
							<td align="center">22.3</td>
						</tr>
						<tr>
							<td align="left">
								<italic>H. verticillata</italic>
							</td>
							<td align="center">0.947 &#x00B1; 0.011</td>
							<td align="center">9.8</td>
							<td align="center">
								<bold>49.4</bold>
							</td>
							<td align="center">1.4</td>
							<td align="center">6.7</td>
							<td align="center">3.2</td>
							<td align="center">9.3</td>
							<td align="center">2.0</td>
							<td align="center">18.3</td>
						</tr>
						<tr>
							<td align="left">
								<italic>L. major</italic>
							</td>
							<td align="center">0.971 &#x00B1; 0.004</td>
							<td align="center">16.2</td>
							<td align="center">
								<bold>27.9</bold>
							</td>
							<td align="center">4.0</td>
							<td align="center">19.8</td>
							<td align="center">6.7</td>
							<td align="center">0.2</td>
							<td align="center">0.1</td>
							<td align="center">25.1</td>
						</tr>
						<tr>
							<td align="left">
								<italic>L. minuta</italic>
							</td>
							<td align="center">0.944 &#x00B1; 0.007</td>
							<td align="center">4.3</td>
							<td align="center">19.5</td>
							<td align="center">4.0</td>
							<td align="center">28.0</td>
							<td align="center">7.7</td>
							<td align="center">3.5</td>
							<td align="center">0.0</td>
							<td align="center">
								<bold>32.9</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>L. valdiviana</italic>
							</td>
							<td align="center">0.932 &#x00B1; 0.031</td>
							<td align="center">18.5</td>
							<td align="center">11.1</td>
							<td align="center">2.9</td>
							<td align="center">1.0</td>
							<td align="center">6.1</td>
							<td align="center">0.4</td>
							<td align="center">6.4</td>
							<td align="center">
								<bold>53.7</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>L. grandiflora</italic>
							</td>
							<td align="center">0.981 &#x00B1; 0.005</td>
							<td align="center">1.1</td>
							<td align="center">22.4</td>
							<td align="center">1.0</td>
							<td align="center">15.0</td>
							<td align="center">16.7</td>
							<td align="center">6.9</td>
							<td align="center">0.5</td>
							<td align="center">
								<bold>36.4</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>L. peploides</italic> subsp. <italic>montevidensis</italic>
							</td>
							<td align="center">0.936 &#x00B1; 0.014</td>
							<td align="center">6.7</td>
							<td align="center">32.0</td>
							<td align="center">2.1</td>
							<td align="center">2.9</td>
							<td align="center">4.2</td>
							<td align="center">3.8</td>
							<td align="center">1.2</td>
							<td align="center">
								<bold>47.2</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>L. repens</italic>
							</td>
							<td align="center">0.937 &#x00B1; 0.029</td>
							<td align="center">11.8</td>
							<td align="center">21.5</td>
							<td align="center">1.3</td>
							<td align="center">0.7</td>
							<td align="center">1.2</td>
							<td align="center">3.5</td>
							<td align="center">2.6</td>
							<td align="center">
								<bold>57.4</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>M. aquaticum</italic>
							</td>
							<td align="center">0.948 &#x00B1; 0.005</td>
							<td align="center">0.5</td>
							<td align="center">27.6</td>
							<td align="center">2.1</td>
							<td align="center">2.1</td>
							<td align="center">20.6</td>
							<td align="center">5.7</td>
							<td align="center">0.2</td>
							<td align="center">
								<bold>41.2</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>M. heterophyllum</italic>
							</td>
							<td align="center">0.973 &#x00B1; 0.012</td>
							<td align="center">3.9</td>
							<td align="center">14.0</td>
							<td align="center">20.9</td>
							<td align="center">13.5</td>
							<td align="center">
								<bold>23.7</bold>
							</td>
							<td align="center">2.9</td>
							<td align="center">0.7</td>
							<td align="center">20.4</td>
						</tr>
						<tr>
							<td align="left">
								<italic>N. mexicana</italic>
							</td>
							<td align="center">0.967 &#x00B1; 0.031</td>
							<td align="center">4.2</td>
							<td align="center">24.0</td>
							<td align="center">1.2</td>
							<td align="center">1.8</td>
							<td align="center">1.7</td>
							<td align="center">0.4</td>
							<td align="center">0.6</td>
							<td align="center">
								<bold>66.0</bold>
							</td>
						</tr>
						<tr>
							<td align="left">
								<italic>P. stratiotes</italic>
