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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">692401</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2021.692401</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Linking Terrestrial and Aquatic Biodiversity to Ecosystem Function Across Scales, Trophic Levels, and Realms</article-title>
<alt-title alt-title-type="left-running-head">Dahlin et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Terrestrial and Aquatic Biodiversity Linkages</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Dahlin</surname>
<given-names>Kyla M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/390521/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zarnetske</surname>
<given-names>Phoebe L.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1115069/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Read</surname>
<given-names>Quentin D.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Twardochleb</surname>
<given-names>Laura A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1018295/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kamoske</surname>
<given-names>Aaron G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheruvelil</surname>
<given-names>Kendra Spence</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Soranno</surname>
<given-names>Patricia A.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Department of Geography, Environment, and Spatial Sciences, Michigan State University, <addr-line>East Lansing</addr-line>, <addr-line>MI</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Ecology, Evolution, and Behavior Program, Michigan State University, <addr-line>East Lansing</addr-line>, <addr-line>MI</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Department of Integrative Biology, Michigan State University, <addr-line>East Lansing</addr-line>, <addr-line>MI</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>National Socio-Environmental Synthesis Center, <addr-line>Annapolis</addr-line>, <addr-line>MD</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>Department of Fisheries and Wildlife, Michigan State University, <addr-line>East Lansing</addr-line>, <addr-line>MI</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff6">
<label>
<sup>6</sup>
</label>California Department of Water Resources, <addr-line>West Sacramento</addr-line>, <addr-line>CA</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff7">
<label>
<sup>7</sup>
</label>Geospatial Technology and Applications Center, United States Department of Agriculture Forest Service, <addr-line>Salt Lake City</addr-line>, <addr-line>UT</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff8">
<label>
<sup>8</sup>
</label>Lyman Briggs College, Michigan State University, <addr-line>East Lansing</addr-line>, <addr-line>MI</addr-line>, <country>United&#x20;States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/274078/overview">Teresa Ferreira</ext-link>, University of Lisbon, Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/917536/overview">Jeff Wesner</ext-link>, University of South Dakota, United&#x20;States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/869397/overview">Ana Filipa Filipe</ext-link>, University of Lisbon, Portugal</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1083546/overview">Norman Mercado-Silva</ext-link>, Universidad Aut&#xf3;noma del Estado de Morelos, Mexico</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Kyla M. Dahlin, <email>kdahlin@msu.edu</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Freshwater Science, a section of the journal Frontiers in Environmental Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>06</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>692401</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>04</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>06</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Dahlin, Zarnetske, Read, Twardochleb, Kamoske, Cheruvelil and Soranno.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Dahlin, Zarnetske, Read, Twardochleb, Kamoske, Cheruvelil and Soranno</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Global declines in biodiversity have the potential to affect ecosystem function, and vice versa, in both terrestrial and aquatic ecological realms. While many studies have considered biodiversity-ecosystem function (BEF) relationships at local scales within single realms, there is a critical need for more studies examining BEF linkages among ecological realms, across scales, and across trophic levels. We present a framework linking abiotic attributes, productivity, and biodiversity across terrestrial and inland aquatic realms. We review examples of the major ways that BEF linkages form across realms&#x2013;cross-system subsidies, ecosystem engineering, and hydrology. We then formulate testable hypotheses about the relative strength of these connections across spatial scales, realms, and trophic levels. While some studies have addressed these hypotheses individually, to holistically understand and predict the impact of biodiversity loss on ecosystem function, researchers need to move beyond local and simplified systems and explicitly investigate cross-realm and trophic interactions and large-scale patterns and processes. Recent advances in computational power, data synthesis, and geographic information science can facilitate studies spanning multiple ecological realms that will lead to a more comprehensive understanding of BEF connections.</p>
</abstract>
<kwd-group>
<kwd>biodiversity</kwd>
<kwd>cross-system subsidies</kwd>
<kwd>ecological realms</kwd>
<kwd>ecosystem engineering</kwd>
<kwd>ecosystem function</kwd>
