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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2022.948580</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Deep anthropogenic impacts on benthic marine diversity of the Humboldt Current Marine Ecosystem: Insights from a Quaternary fossil baseline</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Rivadeneira</surname><given-names>Marcelo 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="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/205842"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nielsen</surname><given-names>Sven N.</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1825332"/>
</contrib>
</contrib-group>    <aff id="aff1"><sup>1</sup><institution>Laboratorio de Paleobiolog&#xed;a</institution>, <addr-line>Centro de Estudios Avanzados en Zonas &#xc1;ridas (CEAZA), Coquimbo</addr-line>, <country>Chile</country></aff>
<aff id="aff2"><sup>2</sup><institution>Departamento de Biolog&#xed;a Marina, Facultad de Ciencias del Mar</institution>, <addr-line>Universidad Cat&#xf3;lica del Norte, Coquimbo</addr-line>, <country>Chile</country></aff>
<aff id="aff3"><sup>3</sup><institution>Departamento de Biolog&#xed;a</institution>, <addr-line>Universidad de La Serena, La Serena</addr-line>, <country>Chile</country></aff>
<aff id="aff4"><sup>4</sup><institution>Instituto de Ciencias de la Tierra</institution>, <addr-line>Universidad Austral de Chile, Valdivia</addr-line>, <country>Chile</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Fernando P. Lima, Centro de Investigacao em Biodiversidade e Recursos Geneticos (CIBIO-InBIO), Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Oleg Mandic, Natural History Museum Vienna, Austria; Sergio Martinez, Universidad de la Rep&#xfa;blica, Uruguay; Daniele Scarponi, University of Bologna, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Marcelo M. Rivadeneira, <email xlink:href="mailto:marcelo.rivadeneira@ceaza.cl">marcelo.rivadeneira@ceaza.cl</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Evolutionary Biology, Biogeography and Species Diversity, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>948580</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>05</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>08</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Rivadeneira and Nielsen</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Rivadeneira and Nielsen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The Humboldt Current Marine Ecosystem (HCE) is one of the most productive areas in the global ocean, but current anthropogenic stressors, particularly overfishing, pose a significant threat to marine biodiversity. Moreover, the limited time scale of modern assessments may underestimate the magnitude of human alterations to marine biodiversity. Here we use the rich Quaternary fossil record present along the HCE coast, encompassing the last ca. 500 kyr, to build a baseline to evaluate the impact of human activities on the diversity of mollusk assemblages. We compiled an extensive database of &gt;13,000 occurrences and ca. 370,000 individuals of 164 species of gastropods and bivalves from modern and fossiliferous outcrops from southern Peru to northern Chile (15-30&#xb0;S). We tested for changes in coverage-based species richness, species dominance, species composition (Chao dissimilarity, unweighted and weighted by abundance), and the relative abundance (i.e., the proportion of individuals) of species exploited by the artisanal fisheries. Comparisons between fossil and modern assemblages were carried out at different scales of spatial aggregation to buffer against inherent differences in spatial and temporal averaging. Species composition shows remarkable stability in fossil assemblages, from Middle Pleistocene to Holocene, at most scales of spatial aggregation. Modern assemblages showed drastic alterations compared to fossil counterparts when analyses considered spatial aggregation scales, i.e., significant changes in species composition, and a 3 to 6-fold reduction in the relative abundance of exploited species, but not changes in species richness and dominance. Results suggest that contemporaneous anthropogenic activities disrupted a long-term stability in the species composition. The diversity of modern mollusk assemblages is unseen in the past 500 kyr and seems deeply perturbated by overfishing. Our synthesis sets the foundations for a conservation paleobiology approach to robustly understand the impacts of anthropogenic stressors at the HCE.</p>
</abstract>
<kwd-group>
<kwd>shifting baselines</kwd>
<kwd>mollusk</kwd>
<kwd>fossil record</kwd>
<kwd>Chile</kwd>
<kwd>Peru</kwd>
<kwd>near-time</kwd>
<kwd>community structure</kwd>
<kwd>overfishing</kwd>
</kwd-group>    <contract-num rid="cn001">1200843</contract-num>    <contract-sponsor id="cn001">Fondo Nacional de Desarrollo Cient&#xed;fico y Tecnol&#xf3;gico<named-content content-type="fundref-id">10.13039/501100002850</named-content>
</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="93"/>
<page-count count="12"/>
