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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2021.743663</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Adaptive Evolution and Gigantism Mechanisms of the Hadal &#x0201C;Supergiant&#x0201D; Amphipod <italic>Alicella gigantea</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Wenhao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1490510/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Faxiang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1445381/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Jiang</surname> <given-names>Shouwen</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1491422/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Pan</surname> <given-names>Binbin</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="http://loop.frontiersin.org/people/1348721/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chan</surname> <given-names>Jiulin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Xu</surname> <given-names>Qianghua</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1087968/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, Ministry of Education, College of Marine Sciences, Shanghai Ocean University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Shanghai Engineering Research Center of Hadal Science &#x00026; Technology, College of Marine Sciences, Shanghai Ocean University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Key Laboratory of Aquaculture Resources and Utilization, Ministry of Education, College of Fisheries and Life Sciences, Shanghai Ocean University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>National Distant-Water Fisheries Engineering Research Center, Shanghai Ocean University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Christian Marcelo Ib&#x000E1;&#x000F1;ez, Andres Bello University, Chile</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Denis Copilas-Ciocianu, Nature Research Centre, Lithuania; Guoyong Yan, Hong Kong University of Science and Technology, Hong Kong SAR, China</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Qianghua Xu <email>qhxu&#x00040;shou.edu.cn</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Marine Evolutionary Biology, Biogeography and Species Diversity, a section of the journal Frontiers in Marine Science</p></fn>
<fn fn-type="equal" id="fn002"><p>&#x02020;These authors share first authorship</p></fn></author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>743663</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Li, Wang, Jiang, Pan, Chan and Xu.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Li, Wang, Jiang, Pan, Chan and Xu</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>Hadal trenches are commonly referred to as the deepest areas in the ocean and are characterized by extreme environmental conditions such as high hydrostatic pressures and very limited food supplies. Amphipods are considered the dominant scavengers in the hadal food web. <italic>Alicella gigantea</italic> is the largest hadal amphipod and, as such, has attracted a lot of attention. However, the adaptive evolution and gigantism mechanisms of the hadal &#x0201C;supergiant&#x0201D; remain unknown. In this study, the whole-body transcriptome analysis was conducted regarding the two hadal amphipods, one being the largest sized species <italic>A. gigantea</italic> from the New Britain Trench and another the small-sized species <italic>Bathycallisoma schellenbergi</italic> from the Marceau Trench. The size and weight measurement of the two hadal amphipods revealed that the growth of <italic>A. gigantea</italic> was comparatively much faster than that of <italic>B. schellenbergi</italic>. Phylogenetic analyses showed that <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> were clustered into a Lysianassoidea clade, and were distinct from the Gammaroidea consisting of shallow-water Gammarus species. Codon substitution analyses revealed that &#x0201C;response to starvation,&#x0201D; &#x0201C;glycerolipid