							</td>
							<td align="center">0.919 &#x00B1;0.010</td>
							<td align="center">1.1</td>
							<td align="center">
								<bold>39.0</bold>
							</td>
							<td align="center">26.0</td>
							<td align="center">1.4</td>
							<td align="center">0.3</td>
							<td align="center">13.4</td>
							<td align="center">0.5</td>
							<td align="center">18.3</td>
						</tr>
						<tr>
							<td align="left">
								<italic>S. natans</italic>
							</td>
							<td align="center">0.966 &#x00B1; 0.013</td>
							<td align="center">6.8</td>
							<td align="center">16.8</td>
							<td align="center">4.8</td>
							<td align="center">4.5</td>
							<td align="center">22.9</td>
							<td align="center">1.5</td>
							<td align="center">1.1</td>
							<td align="center">
								<bold>41.6</bold>
							</td>
						</tr>
					</tbody>
				</table>
			</table-wrap>
			<p>The best predictor of potential distribution for the majority of the species was the human footprint. In relation to <italic>Azolla filiculoides, Hydrocotyle verticillata</italic> Thunb., <italic>Lagarosiphon major</italic> (Ridl.) Moss ex Wager, and <italic>Pistia stratiotes</italic> L., the best predictor was the temperature seasonality; for <italic>Heteranthera rotundifolia</italic> (Kunth) Griseb. the mean diurnal range, and for <italic>Myriophyllum heterophyllum</italic> Michx. the precipitation in the driest quarter. Besides, for these species the human footprint was included among the three best predictors (<xref ref-type="table" rid="t0003">Table 3</xref>).</p>
			<p>The suitable habitat models for the invasion risk varied broadly between species (<xref ref-type="fig" rid="f0002">Fig. 2</xref>), showing a large favorable distribution for species as <italic>Azolla filiculoides, Egeria densa</italic> Planch., <italic>Elodea canadensis</italic> Michx., <italic>Lemna valdiviana</italic> Phil., <italic>Nymphaea mexicana,</italic> and <italic>Ludwigia repens</italic> J.R. Forst.</p>
			<p>The combination of the 20 individual models is the risk map for non-native Iberian aquatic macrophytes (<xref ref-type="fig" rid="f0003">Fig. 3</xref>). It shows the suitability of presence of the species according to the factors selected in the model building. The most vulnerable areas coincide with the littoral fringe, the high population density sectors, and the large river basins.</p>
			<fig id="f0003">
				<label>Fig. 3</label>
				<caption>
					<p>Invasion risk map representing the risk suitability of 20 non-native aquatic macrophytes species in the Iberian Peninsula.</p>
				</caption>
				<graphic xlink:href="AJBM201709-2452-g003.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
			</fig>
			<p>
				<xref ref-type="fig" rid="f0004">Fig. 4</xref> shows the overlapping between the irrigated agricultural areas taken from European Environment Agency (<xref ref-type="bibr" rid="cit0028">2015</xref>) and the most vulnerable region in the invasion risk map.</p>
			<fig id="f0004">
				<label>Fig. 4</label>
				<caption>
					<p>Map showing the irrigated agricultural areas &#x2014;black polygons&#x2014; over suitable habitats for 20 non-native aquatic macrophyte species.</p>
				</caption>
				<graphic xlink:href="AJBM201709-2452-g004.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
			</fig>
		</sec>
		<sec id="sec4" sec-type="discussion">
			<title>DISCUSSION</title>
			<p>Our results show the first geographical representation of the potential invasion risk by non-native aquatic macrophytes in the Iberian Peninsula. The combination of both environmental and socio-economic factors allows us to identify those areas more susceptible to be invaded by non-native aquatic plants.</p>
			<p>Large areas of the Iberian Peninsula were suitable to the invasion by different non-native aquatic macrophytes, like <italic>Azolla filiculoides, Egeria densa</italic>, <italic>Elodea canadensis, Lemna valdiviana, Ludwigia repens, Myriophyllum aquaticum</italic> (Vell.) Verdc., and <italic>Nymphaea mexicana</italic> (<xref ref-type="fig" rid="f0002">Fig. 2</xref>). Most of them are widely distributed in Europe, being <italic>Azolla filiculoides</italic> and <italic>Elodea canadensis</italic> the species present in more European countries (Hussner, <xref ref-type="bibr" rid="cit0047">2012</xref>).</p>