<word-count count="4911"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The growing human population will increase the pressure for getting goods and services from the ocean during the next decades, i.e., the blue acceleration (<xref ref-type="bibr" rid="B38">Jouffray et&#xa0;al., 2020</xref>) which includes seafood (<xref ref-type="bibr" rid="B13">Costello et&#xa0;al., 2020</xref>), and meeting these demands will require far-reaching transformations in the way in which humans relate to the oceans. In fact, fishing stocks show drastic declines and collapses during the last seven decades across the global ocean (<xref ref-type="bibr" rid="B93">Worm et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B12">Coll et&#xa0;al., 2008</xref>). The subsequent collapse of large-sized species has been compensated by the exploitation of new stocks, typically smaller-sized and lower-trophic level forms inhabiting deeper waters (<xref ref-type="bibr" rid="B69">Pauly et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B70">Pauly et&#xa0;al., 2005</xref>). Overfishing <italic>per se</italic> may lead species to the verge of extinction (<xref ref-type="bibr" rid="B70">Pauly et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B15">Davies and Baum, 2012</xref>; <xref ref-type="bibr" rid="B6">Burgess et&#xa0;al., 2013</xref>). For instance, more than one third of shark species are threatened by extinction as a consequence of overfishing (<xref ref-type="bibr" rid="B17">Dulvy et&#xa0;al., 2021</xref>). Moreover, the mass removal of fishing stocks may also have strong indirect effects on unfished marine biodiversity, through trophic cascading effects (<xref ref-type="bibr" rid="B86">Scheffer et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B58">Myers et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B28">Heithaus et&#xa0;al., 2008</xref>). Despite the pervasiveness of human impacts across oceans, global maps of these impacts show large variations among geographic regions (<xref ref-type="bibr" rid="B26">Halpern et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B25">Halpern et&#xa0;al., 2012</xref>). Factors underlying the spatial variability of overfishing, and other indicators provided by the Ocean Health Index (<xref ref-type="bibr" rid="B25">Halpern et&#xa0;al., 2012</xref>), are often attributed to socioeconomic, cultural, and ecological variables. However, these assessments document trends occurred only during last decades and may suffer from the &#x2018;shifting baseline&#x2019; syndrome, i.e., a baseline placed well after the onset of alterations (<xref ref-type="bibr" rid="B68">Pauly, 1995</xref>).</p>
<p>One way of overcoming the limitations of short-scale ecological timeseries to assess the long-term impacts of human alterations on marine biodiversity is using the temporal record imbibed by other sources such as historical accounts, archaeological shell middens, and subfossil and fossil assemblages (<xref ref-type="bibr" rid="B36">Jackson, 2001</xref>; <xref ref-type="bibr" rid="B37">Jackson et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B41">Kidwell, 2015</xref>; <xref ref-type="bibr" rid="B16">Dietl and Flessa, 2017</xref>; <xref ref-type="bibr" rid="B90">Tyler and Schneider, 2018</xref>). There is growing awareness of the usefulness of paleontological analysis to inform modern conservation biology problems (<xref ref-type="bibr" rid="B76">Rick and Lockwood, 2013</xref>; <xref ref-type="bibr" rid="B46">Kiessling et&#xa0;al., 2019</xref>), for instance assessing more robustly the magnitude of present-day extinction risk of species (<xref ref-type="bibr" rid="B3">Barnosky et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B18">Finnegan et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B48">Kosnik and Kowalewski, 2016</xref>). These studies also illustrate that the diversity of modern assemblages not only departs from past counterparts at scales of few 100&#x2019;s to 100 kyr (<xref ref-type="bibr" rid="B50">Kowalewski et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B64">Pandolfi et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B40">Kidwell, 2007</xref>), but that human alterations interrupt the previous stability in the species composition during the Quaternary (<xref ref-type="bibr" rid="B21">Greenstein et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B66">Pandolfi and Jackson, 2006</xref>) leading to the emergence of novel assemblages unseen in the fossil record (<xref ref-type="bibr" rid="B89">Toth et&#xa0;al., 2019</xref>).</p>    <p>The Humboldt Current Marine Ecosystem (HCE) is one of the largest and most productive marine ecosystems in the world (<xref ref-type="bibr" rid="B88">Thiel et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B22">Guti&#xe9;rrez et&#xa0;al., 2016</xref>), encompassing a large latitudinal gradient of ca. 50&#xb0;, harboring &gt; 10<sup>5</sup> species (<xref ref-type="bibr" rid="B55">Miloslavich et&#xa0;al., 2011</xref>), and providing goods and services valued at US$19.5 billion per year (<xref ref-type="bibr" rid="B23">Guti&#xe9;rrez et&#xa0;al., 2017</xref>). Overfishing is considered the most important anthropogenic threat to the HCE (<xref ref-type="bibr" rid="B10">Chatwin, 2007</xref>) as many stocks show signs of over-exploitation (<xref ref-type="bibr" rid="B80">Rivadeneira et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B22">Guti&#xe9;rrez et&#xa0;al., 2016</xref>), and a very low fraction of stocks are considered as sustainable (<xref ref-type="bibr" rid="B12">Coll et&#xa0;al., 2008</xref>). Experimental studies carried out in marine reserves of central and southern Chile show how the exclusion of humans lead to profound changes in the local community structure, <italic>via</italic> increasing abundances of exploited species producing a cascade of trophic effects (<xref ref-type="bibr" rid="B8">Castilla, 1999</xref>; <xref ref-type="bibr" rid="B56">Moreno, 2001</xref>). However, it is uncertain whether these experiments carried out in small-size reserves could be scaled up to the entire seascape of the HCE. Previous studies