metabolism,&#x0201D; and &#x0201C;meiosis&#x0201D; pathways were enriched among the positively selected genes (PSGs) of the two hadal amphipods, suggesting that hadal amphipods are subjected to intense food shortage and the pathways are the main adaptation strategies to survive in the hadal environment. To elucidate the mechanisms underlying the gigantism of <italic>A. gigantea</italic>, small-sized amphipods were used as the background for evolutionary analysis, we found the seven PSGs that were ultimately related to growth and proliferation. In addition, the evolutionary rate of the gene ontology (GO) term &#x0201C;growth regulation&#x0201D; was significantly higher in <italic>A. gigantea</italic> than in small-sized amphipods. By combining, those points might be the possible gigantism mechanisms of the hadal &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic>.</p></abstract>
<kwd-group>
<kwd>hadal</kwd>
<kwd>amphipod</kwd>
<kwd><italic>Alicella gigantea</italic></kwd>
<kwd>gigantism</kwd>
<kwd>positively selected gene</kwd>
<kwd>evolution rate</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content></contract-sponsor>
<contract-sponsor id="cn002">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
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<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="93"/>
<page-count count="17"/>
<word-count count="10544"/>
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</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Hadal, the deepest area of the ocean (6,000&#x02013;11,000 m), is a unique harsh environment characterized by extremely high hydrostatic pressures, low temperature, and limited food sources (Somero, <xref ref-type="bibr" rid="B80">1992</xref>; Jamieson et al., <xref ref-type="bibr" rid="B45">2010</xref>). Hadal is an extremely hostile environment for most organisms; however, some species seem to be adapted very well to the hadal environment (Somero, <xref ref-type="bibr" rid="B80">1992</xref>; Bartlett, <xref ref-type="bibr" rid="B6">2002</xref>; Yancey and Siebenaller, <xref ref-type="bibr" rid="B89">2015</xref>). With increasing sampling efforts regarding the hadal trenches, a wide range of organisms was found to thrive within the extreme environment (Nunoura et al., <xref ref-type="bibr" rid="B68">2015</xref>; Tarn et al., <xref ref-type="bibr" rid="B83">2016</xref>). How those hadal creatures adapted to the extreme environment is a topic of great interest to researchers.</p>
<p>The organisms that are endemic to hadal zones have evolved unique physiological and biochemical functions necessary for growth and survival in this hadal habitat. Hadal creatures were found to have more fluidity of cell membranes due to an increase of less rigid unsaturated fatty acid chains (Cossins and Macdonald, <xref ref-type="bibr" rid="B22">1984</xref>, <xref ref-type="bibr" rid="B23">1989</xref>). For example, compared with the bathyal roundnose grenadier <italic>Coryphaenoides rupestris</italic> (400&#x02013;1,200 m depth), the abyssal grenadier <italic>Coryphaenoides armatus</italic> (2,000&#x02013;5,000 m depth) was found to have consistently higher fluidity in membranes (Cossins and Macdonald, <xref ref-type="bibr" rid="B23">1989</xref>). Hadal creatures were also found to own some external types of &#x0201C;assistance&#x0201D; to improve protein stability and functional adaptability under high hydrostatic pressures. The types of &#x0201C;assistance&#x0201D; include stress proteins, phospholipids, and micromolecular counteractants, for example, trimethylamine N-oxide (TMAO), which was reported to be of great significance for the adaptation of hadal species (Yancey, <xref ref-type="bibr" rid="B88">2020</xref>).</p>