<kwd>hydrology</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Rapid global change, including spread of exotic species, land use intensification, and climate change, is altering biodiversity and endangering its vital ecosystem functions (<xref ref-type="bibr" rid="B16">Cardinale et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B52">Hooper et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B112">Suurkuukka et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B74">Martay et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B122">Vellend et&#x20;al., 2017</xref>). Declines in biodiversity, changes in species ranges and populations, and phenological shifts have been documented across ecosystems (<xref ref-type="bibr" rid="B30">Dudgeon et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B87">Parmesan 2006</xref>) and are expected to intensify in the future (<xref ref-type="bibr" rid="B119">Urban 2015</xref>). Such changes can result in detrimental effects on essential functions (<xref ref-type="bibr" rid="B16">Cardinale et&#x20;al., 2012</xref>), including nutrient cycling (<xref ref-type="bibr" rid="B77">McIntyre et&#x20;al., 2007</xref>), food resources (<xref ref-type="bibr" rid="B2">Allan et&#x20;al., 2005</xref>), carbon sequestration (<xref ref-type="bibr" rid="B15">Bunker et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B114">Tilman et&#x20;al., 2006</xref>), and primary production (<xref ref-type="bibr" rid="B52">Hooper et&#x20;al., 2012</xref>).</p>
<p>To identify potential shifts in ecosystem functions, a major focus for biodiversity conservation and management has been to delineate hotspots (highs) and coldspots (lows) of biodiversity change (<xref ref-type="bibr" rid="B82">Myers et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B78">Mokany et&#x20;al., 2020</xref>). These maps and their underlying models, when used for explanation or prediction, are essential tools for biodiversity conservation, natural resource management, and policymaking. Recent calls have been made to preserve global ecosystem function by protecting half of the biosphere (<xref ref-type="bibr" rid="B26">Dinerstein et&#x20;al., 2017</xref>), yet the question remains: which half?</p>
<p>Prioritizing areas for conservation requires an understanding of biodiversity-ecosystem functioning (BEF) linkages across diverse systems. Yet, the effects of changes in biodiversity on ecosystem functioning, and vice versa, are likely under- and incorrectly estimated because BEF linkages among ecological realms (i.e.,&#x20;terrestrial, inland aquatic, or marine) are rarely considered (<xref ref-type="bibr" rid="B104">Soininen et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B39">Gonzalez et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B49">Hermoso et&#x20;al., 2021</xref>). BEF studies have, since the concept&#x2019;s origin, been focused on primary producers (e.g., <xref ref-type="bibr" rid="B115">Tilman et&#x20;al., 1997</xref>) or on trophic interactions within a single ecological realm (e.g., <xref ref-type="bibr" rid="B102">Schindler et&#x20;al., 1997</xref>; <xref ref-type="bibr" rid="B64">Lecerf and Richardson 2010</xref>). Since those early studies, most biodiversity forecasts have been performed within a single realm and/or ignored species interactions, especially interactions across trophic levels (Record et&#x20;al., 2018; <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). Moreover, biodiversity and habitat in freshwater systems are much less frequently assessed than in terrestrial or marine systems, despite the higher proportion of threatened and endangered species (<xref ref-type="bibr" rid="B93">Revenga et&#x20;al., 2005</xref>). For example, a recent effort at mapping biodiversity conservation priority areas (<xref ref-type="bibr" rid="B78">Mokany et&#x20;al., 2020</xref>) only includes water as an indicator of anthropogenic pressure, not an indicator of biodiversity. If most models predicting changes to BEF are within a single ecological realm, and ignore likely interactions, feedbacks, and synergies between terrestrial, inland aquatic, and marine realms and across trophic levels, then predictions of biodiversity status and conservation prioritization may be incomplete, unreliable, or uncertain.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Simplified example of terrestrial and inland aquatic connections between biodiversity and ecosystem functioning (BEF) <italic>via</italic> subsidies. Diverse, productive forests deliver diverse suites of nutrients into streams. Terrestrial plant material is fed upon by aquatic primary consumers like the caddisfly (Order Trichoptera) larva shown here (<xref ref-type="bibr" rid="B22">Cummins et&#x20;al., 1989</xref>). When these larvae complete their life cycles, they emerge from the aquatic to the terrestrial environment, providing food for terrestrial invertebrates like a spider (Order Araneae) (<xref ref-type="bibr" rid="B99">Sanzone et&#x20;al., 2003</xref>), which is a primary food source for red-winged blackbirds (<italic>Agelaius phoeniceus</italic>). Mobile terrestrial consumers, such as birds, may then transport aquatic nutrients over long distances (<xref ref-type="bibr" rid="B9">Baxter et&#x20;al., 2005</xref>). The larvae may also be consumed by other aquatic organisms like rainbow trout (Oncorhynchus mykiss). The fish might either be eaten by a river otter (Lontra canadensis), which then transports and deposits nutrients some distance from the stream (<xref ref-type="bibr" rid="B21">Crait and Ben-David 2007</xref>), or the fish carry the nutrients downstream, to other watersheds or ecosystems. Symbols for diagram courtesy of the Integration and Application Network (<ext-link ext-link-type="uri" xlink:href="http://ian.umces.edu/media-library">ian.umces.edu/media-library</ext-link>).</p>
</caption>
<graphic xlink:href="fenvs-09-692401-g001.tif"/>
</fig>