have highlighted the potential of the rich and well-preserved fossil record of mollusk species present in Quaternary terraces of southern Peru and northern Chile (<xref ref-type="bibr" rid="B61">Ortlieb et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B67">Paskoff et&#xa0;al., 1995</xref>) as sources for the establishment of a baseline to evaluate anthropogenic impacts on modern assemblages (<xref ref-type="bibr" rid="B78">Rivadeneira and Carmona, 2008</xref>; <xref ref-type="bibr" rid="B80">Rivadeneira et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B53">Martinelli et&#xa0;al., 2017</xref>). Here we reappraise this idea, providing the first large-scale evaluation of human impact on marine coastal biodiversity at the HCE using a near-time fossil baseline and marine mollusks as a study model. Our goals are: i) to test the existence of long-term stability in the species composition during the Pleistocene-Holocene, and ii) to evaluate the magnitude and direction of human-driven impacts on different facets of the diversity of assemblages. We put these ideas to a test compiling a large database of fossil and modern species assemblages, devising a scheme to deal with the inherent difference in spatial and temporal averaging of fossil and modern faunas (<xref ref-type="bibr" rid="B42">Kidwell and Bosence, 1991</xref>; <xref ref-type="bibr" rid="B4">Behrensmeyer et&#xa0;al., 2000</xref>).</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Data collection</title>
<p>We gathered information on the geo-referenced occurrences and individual abundance of mollusk species (i.e., bivalves and gastropods) in ecological (modern), and paleontological (fossil) assemblages along the coast of Peru and northern Chile, from ca. 15.3&#xb0;S to 30.4&#xb0;S (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>), encompassing more than 1,600 km of coastline. We only considered shelled species &#x2265;5 mm length, since micromollusks are little studied in both modern and fossil assemblages. The information was obtained from a comprehensive literature analysis, including published and unpublished information (i.e., theses, technical reports, see supplemental information) and new field surveys for ecological and paleontological assemblages.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Map of the study region, in coast of the Humboldt Current Ecosystem, showing the number of georeferenced occurrences for <bold>(A)</bold> modern and <bold>(B)</bold> Quaternary fossil assemblages. It is also provided an example of the spatial aggregation scheme, using grids cells of 0.1&#xb0; <bold>(C)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-948580-g001.tif"/>
</fig>    <p>Modern sites include different structural habitats (hard and soft bottoms) from intertidal to subtidal (&lt; 200 m depth). We classified samples according to the bathymetry (intertidal/subtidal) and seabed type (hard/soft/biogenic/mixed) and created categories of habitats based on the combinations of these factors. Present-day assemblages were spread throughout our study area, with few gaps mainly in little studied areas between 24-25&#xb0;S (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). Most modern sites were snapshots or were sampled only few times over a few years, but the overall present dataset encompasses sites sampled from 1948 to 2013. In addition, we have used shells collected from death assemblages on beaches. Our preliminary analyses, based on <sup>14</sup>C dating of these death assemblages, suggest ages no older than ca. 500 years BP.</p>    <p>Fossiliferous outcrops are present in late Quaternary terraces along the coast of Peru and northern Chile (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>), formed due to the intense tectonic uplift of the coast (<xref ref-type="bibr" rid="B91">Victor et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B81">Rodr&#xed;guez et&#xa0;al., 2013</xref>). These deposits have been assigned to interglacial marine isotopic ages, using different dating methods (<xref ref-type="bibr" rid="B73">Radtke, 1987</xref>; <xref ref-type="bibr" rid="B61">Ortlieb et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B67">Paskoff et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B52">Marquardt et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B75">Regard et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B82">Saillard et&#xa0;al., 2012</xref>). Most fossiliferous localities have been assigned to MIS 5, and comparatively less to MIS 1, 7, 9, 11, and &gt; 11, and therefore we categorized our sites, as much as possible, in coarser time intervals that considers formal subdivision of the Quaternary (<xref ref-type="bibr" rid="B27">Head, 2019</xref>). Hence, we grouped our fossil sites in Middle Pleistocene (Chibanian; MIS &gt;11 to 7; ~500-126 ka), Upper Pleistocene (MIS 7 to 5; ~126-11.7 ka), and Holocene (~11.7-0.5 ka). Taphonomic analyses (<xref ref-type="bibr" rid="B29">Herm, 1969</xref>) suggest that these sites represent &#x2018;allochthonous assemblages&#x2019; (i.e., mixed habitats and depths) from high energy shallow-water environments. Fossil specimens were collected from bulk samples (20-50 l per site) sieved using a 2-mm mesh size.</p>    <p>Each modern and fossil record was georeferenced. Abundance data (i.e., number of total shells per species) was available only for a subset of collections. All taxonomic entities were checked in MolluscaBase (<uri xlink:href="https://molluscabase.org/">https://molluscabase.org/</uri>, accessed in March 2022), and only valid accepted species were included in further analyses. The final database is composed of 13,368 occurrences, 369,153 individuals, 164 species (96 gastropods and 68 bivalves), in 68 families and 23 orders. The fossil record includes 6,734 occurrences, 35,692 individuals, and 128 species, and the modern record is composed of 6,634 occurrences, 333,461 individuals, and 136 species. The entire dataset is available in the <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>.</p>
