<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2021.758331</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Balancing Selection of the Intracellular Pathogen Response in Natural <italic>Caenorhabditis elegans</italic> Populations</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>van Sluijs</surname>
<given-names>Lisa</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1496272"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bosman</surname>
<given-names>Kobus J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pankok</surname>
<given-names>Frederik</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Blokhina</surname>
<given-names>Tatiana</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1494084"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wilten</surname>
<given-names>Jop I. H. A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1441956"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>te Molder</surname>
<given-names>Dennie M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Riksen</surname>
<given-names>Joost A. G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Snoek</surname>
<given-names>Basten L.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/76435"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pijlman</surname>
<given-names>Gorben P.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/495764"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kammenga</surname>
<given-names>Jan E.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/140322"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sterken</surname>
<given-names>Mark G.</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>    <uri xlink:href="https://loop.frontiersin.org/people/818456"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Laboratory of Nematology, Wageningen University and Research</institution>, <addr-line>Wageningen</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratory of Virology, Wageningen University and Research</institution>, <addr-line>Wageningen</addr-line>, <country>Netherlands</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Michael A. Herman, University of Nebraska-Lincoln, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Michalis Barkoulas, Imperial College London, United Kingdom; Yen-Ping Hsueh, Academia Sinica, Taiwan</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Mark G. Sterken, <email xlink:href="mailto:mark.sterken@wur.nl">mark.sterken@wur.nl</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Microbiome in Health and Disease, a section of the journal Frontiers in Cellular and Infection Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>01</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>11</volume>
<elocation-id>758331</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>12</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 van Sluijs, Bosman, Pankok, Blokhina, Wilten, te Molder, Riksen, Snoek, Pijlman, Kammenga and Sterken</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>van Sluijs, Bosman, Pankok, Blokhina, Wilten, te Molder, Riksen, Snoek, Pijlman, Kammenga and Sterken</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>Genetic variation in host populations may lead to differential viral susceptibilities. Here, we investigate the role of natural genetic variation in the Intracellular Pathogen Response (IPR), an important antiviral pathway in the model organism <italic>Caenorhabditis elegans</italic> against Orsay virus (OrV). The IPR involves transcriptional activity of 80 genes including the <italic>pals-</italic>genes. We examine the genetic variation in the <italic>pals</italic>-family for traces of selection and explore the molecular and phenotypic effects of having distinct <italic>pals</italic>-gene alleles. Genetic analysis of 330 global <italic>C. elegans</italic> strains reveals that genetic diversity within the IPR-related <italic>pals</italic>-genes can be categorized in a few haplotypes worldwide. Importantly, two key IPR regulators, <italic>pals-22</italic> and <italic>pals-25</italic>, are in a genomic region carrying signatures of balancing selection, suggesting that different evolutionary strategies exist in IPR regulation. We infected eleven <italic>C. elegans</italic> strains that represent three distinct <italic>pals-22 pals-25</italic> haplotypes with Orsay virus to determine their susceptibility. For two of these strains, N2 and CB4856, the transcriptional response to infection was also measured. The results indicate that <italic>pals-22 pals-25</italic> haplotype shapes the defense against OrV and host genetic variation can result in constitutive activation of IPR genes. Our work presents evidence for balancing genetic selection of immunity genes in <italic>C. elegans</italic> and provides a novel perspective on the functional diversity that can develop within a main antiviral response in natural host populations.</p>
</abstract>
<kwd-group>
<kwd>intracellular pathogen response</kwd>
<kwd>
<italic>pals-22</italic>
</kwd>
<kwd>
<italic>pals-25</italic>
</kwd>
<kwd>balancing selection</kwd>
<kwd>
<italic>Caenorhabditis elegans</italic>
</kwd>
<kwd>Orsay virus</kwd>
</kwd-group>    <contract-sponsor id="cn001">Nederlandse Organisatie voor Wetenschappelijk Onderzoek<named-content content-type="fundref-id">10.13039/501100003246</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="6"/>
<ref-count count="73"/>
<page-count count="14"/>
<word-count count="8943"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Viral infections occur in natural populations of all organisms. Genetic variation can change host-virus interactions by altering coding sequences of protein products. Moreover, host-virus interactions can also be influenced by genetic variation due to altered gene copy numbers. Structural and regulatory genetic variation may both affect the viral susceptibility after infection, making some individuals within the population more resistant than others (<xref ref-type="bibr" rid="B21">Franco et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B64">van&#xa0;Sluijs et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B38">Piasecka et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B69">Wang et&#xa0;al., 2018</xref>). Presence of viruses can thereby select for beneficial genetic variants to remain present in the population (<xref ref-type="bibr" rid="B17">Enard et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B71">Wilke and Sawyer, 2016</xref>).</p>    <p>The nematode <italic>Caenorhabditis elegans</italic> and its natural pathogen Orsay virus (OrV) are used as a powerful genetic model system to study host-virus interactions (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>). OrV is a positive-sense single-stranded RNA virus infecting <italic>C. elegans</italic> intestinal cells where it causes local disruptions of the cellular structures (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B22">Franz et&#xa0;al., 2013</xref>). This can result in lower fecundity in highly susceptible animals, but the infection does not affect lifespan (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B45">Sarkies et&#xa0;al., 2013</xref>). Three antiviral responses are known, of which RNA interference (RNAi) and uridylation both target viral RNA for degradation (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B3">Ashe et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B31">Le Pen et&#xa0;al., 2018</xref>). The third response, the so-called Intracellular Pathogen Response (IPR), is thought to relieve proteotoxic stress from infection by OrV and other intracellular pathogens (<xref ref-type="bibr" rid="B4">Bakowski et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B35">Osman et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). The 80 genes involved in the IPR pathway are controlled by <italic>pals-22</italic> and <italic>pals-25</italic> that are located next to each other on the genome. Together, <italic>pals-22</italic> and <italic>pals-25</italic> function as a molecular switch between growth and antiviral defense. The gene <italic>pals-22</italic> promotes development and lifespan, whereas <italic>pals-25</italic> stimulates pathogen resistance (<xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). Of the 80 IPR genes that become differentially expressed upon infection, 25 genes belong to the <italic>pals</italic>-gene family. Although the function of most <italic>pals</italic>-proteins remains opaque, PALS-22 and PALS-25 physically interact together and are likely to interact with additional PALS-proteins (<xref ref-type="bibr" rid="B36">Panek et&#xa0;al., 2020</xref>). The total <italic>pals</italic>-gene family contains 39 members mostly found in five genetic clusters on chromosome I, III, and V (<xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Leyva-D&#xed;az et&#xa0;al., 2017</xref>). Both the antiviral IPR and the antiviral RNAi pathway require presence of DRH-1 that likely functions as a viral sensor (<xref ref-type="bibr" rid="B3">Ashe et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B53">Sowa et&#xa0;al., 2019</xref>).</p>
<p>At present, natural populations of <italic>C. elegans</italic> have been isolated worldwide and catalogued into 330 isotypes maintained by the <italic>C. elegans</italic> Natural Diversity Resource (CeNDR) (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). The collection contains <italic>C. elegans</italic> nematodes from every continent except Antarctica and each isotype in the CeNDR collection has been sequenced (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). Previous research found that genetic variations in the genes <italic>drh-1</italic> and <italic>cul-6</italic> change susceptibility to the OrV (<xref ref-type="bibr" rid="B3">Ashe et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B57">Sterken et&#xa0;al., 2021</xref>), yet most likely additional genetic variants can influence host-virus interactions in nature. The CeNDR database provides an ideal platform to investigate worldwide genetic variation and traces of evolutionary selection in antiviral genes in <italic>C.</italic> elegans.</p>
<p>Current studies investigating the IPR in <italic>C. elegans</italic> have focused on the reference genotype Bristol N2 (<xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B53">Sowa et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B36">Panek et&#xa0;al., 2020</xref>). Here we set out to examine if the <italic>pals</italic>-genes experience selective pressure by analyzing the genetic variation in 330 wild strains from the CeNDR database. The <italic>pals-</italic>gene family is defined by the commonly shared ALS2CR12 domain and is expanded in <italic>C. elegans</italic> (humans and mice only contain a single <italic>pals</italic>-gene ortholog) (<xref ref-type="bibr" rid="B32">Leyva-D&#xed;az et&#xa0;al., 2017</xref>). Expanded gene families often result from evolutionary selection (<xref ref-type="bibr" rid="B61">Thomas, 2006</xref>), suggesting that genetic variants in the <italic>pals</italic>-family could determine viral susceptibility. We found that only a few haplotypes occur worldwide for the <italic>pals</italic>-genes and that some are in regions of ancient genetic origin. This indicates that different pools of <italic>pals-</italic>genes have been maintained in <italic>C. elegans</italic> populations: a hallmark of balancing selection. Genetic variation in the <italic>pals</italic>-gene family, and specifically in the IPR-regulators, <italic>pals-22</italic> and <italic>pals-25</italic>, affects susceptibility to viral infection. This phenotype is further explored by infecting two well-studied strains, Bristol N2 and the Hawaiian strain CB4856 (<xref ref-type="bibr" rid="B57">Sterken et&#xa0;al., 2021</xref>), representing distinct <italic>pals-22 pals-25</italic> haplotypes. Our data illustrate that regulatory genetic variation can determine (basal) IPR gene expression, suggesting that natural genetic variation in IPR genes may influence host-pathogen interactions in wild <italic>C. elegans</italic> populations.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Nematode Strains and Culturing</title>
<p>
<italic>C. elegans</italic> strains N2 (Bristol),CB4856 (Hawaii), JU1580, WN2002, DL238, JU310, NIC2, ECA396, JU1400, QX1794, EG4725, MY2693, ERT54 and ERT71 were used in the experiments. The strains ERT54 (jyIs8[<italic>pals-5p::</italic>GFP<italic>, myo-2p::</italic>mCherry] X) and ERT71 (jyIs15[F26F2.1p::GFP; <italic>myo-2</italic>::mCherry]) were kind gifts from Emily Troemel (<xref ref-type="bibr" rid="B4">Bakowski et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). The strains DL238, JU310, NIC2, ECA396, JU1400, QX1794, EG4725 and MY2693 were obtained from CeNDR (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). Strains were kept on 6-cm Nematode Growth Medium (NGM) dishes containing <italic>Escherichia coli</italic> strain OP50 as food source (<xref ref-type="bibr" rid="B9">Brenner, 1974</xref>). In maintenance culture the temperature was kept at 12&#xb0;C and the standard growing temperature for experiments was 20&#xb0;C. Fungal and bacterial infections were cleared by bleaching (<xref ref-type="bibr" rid="B9">Brenner, 1974</xref>). The strains were cleared of males prior to the experiments by selecting L2 larvae and placing them individually in a well in a 12-wells plate at 20&#xb0;C. Thereafter, the populations were screened for male offspring after 3 days and only the 100% hermaphrodite populations were transferred to fresh 9-cm NGM dishes containing <italic>E. coli</italic> OP50 and grown until starved.</p>
</sec>
<sec id="s2_2">
<title>Orsay Virus Infection Assay in Liquid</title>
<p>Orsay virus stocks were prepared according to the protocol described before (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>). After bleaching, nematodes were infected using 20, 50, or 100 &#xb5;L Orsay virus/500 &#xb5;L infection solution as previously described (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>). Mock infections were performed by adding M9 buffer instead of Orsay virus stock (<xref ref-type="bibr" rid="B9">Brenner, 1974</xref>). For each strain the maximum viral load was determined (4 biological replicates). The maximum viral load is the highest viral load that can be obtained for a strain and is reached when increasing amounts of virus do not significantly affect the viral load anymore (t-test, p &gt; 0.05). For N2 and JU1580 20 &#xb5;L of OrV sufficed to reach the maximum viral load. For CB4856 at least 50 &#xb5;L OrV was needed to maximize the viral load. Hence, using 50&#xb5;L OrV/500 &#xb5;L infection solution the maximum viral load was obtained for all three strains which was therefore used in subsequent experiments (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Two virus stocks were used for these experiments: one for the first four biological replicates and one for the remaining four replicates.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Natural variation in the <italic>C. elegans pals</italic>-gene family worldwide &#x2013; <bold>(A)</bold> The percentage of genetic variants (defined by SNPs) in the <italic>pals</italic>-gene family compared to the overall natural variation for each of the 330 wild isotypes (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). The number of SNPs is relative to the reference strain N2. Blue dots indicate the amount of variation in the <italic>pals</italic>-genes is different than expected from the overall natural variation (Chi-square test, FDR &lt; 0.0001). <bold>(B)</bold> Tajima&#x2019;s D values per gene in the <italic>C. elegans</italic> genome calculated from sequence data of the 330 wild strains in the CeNDR database (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). Blue dots indicate Tajima&#x2019;s D values for <italic>pals</italic>-genes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-758331-g001.tif"/>