<p>We address these challenges by presenting: 1) a conceptual framework for BEF connections between terrestrial and inland aquatic ecological realms; 2) a brief review of the evidence for strong BEF connections between terrestrial and inland aquatic realms; 3) predictions about relationships between terrestrial and inland aquatic realms across spatial scales and trophic levels; and 4) future cross-realm BEF research approaches and needs. Throughout, we refer to &#x201c;ecological realms&#x201d; to emphasize the conceptual boundaries between these subfields of ecology. We use terms like &#x201c;ecosystem&#x201d; or &#x201c;landscape&#x201d; when referring to specific studies with discrete geographic boundaries. We focus on terrestrial and inland aquatic realms; however, we would expect marine and terrestrial realms to have similar connections (e.g., <xref ref-type="bibr" rid="B88">Polis and Hurd 1995</xref>; <xref ref-type="bibr" rid="B73">Marczak et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B131">Zarnetske et&#x20;al., 2012</xref>) and also for there to be important three-way BEF connections among marine, terrestrial, and inland aquatic realms (e.g., <xref ref-type="bibr" rid="B37">Gende et&#x20;al., 2002</xref>).</p>
</sec>
<sec id="s2">
<title>A Conceptual Framework for Cross-Realm Biodiversity-Ecosystem Function Connections</title>
<p>At the macroscale (i.e.,&#x20;regional-continental, long-term), the physical characteristics of a landscape and its productivity and biodiversity are predominantly controlled by climate (<xref ref-type="bibr" rid="B50">Lieth and Whittaker 1975</xref>; <xref ref-type="bibr" rid="B69">Lomolino et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B19">Collins et&#x20;al., 2019</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). In the terrestrial realm, after climate, productivity is controlled by landscape characteristics like hydrology, available nutrients, and topographic position (<xref ref-type="bibr" rid="B95">Roy et&#x20;al., 2001</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). Similarly, in the inland aquatic realm, productivity is controlled not only by connectivity to the broader hydrologic system, and nutrient and light availability, but also by the size, shape, and depth of the water body (morphometry) (<xref ref-type="bibr" rid="B86">Odum 1956</xref>; <xref ref-type="bibr" rid="B25">Dillon and Rigler 1974</xref>; <xref ref-type="bibr" rid="B121">Vannote et&#x20;al., 1980</xref>; <xref ref-type="bibr" rid="B17">Carpenter et&#x20;al., 1985</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2C</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Conceptual framework of BEF connections across terrestrial-aquatic realms. Abiotic attributes of terrestrial and inland aquatic systems can directly affect that system&#x2019;s productivity and in turn biodiversity. Arrows are referenced in the text <bold>(A&#x2013;N)</bold>. In many cases, arrows could be drawn in other directions; here we highlight likely important directional relationships.</p>
</caption>
<graphic xlink:href="fenvs-09-692401-g002.tif"/>
</fig>
<p>Inland aquatic and terrestrial environments do not exist in isolation; the abiotic environment in the surrounding watershed will impact the productivity of a water body (<xref ref-type="bibr" rid="B68">Likens 1975</xref>; <xref ref-type="bibr" rid="B1">Allan 2004</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2D</xref>), and in certain cases the abiotic conditions of a water body have been shown to affect the productivity of the surrounding terrestrial landscape [e.g., floodplains (<xref ref-type="bibr" rid="B58">Junk et&#x20;al., 1989</xref>; <xref ref-type="bibr" rid="B11">Bayley 1995</xref>)] (<xref ref-type="fig" rid="F2">Figure&#x20;2E</xref>). The abiotic characteristics of terrestrial and inland aquatic landscapes are also known to influence biodiversity directly (<xref ref-type="bibr" rid="B125">Wallace et&#x20;al., 1997</xref>; <xref ref-type="bibr" rid="B23">Dahlin et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B59">K&#xe4;rn&#xe4; et&#x20;al., 2019</xref>) (<xref ref-type="fig" rid="F2">Figures 2F,G</xref>). Productivity is often correlated across terrestrial and aquatic realms, with highly productive terrestrial systems adjacent to productive aquatic systems (<xref ref-type="bibr" rid="B125">Wallace et&#x20;al., 1997</xref>; <xref ref-type="bibr" rid="B6">Ballinger and Lake 2006</xref>; <xref ref-type="bibr" rid="B41">Gratton et&#x20;al., 2017</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2H</xref>). Terrestrial and aquatic productivity may directly and indirectly influence both terrestrial and aquatic biodiversity; more productive terrestrial environments tend to have higher biodiversity (<xref ref-type="bibr" rid="B67">Liang et&#x20;al., 2016</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2I</xref>) as do more productive inland aquatic environments (<xref ref-type="bibr" rid="B28">Dodson et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B8">Bartrons et&#x20;al., 2013</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2J</xref>). Terrestrial biodiversity and species composition can also affect terrestrial productivity and decomposition (<xref ref-type="bibr" rid="B52">Hooper et&#x20;al., 2012</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2K</xref>), and even physical attributes (e.g., <italic>via</italic> root exudates; (<xref ref-type="bibr" rid="B32">Eisenhauer et&#x20;al., 2017</xref>), and ecosystem engineers [<xref ref-type="bibr" rid="B75">McCaffery and Eby 2016</xref>)] (<xref ref-type="fig" rid="F2">Figure&#x20;2L</xref>). Biodiversity feeds back to aquatic productivity (<xref ref-type="bibr" rid="B125">Wallace et&#x20;al., 1997</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2M</xref>), and in some cases biodiversity can impact the physical attributes of aquatic systems (<xref ref-type="bibr" rid="B57">Jones et&#x20;al., 1994</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2N</xref>). This web of direct and indirect relationships between abiotic factors, productivity, and biodiversity highlights the need for more research especially on linkages between biodiversity and the abiotic environment (<xref ref-type="fig" rid="F2">Figures 2L,N</xref>) and in inland aquatic ecosystems&#x2019; influence on their surrounding landscapes (<xref ref-type="fig" rid="F2">Figures&#x20;2H,J</xref>).</p>