</sec>
<sec id="s2_2">
<title>Accounting for taphonomic biases</title>    <p>The validity of fossil-modern comparisons in conservation paleobiology analyses may be affected by various taphonomic effects that need to be accounted for, including the completeness, fidelity, and time and space-averaging of assemblages. To evaluate the magnitude of fossil completeness, we categorized each species described in present assemblages according to its fossilization potential. This was carried out evaluating whether the genus to which each species belongs has a described fossil counterpart somewhere in the world (including our study area). We compared our list of genera with a list of all molluscan genera (gastropods and bivalves), accepted or unaccepted, entered to the Paleobiology database (<uri xlink:href="https://paleobiodb.org/">https://paleobiodb.org/</uri>, accessed in April 2022). Out of the 136 modern species, 133 belong to a genus with a fossil counterpart (98%). However, only 74% of modern species (100 out of 136) are also present in fossil assemblages in the same study area. Therefore, there is a potential number of rare species that remain to be detected (<xref ref-type="bibr" rid="B77">Rivadeneira, 2010</xref>; <xref ref-type="bibr" rid="B79">Rivadeneira and Nielsen, 2017</xref>). We carried out further analyses excluding modern species without a fossil counterpart, which is rather a conservative approach which minimizes differences between fossil and present. However, it is unlikely that this approach seriously distorts our interpretations, as species without a fossil record account for only ca. 3% of occurrences and 2% of total individuals. The dataset used in further analyses totaled 13,311 occurrences, 367,553 individuals and 161 species.</p>
<p>Modern-fossil comparisons may be also biased by the fact that fossil counterparts are both spatially and time-averaged (<xref ref-type="bibr" rid="B42">Kidwell and Bosence, 1991</xref>; <xref ref-type="bibr" rid="B43">Kidwell and Flessa, 1995</xref>; <xref ref-type="bibr" rid="B4">Behrensmeyer et&#xa0;al., 2000</xref>). To account for these potential effects, we created spatially and time-averaged present-day assemblages by pooling all the modern sites lying within spatial cell grids of variable scale (0.01&#xb0;, 0.05&#xb0;, 0.1&#xb0;, 0.5&#xb0;, 1&#xb0;, 5&#xb0;, 10&#xb0;, and 25&#xb0;), (see example in Figure&#xa0;1C). The gridding procedure was carried out using the library raster (<xref ref-type="bibr" rid="B30">Hijmans, 2022</xref>) in R (<xref ref-type="bibr" rid="B74">R Core Team, 2022</xref>). Although this procedure reduces the number of sites available for further analysis, the pooled assemblages allow us to increase the spatial extension of modern assemblages, combining information from different coastal habitats, which is not normally done in modern survey studies (i.e., aimed at only inter and subtidal stands in either soft or hard bottoms). In addition, the pooled assemblages encompass surveys from several decades, thus creating artificially time-averaged assemblages, although of lower magnitude than estimated in fossiliferous assemblages (<xref ref-type="bibr" rid="B84">Scarponi et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Kowalewski, 2017</xref>). We evaluated the effect of the scale of spatial aggregation on the median number of habitats, habitat diversity, and time average on modern assemblages. For each grid cell, we counted all the habitat types sampled. Habitat diversity was measured as the 1-Simpson diversity index, based on the total number of occurrences in each habitat. Time average was estimated as the difference between the sampling years of the oldest and youngest survey at each grid cell. Fossil occurrences were also pooled to include sites with potentially different depositional conditions. We acknowledge this procedure cannot correct all the problems introduced by the space-time-averaging; the time-average of modern assemblages should still be several orders of magnitude lower than in fossil assemblages (<xref ref-type="bibr" rid="B84">Scarponi et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Kowalewski, 2017</xref>), but the increasing spatial scale should at least reduce this offset.</p>
</sec>
<sec id="s2_3">
<title>Stability of the species composition of fossil assemblages</title>
<p>We first tested whether the species composition of fossil assemblages varied throughout the Quaternary. Analyses were carried out using the entire dataset based on species occurrences, and a reduced dataset from which we have local counts of individuals. For the abundance dataset, Lower Pleistocene sites were not available and it thus contains samples of Chibanian to Holocene age. Species-site matrices were converted to distance matrices using the Jaccard index, based on presence-absence for the occurrence dataset, and the Chao index, based on the abundance dataset. The Jaccard index does not weigh species abundance, and hence, differences are solely driven by changes in the presence of species. The Chao index weighs for the species abundance and also accounts for missing species in the inventories. We evaluated differences in the species composition among time intervals using a Permutational Analysis of Variance (PERMANOVA) (<xref ref-type="bibr" rid="B1">Anderson, 2001</xref>), with 9,999 permutations, at each spatial scale of aggregation separately. Differences in species composition were visualized using a non-metric multidimension scaling (nMDS). All analyses were caried out in the library vegan (<xref ref-type="bibr" rid="B59">Oksanen et&#xa0;al., 2020</xref>) in R (<xref ref-type="bibr" rid="B74">R Core Team, 2022</xref>).</p>