</fig>
<p>The samples for the viral load and transcriptional analysis were infected in Eppendorf tubes with 50 &#xb5;L Orsay virus/500&#xb5;L infection solution 26 hours post bleaching (L2-stage) (8 biological replicates per treatment per genotype). The nematodes were collected 30 hours after infection. The samples for the transcriptional analysis of the time-series were infected with 50 &#xb5;L Orsay virus/500 &#xb5;L infection solution at 40 hours post bleaching (L3-stage). These strains were infected in the L3 stage to obtain high RNA concentrations for microarray analysis also in the early samples. The nematodes were collected at the following time points post-infection: 1.5, 2, 3, 8, 10, 12, 20.5, 22, 24, 28, 30.5, or 32 hours (1 biological replicate per treatment per genotype per time point). Viral loads of the samples were determined by RT-qPCR as described by (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>). A single Orsay virus stock was used for this experiment.</p>
</sec>
<sec id="s2_3">
<title>Orsay Virus Infection Assay on Plate</title>
<p>The short-term plate exposure assay was used to infect 11 strains from 3 different <italic>pals-22 pals-25</italic> haplotypes. The protocol was adapted from previous experiments by (<xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B53">Sowa et&#xa0;al., 2019</xref>) with OrV stock obtained as described by (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>). Nematode populations were infected 22 hours post bleaching (L1 stage) and collected 24 hours after infection (L3 stage). Nematodes were infected with a mixture of 100&#xb5;l OrV and 100 &#xb5;l M9 solution that was spread equally over the plate. Before collecting the samples, the nematodes were washed three times with M9. Viral loads of the samples were determined by RT-qPCR as described previously (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>). RNA samples that had less than 25ng/&#xb5;L RNA were excluded from the analysis. For this experiment a single OrV stock was used.</p>
<p>The long-term plate exposure assay was based on previous experiments by (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B3">Ashe et&#xa0;al., 2013</xref>) for which the Orsay virus stock was obtained as described previously (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>). Three young adult N2 or CB4856 nematodes were placed on a plate with 20, 50, or 100 &#xb5;L Orsay virus that was added to the plate shortly before transfer. M9 was added to mock-treated plates instead of Orsay virus stock. Two days after incubation part of the population was transferred to a fresh plate to prevent starvation. Four days (96 hours) after placing the first nematodes, populations were collected for RNA isolation. Viral loads of the samples were determined by RT-qPCR as described by (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>). A single Orsay virus stock was used for this experiment.</p>
</sec>
<sec id="s2_4">
<title>Fluorescent <italic>In Situ</italic> Hybridization of Infected Nematodes</title>
<p>Custom Stellaris FISH Probes were designed against OrV RNA1 by utilizing the Stellaris RNA FISH Probe Designer (Biosearch Technologies, Inc., Petaluma, CA) available online at <uri xlink:href="http://www.biosearchtech.com/stellarisdesigner">www.biosearchtech.com/stellarisdesigner</uri>. The mock-treated or infected nematodes were hybridized with the Stellaris RNA FISH Probe set labeled with CAL Fluor<sup>&#xae;</sup> Red 590 Dye (Biosearch Technologies, Inc.), following the manufacturer&#x2019;s instructions available online at <uri xlink:href="http://www.biosearchtech.com/stellarisprotocols">www.biosearchtech.com/stellarisprotocols</uri> based on protocols by Raj et al. (<xref ref-type="bibr" rid="B20">Femino, 1998</xref>; <xref ref-type="bibr" rid="B40">Raj et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B39">Raj and Tyagi, 2010</xref>).</p>
<p>N2 and CB4856 populations were fixed 30h after infection (according to the short-term infection assay). Half of the nematodes were flash frozen to determine the viral load in the populations (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>) and the other half were used in the FISH procedure. Eight biological replicates were performed for this assay. The strains JU1580, ERT54, and ERT71 were mock-treated or OrV infected by chunking nematodes from a starved to a fresh plate and adding either 50 &#x3bc;L M9 or OrV. These nematodes were fixed for FISH 48 hours post mock-treatment or infection. For the reporter strains (ERT54 and ERT71) three biological replicates were performed and JU1580 nematodes were infected once. Nematodes were visualized using the Axio Observer Z1m inverted microscope (Zeiss).</p>
</sec>
<sec id="s2_5">
<title>RNA Isolation</title>
<p>The RNA of the samples in the transcriptional analysis (infected 26 hours post bleaching and collected 56 hours post bleaching) was isolated using Maxwell<sup>&#xae;</sup> 16 Tissue LEV Total RNA Purification Kit, Promega according to the manufacturer&#x2019;s instructions including two modifications. First, 10 &#x3bc;L proteinase K was added to the samples (instead of 25 &#x3bc;L). Second, after the addition of proteinase K samples were incubated at 65&#xb0;C for 10 minutes while shaking at 350 rpm. Quality and quantity of the RNA were measured using the NanoDrop-1000 spectrophotometer (Thermo Scientific, Wilmington DE, USA).</p>
<p>The RNA of the samples in the time series was isolated using the RNeasy Micro Kit from Qiagen (Hilden, Germany). The &#x2018;Purification of Total RNA from Animal and Human Tissues&#x2019; protocol was followed, with a modified lysing procedure; frozen pellets were lysed in 150 &#xb5;l RLT buffer, 295 &#xb5;l RNAse-free water, 800 &#xb5;g/ml proteinase K and 1% &#xdf;-mercaptoethanol. The suspension was incubated at 55&#xb0;C at 1000 rpm in a Thermomixer (Eppendorf, Hamburg, Germany) for 30 minutes or until the sample was clear. After this step the manufacturer&#x2019;s protocol was followed. Quality and quantity of the RNA were measured using the NanoDrop-1000 spectrophotometer (Thermo Scientific, Wilmington DE, USA) and RNA integrity was determined by agarose gel electrophoresis (3 &#x3bc;L of sample RNA on 1% agarose gel).</p>
</sec>
<sec id="s2_6">
<title>cDNA Synthesis, Labeling, and Hybridization</title>
<p>The &#x2018;Two-Color Microarray-Based Gene Expression Analysis; Low Input Quick Amp Labeling&#x2019; -protocol, version 6.0 from Agilent (Agilent Technologies, Santa Clara, CA, USA) was followed, starting from step five. The <italic>C. elegans</italic> (V2) Gene Expression Microarray 4X44K slides, manufactured by Agilent were used.</p>
</sec>
<sec id="s2_7">
<title>Data Extraction and Normalization</title>
<p>The microarrays were scanned by an Agilent High Resolution C Scanner with the recommended settings. The data was extracted with Agilent Feature Extraction Software (version 10.7.1.1), following manufacturers&#x2019; guidelines. Normalization of the data was executed separately for the transcriptional response data (infected at 26 and collected at 56 hours post bleaching) and the transcriptional response of the time series. For normalization, R (version 4.0.2. x64) with the Limma package was used. The data was not background corrected before normalization [as recommended by (<xref ref-type="bibr" rid="B72">Zahurak et&#xa0;al., 2007</xref>)]. Within-array normalization was done with the Loess method and between-array normalization was done with the Quantile method (<xref ref-type="bibr" rid="B48">Smyth and Speed, 2003</xref>). The obtained single channel normalized intensities were log<sub>2</sub> transformed and the transcriptional response data (infected 26 hours post bleaching) was batch corrected for the two different virus stocks that were used for infection. The obtained (batch corrected) log<sub>2</sub> intensities were used for further analysis using the package &#x2018;tidyverse&#x2019; (1.2.1) in R (4.0.2, x64) (<xref ref-type="bibr" rid="B70">Wickham et&#xa0;al., 2019</xref>).</p>
</sec>
<sec id="s2_8">
<title>Principal Component Analysis</title>
<p>A principal component analysis was conducted on the gene-expression data of the both the transcriptional response and the transcriptional response of the time series. For this purpose, the data was transformed to a log<sub>2</sub> ratio with the mean, using</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>log</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>y</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>y</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where R is the log<sub>2</sub> relative expression of spot i (i = 1, 2,&#x2026;, 45220) for sample j, and <italic>y</italic> is the intensity (not the log<sub>2</sub>-transformed intensity) of spot i for sample j. The principal component analyses were performed independently per experiment. The transformed data was used in a principal component analysis, where the first six axes that explain above 4.9% of the variance were further examined.</p>
</sec>
<sec id="s2_9">
<title>Linear Models</title>
<p>The log<sub>2</sub> intensity data of the nematodes that were mock-treated 26 hours post bleaching and collected 56 hours post bleaching was analyzed using the linear model</p>
<disp-formula>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>G</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>&#x3f5;</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>with Y being the log<sub>2</sub> normalized intensity of spot i (1, 2,&#x2026;, 45220). Y was explained over genotype (G; either N2 or CB4856) and the error term &#x3f5;. The significance threshold was determined by the <italic>p.adjust</italic> function, using the Benjamini &amp; Hochberg correction (FDR &lt; 0.05) (<xref ref-type="bibr" rid="B8">Benjamini and Hochberg, 1995</xref>). The analyzed dataset is part of the dataset containing mock-treated and OrV infected samples.</p>
<p>The log<sub>2</sub> intensity data of the nematodes that were either mock-treated or infected 26 hours post bleaching and collected 56 hours post bleaching was analyzed using the linear model</p>
<disp-formula>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>G</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>G</mml:mi>
<mml:mi>x</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>&#x3f5;</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>with Y being the log<sub>2</sub> normalized intensity of spot i (1, 2,&#x2026;, 45220). Y was explained over genotype (G; either N2 or CB4856), treatment (T, either infected or mock), the interaction between genotype and treatment and the error term &#x3f5;. The significance threshold was determined by the <italic>p.adjust</italic> function, using the Benjamini &amp; Hochberg correction (FDR &lt; 0.1 for T and GxT, FDR &lt; 0.05 for G) (<xref ref-type="bibr" rid="B8">Benjamini and Hochberg, 1995</xref>). Because of the minor effect of OrV infection on transcriptional activity, a relaxed false discovery rate (FDR &lt; 0.1) was used to analyze the data. As all genes discovered using this threshold were IPR genes that are previously described by others, these were probably true positive hits (<xref ref-type="bibr" rid="B45">Sarkies et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2017</xref>).</p>
<p>The log<sub>2</sub> intensity data for samples of the time series was analyzed using the linear model</p>
<disp-formula>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>D</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>G</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>&#x3f5;</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>with Y being the log<sub>2</sub> normalized intensity of spot i (1, 2,&#x2026;, 45220). Y was explained over development (D, time of isolation: 1.5, 2, 3, 8, 10, 12, 20.5, 22, 24, 28, 30.5, or 32 hours post-infection), genotype (G; either N2 or CB4856), treatment (T; either infected or mock) and the error term &#x3f5;. The significance threshold was determined by the <italic>p.adjust</italic> function, using the Benjamini &amp; Hochberg correction (FDR &lt; 0.05) (<xref ref-type="bibr" rid="B8">Benjamini and Hochberg, 1995</xref>). For the samples in the timeseries a correlation coefficient (r) was obtained by calculating the slope of gene expression over time.</p>
<p>The log<sub>2</sub> intensity data of the nematodes that were exposed to heat shock [obtained from (<xref ref-type="bibr" rid="B27">Jovic et&#xa0;al., 2017</xref>)] was analyzed using the linear model</p>
<disp-formula>
<mml:math display="block" id="M9">
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>G</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>G</mml:mi>
<mml:mi>x</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>&#x3f5;</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>with Y being the log<sub>2</sub> normalized intensity of spot i (1, 2,&#x2026;, 45220). Y was explained over genotype (G; either N2 or CB4856), treatment (T, either control, heat shock or recovery), the interaction between genotype and treatment and the error term &#x3f5;. The significance threshold was determined by the <italic>p.adjust</italic> function, using the Benjamini &amp; Hochberg correction (FDR &lt; 0.05) (<xref ref-type="bibr" rid="B8">Benjamini and Hochberg, 1995</xref>).</p>
</sec>
<sec id="s2_10">
<title>Functional Enrichment Analysis</title>
<p>Gene group enrichment analyses were performed using a hypergeometric test and several databases with annotations. The databases used were: the WS258 gene class annotations, the WS258 GO-annotation, anatomy terms, phenotypes, RNAi phenotypes, developmental stage expression, and disease related genes (<uri xlink:href="http://www.wormbase.org">www.wormbase.org</uri>) (<xref ref-type="bibr" rid="B55">Stein et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B29">Lee et&#xa0;al., 2018</xref>); the MODENCODE release 32 transcription factor binding sites (<uri xlink:href="http://www.modencode.org">www.modencode.org</uri>) (<xref ref-type="bibr" rid="B24">Gerstein et&#xa0;al., 2010</xref>), which were mapped to transcription start sites (as described by [<xref ref-type="bibr" rid="B60">Tepper et&#xa0;al., 2013</xref>)]. Furthermore, a comparison with previously identified genes involved in OrV infection was made using a custom-made database (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>Enrichments were selected based on the following criteria: size of the category n&gt;3, size of the overlap n&gt;2. The overlap was tested using a hypergeometric test, of which the p-values were corrected for multiple testing using Bonferroni correction (as provided by p.adjust in R, 4.0.2, x64). Enrichments were calculated based on unique gene names, not on spots.</p>