<p>Much of the research on terrestrial and aquatic linkages has focused on systems heavily impacted by human influences like increased nutrients (<xref ref-type="bibr" rid="B65">Lefcheck et&#x20;al., 2018</xref>) or invasive species introductions (<xref ref-type="bibr" rid="B118">Twardochleb et&#x20;al., 2013</xref>). While it is critical to quantify the extent of human influence on terrestrial-aquatic connections, human impacts will alter cross-realm relationships in inconsistent ways (<xref ref-type="bibr" rid="B31">Edvardsen and &#xd8;kland 2006</xref>; <xref ref-type="bibr" rid="B60">Kautza and Sullivan 2015</xref>), especially as conservation efforts are put in place. For example, <xref ref-type="bibr" rid="B79">Moore and Palmer (2005)</xref> showed, in Maryland, United&#x20;States, that although agricultural streams had high macroinvertebrate diversity, impervious surfaces reduced taxon richness. Therefore, although the framework and questions described here can be applied to human-impacted systems affected by pressures like paving, large scale landform alteration, and synthetic fertilizers, our focus is on systems that have been minimally impacted by modern anthropogenic pressures.</p>
</sec>
<sec id="s3">
<title>Evidence for Biodiversity-Ecosystem Function Connections Across Realms</title>
<p>Current knowledge of the physical, chemical, and biological linkages between terrestrial and inland aquatic realms derives primarily from three research areas: cross-ecosystem subsidies, ecosystem engineering, and hydrologic connections. Together, results from these research areas suggest that connections between BEF commonly occur between terrestrial and inland aquatic systems and are thus important to quantify to understand future global change impacts on BEF relationships. Here we summarize the current evidence for these linkages and build on this knowledge to establish our theoretical framework and testable hypotheses for future BEF research linking terrestrial and inland aquatic ecological realms. This is not intended to be a comprehensive review, and so references are provided as examples, not exhaustive&#x20;lists.</p>
<sec id="s3-1">
<title>Cross-Ecosystem Subsidies</title>
<p>Cross-ecosystem subsidies have been a major focus of food web ecology for decades (<xref ref-type="bibr" rid="B73">Marczak et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B3">Allen and Wesner 2016</xref>) and much of this work has been linked to the meta-ecosystem concept (<xref ref-type="bibr" rid="B71">Loreau et&#x20;al., 2003b</xref>). Terrestrial-aquatic connections provide resource subsidies that support higher growth rates (<xref ref-type="bibr" rid="B97">Sabo and Power 2002</xref>), abundances (<xref ref-type="bibr" rid="B98">Sanpera-Calbet et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B3">Allen and Wesner 2016</xref>), and niche diversity of consumers (<xref ref-type="bibr" rid="B24">Darimont et&#x20;al., 2009</xref>) in adjacent ecosystems. Subsidies of terrestrial invertebrates to streams provide up to half of the annual energy budget to fishes such as salmonids, and emergence of adult aquatic insects comprises between 25 and 100% of the energy budget to nearby terrestrial bird, bat, lizard, and spider populations (<xref ref-type="bibr" rid="B10">Baxter et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B9">Baxter et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B42">Gratton and Vander Zanden 2009</xref>). Although aquatic ecosystems generally receive relatively large quantities of low-quality organic matter subsidies from terrestrial ecosystems (e.g., leaves), and terrestrial ecosystems receive relatively small quantities of high-quality subsidies from aquatic ecosystems (e.g., guano and insects), consumers rely on these subsidies to a comparable extent in both realms (up to 40% of the diet in each) (<xref ref-type="bibr" rid="B104">Soininen et&#x20;al., 2015</xref>), but see <xref ref-type="bibr" rid="B45">Hagar et&#x20;al. (2012)</xref>.</p>
<p>Terrestrial-aquatic subsidy impacts can have large spatial extents. Signatures of subsidies to terrestrial environments have been shown to extend up to 5,300&#xa0;m laterally from stream banks and nearly 1,000&#xa0;m from lakeshores (<xref ref-type="bibr" rid="B81">Muehlbauer et&#x20;al., 2014</xref>). Bats, for example, consume large quantities of emergent aquatic insects and deposit guano several kilometers away, increasing nutrient concentrations near roosts (<xref ref-type="bibr" rid="B90">Power et&#x20;al., 2004</xref>). Subsidies from one ecosystem may promote biodiversity in an adjacent ecosystem both directly by increasing the spatial and temporal availability of prey to consumers (<xref ref-type="bibr" rid="B101">Schindler et&#x20;al., 2013</xref>), and indirectly by alleviating predation pressure on prey in adjacent ecosystems (<xref ref-type="bibr" rid="B97">Sabo and Power 2002</xref>).</p>