			<p>Temperature seasonality and precipitation in the driest quarter are key factors in the probability distribution of the studied species. This result is supported by the fact that the climatic characteristics of an area act as key elements for a successful colonization of non-native species (Thuiller &#x0026; al., <xref ref-type="bibr" rid="cit0081">2005</xref>; Broennimann &#x0026; al., <xref ref-type="bibr" rid="cit0008">2007</xref>). For instance, the temperature could limit the survival, growth, and reproduction in plants (Woodward &#x0026; Willians, <xref ref-type="bibr" rid="cit0087">1987</xref>), and the precipitation in the driest quarter is associated to water availability of water bodies (Reshetnikov &#x0026; Ficetola, <xref ref-type="bibr" rid="cit0071">2011</xref>), which acts as the principal factor for the persistence of aquatic plants communities. Similar results were obtained by others authors (Gallardo &#x0026; Aldridge, <xref ref-type="bibr" rid="cit0033">2013</xref>; Barnes &#x0026; al., <xref ref-type="bibr" rid="cit0005">2014</xref>; Kelly &#x0026; al., <xref ref-type="bibr" rid="cit0049">2014</xref>), implying that non-native aquatic macrophytes are able to tolerate a wide range of environmental conditions &#x2014;v.gr., seasonality in Mediterranean environments&#x2014; and extreme events. This ability benefits them versus native species (Rahel &#x0026; Olden, <xref ref-type="bibr" rid="cit0069">2008</xref>; Gallardo &#x0026; Aldridge, <xref ref-type="bibr" rid="cit0033">2013</xref>). Several authors (Pearson &#x0026; Dawson, <xref ref-type="bibr" rid="cit0060">2003</xref>; Broennimann &#x0026; al., <xref ref-type="bibr" rid="cit0008">2007</xref>; Walther &#x0026; al., <xref ref-type="bibr" rid="cit0083">2009</xref>) have suggested that shifts in climate could benefit non-native species, which often tolerate temperature and precipitation ranges broader than the native ones.</p>
			<p>The human footprint was positively associated with the presence of all studied species. This association reflects the easiness these species have to establish in disturbed habitats (Chytr&#x00FD; &#x0026; al., <xref ref-type="bibr" rid="cit0017">2009</xref>; Kelly &#x0026; al., <xref ref-type="bibr" rid="cit0049">2014</xref>), due to the increased presence of introduction vectors and pathways like as channels, roads or railways by which these species can be introduced and the disturbances in land uses in the studied area by human activity (Catford &#x0026; al., <xref ref-type="bibr" rid="cit0013">2011</xref>; Gallardo &#x0026; Aldridge, <xref ref-type="bibr" rid="cit0033">2013</xref>).</p>
			<p>For example, the increase of nutrients on watercourses and water bodies, which contributes to the growth of algal blooms and the rise of turbidity levels (Carter &#x0026; Rybicki, <xref ref-type="bibr" rid="cit0011">1990</xref>; Santamar&#x00ED;a &#x0026; al., <xref ref-type="bibr" rid="cit0077">1996</xref>) is associated with human activities. It provokes the reduction of light and oxygen availability, stopping the growth of the submerged vegetation (Moss, <xref ref-type="bibr" rid="cit0057">1990</xref>) but enhancing floating aquatic macrophytes (Egerston &#x0026; al., <xref ref-type="bibr" rid="cit0022">2004</xref>). The new ecological scheme will promote the establishment of non-native macrophytes, which are able to colonize degraded habitats, where native macrophytes are unable to survive (Quinn &#x0026; al., 2001; Catford &#x0026; Downes, <xref ref-type="bibr" rid="cit0012">2010</xref>; Chappuis &#x0026; al., <xref ref-type="bibr" rid="cit0015">2011</xref>).</p>
			<p>Areas under the highest risk of multiple invasions include large rivers basins, highly populated areas, and the coastline (<xref ref-type="fig" rid="f0003">Fig. 3</xref>). An important part of the areas for colonization and expansion of these non-native species coincide with territories with agricultural development increase over the last decades. From 1970, the number of records of non-native species in the Iberian Peninsula began to rise (<xref ref-type="fig" rid="f0001">Fig. 1</xref>). This period overlaps with the industrialization of agriculture &#x2014;the Green Revolution&#x2014; when traditional non-irrigated farming was transformed into huge irrigation areas (Ruiz &#x0026; al., <xref ref-type="bibr" rid="cit0073">2008</xref>) in the Iberian Peninsula.</p>