</sec>
<sec id="s2_11">
<title>Probe Alignment</title>
<p>Probe sequences of the <italic>pals</italic>-genes and IPR-genes (<italic>C. elegans</italic> (V2) Gene Expression Microarray 4X44K slides, Agilent) were aligned to the genome sequence of CB4856 (PRJNA275000) using command-line BLAST, using blastn with standard settings (Blast command line application; v2.2.28) (<xref ref-type="bibr" rid="B1">Altschup et&#xa0;al., 1990</xref>; <xref ref-type="bibr" rid="B62">Thompson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). We also compared the <italic>pals</italic>-genes probes to a differential hybridization experiment, to see if differences in DNA sequence explain the mRNA-based hybridization differences. Therefore, we obtained data from <xref ref-type="bibr" rid="B67">Volkers et&#xa0;al., 2013</xref> (normalized data, E-MTAB-8126) and corelated the gene-expression differences with the hybridization differences (<xref ref-type="bibr" rid="B67">Volkers et&#xa0;al., 2013</xref>).</p>
</sec>
<sec id="s2_12">
<title>Gene Expression Measurements by RT-qPCR</title>
<p>Gene expression measurements were performed on the cDNA of each of the 32 samples used in the N2 and CB4856 gene expression analysis of 30 hours of mock-treated or infection (8 biological replicates) and on the cDNA of N2 and CB4856 mock-treated or infected samples exposed to 50&#xb5;L on plate (4 biological replicates). Gene expression was quantified by RT-qPCR using custom designed primers (<italic>pals-6</italic> forward 5&#x2019;-TGGGTTCTGGATCAAGCAAAT-3&#x2019;, <italic>pals-6</italic> reverse 5&#x2019;-TGTTCTAGAGCTGCCTGTCTCTG-3&#x2019;, <italic>pals-14</italic> forward 5&#x2019;-TCGGGAAAGCATCAATGAACTGC-3&#x2019;, <italic>pals-14</italic> reverse 5&#x2019;-TGTTGTGCCTCTCCTCTGCC-3&#x2019;, <italic>pals-22</italic> forward 5&#x2019;-TTTTAATCTTGAAAGTGACCGCTGGG-3&#x2019;, <italic>pals-22</italic> reverse 5&#x2019;-ACTCTCTGTTGTCGTCTTGCAAAATT-3&#x2019;, <italic>pals-25</italic> forward 5&#x2019;-TGCAATCCGAAGATTGGTGA-3&#x2019;, <italic>pals-25</italic> reverse 5&#x2019;-AAATTCTAACTTGCTCAGCATGGA-3&#x2019;) that overlap at least one exon-exon border to prevent unintended amplification of any remaining DNA. RT-qPCR was performed on the MyIQ using iQ SYBR Green Supermix (Biorad) and the recommended protocol. Gene expression in each sample was quantified for the gene of interest and two reference genes (Y37E3.8 and <italic>rpl-6</italic>) (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>) in duplo.</p>
<p>To determine the relative gene expression, we normalized the data as in (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>). In short, we normalized the <italic>pals</italic>-gene expression based on the two reference genes using</p>
<disp-formula>
<mml:math display="block" id="M11">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>G</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>Q</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>+</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mi>Y</mml:mi>
<mml:mn>37</mml:mn>
<mml:mi>E</mml:mi>
<mml:mn>3.8</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>Q</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>Y</mml:mi>
<mml:mn>37</mml:mn>
<mml:mi>E</mml:mi>
<mml:mn>3.8</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where E is the normalized gene expression, Q<sub>G</sub> is the expression of the gene of interest, Q<sub>rpl-6</sub> is the expression of the reference gene <italic>rpl-6</italic> and Q<sub>Y37E3.8</sub> is the expression of the reference gene Y37E3.8.</p>
</sec>
<sec id="s2_13">
<title>Genetic Variation Analysis</title>
<p>Genetic data on <italic>C. elegans</italic> wild strains were obtained from the CeDNR website (release 20180527) (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). The data was further processed using custom made scripts (<uri xlink:href="https://git.wur.nl/mark_sterken/Orsay_transcriptomics">https://git.wur.nl/mark_sterken/Orsay_transcriptomics</uri>). In short, the number of polymorphisms in the <italic>pals-</italic>family within a strain was compared to the total number of natural polymorphisms found in that that strain. The N2 strain was used as the reference strain. A chi-square test (FDR &lt; 0.0001) was used to determine whether strains showed less or more variation than expected within the <italic>pals</italic>-gene family compared the total natural variation observed. Next, we also manually inspected the <italic>pals-22 pals-25</italic> locus of each of the 330 isolates <italic>via</italic> the Variant Browser tool on the CeNDR website (<uri xlink:href="http://www.elegansvariation.org">www.elegansvariation.org</uri>) (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). The <italic>pals-22 pals-25</italic> locus could be classified in three major groups based on structural variation observed in the bam-files.</p>
<p>The number of polymorphisms within the <italic>pals</italic>-gene family was further specified per gene. Tajima&#x2019;s D values were calculated per gene within the <italic>C. elegans</italic> genome using the PoPGenome package (<xref ref-type="bibr" rid="B37">Pfeifer et&#xa0;al., 2014</xref>). The number of polymorphisms within the <italic>pals</italic>-gene family were compared to the geographical origin of the strain obtained from the CeDNR database (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). The data were visualized using the packages &#x2018;maps&#x2019; (3.3.0) and &#x2018;rworldmap&#x2019; (1.3-6) (<xref ref-type="bibr" rid="B6">Becker and Wilks, 1993</xref>; <xref ref-type="bibr" rid="B7">Becker and Wilks, 1995</xref>; <xref ref-type="bibr" rid="B52">South, 2011</xref>; <xref ref-type="bibr" rid="B10">Brownrigg et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s2_14">
<title>Phylogenetic Tree <italic>pals</italic>-Genes</title>
<p>Nucleotide sequences for the <italic>pals</italic>-genes were extracted using from the WormBase N2 genome and annotations (release WS282). These sequences were bi-directionally blasted (BLASTn) to 14 divergent <italic>C. elegans</italic> genomes generated using long-read sequencing (QX1794, MY2693, NIC526, XZ1516, NIC2, MY2147, JU2600, JU310, JU2526, EG4725, JU1400, ECA396, ECA36, and DL238) (<xref ref-type="bibr" rid="B30">Lee et&#xa0;al., 2021</xref>) and to CB4865 (Genbank ID: GCA_020450165.1). For each gene per strain all top scoring hits (bit-score) within a 5% margin were considered as candidate homologs and from this set the reciprocal hit with the highest bit-score was taken as the <italic>pals</italic> homolog. Each set of homologs was globally aligned using Clustal Omega (<xref ref-type="bibr" rid="B46">Sievers and Higgins, 2021</xref>) with the &#x2013;full parameter. To test for the best model for DNA substitutions, ModelTest-NG (v0.1.7) (<xref ref-type="bibr" rid="B15">Darriba et&#xa0;al., 2020</xref>) was used and the best model over all <italic>pals</italic>-genes was provided to RAxML (<xref ref-type="bibr" rid="B54">Stamatakis, 2014</xref>) using the -m GRTCATX parameter to generate the 100x bootstrapped phylogenetic trees. The resulting trees were visualized using FigTree (v1.4.4). The analysis was conducted on a Ubuntu 20.04 Linux machine running R (v4.1.2), all other software versions are captured in the &#x2018;environment.yml&#x2019; on Github (<uri xlink:href="https://git.wageningenur.nl/published_papers/sluijs_etal_2021_orv_transcriptomics">https://git.wageningenur.nl/published_papers/sluijs_etal_2021_orv_transcriptomics</uri>). Phylogenetic trees of <italic>pals-22</italic> and <italic>pals-25</italic> were included in the manuscript and phylogenetic trees of the other <italic>pals-</italic>genes can be downloaded from Github (<uri xlink:href="https://git.wageningenur.nl/published_papers/sluijs_etal_2021_orv_transcriptomics">https://git.wageningenur.nl/published_papers/sluijs_etal_2021_orv_transcriptomics</uri>).</p>
</sec>
<sec id="s2_15">
<title>eQTL Data Analysis</title>
<p>The eQTL data was mined from <uri xlink:href="https://bioinformatics.nl/EleQTL">https://bioinformatics.nl/EleQTL</uri> (<xref ref-type="bibr" rid="B50">Snoek et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s2_16">
<title>Data Analysis and Availability</title>
<p>All custom written scripts were made in R (4.0.2, x64) and the script and underlying data are available <italic>via</italic> <uri xlink:href="https://git.wageningenur.nl/published_papers/sluijs_etal_2021_orv_transcriptomics">https://git.wageningenur.nl/published_papers/sluijs_etal_2021_orv_transcriptomics</uri>. The transcriptome datasets generated are deposited at ArrayExpress (E-MTAB-7573 and E-MTAB-7574). The data of the 12 N2 mock samples of the time series has previously been described (<xref ref-type="bibr" rid="B51">Snoek et&#xa0;al., 2015</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Global Genetic Variation in the <italic>pals</italic>-Family Is Shaped by Balancing Selection</title>
<p>The Intracellular Pathogen Response (IPR) counteracts viral infection in <italic>Caenorhabditis elegans</italic> and involves activity of 25 <italic>pals</italic>-genes (<xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). To examine genetic variation in the <italic>pals-</italic>family genes, we investigated sequence information from the 330 wild strains from the CeNDR database (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>). For each wild strain the genetic variation (compared to the reference strain N2) was summarized for genes in the <italic>pals</italic>-family and for all genes. For 48 wild strains genetic variation (defined by SNPs) in the <italic>pals</italic>-family was higher than expected compared to the overall genetic variation (chi-square test, FDR &lt; 0.0001), but for 204 strains of the 330 analyzed strains the <italic>pals-</italic>gene family contained less variation than the overall genetic variation (chi-square test, FDR &lt; 0.0001) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>) (see Material and Methods for details). This indicated that while the <italic>pals-</italic>genes belong to an expanded gene family, most wild strains contain relatively little genetic variation in the <italic>pals-</italic>genes compared to N2.</p>
<p>Populations from distinct geographical locations may encounter different selective pressures (<xref ref-type="bibr" rid="B47">Sivasundar and Hey, 2005</xref>; <xref ref-type="bibr" rid="B67">Volkers et&#xa0;al., 2013</xref>). However, after mapping the amount of natural variation to the geographical location, no clear geographical pattern could be found (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). Interestingly, some local strains show highly diverging levels of genetic diversity within the <italic>pals</italic>-family. For example, strain WN2002 was isolated in Wageningen (the Netherlands) and contains three times more genetic variation in the <italic>pals</italic>-family than the average of other genes. Strain WN2066 was isolated from the same compost heap as WN2002. Yet, compared to N2, WN2066 has high conservation of the <italic>pals</italic>-genes (0.27% SNPs), despite higher overall genetic variation (2.67% SNPs). This shows that at the same geographic location, genetic diversity in the locus can be retained in the population, possibly due to differential microenvironmental pressures.</p>
<p>Next, we tested whether DNA sequence divergence was subjected to genetic drift, or that selective forces were acting on the <italic>pals</italic>-family. Overall Tajima&#x2019;s <italic>D</italic> (TD) values in <italic>C. elegans</italic> populations are low as a result of overall low genetic diversity (TD<sub>mean</sub> = -1.08, TD<sub>median</sub> = -1.12) (<xref ref-type="bibr" rid="B2">Andersen et&#xa0;al., 2012</xref>), but four <italic>pals</italic>-genes (<italic>pals-17, pals-18, pals-19</italic>, and <italic>pals-30</italic>) showed positive TD values suggesting either balancing selection or a low frequency of rare alleles (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The most clear example was <italic>pals-30</italic> that had a TD value of 4.8: the highest value of all tested <italic>C. elegans</italic> genes. In total, 11 out of 39 <italic>pals-</italic>genes had values that fall within the 10% highest TD values for <italic>C. elegans</italic> (TD &gt; -0.42) and these top 10% genes included IPR regulators <italic>pals-22</italic> and <italic>pals-25</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>).</p>
<p>Subsequently, we delved into the genetic diversity for each <italic>pals</italic>-gene by investigating the number of variants per <italic>pals</italic>-gene in the 330 strain investigated above (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>) and in long-read sequencing data of 16 highly diverse haplotypes (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>). Several <italic>pals</italic>-genes contained hardly any genetic variation and were therefore conserved on a worldwide scale. This conserved group contains the gene <italic>pals-5</italic> which acts downstream in the IPR (<xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>). Other <italic>pals</italic>-genes were highly variable, sometimes containing hundreds of polymorphisms (SNPs) in a single gene. Interestingly, for most genes in the diverse group, few alleles exist worldwide. For example, three alleles were found for the gene <italic>pals-25</italic>: strains that harbor an N2-like allele, an allele containing ~30 polymorphisms (the well-studied Hawaiian strain CB4856 belongs to this group) or an allele containing ~95 polymorphisms (illustrated by the strain WN2002 from the Netherlands). In total, 19 out of 24 highly variable <italic>pals</italic>-genes show a clear grouping within two or three haplotypes suggesting that these haplotypes are actively maintained in the populations which supports that balancing selection could be acting on these genes (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S2</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S3</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S2</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S3</bold>
</xref>).</p>    <p>Manual inspection of the mapped reads in the 330 CeNDR strains showed evidence for extensive polymorphisms in the <italic>pals-22 pals-25</italic> locus that regulate the IPR transcriptional response (<xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). In total, we found three major <italic>pals-22 pals-25</italic> haplotypes (N2-like, CB4856-like, and WN2002-like) that occur globally (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f2">