</sec>
<sec id="s2_4">
<title>Changes in diversity between the present and a quaternary fossil baseline</title>
<p>We considered four main aspects (i.e., species richness, dominance, species composition, and relative abundance of mollusk species) to evaluate possible changes in diversity in present-day assemblages compared to a late Quaternary fossil baseline. To this end, all fossil information was pooled, a decision supported by the lack of significant changes in species composition among time intervals (see Results). We estimated species richness and dominance for each grid cell and time interval using coverage-based estimations of the species richness to account for possible sampling biases (<xref ref-type="bibr" rid="B9">Chao and Jost, 2012</xref>). We used abundance-based estimators of the species richness, at a coverage level of 0.95. Dominance was estimated using the Simpson index. For both richness and dominance, only assemblages with a minimum of 50 individuals were used in further analyses. Analyses were carried out using the library iNEXT (<xref ref-type="bibr" rid="B32">Hsieh et&#xa0;al., 2016</xref>) in R (<xref ref-type="bibr" rid="B74">R Core Team, 2022</xref>). Changes in species composition were evaluated using the same procedure explained previously, but with PERMANOVA comparing modern versus fossil assemblages (with 9,999 permutations). Finally, species were categorized as exploited/non-exploited by the artisanal fisheries fleet of southern Peru or Chile. We evaluated changes in the relative abundance of exploited species by comparing their proportion of total abundance (individuals) in fossil and modern assemblages with &#x2265;50 individuals. To assess temporal changes in species richness, dominance, and relative abundance of exploited species we used a meta-analysis approach, accounting for variability within and among assemblages. Meta-analyses were carried out using the library metafor (<xref ref-type="bibr" rid="B92">Viechtbauer, 2010</xref>) in R (<xref ref-type="bibr" rid="B74">R Core Team, 2022</xref>). All the R code written to reproduce all the analyses and figures is available in the <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>The scale of spatial aggregation had a marked effect on the total number of habitats, their diversity, and the temporal scale of aggregation (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). At smaller scales (&#x2264; 10 km), median values across grid cells show a very low number and diversity of habitats sampled, typically during a single year. This trend changes abruptly at scales &#x2265;50 km, and tends to stabilize at scales &#x2265; 500 km, with a maximum number and diversity of sampled habitats, and a time average of &gt; 60 years.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Effect of the spatial aggregation scale on <bold>(A)</bold> the median number of benthic habitats, <bold>(B)</bold> median diversity of benthic habitats (1-Simpson index), and <bold>(C)</bold> median time-average (years) of modern assemblages.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-948580-g002.tif"/>
</fig>    <p>The species composition of fossil assemblages showed significant differences among time intervals only at a few spatial scales of aggregation (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>). In the case of binary data (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>), differences in species composition were significant only at ~1 and ~10 km scales. When using quantitative matrices (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>) differences in species composition were only significant at scales &#x2264;5 km. P-values of the PERMANOVA remained above the 0.05 threshold at scales &#x2265; 50 km, independently of the use of binary or quantitative matrices. These patterns were also evident in the nMDS which shows a major overlap in the species composition projected onto a two-dimension space among time intervals (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3C, D</bold></xref>)</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Long-term stability in the species composition of fossil assemblages, showing p-values of the permutational analysis of variance among time intervals based on the Jaccard <bold>(A)</bold> and Chao indices <bold>(B)</bold> across spatial scales of aggregation. Also shown are non-metric scaling 2-D representations of the species composition, using as an example the 10 km aggregation scale, for the Jaccard <bold>(C)</bold> and Chao indices <bold>(D)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-948580-g003.tif"/>