<p>With the development of molecular technology, researchers tried to explore the molecular adaptation mechanisms of the hadal creatures at the genetic level. For example, the whole genome sequence of Mariana hadal snailfish (<italic>Pseudoliparis Swirei</italic>) was recently analyzed. The bone Gla protein (BGLAP) gene possessed a frameshift mutation in <italic>P. swirei</italic>, which resulted in an incomplete ossification of the hadal snailfish to adapt to a high-pressure environment. The hadal snailfish also lost several important photoreceptor genes to adapt to the lightless hadal environment (Wang et al., <xref ref-type="bibr" rid="B87">2019</xref>).</p>
<p>Amphipods (Arthropoda: Crustacea: Amphipoda) have a long evolutionary history, wide variety of species, and wide distribution ranging from 0 to 11,000 m, and are considered to be the dominant scavengers in the hadal food web (Eustace et al., <xref ref-type="bibr" rid="B31">2016</xref>; Lacey et al., <xref ref-type="bibr" rid="B56">2016</xref>; Copila&#x0015F;-Ciocianu et al., <xref ref-type="bibr" rid="B21">2020</xref>). These animals are among the few fauna species that can be readily obtained in large numbers and diversities. Therefore, hadal amphipods are commonly used in the study of adaptability to an extreme environment. By comparing hadal and littoral amphipods, researchers have found that TMAO, scyllo-inositol, and other pressure counteractants increase with depth (Downing et al., <xref ref-type="bibr" rid="B29">2018</xref>). The hadal <italic>Hirondellea gigas</italic> was found to have a unique enzyme component, cellulase (HGcel), which can digest the wooden debris buried in the deepest seafloor (Kobayashi et al., <xref ref-type="bibr" rid="B53">2012</xref>).</p>
<p>Among the reported hadal amphipods so far, one unique hadal amphipod, <italic>Alicella gigantea</italic>, attracts wide attention due to its significant gigantism. <italic>A. gigantea</italic>, also called &#x0201C;supergiant,&#x0201D; inhabits in the deep abyssal plains in the Northern Hemisphere of the North Atlantic Ocean (off the Canaries, Cape Verde, and in the Demerara Basin) and near the Hawai&#x00027;ian Islands of the North Pacific Ocean (Barnard and Ingram, <xref ref-type="bibr" rid="B5">1986</xref>; Hasegawa et al., <xref ref-type="bibr" rid="B38">1986</xref>; De Broyer and Thurston, <xref ref-type="bibr" rid="B27">1987</xref>). It is the largest known amphipod, whose adult body length ranges from 240 to 340 mm (Harrison et al., <xref ref-type="bibr" rid="B36">1983</xref>; Barnard and Ingram, <xref ref-type="bibr" rid="B5">1986</xref>; Jamieson et al., <xref ref-type="bibr" rid="B46">2013</xref>). Chapelle and Peck (<xref ref-type="bibr" rid="B16">2004</xref>) counted the body lengths of over 2,000 amphipod species and found that the body sizes of most amphipod species were &#x0003C;40 mm. It has also been suggested that, with reduced temperature and increased hydrostatic pressure, there should be an increase in cell size and life span (Timofeev, <xref ref-type="bibr" rid="B84">2001</xref>), which might be an explanation for the gigantism of <italic>A. gigantea</italic>. However, until now there has not been a genetic mechanism study on the gigantism of <italic>A. gigantea</italic>.</p>
<p><italic>Bathycallisoma schellenbergi</italic> is a geographically widely distributed hadal amphipod species. It is found in the North Pacific, the Puerto Rico Trench in the Southwest Pacific, and the Java Trench in the Indian Ocean (Lacey et al., <xref ref-type="bibr" rid="B55">2013</xref>). Compared with the supergiant <italic>A. gigantea, B. schellenbergi</italic> is quite a small hadal amphipod. For example, <italic>B. schellenbergi</italic> collected from the Tonga Trench had an average size of 25 mm (Jamieson, <xref ref-type="bibr" rid="B44">2015</xref>). Similar to most hadal amphipods, <italic>B. schellenbergi</italic> is an obligate scavenger, feeding on carrion falling to the deep-sea floor (Sainte-Marie, <xref ref-type="bibr" rid="B73">1992</xref>; Britton and Morton, <xref ref-type="bibr" rid="B10">1994</xref>; Kaiser and Moore, <xref ref-type="bibr" rid="B48">1999</xref>). It has some hadal adaptations, such as the acute chemoreceptor organs used to detect carrion and the ability to resist chronic hunger, which is conducive to the scavenging foraging strategy (Smith and Baldwin, <xref ref-type="bibr" rid="B78">1982</xref>; Sainte-Marie, <xref ref-type="bibr" rid="B73">1992</xref>). Therefore, <italic>B. schellenbergi</italic> can be used as a fine reference species to explore the gigantism mechanism of <italic>A. gigantea</italic>.</p>