<bold>D</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>) with the highest local genetic diversity found on the Hawaiian islands and Pacific region (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B14">Crombie et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B30">Lee et&#xa0;al., 2021</xref>). The genetic variation in the region where <italic>pals-22</italic> and <italic>pals-25</italic> are located is estimated to have diverged 10<sup>6</sup> generations ago (<xref ref-type="bibr" rid="B62">Thompson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B30">Lee et&#xa0;al., 2021</xref>). Phylogenetic analysis based on whole-genome assemblies of 16 divergent strains for both genes indicates that <italic>pals-22</italic> has diverged in multiple ways, whereas <italic>pals-25</italic> seems to have less diversity (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S3B, C</bold>
</xref>). Notably, <italic>pals-22</italic> and/or <italic>pals-25</italic> are both thought to have early stop codons in CB4856 and WN2002 that could change or disrupt their functioning, in particular in <italic>pals-25</italic>, where the stop codon is located before the ALS2CR12 domain (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Leyva-D&#xed;az et&#xa0;al., 2017</xref>). Yet, poor mapping to the reference genome in these highly diverse regions hampers the reliability of exact variant calling; in 24 wild strains most of the intron sequence was not covered by reads at all. The latter suggests that the genetic sequence in those strains is highly polymorphic and additional in-depth sequencing of the strains would be necessary to fully uncover the genomic sequence at these locations. In conclusion, within the <italic>pals-</italic>gene family we found genes with either globally conserved or a few genetically distinct alleles. In particular, the <italic>pals</italic>-genes with a division into a few haplotypes show atypically high Tajima&#x2019;s D values when compared to other <italic>C. elegans</italic> genes. Together, our findings indicate that the <italic>pals</italic>-genes have been experiencing evolutionary pressure that resulted in long-term balancing selection of these genes.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Worldwide haplotype diversity found for <italic>pals-22</italic> and <italic>pals-25</italic> &#x2013; <bold>(A)</bold> Three distinct haplotypes were found at the <italic>pals-22 pals-25</italic> locus, here represented by an illustration of the read coverage at the locus. The most common haplotype (N2-like) is found in 269 stains and shows low coverage of the second intron of <italic>pals-22</italic>. The second common haplotype is CB4856-like and was found in 31 strains. For these strains coverage indicates strong structural variation in the introns of both genes, as well as larger insertions/deletions. Then, the WN2002-like haplotype was found in 28 strains and consists of very extensive structural variation at the locus, where almost the entire intron structure is not covered by reads. <bold>(B)</bold> A geographical representation of the <italic>pals-22 pals-25</italic> haplotypes found worldwide. <bold>(C)</bold> Zoomed in representation of <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2B</bold>
</xref> of the strains collected in Europe. <bold>(D)</bold> Zoomed in representation of <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2B</bold>
</xref> of the strains collected on Hawaii.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-758331-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>The Antiviral Response in Strains With Distinct <italic>pals-22 pals-25</italic> Haplotypes</title>
<p>To investigate if the <italic>pals-22 pals-25</italic> haplotype determined viral susceptibility of strains, eleven genetically divergent <italic>C. elegans</italic> strains from the CeNDR collection were infected with OrV. These eleven strains (N2, DL238, JU310, NIC2, CB4856, ECA396, JU1400, QX1794, WN2002, EG4725 and MY2693) all contain a <italic>drh-1</italic> allele without deletions (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>), because an intact <italic>drh-1</italic> allele is essential for antiviral IPR activation (<xref ref-type="bibr" rid="B53">Sowa et&#xa0;al., 2019</xref>). Nematodes were infected in the L1-stage and exposed to viral infection for 24-hours after exposure. The <italic>pals-22 pals-25</italic> haplotype explained viral susceptibility in the dataset (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>) (37% variance, p = 5 10<sup>-6</sup>), besides the individual genotype of the strain (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>) (17% variance, p = 0.02). In general, strains with a N2 <italic>pals-22 pals-25</italic> haplotype were more susceptible to OrV than strains with a CB4856 or WN2002 <italic>pals-22 pals-25</italic> haplotype. Furthermore, OrV was only able to reproduce in 55% of infected samples with a CB4856 or WN2002 haplotype, compared to 92% of the samples with an N2 haplotype. The exception to the general trend was strain QX1747 that had a more variable viral load than other strains with a &#x2018;CB4856-like&#x2019; <italic>pals-22 pals-25</italic> locus. Because the eleven selected strains are highly genetically distinct, QX1747 could harbor additional genetic variation that makes it more susceptible to viral infection. Nevertheless, the <italic>pals-22 pals-25</italic> haplotype was the main determinant of viral susceptibility and therefore, extensive genetic variation within the <italic>pals-22 pals-25</italic> locus (compared to the N2 reference) enhanced resistance to viral infection.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Viral susceptibility of genetically distinct <italic>C. elegans</italic> strains &#x2013; <bold>(A)</bold> Viral loads (log<sub>2</sub>) as determined by RT-qPCR for three different haplotypes after exposure to 100&#xb5;L OrV on the plate. The N2 haplotype (N2, DL238, JU310, NIC2 strains) is shown in orange, the CB4856 haplotype (CB4856, ECA396, JU1400, QX1794 strains) is shown in blue and the WN2002 haplotype (WN2002, EG4725 and MY2693) is shown in grey. <bold>(B)</bold> Viral loads (log<sub>2</sub>) as determined by RT-qPCR for the strains N2, CB4856 and JU1580 after exposure to 20, 50 or 100&#xb5;L OrV/500&#xb5;L infection solution (student t-test; *p &lt; 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-758331-g003.tif"/>
</fig>
<p>To further study the antiviral response for distinct <italic>pals-22 pals-25</italic> haplotypes, we compared the strains N2 and CB4856 in more detail. N2 and CB4856 are well-characterized genotypes that differ in viral susceptibility to the Orsay virus (<xref ref-type="bibr" rid="B62">Thompson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B57">Sterken et&#xa0;al., 2021</xref>). This difference in viral susceptibility could be partially explained by polymorphisms in the antiviral gene <italic>cul-6</italic> as revealed by a linkage mapping but the majority of the variation in the phenotype remained unexplained (<xref ref-type="bibr" rid="B57">Sterken et&#xa0;al., 2021</xref>). Here, N2 and CB4856 nematodes were exposed to varying concentrations of the OrV (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B57">Sterken et&#xa0;al., 2021</xref>). Additionally, JU1580 nematodes were taken along as a highly susceptible control (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>). We confirmed that CB4856 was less susceptible than N2 after exposure to different concentrations of OrV. Moreover, JU1580 was more susceptible than N2 in a similar ratio as previously recorded for this infection assay (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>) (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B57">Sterken et&#xa0;al., 2021</xref>). Moreover, we explored the difference in the N2 and CB4856 phenotype further by staining infected nematodes using Fluorescent <italic>in situ</italic> Hybridization (FISH). We found that the OrV could only be detected in a minor faction of nematodes (&lt;1%) precluding a direct quantitative comparison between these two strains. Therefore, the infection does neither reach high levels of infection in N2 nor CB4856 30h post infection (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>). Still, FISH staining of IPR gene reporter strains ERT54 and ERT71 showed that low levels of OrV can already activate the IPR (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Text S1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>), indicating that use of FISH could underestimate the number of animals responding to infection. Therefore, we continued with measuring IPR expression in infected N2 and CB4856 nematodes.</p>
</sec>
<sec id="s3_3">
<title>Basal IPR Expression Differs Between N2 and CB4856</title>    <p>Distinct <italic>pals-22 pals-25</italic> haplotypes may result in distinct IPR activity between wild strains. To study whether the N2 and CB4856 <italic>pals-22 pals-25</italic> haplotypes underlie differential IPR gene expression, we measured their transcriptomes using microarrays under standard conditions and after exposure to the OrV (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, B</bold>
</xref>). Although microarrays were originally designed for the N2 strain, they have been used and tested repeatedly for the CB4856 strain (<xref ref-type="bibr" rid="B11">Capra et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B44">Rockman et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B66">Vi&#xf1;uela et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B67">Volkers et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B62">Thompson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B49">Snoek et&#xa0;al., 2017</xref>). Based on these studies, we have identified 17 IPR- and 11 <italic>pals-</italic>gene probes with incorrect alignment to the CB4856 genome and excluded these from any further analyses (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S6A</bold>
</xref>&#x2013;<xref ref-type="supplementary-material" rid="SM1">
<bold>E</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Gene expression of IPR and <italic>pals</italic>-genes in <italic>C. elegans</italic> N2 and CB4856 under control and OrV-infected conditions &#x2013; <bold>(A)</bold> Heat-map showing the log<sub>2</sub> intensities of <italic>pals</italic>-genes in N2 mock, N2 infected, CB4856 mock and CB4856 infected conditions <bold>(B)</bold> Heatmap showing the expression of IPR genes in log<sub>2</sub> intensities in N2 mock, N2 infected, CB4856 mock and CB4856 infected conditions. Underlined genes showed significant (basal) expression differences based on genotype (FDR &lt; 0.05), whereas squares indicated the genes where treatment- or the combination of treatment and genotype had a significant effect (FDR &lt; 0.1) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7</bold>
</xref>). Log<sub>2</sub> ratios are based on the average expression of the gene of interest in the overall dataset. Therefore, the log<sub>2</sub> ratios per experimental group indicate the deviation from the average value. Please note, a subset of the <italic>pals</italic>-genes, namely the <italic>pals</italic>-genes that are also IPR genes [defined in (<xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>)] are depicted twice. This allows for direct comparison to other <italic>pals</italic>-genes that do not become differentially expressed upon infection (like <italic>pals-22</italic> and <italic>pals-25</italic>) and to non-<italic>pals</italic> IPR genes. <bold>(C)</bold> Per IPR gene comparison of the log<sub>2</sub> ratios in N2 and CB4856 samples under mock conditions. Blue lines show genes that on average showed higher expression in CB4856 (38 genes), orange lines connect genes that on average showed higher expression in N2 (9 genes). <bold>(D)</bold> Per IPR gene comparison of the log<sub>2</sub> ratios in N2 and CB4856 samples under infected conditions. Blue lines show genes that on average showed higher expression in CB4856 (14 genes), orange lines connect genes that on average showed higher expression in N2 (33 genes).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-758331-g004.tif"/>
</fig>
<p>First, we focused on transcriptional differences between the N2 and CB4856 strain in the mock-experiment. Expression patterns of the full dataset were analyzed by means of a principal component analysis (PCA). Genotype explained the main difference in gene expression patterns (36.1%), which is in line with previous results, see for example (<xref ref-type="bibr" rid="B33">Li et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B11">Capra et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B67">Volkers et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Snoek et&#xa0;al., 2017</xref>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>). Among the 6383 genes (represented by 9379 spots) that were differentially expressed between N2 and CB4856 (under mock conditions) were 131 genes known to be involved in OrV infection (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S6A</bold>
</xref>). These include twenty-three IPR genes &#x2013; including ten <italic>pals</italic>-genes &#x2013; showing significantly higher expression in CB4856 compared to N2 (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, B</bold>
</xref>) (FDR &lt; 0.05). In general, most IPR- and <italic>pals</italic>-genes appeared more active in CB4856 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). Expression levels measured by RT-qPCR confirmed the microarray data for <italic>pals-6</italic>, <italic>pals-14</italic>, and <italic>pals-22</italic>, although the slight difference in <italic>pals-25</italic> expression found on the microarrays was not replicated (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S6</bold>
</xref>). Contrary to most other <italic>pals-</italic>genes, <italic>pals-22</italic> expression is higher in N2 than in CB4856 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>) (FDR &lt; 0.05, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7A</bold>
</xref>) (<xref ref-type="bibr" rid="B68">Vu et&#xa0;al., 2015</xref>), which may determine gene expression of other IPR members (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>) (<xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). Concluding, the IPR was overall more active in CB4856 than in N2 under standard conditions.</p>
<p>Next, we analyzed the transcriptomes of nematodes collected 30 hours post infection (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). As expected, based on a PCA where samples did not separate based on infection status, relatively few genes responded to the OrV in our experiment (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7B</bold>
</xref>) (<xref ref-type="bibr" rid="B45">Sarkies et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2017</xref>). Gene expression analysis by a linear model showed that 27 genes (represented by 57 spots) were differentially expressed upon infection by OrV (FDR &lt; 0.1) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S7A</bold>
</xref>) and 18 genes (represented by 44 spots) were differentially expressed by a combination of both treatment and genotype (FDR &lt; 0.1) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S7B</bold>