			<p>In this period, the high dependence on agricultural chemicals has affected freshwater ecosystems (Galil &#x0026; al., <xref ref-type="bibr" rid="cit0032">2007</xref>). Hydrological alterations and the increase of dissolved nutrients, have contributed to the eutrophication of aquatic ecosystems (Chappuis &#x0026; al., <xref ref-type="bibr" rid="cit0015">2011</xref>; Quinn &#x0026; al., <xref ref-type="bibr" rid="cit0067">2011</xref>), and the intensive land use has favored sedimentation events (Allan, <xref ref-type="bibr" rid="cit0003">2004</xref>). All these changes have facilitated the expansion of non-native aquatic macrophytes (Egertson &#x0026; al., <xref ref-type="bibr" rid="cit0022">2004</xref>; Chappuis &#x0026; al., <xref ref-type="bibr" rid="cit0015">2011</xref>; Quinn &#x0026; al., <xref ref-type="bibr" rid="cit0067">2011</xref>). Moreover, the increment of sedimentation events caused by an intensive land use also benefits submerged non-native species. Principal areas of irrigated agriculture in the Iberian Peninsula overlap with the most susceptible areas to be invaded by non-native macrophytes (<xref ref-type="fig" rid="f0004">Fig. 4</xref>). This phenomenon has been reported previously by Garc&#x00ED;a-Murillo &#x0026; al. (<xref ref-type="bibr" rid="cit0037">2007</xref>) and Ruiz &#x0026; al. (<xref ref-type="bibr" rid="cit0073">2008</xref>) for <italic>Azolla filiculoides</italic> and <italic>Eichhornia crassipes</italic> (Mart.) Solms expansion, respectively. Both studies support the hypothesis, together with ours, that the quick expansion of non-native macrophytes is due to the nutrients increase contributed by adjacent agricultural areas.</p>
			<p>In addition, we also have observed that some areas predicted as being suitable (<xref ref-type="fig" rid="f0003">Fig. 3</xref>) were currently unoccupied &#x2014;see <xref ref-type="fig" rid="f0002">Fig. 2</xref>, current presences of studied species&#x2014;. This may be due to different causes: areas where species have been successfully eradicated &#x2014;v.gr., <italic>Pistia stratiotes</italic> in neighborhood Do&#x00F1;ana National Park, Southern Spain, as pointed up by Garc&#x00ED;a-Murillo &#x0026; al. (<xref ref-type="bibr" rid="cit0036">2005</xref>)&#x2014; or areas with geographical barriers or species interactions that limited its distributions &#x2014;v.gr., <italic>Azolla filiculoides</italic> has not been detected in temporary ponds and marshes in Do&#x00F1;ana National Park while the weevil <italic>Stenopelmus rufinasus</italic> Gyllenhal was present in samples, as pointed up by Florencio &#x0026; al. (<xref ref-type="bibr" rid="cit0031">2015</xref>)&#x2014;. Besides, they can also be areas where species have not been detected yet due to the lack of studies in these places, or because this species may have not been able to colonize these suitable areas yet (Liu &#x0026; al., <xref ref-type="bibr" rid="cit0052">2011</xref>) as a consequence of they are still in the early stages of the invasion process. These two last points are crucial for proper management and early control of non-native species.</p>
			<p>Among the species studied in this work, we consider that the most harmful are <italic>Azolla filiculoides</italic> and <italic>Eichhornia crassipes,</italic> both present in the major part of the World, being the two more potentially invasive species in Europe and the Mediterranean basin (Hussner, <xref ref-type="bibr" rid="cit0047">2012</xref>; Kriticos &#x0026; Brunel, <xref ref-type="bibr" rid="cit0050">2016</xref>). Their invasion capacity is due not only to climate tolerance and the adapting ability to eutrophic environments, but also to a high rate of vegetative reproduction that ensure the success of colonization in invaded habitats and a high competition with others species (Ruiz &#x0026; al., <xref ref-type="bibr" rid="cit0073">2008</xref>; Fern&#x00E1;ndez-Zamudio &#x0026; al., <xref ref-type="bibr" rid="cit0030">2013</xref>).</p>
			<p>In conclusion, our study, based on the global distribution of 20 non-native aquatic macrophyte species, contributes to the understanding of the distribution patterns of non-native aquatic macrophytes in the Iberian Peninsula, and it may be used as a base to develop useful tools to manage successfully the Iberian biodiversity in future conservation planning, and for the conservation and management of aquatic ecosystems in other lands. Species distribution models should not be a substitute for field work, but they are a first step that allows an early identification of the most vulnerable areas to implement more effective management efforts preventing biological invasions.</p>
		</sec>
	</body>
	<back>
		<ack>
			<title>ACKNOWLEDGEMENTS</title>
			<p>We are indebted to Professor Timothy H Keitt and Dr. Laura I. Gonz&#x00E1;lez, from the University of Texas, for their comments of the manuscript and for the English revision. Also, we thanks to associate editor and two anonymous reviewers which provided helpful recommendations that improved substantially our manuscript.</p>
		</ack>
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