<p>Indeed, to explore the hadal adaptation mechanisms and the possible causes of gigantism in <italic>A. gigantea</italic>, its whole genome has to be analyzed. However, the estimated huge genome size of <italic>A. gigantea</italic> (34.02 Gb) makes such a task cumbersome (Ritchie et al., <xref ref-type="bibr" rid="B70">2017</xref>). It has been also well-known that the hadal amphipods possess a striking large genome, ranging from 4.04 Gb in <italic>Paralicella caperesca</italic> to 34.02 Gb in <italic>A. gigantea</italic> (Ritchie et al., <xref ref-type="bibr" rid="B70">2017</xref>). Therefore, transcriptome sequencing and analysis could be an effective option for genome-wide comparative adaptation studies of hadal species. Some researchers have identified a genome-wide positive selection by combining the next-generation sequencing of the transcriptome with branching site modeling to reveal the underlying mechanisms of molecular adaptation (Tsaur and Wu, <xref ref-type="bibr" rid="B85">1997</xref>; Roux et al., <xref ref-type="bibr" rid="B72">2014</xref>; Dungan et al., <xref ref-type="bibr" rid="B30">2016</xref>), which provides technical support for the hadal species adaptation studies at the genetic level. As of now, only <italic>H. gigas</italic> from the Mariana Trench has been analyzed by transcriptome (Lan et al., <xref ref-type="bibr" rid="B57">2017</xref>), and the transcriptome analysis of other hadal amphipod species is lacking.</p>
<p>In this study, two different sized amphipods, <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, were selected as the research objects for the transcriptome and evolutionary analysis, which could improve the adaptation mechanisms of hadal amphipods at the genetic level. Meanwhile, the gigantism mechanism of the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic> was also explored in this study.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Sample Collection</title>
<p>Two amphipod species, <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, were collected from the New Britain Trench (8,824 m, 7.02&#x000B0;S 149.16&#x000B0;E) and Marceau Trench (6,690 m, 1.42&#x000B0;N 148.74&#x000B0;E) in the West Pacific Ocean (<xref ref-type="fig" rid="F1">Figure 1</xref>). The autonomous deep-ocean lander vehicle, equipped with two cage traps baited with a suitable amount of mackerels, was launched from the &#x0201C;Zhang Jian&#x0201D; research vessel and deployed to the sea floor for up to 10 h. Detailed information about the lander vehicle and sampling was described in Chan et al. (<xref ref-type="bibr" rid="B15">2020</xref>, <xref ref-type="bibr" rid="B14">2021</xref>). Upon the recovery of the lander, amphipods were preserved immediately at &#x02212;80&#x000B0;C until processed for analysis. The body length and weight were measured in a land-based laboratory.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Sample collection and size and weight measurement. <bold>(A)</bold> The sampling sites of two amphipods were used in this study. <italic>Alicella gigantea</italic> and <italic>Bathycallisoma schellenbergi</italic> individuals were sampled from the New Britain Trench (8,224 m) (red square) and the Marceau Trench (6,990 m) (green square), respectively. <bold>(B)</bold> The pictures of <italic>A. gigantea</italic> (upper) and <italic>B. schellenbergi</italic> (down) exhibited a significant difference in their body size. <bold>(C)</bold> The growth fitting curves for <italic>A. gigantea</italic> (red) and <italic>B. schellenbergi</italic> (blue). About 50 individuals for each species were used for the body length (x-axis, mm) and body weight (y-axis, g) measurement. The linear correlation equations between the body lengths and weights for <italic>A. gigantea</italic> (red) and <italic>B. schellenbergi</italic> (blue) were also shown.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-743663-g0001.tif"/>