</xref>). These two groups of genes were largely overlapping (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S7C</bold>
</xref>) and most of these genes only respond to infection in the genotype N2 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). Many of the <italic>pals</italic>-gene family members became higher expressed after infection in N2, but not in the strain CB4856 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). This led to a slightly more active IPR in N2 under infected conditions than in CB4856 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>).</p>
<p>Thus, N2 showed a IPR to OrV infection, however we did not detect increased expression of IPR genes in CB4856 nematodes. Yet, the IPR can also be activated by heat stress and by re-analyzing a previous dataset we observed that <italic>pals-</italic>genes were activated after heat shock in CB4856 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Text S2</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>) (<xref ref-type="bibr" rid="B27">Jovic et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B26">Jovic et&#xa0;al., 2019</xref>). Therefore, the lack of a transcriptional response 30h post OrV infection could result from early activation of IPR genes or the infection stress being too mild stress to trigger the IPR. We tested the first hypothesis by measuring IPR activity over a 30-hour time-course. This did not show evidence for an earlier IPR in CB4856 than N2 although we noticed that OrV responsive genes in CB4856 were more dynamic (they showed more fluctuation in expression) under both standard and infected conditions than in N2 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S9A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7C</bold>
</xref>). The second hypothesis was tested by exposing N2 and CB4856 continuously to OrV for four days. A previous study indicated that viral loads in these mixed-staged populations were comparable between N2 and CB4856 and we hypothesized long-term exposure would therefore lead to higher viral pressure (<xref ref-type="bibr" rid="B3">Ashe et&#xa0;al., 2013</xref>). We first confirmed the previously found similarity between viral load in N2 and CB4856 four days after exposure after which both strains had higher viral loads than than after 30h of exposure (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S10</bold>
</xref>). Subsequently, gene expression of <italic>pals-6, pals-14, pals-22</italic>, and <italic>pals-25</italic>, was measured for long-term infected N2 and CB4856 populations. We found that <italic>pals-6</italic> and <italic>pals-14</italic> were upregulated in CB4856 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S9B</bold>
</xref>). Together, these experiments indicate that sufficiently high stress can raise IPR expression levels in CB4856.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Viral susceptibility can be determined by host genetic variation. Here, we have studied the effect of host genetic diversity on natural viral infection in the nematode <italic>C. elegans</italic>. Our findings show that genetic variation in <italic>C. elegans</italic> affects the Intracellular Pathogen Response (IPR): a transcriptional response that counteracts pathogens by increased proteostasis and in which at least 27 <italic>pals-</italic>genes are involved (<xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). The 39 members of the expanded <italic>pals-</italic>gene family are mostly conserved within the <italic>C. elegans</italic> species and the <italic>pals-</italic>genes for which divergent alleles do occur can be clustered into a few different haplotypes. We found that <italic>pals-22 pals-25</italic> haplotype determines the viral susceptibility of genetically highly distinct strains. Furthermore, studying the transcriptome of two strains with different <italic>pals-22 pals-25</italic> haplotypes showed that genetic variation directs basal IPR activity. Therefore, this study reveals natural variation in the IPR that protects wild <italic>C. elegans</italic> from viral, oomycete and microsporidian infection.</p>
<sec id="s4_1">
<title>IPR Genes of the <italic>pals</italic>-Family Are Under Balancing Selection</title>
<p>Population genetic analyses showed that IPR genes are experiencing selective pressure which could be a result of balancing selection, population bottlenecks or presence of rare genetic variants. We argue that balancing selection is the most likely cause for three reasons. First, <italic>pals-22</italic> and <italic>pals-25</italic> were experimentally validated to regulate the IPR and to balance growth and immunity (<xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). Second, we observed that few major haplotypes occur for this gene-pair and most other <italic>pals-</italic>genes. Manual inspection of the <italic>pals-22 pals-25</italic> locus did not suggest presence of rare variants, rather the presence of a highly divergent region of ancient origin (<xref ref-type="bibr" rid="B62">Thompson et&#xa0;al., 2015</xref>). Third, presence of the <italic>pals-22 pals-25</italic> divergent region did not correlate with overall genetic variation, hence is unlikely to be the result of a bottleneck.</p>
<p>Besides <italic>pals-22</italic> and <italic>pals-25</italic>, multiple other <italic>pals</italic>-genes studied here show signs of balancing selection (high Tajima&#x2019;s D values) (<xref ref-type="bibr" rid="B58">Tajima, 1989</xref>), in particular the genes on the first and second cluster on chromosome III (0.1 and 1.4Mb). In contrast, most of the genes in <italic>C. elegans</italic> show negative Tajima&#x2019;s D values due to a recent selective sweep affecting chromosome I, IV, V, and X. This selective sweep greatly reduced the genetic variation within the species (<xref ref-type="bibr" rid="B2">Andersen et&#xa0;al., 2012</xref>). The <italic>pals</italic>-genes with relatively high Tajima&#x2019;s D values on chromosome III are located in a region that has diverged early in the natural history of <italic>C. elegans</italic> (<xref ref-type="bibr" rid="B62">Thompson et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B30">Lee et&#xa0;al., 2021</xref>). Despite this ancient divergence, few haplotypes occur for this region and only a minority of strains, including CB4856, carry genetic variants distinct from N2.</p>
<p>Genetic variation in the <italic>pals</italic>-gene family regulates an evolutionary important transcriptional response to environmental stress, which includes pathogens. Given the minor effect of OrV on fecundity (<xref ref-type="bibr" rid="B19">F&#xe9;lix et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B3">Ashe et&#xa0;al., 2013</xref>), it seems unlikely that the OrV is one of the pathogens that exert selection pressure underlying the balancing selection. However, immunity responses upon microsporidia and oomycete infection are also mediated by the IPR (<xref ref-type="bibr" rid="B4">Bakowski et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B35">Osman et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B18">Fasseas et&#xa0;al., 2021</xref>). As these pathogens are lethal (<xref ref-type="bibr" rid="B73">Zhang et&#xa0;al., 2016</xref>), we think that it is possible that these classes of pathogens underlie maintenance of different IPR haplotypes in natural populations. A recent example shows balancing selection in the plant genus <italic>Capsella</italic> also results in maintenance of ancestral genetic variation in immunity genes. The two <italic>Capsella</italic> species studied retained genetic variably at immunity loci, despite a recent population bottleneck and reproduction by selfing that together reduced overall genetic variation (<xref ref-type="bibr" rid="B28">Koenig et&#xa0;al., 2019</xref>). Here, parallels can be drawn to <italic>C. elegans</italic>, a species that also mainly reproduces by selfing and has experienced loss of global genetic diversity (<xref ref-type="bibr" rid="B2">Andersen et&#xa0;al., 2012</xref>). Together, these studies show that within natural populations immunity-related genetic variation can be retained by balancing selection.</p>
</sec>
<sec id="s4_2">
<title>Transcriptional Activation of the IPR in Genetically Diverse Strains</title>    <p>CB4856 shows a high basal expression of multiple IPR genes which may be possible due to regulatory genetic variation in the <italic>pals</italic>-genes. Most of the genetically diverse <italic>pals</italic>-genes on chromosome III and V have previously been shown to display local regulation of gene expression in N2xCB4856 recombinant inbred lines (<italic>cis</italic>-quantitative trait locus; <italic>cis-</italic>eQTL) (<xref ref-type="bibr" rid="B50">Snoek et&#xa0;al., 2020</xref>). Moreover, at least 10 genes across different <italic>pals</italic>-clusters were regulated by genes elsewhere in the genome (<italic>trans</italic>-eQTL) (<xref ref-type="bibr" rid="B50">Snoek et&#xa0;al., 2020</xref>). Most of these expression QTL were consistently found across multiple studies, environmental conditions and labs (<xref ref-type="bibr" rid="B33">Li et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B44">Rockman et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B65">Vi&#xf1;uela et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B66">Vi&#xf1;uela et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B49">Snoek et&#xa0;al., 2017</xref>). The established IPR regulators <italic>pals-22</italic> and <italic>pals-25</italic> could be likely candidates for this regulatory role.</p>
<p>Although our data demonstrates that the strain CB4856 has multiple IPR genes with higher basal expression than in the strain N2 it remains unclear whether this leads to lower susceptibility to OrV infection. We observe lower viral RNA accumulation in CB4856 compared to N2 during the first 30 hours of infection, therefore high basal IPR expression may slow the infection. During this initial period of viral infection, we did not detect upregulation of IPR genes in CB4856 compared to its basal expression. Yet, after a longer period of viral exposure on the plate, CB4856 accumulates as much virus in the population as N2 and subsequently some IPR genes were also upregulated in CB4856. Therefore, plate infection assays may evoke stronger transcriptional responses which could explain why previous studies found more differentially expressed genes than this study (<xref ref-type="bibr" rid="B45">Sarkies et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2017</xref>). Pathogen immunity could also link to the different life stage of the nematodes, as stage-dependent immunity differences were described before (<xref ref-type="bibr" rid="B56">Sterken et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Balla et&#xa0;al., 2015</xref>). Furthermore, transcriptional techniques, such as single-cell RNA-seq or TOMO-seq (<xref ref-type="bibr" rid="B63">Trapnell et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B16">Ebbing et&#xa0;al., 2018</xref>), may provide more details about the local transcriptional response within infected cells and studying gene expression in additional strains could demonstrate the generality of basal IPR expression in relation to the <italic>pals-22 pals-25</italic> IPR haplotype. These experiments may also provide better resolution than the mild transcriptional changes recorded on a population level, possibly as a result of few individuals being infected in the population [as seen here and in (<xref ref-type="bibr" rid="B3">Ashe et&#xa0;al., 2013</xref>)] Finally, we hypothesized that genetic variation in the <italic>pals-22 pals-25</italic> module may lead to higher IPR expression in CB4856. Another possibility is that the IPR in CB4856 is regulated by distinct mechanisms. Performing a CRISPR-Cas9 allele swap or rescue experiments between N2 and CB4856 could reveal the exact role of the <italic>pals-22 pals-25</italic> module in regulation the IPR in this strain.</p>
</sec>
<sec id="s4_3">
<title>Are There Alternative IPR Strategies?</title>
<p>Strains potentially harbor regulatory genetic variation tailored to specific environments. In a harsh environment constant activity of the IPR may be preferred over low expression. Finding out which environmental factor could explain the population genetic patterns within the <italic>pals</italic>-genes of the IPR will be challenging. The IPR pathway has been shown to respond to multiple environmental stressors including intestinal and epidermal pathogens, but also heat stress (<xref ref-type="bibr" rid="B41">Reddy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Reddy et&#xa0;al., 2019</xref>). Despite the increasing amount of ecological data for both <italic>C. elegans</italic> (<xref ref-type="bibr" rid="B13">Cook et&#xa0;al., 2017</xref>) and its pathogens (<xref ref-type="bibr" rid="B73">Zhang et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B43">Richaud et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B23">Fr&#xe9;zal et&#xa0;al., 2019</xref>), it is not yet sufficient to draw any firm conclusions whether co-occurrence of host and pathogen drives evolution within the <italic>pals</italic>-family. However, some evidence exists that host-pathogen interactions can affect the genotypic diversity at a population level. In Orsay (France), the location where OrV is found, diversity in pathogen susceptibility potentially explains the maintenance of several minority genotypes. These minority genotypes are outcompeted in the absence of the intracellular pathogen <italic>Nematocida parisii</italic>, but perform better in the presence of the pathogen (<xref ref-type="bibr" rid="B43">Richaud et&#xa0;al., 2018</xref>). Perhaps this can also help explain our observations of divergent <italic>pals-22 pals-25</italic> haplotypes in strains found at the same site. Experimental evolution experiments hold the potential to bridge this gap between the lab and the field by investigating if the presence of intracellular pathogens invokes any genetic and transcriptional changes within the <italic>pals</italic>-family (<xref ref-type="bibr" rid="B25">Gray and Cutter, 2014</xref>; <xref ref-type="bibr" rid="B59">Teotonio et&#xa0;al., 2017</xref>).</p>
<p>Taken together, this study provides insights into the natural context of the evolutionary conserved genetic and the plastic, transcriptional response after infection. We show that relatively little genetic diversity is found worldwide within clusters of <italic>pals-</italic>genes that regulate the IPR transcriptional response. In addition, the genetic diversity that exists is captured by only a few highly divergent haplotypes occurring worldwide. Therefore, we suggest that genes that function in the IPR transcriptional response could be under balancing selection, possibly from intracellular pathogens. Our results show the haplotype of the IPR regulators <italic>pals-22</italic> and <italic>pals-25</italic> determined the viral susceptibility of genetically distinct strains and that genetic variation within wild <italic>C. elegans</italic> can shape the basal expression of IPR genes. Thereby, this study provides new insights into the diversity of ways that hosts can develop both genetic and transcriptional responses to protect themselves from harmful infections.</p>