</fig>    <p>The coverage-based species richness increases towards higher spatial scales of aggregation (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>) but it was significantly higher for fossil assemblages only at a scale of ~1 km. Above this scale, differences between fossil and modern assemblages became non-significant. Simpson&#x2019;s dominance index also increases towards higher spatial scales of aggregation, yet this increase was less pronounced in modern assemblages. Fossil assemblages showed a higher dominance at all scales, but these differences were not significant (p&gt; 0.05) in most cases, except at a scale of ~10 km (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4B</bold></xref>). Species composition, measured as the Chao dissimilarity index, shows very high values (<italic>&#x3b2;</italic>=0.97) at smaller spatial scales, steadily declining towards higher scales, where <italic>&#x3b2;</italic> ~0.24 at a aggregation scale of ~1,000 km. The PERMANOVA shows significant difference at scales up to 500 km (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4C</bold></xref>). The nMDS illustrates striking differences in species composition between fossil and modern assemblages at a ~100 km scale (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4C</bold></xref>). Finally, the relative abundance of exploited species was significantly higher in fossil (42-53% of total abundance) compared to modern assemblages (7-16% of the total abundance), a three to six-fold difference across spatial scales of aggregation (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4D</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Changes in the diversity of mollusk assemblages between fossil and modern assemblages across different spatial aggregation scales: <bold>(A)</bold> coverage-based species richness, <bold>(B)</bold> species dominance (Simpson index), <bold>(C)</bold> Median dissimilarity (Chao index), with a nMDS illustrated for ~100 km aggregation scale, and d) relative abundance of exploited species. <bold>(A, C, D)</bold> based on meta-analysis mean values and 95% CIs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-948580-g004.tif"/>
</fig>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Our results provide the first large-scale evaluation of the stability of species diversity of the HCE over the last ca. 500 kyr, based on the analysis of ca 370.000 shells, accounting for the biases of taphonomic processes, and hence providing a robust baseline against which it is possible to evaluate the magnitude of human-induced alterations on marine biota.</p>
<p>Fossil assemblages show a strong similarity in terms of species composition among time intervals from the Chibanian (Middle Pleistocene) to the Holocene, a conclusion robust to the use of binary (presence-absence) or quantitative (abundance) matrices of dissimilarities. This trend suggests a long-term stability in the species composition operating at scales of 100&#x2019;s kyr, as observed in other Quaternary marine benthic assemblages (<xref ref-type="bibr" rid="B62">Pandolfi, 1996</xref>; <xref ref-type="bibr" rid="B20">Gardiner, 2001</xref>; <xref ref-type="bibr" rid="B66">Pandolfi and Jackson, 2006</xref>; <xref ref-type="bibr" rid="B85">Scarponi et&#xa0;al., 2022</xref>). The stability in species composition in our fossil dataset is concluded only at intermediate or larger scales (i.e., &#x2265; 10-50 km), as observed by previous studies in Quaternary corals (<xref ref-type="bibr" rid="B63">Pandolfi, 2002</xref>) and Devonian benthic invertebrates (<xref ref-type="bibr" rid="B35">Ivany et&#xa0;al., 2009</xref>). A study carried out in the southern region of our study area, at Tongoy Bay, showed a similar species composition over the last 300 kyr (<xref ref-type="bibr" rid="B53">Martinelli et&#xa0;al., 2017</xref>). The ultimate mechanisms for stability in species composition of mollusk assemblages may be related to strong species interactions stabilizing community structure, and/or to stable environmental conditions or environmental tracking due to strong niche conservatism in the preference of paleoenvironmental and/or paleoceanographic conditions (<xref ref-type="bibr" rid="B34">Ivany, 1996</xref>; <xref ref-type="bibr" rid="B5">Brett et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B72">Precht and Aronson, 2016</xref>). The stability in species composition may be also tested against the predictions of the Neutral Theory of Biodiversity (<xref ref-type="bibr" rid="B33">Hubbell, 2001</xref>), as carried out by <xref ref-type="bibr" rid="B54">McGill et&#xa0;al. (2005)</xref> with Quaternary mammals in North America. Although we cannot rule out any of these hypotheses, if species exhibit a strong niche conservatism over long-term timescales, as observed in Atlantic mollusk species (<xref ref-type="bibr" rid="B83">Saupe et&#xa0;al., 2014</xref>), and paleoceanographic conditions (e.g., sea surface temperature) among inter-glacial stages at HCE (<xref ref-type="bibr" rid="B31">Ho et&#xa0;al., 2012</xref>) were comparatively similar, then this may lead to a stability in species composition driven by an environmental tracking of communities.</p>
<p>We devised a spatial aggregation scheme to deal with the temporal and spatial averaging of fossil assemblages (<xref ref-type="bibr" rid="B42">Kidwell and Bosence, 1991</xref>; <xref ref-type="bibr" rid="B4">Behrensmeyer et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B44">Kidwell and Holland, 2002</xref>), thus improving its comparability with modern assemblages. This needs to be explicitly considered as surveys of modern assemblages are typically aimed at particular habitats and are snapshots or temporally limited in scope. Therefore, modern assemblages need to be aggregated over scales of ca. 50-100 km in order to be comparable to fossil assemblages that, in contrast, are composed of a mixture of habitats/facies, and so, a relatively modest spatial aggregation scale captures a fuller variety of paleoenvironments. Our analyses suggest