</fig>
</sec>
<sec>
<title>Transcriptome Sequencing, <italic>de novo</italic> Assembly, and Gene Prediction</title>
<p>Nine juvenile individuals of <italic>A. gigantea</italic> (5&#x02013;7 cm) and <italic>B. schellenbergi</italic> (2&#x02013;3 cm) were selected and divided into three subgroups (three individuals for each subgroup), which were assigned as three biological replicates. Total RNA from the whole body of <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> was extracted using Trizol (Invitrogen, Carlsbad, CA, USA). The complementary DNA (cDNA) libraries were constructed by VAHTS Universal V6 RNA-seq Library Prep Kit Illumina (Vazyme Biotech, Nanjing, China, Cat: NR604-01/02) and sequenced on Illumina NovaSeq 6000/PE150 (Novogene, Beijing, China). The paired-end cleaned reads were obtained by trimmomatic (Bolger et al., <xref ref-type="bibr" rid="B8">2014</xref>) (0.33) with the parameter: HEADCROP:3 AVGQUAL:30 TRAILING:30 SLIDINGWINDOW:4:20 MINLEN:50. All clean reads of the three biological replicates were merged and assembled by the Trinity (Haas et al., <xref ref-type="bibr" rid="B35">2013</xref>) (v2.6.6) software, maintaining the length of over 200 bp transcript. To evaluate the quality of the assemblies, contigs number, N50 length, assembly size, and the predicted gene number were assessed. Then, we selected the longest isoform of the gene as the unigene had to do the following analysis. To assess the completeness of the assembled transcripts, single-copy marker genes were checked by the benchmarking universal single-copy orthologs (BUSCO) (3.0.2) software package (Sim&#x000E3;o et al., <xref ref-type="bibr" rid="B76">2015</xref>; Seppey et al., <xref ref-type="bibr" rid="B74">2019</xref>) using the Arthropoda subset (arthropoda_odb10). The TransDecoder (Haas et al., <xref ref-type="bibr" rid="B35">2013</xref>) (5.2.0) software was used to predict the protein sequence with the annotation result of blastp (Altschul et al., <xref ref-type="bibr" rid="B3">1997</xref>) (2.5.0&#x0002B;) and hmmscan (Finn et al., <xref ref-type="bibr" rid="B33">2011</xref>) (3.1b2) from the UniProt and Pfam database.</p>
</sec>
<sec>
<title>Gene Functional Annotation</title>
<p>Following the <italic>de novo</italic> assembly and gene prediction, we annotated the predicted genes from different databases, including the National Center for Biotechnology Information non-redundant (NCBI-nr), KEGG (Kyoto Encyclopedia of Genes and Genomes) automatic annotation server (KAAS) (Moriya et al., <xref ref-type="bibr" rid="B65">2007</xref>), and eggNOG (Jensen et al., <xref ref-type="bibr" rid="B47">2008</xref>) database. The DIAMOND (Buchfink et al., <xref ref-type="bibr" rid="B11">2015</xref>) software (v0.8.22.84) was used to mapping the NR database with an <italic>E</italic>-value cutoff of 1e-10 and a minimum match percentage identity of 50%. The gene ontology (GO) terms were extracted from the eggNOG and Swissprot results. KAAS (<ext-link ext-link-type="uri" xlink:href="https://www.genome.jp/tools/kaas/">https://www.genome.jp/tools/kaas/</ext-link>) was used for an orthology assignment and a pathway mapping by using a bidirectional best hit (BBH) method.</p>
</sec>
<sec>
<title>Identification of Orthologs and Phylogenetic Analysis</title>
<p>The whole-body transcriptome and genome data for 11 arthropoda species were obtained from multiple sources. <italic>Gammarus fossarum</italic> was obtained from Bourbre River in central France and its body length was about 2 mm (Straub et al., <xref ref-type="bibr" rid="B82">2017</xref>). <italic>Gammarus minus</italic> was collected from the Ward Spring in Greenbrier County, West Virginia, USA (Carlini and Fong, <xref ref-type="bibr" rid="B12">2017</xref>). The male adults were about 6&#x02013;9 mm in length (David et al., <xref ref-type="bibr" rid="B26">2013</xref>). <italic>Gammarus chevreuxi</italic> was collected from the River Plym, Plymouth, UK (Collins et al., <xref ref-type="bibr" rid="B20">2017</xref>). <italic>H. gigas</italic> was collected from the Mariana Trench with a depth of 10,929 m (Lan et al., <xref ref-type="bibr" rid="B57">2017</xref>). The body length of <italic>H. gigas</italic> can reach more than 30 mm (Kobayashi et al., <xref ref-type="bibr" rid="B54">2019</xref>). <italic>Echinogammarus marinus</italic> was from the sea coast (50.79&#x000B0;N 1.03&#x000B0;W) of the UK (Cogne et al., <xref ref-type="bibr" rid="B18">2019</xref>). We downloaded the published Gammaridea species transcriptome raw data from SRA (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/sra">https://www.ncbi.nlm.nih.gov/sra</ext-link>) (<italic>G. fossarum</italic> ERR386132, <italic>G. minus</italic> SRR5576331, SRR5576333, <italic>G. chevreuxi</italic> SRR5109803, SRR5109804, SRR5109805, <italic>H. gigas</italic> SRR3822238, and <italic>E. marinus</italic> SRR8089734, SRR8089735), and then cleaned and assembled the data by using the same pipeline like our <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> data.</p>
<p>Genome sequence and gene annotation files of <italic>Hyalella azteca</italic> (Poynton et al., <xref ref-type="bibr" rid="B69">2018</xref>), <italic>Penaeus vannamei</italic> (Zhang et al., <xref ref-type="bibr" rid="B91">2019</xref>), <italic>Eurytemora affinis</italic> (Eyun et al., <xref ref-type="bibr" rid="B32">2017</xref>), <italic>Daphnia pulex</italic> (Colbourne et al., <xref ref-type="bibr" rid="B19">2011</xref>), <italic>Cryptotermes secundus</italic> (Harrison et al., <xref ref-type="bibr" rid="B37">2018</xref>) were downloaded from the NCBI database (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/genome/">https://www.ncbi.nlm.nih.gov/genome/</ext-link>). The genome sequence of <italic>Parhyale hawaiensis</italic> (Kao et al., <xref ref-type="bibr" rid="B50">2016</xref>) was downloaded from the NCBI, and the coding DNA sequence of <italic>P. hawaiensis</italic> was annotated by the gene model mapper (Keilwagen et al., <xref ref-type="bibr" rid="B52">2018</xref>) (GeMoMa, 1.5.3) software using <italic>P. vannamei</italic> homology protein. OrthoMCL (Li et al., <xref ref-type="bibr" rid="B58">2003</xref>) (v2.0.9) was employed to retrieve the groups of homologous genes from the longest protein sequences of each gene. Single-copy orthologous genes were extracted using a manual Perl script. These sequences were aligned using the MAFFT (Katoh et al., <xref ref-type="bibr" rid="B51">2002</xref>) (v7.407) software. The aligned sequences were converged to a supergene. Gblocks (Castresana, <xref ref-type="bibr" rid="B13">2000</xref>) (0.91b) software was used to get the conserved region. Using the best model according to the ProtTest (Darriba et al., <xref ref-type="bibr" rid="B25">2011</xref>) (3.4) software: LG&#x0002B;I&#x0002B;G&#x0002B;F, the phylogenetic tree was reconstructed using the RAxML (Stamatakis et al., <xref ref-type="bibr" rid="B81">2008</xref>) software (v8.1.24, raxmlHPC-PTHREADS-SSE3, bootstrap: 1,000 iterations). <italic>C. secundus</italic> was selected as the outgroup species. Figtree (v1.4.4) was used for the cladogram tree visualization. The classification of Arthropoda in this study was made according to the Taxonomicon (<ext-link ext-link-type="uri" xlink:href="http://taxonomicon.taxonomy.nl/">http://taxonomicon.taxonomy.nl/</ext-link>).</p>
</sec>
<sec>
<title>Determination of Positively Selected Genes</title>