</sec>
</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>BS, GP, JK, and MS conceived and designed the experiments. LS, KB, FP, TB, JW, JR, and MS conducted the experiments. LS and MS conducted transcriptome and main analyses. DMM conducted the phylogenetic analysis of the pals-genes. LS, GP, JK, and MS wrote the manuscript. All authors read and provided comments on the manuscript.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>LS was funded by the NWO (Nederlandse Organisatie voor Wetenschappelijk Onderzoek) (824.15.006), MS was funded by the Graduate School Production Ecology &amp; Resource Conservation (PE&amp;RC).</p>
</sec>
<sec id="s8" 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>
</sec>
<sec id="s9" 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>
<ack>
<title>Acknowledgments</title>
<p>The authors want to thank Erik Andersen for hosting and sharing natural variation data on CeNDR and his advice on population genetic analyses. Marie-Anne F&#xe9;lix is kindly thanked for sharing the Orsay virus and Emily Troemel for sharing IPR reporter strains.</p>
</ack>
<sec id="s10" 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/fcimb.2021.758331/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2021.758331/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_2.xlsx" id="ST2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_3.xlsx" id="ST3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_4.xlsx" id="ST4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_5.xlsx" id="ST5" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_6.xlsx" id="ST6" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_7.xlsx" id="ST7" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Altschup</surname> <given-names>S. F.</given-names>
</name>
<name>
<surname>Gish</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Miller</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Myers</surname> <given-names>E. W.</given-names>
</name>
<name>
<surname>Lipman</surname> <given-names>D. J.</given-names>
</name>
</person-group> (<year>1990</year>). <article-title>Basic Local Alignment Search Tool</article-title>. <source>J. Mol. Biol.</source> <volume>215</volume>, <fpage>403</fpage>&#x2013;<lpage>410</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0022-2836(05)80360-2</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andersen</surname> <given-names>E. C.</given-names>
</name>
<name>
<surname>Gerke</surname> <given-names>J. P.</given-names>
</name>
<name>
<surname>Shapiro</surname> <given-names>J. A.</given-names>
</name>
<name>
<surname>Crissman</surname> <given-names>J. R.</given-names>
</name>
<name>
<surname>Ghosh</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Bloom</surname> <given-names>J. S.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>Chromosome-Scale Selective Sweeps Shape Caenorhabditis Elegans Genomic Diversity</article-title>. <source>Nat. Genet.</source> <volume>44</volume>, <fpage>285</fpage>&#x2013;<lpage>290</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/ng.1050</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ashe</surname> <given-names>A.</given-names>
</name>
<name>
<surname>B&#xe9;licard</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Le Pen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sarkies</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Fr&#xe9;zal</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Lehrbach</surname> <given-names>N. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>A Deletion Polymorphism in the Caenorhabditis Elegans RIG-I Homolog Disables Viral RNA Dicing and Antiviral Immunity</article-title>. <source>Elife</source> <volume>2</volume>, <fpage>e00994</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7554/eLife.00994</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bakowski</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Desjardins</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Smelkinson</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Dunbar</surname> <given-names>T. A.</given-names>
</name>
<name>
<surname>Lopez-Moyado</surname> <given-names>I. F.</given-names>
</name>
<name>
<surname>Rifkin</surname> <given-names>S. A.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Ubiquitin-Mediated Response to Microsporidia and Virus Infection in C. Elegans</article-title>. <source>PloS Pathog.</source> <volume>10</volume>, <fpage>e1004200</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.ppat.1004200</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balla</surname> <given-names>K. M.</given-names>
</name>
<name>
<surname>Andersen</surname> <given-names>E. C.</given-names>
</name>
<name>
<surname>Kruglyak</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Troemel</surname> <given-names>E. R.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>A Wild C. Elegans Strain Has Enhanced Epithelial Immunity to a Natural Microsporidian Parasite</article-title>. <source>PloS Pathog.</source> <volume>11</volume>, <fpage>e1004583</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.ppat.1004583</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Becker</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Wilks</surname> <given-names>R. A.</given-names>
</name>
</person-group> (<year>1993</year>) <source>Maps in s. at&amp;T Bell Lab. Rep</source>. Available at: <uri xlink:href="http://euler.stat.yale.edu/Courses/1997-98/200fall97/FAQ/Maps.in.S.pdf">http://euler.stat.yale.edu/Courses/1997-98/200fall97/FAQ/Maps.in.S.pdf</uri>.</citation>
</ref>
<ref id="B7">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Becker</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Wilks</surname> <given-names>R. A.</given-names>
</name>
</person-group> (<year>1995</year>) <source>Constructing a Geographical Database. at&amp;T Bell Lab. Rep</source>. Available at: <uri xlink:href="http://wiki.stat.ucla.edu/socr/uploads/b/b8/Cartography_Constructing_GIS_Maps_ATT.pdf">http://wiki.stat.ucla.edu/socr/uploads/b/b8/Cartography_Constructing_GIS_Maps_ATT.pdf</uri>.</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Benjamini</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Hochberg</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>Controlling the False Discovery Rate&#x202f;: A Practical and Powerful Approach to Multiple Testing</article-title>. <source>J. R. Stat. Soc</source> <volume>57</volume>, <fpage>289</fpage>&#x2013;<lpage>300</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.2517-6161.1995.tb02031.x</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brenner</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>1974</year>). <article-title>The Genetics of Caenorhabditis Elegans</article-title>. <source>Genetics</source> <volume>77</volume>, <fpage>71</fpage>&#x2013;<lpage>94</lpage>. doi: <pub-id pub-id-type="doi">10.1093/genetics/77.1.71</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Brownrigg</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Minka</surname> <given-names>T. P.</given-names>
</name>
<name>
<surname>Deckmyn</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2018</year>) <source>Maps: Draw Geographical Maps</source>. Available at: <uri xlink:href="https://cran.r-project.org/web/packages/maps/maps.pdf">https://cran.r-project.org/web/packages/maps/maps.pdf</uri>.</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Capra</surname> <given-names>E. J.</given-names>
</name>
<name>
<surname>Skrovanek</surname> <given-names>S. M.</given-names>
</name>
<name>
<surname>Kruglyak</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Comparative Developmental Expression Profiling of Two C. Elegans Isolates</article-title>. <source>PloS One</source> <volume>3</volume>, <fpage>e4055</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0004055</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Franz</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>D.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>An Evolutionarily Conserved Transcriptional Response to Viral Infection in Caenorhabditis Nematodes</article-title>. <source>BMC Genomics</source> <volume>18</volume>, <fpage>303</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12864-017-3689-3</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cook</surname> <given-names>D. E.</given-names>
</name>
<name>
<surname>Zdraljevic</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Roberts</surname> <given-names>J. P.</given-names>
</name>
<name>
<surname>Andersen</surname> <given-names>E. C.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Cendr, the Caenorhabditis Elegans Natural Diversity Resource</article-title>. <source>Nucleic Acids Res.</source> <volume>45</volume>, <fpage>D650</fpage>&#x2013;<lpage>D657</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/nar/gkw893</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Crombie</surname> <given-names>T. A.</given-names>
</name>
<name>
<surname>Zdraljevic</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Cook</surname> <given-names>D. E.</given-names>
</name>
<name>
<surname>Tanny</surname> <given-names>R. E.</given-names>
</name>
<name>
<surname>Brady</surname> <given-names>S. C.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Deep Sampling of Hawaiian Caenorhabditis Elegans Reveals High Genetic Diversity and Admixture With Global Populations</article-title>. <source>Elife</source> <volume>8</volume>, <fpage>e50465</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7554/eLife.50465</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Darriba</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Posada</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Kozlov</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Stamatakis</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Morel</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Flouri</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Modeltest-NG: A New and Scalable Tool for the Selection of DNA and Protein Evolutionary Models</article-title>. <source>Mol. Biol. Evol.</source> <volume>37</volume>, <fpage>291</fpage>&#x2013;<lpage>294</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/molbev/msz189</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ebbing</surname> <given-names>A.</given-names>
</name>
<name>
<surname>V&#xe9;rtesy</surname> <given-names>&#xc1;.</given-names>
</name>
<name>
<surname>Betist</surname> <given-names>M. C.</given-names>
</name>
<name>
<surname>Spanjaard</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Junker</surname> <given-names>J. P.</given-names>
</name>
<name>
<surname>Berezikov</surname> <given-names>E.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Spatial Transcriptomics of C. Elegans Males and Hermaphrodites Identifies Sex-Specific Differences in Gene Expression Patterns</article-title>. <source>Dev. Cell</source> <volume>47</volume>, <fpage>801</fpage>&#x2013;<lpage>813.e6</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.devcel.2018.10.016</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Enard</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Gwennap</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Petrov</surname> <given-names>D. A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Viruses Are a Dominant Driver of Protein Adaptation in Mammals</article-title>. <source>Elife</source> <volume>5</volume>, <fpage>e12469</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7554/eLife.12469</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fasseas</surname> <given-names>M. K.</given-names>
</name>
<name>
<surname>Grover</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Drury</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Essmann</surname> <given-names>C. L.</given-names>
</name>
<name>
<surname>Kaulich</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Schafer</surname> <given-names>W. R.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Chemosensory Neurons Modulate the Response to Oomycete Recognition in Caenorhabditis Elegans</article-title>. <source>Cell Rep.</source> <volume>34</volume>, <elocation-id>108604</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.celrep.2020.108604</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>F&#xe9;lix</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Ashe</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Piffaretti</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Nuez</surname> <given-names>I.</given-names>
</name>
<name>
<surname>B&#xe9;licard</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2011</year>). <article-title>Natural and Experimental Infection of Caenorhabditis Nematodes by Novel Viruses Related to Nodaviruses</article-title>. <source>PloS Biol.</source> <volume>9</volume>, <fpage>e1000586</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pbio.1000586</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Femino</surname> <given-names>A. M.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>Visualization of Single RNA Transcripts <italic>In Situ</italic>
</article-title>. <source>Science</source> <volume>280</volume>, <fpage>585</fpage>&#x2013;<lpage>590</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.280.5363.585</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Franco</surname> <given-names>L. M.</given-names>
</name>
<name>
<surname>Bucasas</surname> <given-names>K. L.</given-names>
</name>
<name>
<surname>Wells</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Ni&#xf1;o</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zapata</surname> <given-names>G. E.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Integrative Genomic Analysis of the Human Immune Response to Influenza Vaccination</article-title>. <source>Elife</source> <volume>2</volume>, <elocation-id>e.00299</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.7554/eLife.00299</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Franz</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Renshaw</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Frezal</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>F&#xe9;lix</surname> <given-names>M.-A.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>D.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Orsay, Santeuil and Le Blanc Viruses Primarily Infect Intestinal Cells in Caenorhabditis Nematodes</article-title>. <source>Virology</source> <volume>448</volume>, <fpage>255</fpage>&#x2013;<lpage>264</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.virol.2013.09.024</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fr&#xe9;zal</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Jung</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Tahan</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>D.</given-names>
</name>
<name>
<surname>F&#xe9;lix</surname> <given-names>M.-A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Noda-Like RNA Viruses Infecting Caenorhabditis Nematodes: Sympatry, Diversity, and Reassortment</article-title>. <source>J. Virol.</source> <volume>93</volume>, <fpage>e01170-19</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/jvi.01170-19</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gerstein</surname> <given-names>M. B.</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>Z. J.</given-names>