<p>Positive relationships have been shown in studies that have quantified cross-realm BEF relationships by linking terrestrial primary production and inland aquatic biodiversity. Controlled mesocosm experiments have revealed complex relationships between terrestrial leaf and insect subsidies and the biodiversity of aquatic systems (<xref ref-type="bibr" rid="B61">Klemmer et&#x20;al., 2020</xref>). At landscape and regional scales, richness of stream insects (<xref ref-type="bibr" rid="B124">Vinson and Hawkins 2003</xref>) and plankton diversity (<xref ref-type="bibr" rid="B105">Soininen and Luoto 2012</xref>) was positively correlated with watershed Normalized Difference Vegetation Index (NDVI), a measure of terrestrial greenness and productivity. Catchment terrestrial primary production explained significant variation in geographic distributions of anadromous arctic char (<italic>Salvelinus alpinus</italic>), suggesting that aquatic animals track the spatial availability of terrestrial primary production (<xref ref-type="bibr" rid="B36">Finstad and Hein 2012</xref>). Such studies have prompted some aquatic ecologists to advocate using measures of terrestrial primary production to predict broad-scale patterns of aquatic biodiversity (<xref ref-type="bibr" rid="B104">Soininen et&#x20;al., 2015</xref>).</p>
<p>Despite the importance of cross-realm subsidies, studies of subsidy-biodiversity relationships tend to be unidirectional. Little research has documented the reciprocal subsidies (<xref ref-type="fig" rid="F2">Figures 2I,J</xref>) that reflect the true web structure of these relationships (but see <xref ref-type="bibr" rid="B61">Klemmer et&#x20;al., 2020</xref>). BEF research predicts that strong richness-productivity relationships in one system should strengthen the association between richness and productivity in adjacent systems by reducing spatial and temporal variance around the richness-productivity correlation (<xref ref-type="bibr" rid="B70">Loreau et&#x20;al., 2003a</xref>). For example, increased mussel species richness in streams reduces the temporal variance in insect emergence (<xref ref-type="bibr" rid="B4">Allen et&#x20;al., 2012</xref>), and increased soil microbial biodiversity may stabilize hydrological pathways of material transfer from terrestrial to aquatic systems (<xref ref-type="bibr" rid="B7">Bardgett et&#x20;al., 2001</xref>). Although these studies show that terrestrial or aquatic BEF may spill over to adjacent systems, we are not aware of a single study that demonstrates a direct mechanistic connection between terrestrial BEF and aquatic BEF. Therefore, the current understanding of cross-ecosystem subsidies is likely underestimating the strength and importance of cross-realm BEF relationships, which could impact environmental conservation prioritization decisions within and across realms.</p>
</sec>
<sec id="s3-2">
<title>Ecosystem Engineering</title>
<p>Physical alterations of landscapes by organisms can significantly influence the connections between terrestrial and inland aquatic systems. The effects of these &#x201c;ecosystem engineers&#x201d; (<xref ref-type="bibr" rid="B57">Jones et&#x20;al., 1994</xref>) often span ecological realms (<xref ref-type="bibr" rid="B47">Hastings et&#x20;al., 2007</xref>). Beavers (<italic>Castor spp.</italic>), for example, influence the riparian density, biomass, and species composition (<xref ref-type="bibr" rid="B56">Johnston and Naiman 1990</xref>; <xref ref-type="bibr" rid="B128">Wright et&#x20;al., 2002</xref>) as well as the hydrologic profile of freshwater systems. Beaver dams, in turn, increase the diversity of aquatic invertebrates important for terrestrial consumers (<xref ref-type="bibr" rid="B75">McCaffery and Eby 2016</xref>) and increase the supply of terrestrially derived organic matter in streams (<xref ref-type="bibr" rid="B5">Anderson and Rosemond 2010</xref>). Beaver dams elevate soil moisture and nitrogen levels (<xref ref-type="bibr" rid="B83">Naiman et&#x20;al., 1994</xref>) that, along with beaver herbivory, affect forest succession and increase terrestrial and wetland plant species diversity. Hippopotami (<italic>Hippopotamus amphibius</italic>) create new river channels which redistribute nutrients, enhance productivity, and facilitate the movement of fish populations (<xref ref-type="bibr" rid="B80">Mosepele et&#x20;al., 2009</xref>); they also transport terrestrial carbon and nutrients to aquatic systems (<xref ref-type="bibr" rid="B110">Subalusky et&#x20;al., 2015</xref>).</p>
<p>Physical modification by sediment-binding plants also influences both aquatic and terrestrial systems. The abiotic environment influences dune grass growth, which in turn affects dune shapes (<xref ref-type="bibr" rid="B131">Zarnetske et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B34">Emery and Rudgers 2014</xref>); the resulting dune geomorphology and dune plant community influence the dune hydrological regime including ponds and wetlands in dune slack areas (<xref ref-type="bibr" rid="B44">Grootjans et&#x20;al., 1998</xref>). A wide range of ecosystem engineers affect both terrestrial and inland aquatic realms, illustrating the potential for strong BEF connections through direct physical alteration of the landscape.</p>
</sec>
<sec id="s3-3">
<title>Hydrology Connects Biodiversity-Ecosystem Function Across Realms</title>
<p>Strong hydrologic connections among terrestrial and inland aquatic realms exist in both river floodplains and dryland ecosystems. In the evolution of river floodplains terrestrial vegetation diversifies inland aquatic habitats, providing a range of colonization options for different organisms (<xref ref-type="bibr" rid="B126">Ward et&#x20;al., 2002</xref>). This example suggests that terrestrial primary production and plant species diversity may promote inland aquatic biodiversity by increasing habitat heterogeneity, improving forage quality and variety, and supporting more diverse assemblages of organisms. Research in dryland ecosystems shows that low-productivity systems with high levels of salinity in both water and soil have negative effects on biodiversity. Increased levels of salinity in eastern Australia, for example, caused riparian trees to die, which caused aquatic salinity levels to rise, in return causing further tree death (<xref ref-type="bibr" rid="B14">Briggs and Taws 2003</xref>). Increases in salinity can also decrease the diversity of aquatic invertebrates, riparian and aquatic vegetation, microalgae, and fish (<xref ref-type="bibr" rid="B46">Hart