that the magnitude and direction of changes in species between fossil and modern assemblages depend upon the spatial scale of aggregation, driven, at least in part, by taphonomic processes (<xref ref-type="bibr" rid="B45">Kidwell and Tomasovych, 2013</xref>). For instance, live-dead agreement syntheses have shown that species richness tends to be higher in dead assemblages, while dominance is roughly similar (<xref ref-type="bibr" rid="B39">Kidwell, 2002</xref>; <xref ref-type="bibr" rid="B60">Olszewski and Kidwell, 2007</xref>), as seen in our analyses at the smaller scales of aggregation. Likewise, temporal beta diversity is also expected to be variable across spatial scales, being more pronounced at smaller scales and declining towards larger scales (<xref ref-type="bibr" rid="B63">Pandolfi, 2002</xref>; <xref ref-type="bibr" rid="B72">Precht and Aronson, 2016</xref>).</p>
<p>Our analyses reveal strong differences in the species diversity of molluscan assemblages between Quaternary and modern assemblages, interrupting a long-term stability in species composition observed for the previous ca. 500 kyr. The main differences are related to: i) a change in species composition, and ii) a reduction in the relative abundance of exploited species. Taken together, these results are evidence for a major role of overharvesting in re-shaping modern assemblages. Alterations are not expressed in a reduction of the species richness or dominance, as coverage-based estimations and Simpson&#x2019;s dominance were not different at most spatial scales of aggregation. The loss of the relative abundance of exploited species was evident at all spatial scales of aggregation; modern abundance of exploited species is less than a third of that observed in fossil assemblages. This change in the relative abundance of exploited species does not seem linked to a change in dominance, but to the significant changes in species composition, as the used beta diversity index weighs for the species relative abundance. Overfishing has long been considered a major structuring agent shaping rocky nearshore communities along the Chilean coast, as revealed by classic experimental studies in small-sized reserves (<xref ref-type="bibr" rid="B57">Moreno et&#xa0;al., 1984</xref>; <xref ref-type="bibr" rid="B8">Castilla, 1999</xref>). Meta-analyses reveal that, after humans are excluded from temperate marine reserves, exploited species undergo an up to 3-fold increase in their abundances (<xref ref-type="bibr" rid="B51">Lester et&#xa0;al., 2009</xref>), a difference similar to that observed between our modern and fossil assemblages. In addition, previous analyses based on a very limited subset of fossil and modern sites showed similar differences in species composition between modern and fossil assemblages in northern Chile (<xref ref-type="bibr" rid="B78">Rivadeneira and Carmona, 2008</xref>; <xref ref-type="bibr" rid="B80">Rivadeneira et&#xa0;al., 2010</xref>). Studies comparing fossil vs modern assemblages carried out at particular localities, however, have yielded contrasting results, rather supporting the idea of a strong resilience of the HCE to anthropogenic impacts (<xref ref-type="bibr" rid="B78">Rivadeneira and Carmona, 2008</xref>; <xref ref-type="bibr" rid="B53">Martinelli et&#xa0;al., 2017</xref>). Hence, it is possible and plausible that overfishing is not evenly spread across the coast or that some areas are more resilient than others (<xref ref-type="bibr" rid="B11">Chevallier et&#xa0;al., 2021</xref>). For instance, molluscan assemblages from the Tongoy Bay area, one of the major upwelling centers of the HCE, show strong similarities in composition throughout the last 300 kyr (<xref ref-type="bibr" rid="B53">Martinelli et&#xa0;al., 2017</xref>). Thus, while human exploitation of mollusks as a food source significantly alters community abundance compositions, it does not significantly affect species composition through extinction of species. This suggests that, ignoring other factors like climate change or effects on other parts of the ecosystem, these human food resources are still able to recover given responsible management. However, if current trends of switching to ever smaller sizes and species continues, extinction of species at different spatial levels are likely.</p>
<p>Our study adds to a large number of studies from the last two decades reporting strong anthropogenic impacts on marine ecosystems from a conservation paleobiology approach (<xref ref-type="bibr" rid="B36">Jackson, 2001</xref>; <xref ref-type="bibr" rid="B37">Jackson et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B65">Pandolfi and Jackson, 2001</xref>). However, our results are at odds with global scale assessments reporting rather low anthropogenic impacts for the HCE, including overfishing by artisanal fisheries (<xref ref-type="bibr" rid="B26">Halpern et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B24">Halpern et&#xa0;al., 2015</xref>). In fact, the Ocean Health Index (<xref ref-type="bibr" rid="B25">Halpern et&#xa0;al., 2012</xref>) for the HCE shows high scores, comparable to relatively healthy marine ecosystems (<xref ref-type="bibr" rid="B22">Guti&#xe9;rrez et&#xa0;al., 2016</xref>). Another country-level assessment for South America, however, indicates that fisheries pose a very high risk to marine biodiversity in Peru and northern Chile (<xref ref-type="bibr" rid="B10">Chatwin, 2007</xref>), yet the overfishing on benthic and pelagic stocks may not be similar. The main cause for these discrepancies may be related to the shifting-baseline effect, i.e., the