</name>
<name>
<surname>Van Nostrand</surname> <given-names>E. L.</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Arshinoff</surname> <given-names>B. I.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2010</year>). <article-title>Integrative Analysis of the Caenorhabditis Elegans Genome by the Modencode Project</article-title>. <source>Science</source> <volume>330</volume>, <fpage>1775 LP </fpage>&#x2013;<lpage> 1787</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1196914</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gray</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Cutter</surname> <given-names>A. D.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Mainstreaming Caenorhabditis Elegans in Experimental Evolution</article-title>. <source>Proc. R. Soc. B. Biol. Sci.</source> <volume>281</volume>, <fpage>20133055</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1098/rspb.2013.3055</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jovic</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Grilli</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sterken</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Snoek</surname> <given-names>B. L.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>J. A. G.</given-names>
</name>
<name>
<surname>Allesina</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Transcriptome Resilience Predicts Thermotolerance in Caenorhabditis Elegans</article-title>. <source>BMC Biol.</source> <volume>17</volume>, <fpage>1</fpage>&#x2013;<lpage>12</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12915-019-0725-6</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jovic</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Sterken</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Grilli</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Bevers</surname> <given-names>R. P. J.</given-names>
</name>
<name>
<surname>Rodriguez</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>J. A. G.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Temporal Dynamics of Gene Expression in Heat-Stressed Caenorhabditis Elegans</article-title>. <source>PloS One</source> <volume>12</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0189445</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Koenig</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Hagmann</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Bemm</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Slotte</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Nueffer</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Long-Term Balancing Selection Drives Evolution of Immunity Genes in Capsella</article-title>. <source>Elife</source> <volume>8</volume>, <fpage>1</fpage>&#x2013;<lpage>27</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7554/eLife.43606</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>R. Y. N.</given-names>
</name>
<name>
<surname>Howe</surname> <given-names>K. L.</given-names>
</name>
<name>
<surname>Harris</surname> <given-names>T. W.</given-names>
</name>
<name>
<surname>Arnaboldi</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Cain</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Chan</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Wormbase 2017: Molting Into a New Stage</article-title>. <source>Nucleic Acids Res.</source> <volume>46</volume>, <fpage>D869</fpage>&#x2013;<lpage>D874</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/nar/gkx998</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Zdraljevic</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Stevens</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Tanny</surname> <given-names>R. E.</given-names>
</name>
<name>
<surname>Crombie</surname> <given-names>T. A.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Balancing Selection Maintains Hyper-Divergent Haplotypes in Caenorhabditis Elegans</article-title>. <source>Nat. Ecol. Evol.</source> <volume>5</volume>, <fpage>794</fpage>&#x2013;<lpage>807</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41559-021-01435-x</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Le Pen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Di Domenico</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Kneuss</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Kosa&#x142;ka</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Leung</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Terminal Uridylyltransferases Target RNA Viruses as Part of the Innate Immune System</article-title>. <source>Nat. Struct. Mol. Biol.</source> <volume>25</volume>, <fpage>778</fpage>&#x2013;<lpage>786</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41594-018-0106-9</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leyva-D&#xed;az</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Stefanakis</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Carrera</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Glenwinkel</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Driscoll</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Silencing of Repetitive DNA Is Controlled by a Member of an Unusual Caenorhabditis Elegans Gene Family</article-title>. <source>Genetics</source> <volume>207</volume>, <fpage>529</fpage>&#x2013;<lpage>545</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1534/genetics.117.300134</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>&#xc1;lvarez</surname> <given-names>O. A.</given-names>
</name>
<name>
<surname>Gutteling</surname> <given-names>E. W.</given-names>
</name>
<name>
<surname>Tijsterman</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Fu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>J. A. G.</given-names>
</name>
<etal/>
</person-group>. (<year>2006</year>). <article-title>Mapping Determinants of Gene Expression Plasticity by Genetical Genomics in C. Elegans</article-title>. <source>PloS Genet.</source> <volume>2</volume>, <fpage>2155</fpage>&#x2013;<lpage>2161</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pgen.0020222</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Breitling</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Snoek</surname> <given-names>L. B.</given-names>
</name>
<name>
<surname>van der Velde</surname> <given-names>K. J.</given-names>
</name>
<name>
<surname>Swertz</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2010</year>). <article-title>Global Genetic Robustness of the Alternative Splicing Machinery in Caenorhabditis Elegans</article-title>. <source>Genetics</source> <volume>186</volume>, <fpage>405</fpage>&#x2013;<lpage>410</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1534/genetics.110.119677</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Osman</surname> <given-names>G. A.</given-names>
</name>
<name>
<surname>Fasseas</surname> <given-names>M. K.</given-names>
</name>
<name>
<surname>Koneru</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Essmann</surname> <given-names>C. L.</given-names>
</name>
<name>
<surname>Kyrou</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Srinivasan</surname> <given-names>M. A.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Natural Infection of C. Elegans by an Oomycete Reveals a New Pathogen-Specific Immune Response</article-title>. <source>Curr. Biol.</source> <volume>28</volume>, <fpage>640</fpage>&#x2013;<lpage>648.e5</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cub.2018.01.029</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Panek</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Gang</surname> <given-names>S. S.</given-names>
</name>
<name>
<surname>Reddy</surname> <given-names>K. C.</given-names>
</name>
<name>
<surname>Luallen</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Fulzele</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Bennett</surname> <given-names>E. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>A Cullin-RING Ubiquitin Ligase Promotes Thermotolerance as Part of the Intracellular Pathogen Response in Caenorhabditis Elegans</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>117</volume>, <fpage>7950</fpage>&#x2013;<lpage>7960</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.1918417117</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pfeifer</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Wittelsb&#xfc;rger</surname> <given-names>U.</given-names>
</name>
<name>
<surname>Ramos-Onsins</surname> <given-names>S. E.</given-names>
</name>
<name>
<surname>Lercher</surname> <given-names>M. J.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Popgenome: An Efficient Swiss Army Knife for Population Genomic Analyses in R</article-title>. <source>Mol. Biol. Evol.</source> <volume>31</volume>, <fpage>1929</fpage>&#x2013;<lpage>1936</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/molbev/msu136</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Piasecka</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Duffy</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Urrutia</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Quach</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Patin</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Posseme</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Distinctive Roles of Age, Sex, and Genetics in Shaping Transcriptional Variation of Human Immune Responses to Microbial Challenges</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>115</volume>, <fpage>E488</fpage>&#x2013;<lpage>E497</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.1714765115</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Raj</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Tyagi</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2010</year>). <source>Detection of Individual Endogenous RNA Transcripts In Situ Using Multiple Singly Labeled Probes</source> (<publisher-name>Elsevier Inc</publisher-name>). doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0076-6879(10)72004-8</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Raj</surname> <given-names>A.</given-names>
</name>
<name>
<surname>van den Bogaard</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Rifkin</surname> <given-names>S. A.</given-names>
</name>
<name>
<surname>van Oudenaarden</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Tyagi</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Imaging Individual Mrna Molecules Using Multiple Singly Labeled Probes</article-title>. <source>Nat. Methods</source> <volume>5</volume>, <fpage>877</fpage>&#x2013;<lpage>879</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nmeth.1253</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reddy</surname> <given-names>K. C.</given-names>
</name>
<name>
<surname>Dror</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Sowa</surname> <given-names>J. N.</given-names>
</name>
<name>
<surname>Panek</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Lim</surname> <given-names>E. S.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>An Intracellular Pathogen Response Pathway Promotes Proteostasis in C. Elegans</article-title>. <source>Curr. Biol.</source> <volume>27</volume>, <fpage>3544</fpage>&#x2013;<lpage>3553.e5</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cub.2017.10.009</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reddy</surname> <given-names>K. C.</given-names>
</name>
<name>
<surname>Dror</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Underwood</surname> <given-names>R. S.</given-names>
</name>
<name>
<surname>Osman</surname> <given-names>G. A.</given-names>
</name>
<name>
<surname>Desjardins</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Cuomo</surname> <given-names>C. A.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Antagonistic Paralogs Control a Switch Between Growth and Pathogen Resistance in C. Elegans</article-title>. <source>PloS Pathog.</source> <volume>15</volume>, <fpage>e1007528</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.ppat.1007528</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Richaud</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>J.</given-names>
</name>
<name>
<surname>F&#xe9;lix</surname> <given-names>M.-A.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>The Local Coexistence Pattern of Selfing Genotypes in Caenorhabditis Elegans Natural Metapopulations</article-title>. <source>Genetics</source> <volume>208</volume>, <fpage>807</fpage>&#x2013;<lpage>821</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1534/genetics.117.300564</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rockman</surname> <given-names>M. V.</given-names>
</name>
<name>
<surname>Skrovanek</surname> <given-names>S. S.</given-names>
</name>
<name>
<surname>Kruglyak</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Selection at Linked Sites Shapes Heritable Phenotypic Variation in C. Elegans</article-title>. <source>Science</source> <volume>330</volume>, <fpage>372</fpage>&#x2013;<lpage>376</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.1194208</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarkies</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Ashe</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Le Pen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>McKie</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Miska</surname> <given-names>E. A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Competition Between Virus-Derived and Endogenous Small Rnas Regulates Gene Expression in <italic>Caenorhabditis Elegans</italic>
</article-title>. <source>Genome Res.</source> <volume>23</volume>, <fpage>1258</fpage>&#x2013;<lpage>1270</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/gr.153296.112</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sievers</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Higgins</surname> <given-names>D. G.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The Clustal Omega Multiple Alignment Package</article-title>. <source>Methods Mol. Biol.</source> <volume>2231</volume>, <fpage>3</fpage>&#x2013;<lpage>16</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/978-1-0716-1036-7_1</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sivasundar</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Hey</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Sampling From Natural Populations With Rnai Reveals High Outcrossing and Population Structure in Caenorhabditis Elegans</article-title>. <source>Curr. Biol.</source> <volume>15</volume>, <fpage>1598</fpage>&#x2013;<lpage>1602</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cub.2005.08.034</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smyth</surname> <given-names>G. K.</given-names>
</name>
<name>
<surname>Speed</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Normalization of Cdna Microarray Data</article-title>. <source>Methods</source> <volume>31</volume>, <fpage>265</fpage>&#x2013;<lpage>273</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1046-2023(03)00155-5</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Snoek</surname> <given-names>B. L.</given-names>