et&#x20;al., 2003</xref>). As aquatic invertebrates and fish are important predators of mosquitoes, a reduction in predation along with more mosquito breeding habitat from salinity-induced rising water tables can increase mosquito-borne virus transmission to humans (<xref ref-type="bibr" rid="B54">Jardine et&#x20;al., 2007</xref>). Given the dominant role that hydrology plays in both terrestrial and aquatic realms, there are likely many other examples of hydrological connections influencing BEF relationships, though studies do not often use the BEF framework (e.g., <xref ref-type="bibr" rid="B62">Kneitel and Lessin 2010</xref>; <xref ref-type="bibr" rid="B120">Vander Zanden and Gratton 2011</xref>; <xref ref-type="bibr" rid="B108">Stahlschmidt et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B103">Schriever et&#x20;al., 2014</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>How Spatial Scale and Trophic Level Affect Biodiversity-Ecosystem Function Connections Across Realms</title>
<sec id="s4-1">
<title>Spatial Scales and Biodiversity-Ecosystem Function Relationships Across Realms</title>
<p>The relative importance of processes that impact BEF relationships across realms is likely to differ across scales, as has been demonstrated in single-realm studies (e.g., <xref ref-type="bibr" rid="B113">Thompson et&#x20;al., 2018</xref>). We present hypotheses about how terrestrial and inland aquatic linkages may change across spatial scales of analysis (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). Similar hypotheses could be developed to consider connections across temporal scales; however, temporal scaling is beyond the scope of this paper. At fine grains and local extents, we expect strong connections between terrestrial and inland aquatic systems&#x2014;the condition of an individual lake matters to the watershed that drains into it, and a watershed has direct impacts on the water bodies it feeds (<xref ref-type="bibr" rid="B53">Jackrel and Wootton 2014</xref>) (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>). <xref ref-type="bibr" rid="B42">Gratton and Vander Zanden (2009)</xref>, for example, estimated that fluxes of aquatic insects to the surrounding terrestrial ecosystems would move a maximum of 300&#xa0;m inland from a lake shore. At intermediate grains and regional extents greater variability in environmental conditions should result in weaker or noisier terrestrial-aquatic connections. For example, <xref ref-type="bibr" rid="B96">Sabo and Hagen (2012)</xref> found that within river networks, the strength of connection between a river and its surrounding watershed was highly dependent on the morphometry of the river network. Some watersheds may be highly connected, whereas others are less connected, or connections are strong only at small extents (<xref ref-type="bibr" rid="B96">Sabo and Hagen 2012</xref>; <xref ref-type="bibr" rid="B76">McCullough et&#x20;al., 2019</xref>) (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Expected variation in strength of relationships between terrestrial and inland aquatic realms across spatial scales <bold>(A&#x2013;C)</bold>. Arrow/line weight indicates expected strength, with thicker arrows suggesting stronger, more significant relationships.</p>
</caption>
<graphic xlink:href="fenvs-09-692401-g003.tif"/>
</fig>
<p>At very coarse grains and broad extents, we expect to find the weakest relationships between terrestrial and inland aquatic realms (<xref ref-type="fig" rid="F3">Figure&#x20;3C</xref>). Broad-scale heterogeneity in climate, landform, and biogeography, along with regional-scale processes such as land use/cover and glaciation, should add noise to or diminish the connections between aquatic and terrestrial biodiversity and productivity (<xref ref-type="bibr" rid="B51">Holland et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B107">Stachelek et&#x20;al., 2020</xref>). Terrestrial and inland aquatic systems are likely to respond to these macroscale phenomena in different ways and at different&#x20;rates.</p>
</sec>
<sec id="s4-2">
<title>Trophic Levels and Biodiversity-Ecosystem Function Relationships Across Realms</title>
<p>BEF studies often focus on a single trophic level, often primary producers. Since as little as 10% of the energy produced at a given trophic level is transferred to the next higher trophic level (<xref ref-type="bibr" rid="B33">Elser et&#x20;al., 2000</xref>), we might expect BEF relationships across realms to weaken when higher trophic levels are considered. However, the question of whether food web controls are bottom-up (resource controlled) or top-down (consumption controlled) continues to be fundamental in ecological research across realms (<xref ref-type="bibr" rid="B72">Lynam et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B123">Vidal and Murphy 2018</xref>).</p>
<p>Taking a green-world, bottom up perspective (<xref ref-type="bibr" rid="B89">Polis 1999</xref>), we expect strong relationships between inland aquatic and terrestrial productivity. Because all productivity is generally controlled by the same suite of processes, regardless of system (<xref ref-type="bibr" rid="B43">Grimm et&#x20;al., 2003</xref>), productivity between realms should be related (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>). Terrestrial productivity should also have a strong correlation with aquatic producer (autotroph) diversity (<xref ref-type="fig" rid="F4">Figure&#x20;4D</xref>), and vice versa (<xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>)&#x2014;more productive landscapes should have higher autotroph biodiversity regardless of realm. Similarly, aquatic producer diversity and terrestrial producer diversity (phytoplankton and plants) should follow similar biogeographic patterns and therefore be correlated (<xref ref-type="bibr" rid="B31">Edvardsen and &#xd8;kland 2006</xref>; <xref