baseline used to assess present-day anthropogenic alterations was set well after major alterations took place (<xref ref-type="bibr" rid="B68">Pauly, 1995</xref>; <xref ref-type="bibr" rid="B47">Knowlton and Jackson, 2008</xref>; <xref ref-type="bibr" rid="B71">Pinnegar and Engelhard, 2008</xref>). Our preliminary meta-analysis reveals that the relative abundance of exploited species does not show any temporal trend from ca. 1948 to 2013 (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>) but is well below the levels estimated for fossil assemblages. Hence, anthropogenic impacts may have taken place well before that time (<xref ref-type="bibr" rid="B80">Rivadeneira et&#xa0;al., 2010</xref>), as is seen in other marine systems (<xref ref-type="bibr" rid="B93">Worm et&#xa0;al., 2006</xref>). Overexploitation of local stocks of benthic mollusks is reported as early as 1880 in central and southern Chile (<xref ref-type="bibr" rid="B14">Couyoumdjian, 2009</xref>), and the highly destructive dynamite fishing was a common practice among artisanal fishermen up to early 1900&#x2019;s, with devasting effects on natural stocks (<xref ref-type="bibr" rid="B87">Sougarret Mu&#xf1;oz and R&#xed;os Ther, 2013</xref>; <xref ref-type="bibr" rid="B7">Camus Gay&#xe1;n and Arias, 2020</xref>). The use of live-dead agreement studies (<xref ref-type="bibr" rid="B41">Kidwell, 2015</xref>; <xref ref-type="bibr" rid="B19">Gallmetzer et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B49">Kowalewski, 2017</xref>), aimed at studying subfossil shells during the Holocene-Anthropocene transition, may help to pinpoint the timing of onset of overfishing effects on marine biodiversity of the HCE.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Meta-analysis testing the existence of temporal changes in the relative abundance (log<sub>10</sub>) of exploited species during the last ca. 70 years at the HCE, aggregated a scale of 1&#xb0; (~100 km). The size of circles is proportional to the sampling size. The dotted red line shows the meta-regression fit line between the relative abundance and the sampling year (not significant). For comparison, the mean relative abundance of exploited species obtained for fossil assemblages at a similar spatial aggregation scale are given.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-948580-g005.tif"/>
</fig>
<p>The demands of resources from the ocean, including food will increase even more during the next decades as part of the blue acceleration phenomenon (<xref ref-type="bibr" rid="B13">Costello et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B38">Jouffray et&#xa0;al., 2020</xref>). This represents a major concern as most marine stocks of the HCE are currently overexploited and are unsustainable in the long-term (<xref ref-type="bibr" rid="B93">Worm et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B12">Coll et&#xa0;al., 2008</xref>). In addition, the HCE also faces major threats from increasing water temperatures and extreme weather events, intensifying oxygen minimum zones, increasing acidification, changes in the upwelling phenology, and habitat degradation (<xref ref-type="bibr" rid="B22">Guti&#xe9;rrez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B23">Guti&#xe9;rrez et&#xa0;al., 2017</xref>). A conservation paleobiology approach (<xref ref-type="bibr" rid="B41">Kidwell, 2015</xref>; <xref ref-type="bibr" rid="B2">Barnosky et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B16">Dietl and Flessa, 2017</xref>) maximizing the usefulness of the late Cenozoic mollusk fossil record of the HCE may help providing robust baselines against which the real magnitude of anthropogenic-driven threats to marine biodiversity can be tested.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>MR conceived the study. MR conducted the analyses. The manuscript was written by MR and SN. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by several ANID/FONDECYT grants (11070147, 1110582, 1200843), National Geographic Research Grant # 8690-09, ANID- Millennium Science Initiative Program-NCN19_153 (UPWELL), ANID-CENTROS REGIONALES R20F0008 (CLAP), and INACH RG_51-19.</p>
</sec>
<sec id="s8" sec-type="acknowledgement">
<title>Acknowledgments</title>
<p>This work represents a synthesis achieved by almost two decades studying fossil mollusks from the northern Chile coast. We are grateful for the assistance provided throughout all these years (prospecting, collecting and processing samples, and digitalizing and analyzing information), by many past, current, and honorific members of the PaleoLab, including Daniela Carre&#xf1;o, Marcela Salinas, Patricio Soto, Alex Alballay, Jaime Villafa&#xf1;a, Albert Neira, Pablo Oyanadel, Julieta Martinelli, Yusse Hern&#xe1;ndez, Benjam&#xed;n Araya, Selene Araya, Leandro Ledezma, H&#xe9;ctor Ramos, Yara Bugue&#xf1;o and Rosmary Liz. This paper is dedicated to the memory of Eduardo &#x2018;Moro&#x2019; Quiroga, a dear friend, passionate scientist, excellent benthologist, and above all, a marvelous human being. May you be at the <italic>Valhalla</italic>, where you belong.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<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>
<p>The reviewer DS declared a past co-authorship with one of the authors MR to the handling Editor.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2022.948580/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.948580/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="DataSheet_1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
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