</name>
<name>
<surname>Sterken</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Bevers</surname> <given-names>R. P. J.</given-names>
</name>
<name>
<surname>Volkers</surname> <given-names>R. J. M.</given-names>
</name>
<name>
<surname>van&#x2019;t Hof</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Brenchley</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Contribution of Trans Regulatory Eqtl to Cryptic Genetic Variation in C. Elegans</article-title>. <source>BMC Genomics</source> <volume>18</volume>, <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12864-017-3899-8</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Snoek</surname> <given-names>B. L.</given-names>
</name>
<name>
<surname>Sterken</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Hartanto</surname> <given-names>M.</given-names>
</name>
<name>
<surname>van Zuilichem</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Kammenga</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>de Ridder</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Wormqtl2: An Interactive Platform for Systems Genetics in Caenorhabditis Elegans</article-title>. <source>Database</source> <volume>2020</volume>, <fpage>1</fpage>&#x2013;<lpage>17</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/database/baz149</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Snoek</surname> <given-names>L. B.</given-names>
</name>
<name>
<surname>Sterken</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Volkers</surname> <given-names>R. J. M.</given-names>
</name>
<name>
<surname>Klatter</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Bosman</surname> <given-names>K. J.</given-names>
</name>    <name>
<surname>Bevers</surname> <given-names>R. P. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>A Rapid and Massive Gene Expression Shift Marking Adolescent Transition in C. Elegans</article-title>. <source>Sci. Rep.</source> <volume>4</volume>, <fpage>3912</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/srep03912</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>South</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Rworldmap: A New R Package for Mapping Global Data</article-title>. <source>R J.</source> <volume>3</volume>, <fpage>35</fpage>&#x2013;<lpage>43</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.32614/rj-2011-006</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sowa</surname> <given-names>J. N.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Somasundaram</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Tecle</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>The Caenorhabditis Elegans RIG-I Homolog DRH-1 Mediates the Intracellular Pathogen Response Upon Viral Infection</article-title>. <source>J. Virol.</source> <volume>94</volume>, <fpage>e01173</fpage>&#x2013;<lpage>e01119</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/JVI.01173-19</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stamatakis</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Raxml Version 8: A Tool for Phylogenetic Analysis and Post-Analysis of Large Phylogenies</article-title>. <source>Bioinformatics</source> <volume>30</volume>, <fpage>1312</fpage>&#x2013;<lpage>1313</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bioinformatics/btu033</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stein</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Sternberg</surname> <given-names>P. W.</given-names>
</name>
<name>
<surname>Durbin</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Thierry-Mieg</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Spieth</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Wormbase: Network Access to the Genome and Biology of Caenorhabditis Elegans</article-title>. <source>Nucleic Acids Res.</source> <volume>29</volume>, <fpage>82</fpage>&#x2013;<lpage>86</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/nar/29.1.82</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sterken</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Snoek</surname> <given-names>L. B.</given-names>
</name>
<name>
<surname>Bosman</surname> <given-names>K. J.</given-names>
</name>
<name>
<surname>Daamen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>J. A. G.</given-names>
</name>
<name>
<surname>Bakker</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>A Heritable Antiviral Rnai Response Limits Orsay Virus Infection in Caenorhabditis Elegans N2</article-title>. <source>PloS One</source> <volume>9</volume>, <fpage>e89760</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0089760</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sterken</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>van Sluijs</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y. A.</given-names>
</name>
<name>
<surname>Ritmahan</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Gultom</surname> <given-names>M. L.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>J. A. G.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Punctuated Loci on Chromosome IV Determine Natural Variation in Orsay Virus Susceptibility of Caenorhabditis Elegans Strains Bristol N2 and Hawaiian CB4856</article-title>. <source>J. Virol.</source> <volume>95</volume>, <fpage>e02430-20</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/JVI.02430-20</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tajima</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>1989</year>). <article-title>Statistical Method for Testing the Neutral Mutation Hypothesis by DNA Polymorphism</article-title>. <source>Genetics</source> <volume>123</volume>, <fpage>585</fpage>&#x2013;<lpage>595</lpage>. doi: <pub-id pub-id-type="doi">10.1093/genetics/123.3.585</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Teotonio</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Estes</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Phillips</surname> <given-names>P. C.</given-names>
</name>
<name>
<surname>Baer</surname> <given-names>C. F.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Experimental Evolution With <italic>Caenorhabditis</italic> Nematodes</article-title>. <source>Genetics</source> <volume>206</volume>, <fpage>691</fpage>&#x2013;<lpage>716</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1534/genetics.115.186288/-/DC1.1</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tepper</surname> <given-names>R. G.</given-names>
</name>
<name>
<surname>Ashraf</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Kaletsky</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Kleemann</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Murphy</surname> <given-names>C. T.</given-names>
</name>
<name>
<surname>Bussemaker</surname> <given-names>H. J.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>PQM-1 Complements DAF-16 as a Key Transcriptional Regulator of DAF-2-Mediated Development and Longevity</article-title>. <source>Cell</source> <volume>154</volume>, <fpage>676</fpage>&#x2013;<lpage>690</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cell.2013.07.006</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thomas</surname> <given-names>J. H.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Adaptive Evolution in Two Large Families of Ubiquitin-Ligase Adapters in Nematodes and Plants</article-title>. <source>Genome Res.</source> <volume>16</volume>, <fpage>1017</fpage>&#x2013;<lpage>1030</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/gr.5089806</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thompson</surname> <given-names>O. A.</given-names>
</name>
<name>
<surname>Snoek</surname> <given-names>L. B.</given-names>
</name>
<name>
<surname>Nijveen</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Sterken</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Volkers</surname> <given-names>R. J. M. M.</given-names>
</name>
<name>
<surname>Brenchley</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Remarkably Divergent Regions Punctuate the Genome Assembly of the Caenorhabditis Elegans Hawaiian Strain CB4856</article-title>. <source>Genetics</source> <volume>200</volume>, <fpage>975</fpage>&#x2013;<lpage>989</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1534/genetics.115.175950</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Trapnell</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Furlan</surname> <given-names>S. N.</given-names>
</name>
<name>
<surname>Waterston</surname> <given-names>R. H.</given-names>
</name>
<name>
<surname>Huynh</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Adey</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Comprehensive Single-Cell Transcriptional Profiling of a Multicellular Organism</article-title>. <source>Science</source> <volume>357</volume>, <fpage>661</fpage>&#x2013;<lpage>667</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.aam8940</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>van Sluijs</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Pijlman</surname> <given-names>G. P.</given-names>
</name>
<name>
<surname>Kammenga</surname> <given-names>J. E.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Why do Individuals Differ in Viral Susceptibility? A Story Told by Model Organisms</article-title>. <source>Viruses</source> <volume>9</volume> (<issue>10</issue>), <fpage>284</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/v9100284</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vi&#xf1;uela</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Snoek</surname> <given-names>L. B.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>J. A. G.</given-names>
</name>
<name>
<surname>Kammenga</surname> <given-names>J. E.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Genome-Wide Gene Expression Regulation as a Function of Genotype and Age in C. Elegans</article-title>. <source>Genome Res.</source> <volume>20</volume>, <fpage>929</fpage>&#x2013;<lpage>937</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/gr.102160.109</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vi&#xf1;uela</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Snoek</surname> <given-names>L. B.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>J. A. G.</given-names>
</name>
<name>
<surname>Kammenga</surname> <given-names>J. E.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Aging Uncouples Heritability and Expression-QTL in <italic>Caenorhabditis Elegans</italic>
</article-title>. <source>G3 Genes|Genomes|Genetics</source> <volume>2</volume>, <fpage>597</fpage>&#x2013;<lpage>605</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1534/g3.112.002212</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Volkers</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Snoek</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Hubar</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>van</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Coopman</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>W.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Gene-Environment and Protein-Degradation Signatures Characterize Genomic and Phenotypic Diversity in Wild Caenorhabditis Elegans Populations</article-title>. <source>BMC Biol.</source> <volume>11</volume>, <elocation-id>93</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1741-7007-11-93</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vu</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Verster</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Schertzberg</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Chuluunbaatar</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Spensley</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Pajkic</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Natural Variation in Gene Expression Modulates the Severity of Mutant Phenotypes</article-title>. <source>Cell</source> <volume>162</volume>, <fpage>391</fpage>&#x2013;<lpage>402</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cell.2015.06.037</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Pittman</surname> <given-names>K. J.</given-names>
</name>
<name>
<surname>Barker</surname> <given-names>J. R.</given-names>
</name>
<name>
<surname>Salinas</surname> <given-names>R. E.</given-names>
</name>
<name>
<surname>Stanaway</surname> <given-names>I. B.</given-names>
</name>
<name>
<surname>Williams</surname> <given-names>G. D.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>An Atlas of Genetic Variation Linking Pathogen-Induced Cellular Traits to Human Disease</article-title>. <source>Cell Host Microbe</source> <volume>24</volume>, <fpage>308</fpage>&#x2013;<lpage>323.e6</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.chom.2018.07.007</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wickham</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Averick</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Bryan</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Chang</surname> <given-names>W.</given-names>
</name>
<name>
<surname>McGowan</surname> <given-names>L. D.</given-names>
</name>    <name>
<surname>Fran&#xe7;ois</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Welcome to the {Tidyverse}</article-title>. <source>J. Open Source Softw.</source> <volume>4</volume>, <fpage>1686</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21105/joss.01686</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wilke</surname> <given-names>C. O.</given-names>
</name>
<name>
<surname>Sawyer</surname> <given-names>S. L.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>At the Mercy of Viruses</article-title>. <source>Elife</source> <volume>5</volume>, <fpage>e12469</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7554/eLife.16758</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zahurak</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Parmigiani</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Scharpf</surname> <given-names>R. B.</given-names>
</name>
<name>
<surname>Berman</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Schaeffer</surname> <given-names>E.</given-names>
</name>
<etal/>
</person-group>. (<year>2007</year>). <article-title>Pre-Processing Agilent Microarray Data</article-title>. <source>BMC Bioinf.</source> <volume>8</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1471-2105-8-142</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Sachse</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Prevost</surname> <given-names>M.-C.</given-names>
</name>
<name>
<surname>Luallen</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Troemel</surname> <given-names>E. R.</given-names>
</name>
<name>
<surname>Felix</surname> <given-names>M.-A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A Large Collection of Novel Nematode- Infecting Microsporidia and Their Diverse Interactions With Caenorhabditis Elegans and Other Related Nematodes</article-title>. <source>PloS Pathog.</source> <volume>12</volume>, <fpage>e1006093</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.ppat.1006093</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>