ref-type="bibr" rid="B112">Suurkuukka et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B109">Stoler and Relyea 2016</xref>) (<xref ref-type="fig" rid="F4">Figure&#x20;4E</xref>). We expect aquatic consumer (heterotroph) biodiversity to have a weaker but still positive correlation with terrestrial productivity (<xref ref-type="bibr" rid="B29">Doln&#xfd; et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B103">Schriever et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B60">Kautza and Sullivan 2015</xref>) (<xref ref-type="fig" rid="F4">Figure&#x20;4G</xref>), and aquatic productivity should be weakly correlated with terrestrial consumer biodiversity (<xref ref-type="bibr" rid="B108">Stahlschmidt et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B100">Sarneel et&#x20;al., 2014</xref>) (<xref ref-type="fig" rid="F4">Figure&#x20;4C</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>BEF across trophic levels. Bottom up [<bold>(A&#x2013;I)</bold>, purple] and top down [<bold>(J&#x2013;R)</bold>, orange] hypotheses for the strength of relationships between productivity and biodiversity in terrestrial and aquatic systems at a single scale. Darker colors indicate stronger, more significant expected correlations, while lighter colors indicate weaker or non-significant hypothesized relationships. For example, taking a bottom-up approach we would expect weak correlations, if any, between terrestrial consumer diversity and aquatic consumer diversity <bold>(I)</bold> for a given grain and extent. In contrast, taking a top-down approach, we would expect a strong, significant correlation between these same two categories <bold>(R)</bold>.</p>
</caption>
<graphic xlink:href="fenvs-09-692401-g004.tif"/>
</fig>
<p>Moving from lower to higher trophic levels, from a bottom up perspective we expect organisms to be able to access resources from more food web compartments (e.g., <xref ref-type="bibr" rid="B73">Marczak et&#x20;al., 2007</xref>) and so their biodiversity should be less closely tied to any individual source of productivity (<xref ref-type="fig" rid="F4">Figures 4F,H</xref>). Finally, we expect connections between aquatic and terrestrial consumer biodiversity to exist (<xref ref-type="bibr" rid="B91">Purdy et&#x20;al., 2012</xref>); however, due to food web complexities, from a bottom-up perspective we would expect these relationships to be weak (e.g., <xref ref-type="bibr" rid="B20">Corti and Datry 2016</xref>) or undetectable in some systems (<xref ref-type="bibr" rid="B45">Hagar et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B116">Tonkin et&#x20;al., 2016</xref>) (<xref ref-type="fig" rid="F4">Figure&#x20;4I</xref>). In the case of streams and rivers, these connections may further be complicated by the fact that water and nutrients are moving rapidly through the ecosystem; this could lead to spatial disconnects between terrestrial and aquatic productivity (<xref ref-type="bibr" rid="B121">Vannote et&#x20;al., 1980</xref>).</p>
<p>While bottom up control of consumer diversity is important, it is also likely that top down control, the brown-world perspective (<xref ref-type="bibr" rid="B12">Bond 2005</xref>), is a major influence in at least some contexts and at some spatial scales (<xref ref-type="bibr" rid="B13">Borer et&#x20;al., 2005</xref>). Terrestrial predators (high trophic level consumers) may regulate the diversity and abundance of aquatic prey, which in turn affects the diversity and abundance of aquatic primary producers (<xref ref-type="bibr" rid="B84">Nakano et&#x20;al., 1999</xref>). In systems where top-down forces are important relative to bottom-up forces, an alternative set of hypotheses may be more realistic (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>, right panel). From a top-down perspective, we would expect a stronger positive relationship between aquatic and terrestrial diversity at higher trophic levels, and there are examples of trophic cascades within higher trophic levels connecting terrestrial and aquatic consumers (e.g., <xref ref-type="bibr" rid="B127">Wesner 2012</xref>) (<xref ref-type="fig" rid="F4">Figure&#x20;4R</xref>). Cross-realm trophic cascades may then impact relationships between consumer and producer diversity (<xref ref-type="fig" rid="F4">Figures 4O,Q</xref>). Depending on the strength of these higher trophic level connections, this situation could lead to a decoupling of terrestrial and inland aquatic productivity (<xref ref-type="bibr" rid="B38">Gergs et&#x20;al., 2014</xref>) (<xref ref-type="fig" rid="F4">Figure&#x20;4J</xref>). In many systems, both top-down and bottom-up processes may operate simultaneously, and experimental approaches may be required to disentangle these processes. These examples demonstrate the importance of carefully considering spatial scales, complex life history strategies, and trophic levels when studying BEF connections across realms.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussion</title>
<p>Global environmental change can alter the degree and even presence of BEF connections, and so there is urgent need for cross-realm studies for predicting and forecasting their potential effects on the biosphere and human needs. We already know that global change is impacting cross-ecosystem subsidies, ecosystem engineering, and hydrology through agricultural pesticide applications (<xref ref-type="bibr" rid="B92">Relyea 2005</xref>), invasions by ecosystem engineers (<xref ref-type="bibr" rid="B118">Twardochleb et&#x20;al., 2013</xref>), and dams and other water diversions (<xref ref-type="bibr" rid="B85">Nilsson et&#x20;al., 2005</xref>). However, these global changes are not usually researched with cross-realm impacts in mind. There are also studies of BEF connections across terrestrial and aquatic realms, though they are not always posed in this framework (e.g., <xref ref-type="bibr" rid="B61">Klemmer et&#x20;al., 2020</xref>). To better link cross-realm interactions with BEF theory, we proposed a conceptual framework to better document and understand these complex interactions across realms (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). We also proposed testable hypotheses related to spatial scales and trophic levels across realms (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>). Our proposed framework can help researchers better identify direct and indirect effects of global change on BEF relationships within and across ecological realms, spatial scales, and trophic levels.</p>