<p>Single-copy orthologous genes were selected from <italic>A. gigantea, B. schellenbergi, G. minus, G. fossarum, G. chevreuxi</italic>, and <italic>E. marinus</italic> using the OrthoMCL software. PRANK was used to align the codon sequences by using a codon substitution matrix. Gblocks (0.91b) software was used to get the conserved region using the &#x02013;<italic>t</italic> = <italic>c</italic> parameter. The signatures of positively selected genes (PSGs) along a specific branch can be detected by branch-site models implemented in the CodeML module of the phylogenetic analysis by maximum likelihood (PAML) package (Yang, <xref ref-type="bibr" rid="B90">2007</xref>) version 4.9 g. To detect PSGs in the hadal amphipod, the <italic>A. gigantea</italic> lineage was designated as &#x0201C;foreground&#x0201D; phylogeny, and the other four shallow-water Gammarida lineages were assigned as &#x0201C;background&#x0201D; phylogeny. The tree file for the branch-site model is [((<italic>E. marinus</italic>, (<italic>G. chevreuxi</italic>, (<italic>G. minus, G. fossarum</italic>))), <italic>A. gigantea</italic> &#x00023;1);] which the foreground species labeled with &#x00023;1. In a similar way, the <italic>B. schellenbergi</italic> lineage was designated as &#x0201C;foreground&#x0201D; phylogeny to detect the PSGs in <italic>B. schellenbergi</italic>, and the <italic>H. gigas</italic> lineage was designated as &#x0201C;foreground&#x0201D; phylogeny to detect the PSGs in <italic>H. gigas</italic>.</p>
<p>To detect the PSGs that are unique to the &#x0201C;supergiant&#x0201D; amphipod, single-copy orthologous genes were selected among <italic>A. gigantea, B. schellenbergi, H. gigas, G. chevreuxi</italic>, and <italic>E</italic>. <italic>marinus</italic> using the OrthoMCL software, and <italic>A. gigantea</italic> was set as a foreground branch. The tree file for the branch-site model is [((<italic>E. marinus, G. chevreuxi</italic>), (<italic>H. gigas</italic>, (<italic>B. schellenbergi, A. gigantea</italic> &#x00023;1)));]. The custom python script was used to implement the GO and KEGG enrichment analysis by using a hypergeometric test method.</p>
</sec>
<sec>
<title>Identifications of Rapidly Evolving GO Terms</title>
<p>To identify the rapidly evolving GO terms in <italic>A. gigantea</italic> or <italic>B. schellenbergi</italic>, we estimated the evolution rate by calculating the average <italic>dN</italic>/<italic>dS</italic> values for GO terms. We combined the GO annotation both from the eggNOG database and the Swissprot results. The GO categories, including at least 30 but &#x0003C;800 single-copy orthologous genes, were used for the following analysis. We concatenated the single-copy orthologous genes to a &#x0201C;supergene&#x0201D; according to the GO category. We calculated the <italic>dN</italic>/<italic>dS</italic> values of supergenes using a free-ratio model (M1) of the CodeML program, which is integrated into the PAML package. Supergenes with <italic>N</italic><sup>&#x0002A;</sup><italic>dN</italic> &#x0003C;1 or <italic>S</italic><sup>&#x0002A;</sup><italic>dS</italic> &#x0003C;1 or <italic>dS</italic> &#x0003E;1 were filtered.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Size Measurement of the Two Hadal Amphipods</title>
<p>In this study, 50 individuals for each species were randomly selected in terms of their size and weight measurement. The body size of <italic>A. gigantea</italic> ranges from 72.5 to 141.0 mm and its weight ranges from 4.2 to 45 g, whereas the body size of <italic>B. schellenbergi</italic> ranges from 22.3 to 44.0 mm and its weight ranges from 0.5 to 2.2 g. From the perspective of range, body size, and weight have a much wider distribution in <italic>A. gigantea</italic> than in <italic>B. schellenbergi</italic>. It is also obvious that body size and weight are much larger in <italic>A. gigantea</italic> than in <italic>B. schellenbergi</italic>. From the growth trend, the growth fitting curves of both <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> are linear, but the slope of <italic>A. gigantea</italic> is much larger than that of <italic>B. schellenbergi</italic>, which might indicate that the weight of <italic>A. gigantea</italic> increases comparatively rapidly (<xref ref-type="fig" rid="F1">Figure 1C</xref>).</p>
</sec>
<sec>
<title>Data Filtering and <italic>de novo</italic> Assembly</title>