<p>We propose three major reasons for the dearth of studies that quantify BEF across terrestrial and aquatic realms: 1) data are rarely collected or compiled across realms, spatial scales, and trophic levels; 2) ecologists generally specialize by ecological realm and level of organization; and 3) statistical methods to understand complicated, layered interactions are often difficult to execute and interpret. Recent developments in ecology and environmental science can help address these three constraints. First, there is increased data availability of relatively fine-grain (tens of meters) measures of ecosystem and biotic properties across broad spatial extents (<xref ref-type="bibr" rid="B132">Zipkin et&#x20;al., 2021</xref>), often obtained from remote sensing platforms in both terrestrial and aquatic realms (<xref ref-type="bibr" rid="B55">Jetz et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B130">Yang et&#x20;al., 2020</xref>). Second, networks of ecologists working in different realms and in different geographic areas provide opportunities for cross-realm study. Networks, whether investigator-led, government-sponsored, or some combination, are becoming more common and often generate data products that allow such cross-realm analysis, such as the Global Biodiversity Information Facility (GBIF.<xref ref-type="fn" rid="fn1">
<sup>1</sup>
</xref>) and the United&#x20;States National Ecological Observatory Network (NEON.<xref ref-type="fn" rid="fn2">
<sup>2</sup>
</xref>). Third, the emerging field of macrosystems ecology, with its foundations in landscape ecology, macroecology, and biogeography, is building tools and theory to advance understanding at broad-scales (<xref ref-type="bibr" rid="B48">Heffernan et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B66">Levy et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B35">Fei et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B94">Rose et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B27">Dodds et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B117">Tromboni et&#x20;al., 2021</xref>). Fourth, ecologists and other scientists are becoming more collaborative and interdisciplinary (e.g., <xref ref-type="bibr" rid="B129">Wuchty et&#x20;al., 2007</xref>), which can facilitate research across scales, realms, and trophic levels (<xref ref-type="bibr" rid="B18">Cheruvelil and Soranno 2018</xref>). Finally, new tools (and tools new to ecologists) are being developed (and adopted) to analyze complex interactions. As some examples, structural equation modeling enables researchers to explicitly consider the influence of community diversity and structure on the pools and fluxes of energy and matter within and across realms (e.g., <xref ref-type="bibr" rid="B40">Grace et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B65">Lefcheck et&#x20;al., 2018</xref>), geostatistics can improve understanding of spatial data relationships (<xref ref-type="bibr" rid="B63">Lapierre et&#x20;al., 2018</xref>), and Bayesian hierarchical modeling can connect observations across spatial and temporal scales (<xref ref-type="bibr" rid="B106">Soranno et&#x20;al., 2019</xref>). Recent work has also emphasized the importance of taking a complex systems approach and using network models in cross-realm studies (<xref ref-type="bibr" rid="B111">Sullivan and Manning 2019</xref>). Moreover, the most recently released IUCN Global Ecosystem Typology (<xref ref-type="bibr" rid="B134">Keith et&#x20;al., 2020</xref>) identifies &#x201c;transitional realms&#x201d;, which will also help draw attention to cross-realm connections. By working together across realms, scales, and trophic levels, terrestrial and aquatic ecologists and environmental scientists will better document existing linkages and uncover novel connections that are likely to develop in the face of continued global change.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Author Contributions</title>
<p>All authors: Conceptualization, Writing&#x2014;original draft preparation, Writing&#x2014;Final review. KD: Visualization, Writing&#x2014;Reviewing and editing, Project administration.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was funded primarily by a Michigan State University Watercube award to KD, PZ, KC, and PS, which supported QR, LT, and AK. LT was also funded by NASA Earth and Space Science Fellowship Program&#x2212;Grant 80NSSC17K0395. QR was also funded by United&#x20;States National Science Foundation (NSF) award DBI-1639145. PS and KC were supported by the United&#x20;States NSF Macrosystems Biology Program (EF-1638679). PZ was funded by USDA National Institute of Food and Agriculture (NIFA), Hatch project 1010055. PS was supported by the USDA NIFA, Hatch project 1013544. KD was supported by the USDA NIFA, Hatch project 1025001.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</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>
<fn-group>
<fn id="fn1">
<label>1</label>
<p>
<ext-link ext-link-type="uri" xlink:href="%20https://www.gbif.org/">https://www.gbif.org</ext-link>
</p>
</fn>
<fn id="fn2">
<label>2</label>
<p>
<ext-link ext-link-type="uri" xlink:href="%20http://www.neonscience.org/">http://www.neonscience.org</ext-link>
</p>
</fn>
</fn-group>
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