<p>The transcriptome sequencing results for the two hadal amphipods, <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, were summarized in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>. A total of 18.9 and 16.6 Gb raw data were generated for <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, respectively. The trimmed reads were then used in the transcriptome assembly. The final assembled transcriptome contained 244,665 and 204,636 contigs, which have a total length of 159.1 and 128.2 M and a contig N50 value of 986 and 917 bp, respectively, for <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>. About 26,559 and 21,879 contigs were annotated for <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, respectively. The completeness of the assembled transcriptomes against the BUSCO database was 90.1% in <italic>A. gigantea</italic> and 86.3% in <italic>B. schellenbergi</italic>.</p>
</sec>
<sec>
<title>Gene Annotations</title>
<p>The predicted genes were blasted from the NCBI-nr protein database using the DIAMOND software. The percent ratio of the genes that have homologs to the genes from the NCBI-nr database for <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> is 55.2% (14,661/26,559) and 58.4% (12,774/21,879), respectively, suggesting that the two hadal amphipods contained a certain number of orphan genes. Most of the genes of <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> have homologs in the NCBI-nr database and are mapped to Malacostraca animals, 70.1 and 69.6% mapping to <italic>H. azteca</italic> (Amphipoda), 11.5 and 12.2% mapping to <italic>P. vannamei</italic> (Decapoda), and 1.5 and 1.4% mapping to <italic>Armadillidium vulgare</italic> (Isopoda), respectively (<xref ref-type="fig" rid="F2">Figure 2</xref>). A total of 11,185 (42.1%) in <italic>A. gigantea</italic> and 9,466 (43.3%) in <italic>B. schellenbergi</italic> translated proteins had at least one significant hit on GO terms, and 10,771 (40.5%) in <italic>A. gigantea</italic> and 9,110 (41.6%) in <italic>B. schellenbergi</italic> were matched to the KEGG pathway database.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>The distributions of the hit species for <italic>A. gigantea</italic> <bold>(A)</bold> and <italic>B. schellenbergi</italic> <bold>(B)</bold> based on BLASTP against non-redundant (Nr) databases.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-743663-g0002.tif"/>
</fig>
</sec>
<sec>
<title>Phylogenetic Relationships Between Hadal and Shallow-Water Arthropods</title>
<p>A total of 31,051 orthologous gene families were clustered using the OrthoMCL software with default parameters. To reveal the phylogenetic relationship between the hadal amphipods and shallow-water arthropods, a total of 512 single-copy orthologous genes among <italic>A. gigantea, B. schellenbergi, H. gigas, G. minus, G. fossarum, G. chevreuxi, E. marinus, P. hawaiensis, H. azteca, P. vannamei, E. affinis, D. pulex</italic>, and <italic>C. secundus</italic> (served as an outgroup) were identified and used in the tree construction. After the alignment and removal of poorly aligned positions and regions, 91,385 positions (19%) remained in 1,832 selected block(s) were used for the phylogenetic tree reconstruction (<xref ref-type="fig" rid="F3">Figure 3A</xref>). All nodes were supported with the bootstrap values of 100, indicating a well-resolved relationship between the 11 species (<xref ref-type="fig" rid="F3">Figure 3A</xref>). It is evident that the three hadal species, <italic>A. gigantea, B. schellenbergi</italic>, and <italic>H. gigas</italic>, are clustered into one clade (Lysianassoidea clade), and that the four shallow-water Gammarus species, <italic>G. minus, G. fossarum, G. chevreuxi</italic>, and <italic>E. marinus</italic>, are clustered into another clade (Gammaroidea clade) (<xref ref-type="fig" rid="F3">Figure 3A</xref>).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Evolution and homology analysis. <bold>(A)</bold> Phylogenetic analysis of <italic>A. gigantea, B. schellenbergi</italic>, and other arthropods. The hadal species were clustered in the clade Lysianassoidea. <italic>A. gigantea</italic> showed a close phylogenetic relationship with <italic>B. schellenbergi</italic>. All nodes received 100% bootstrap support. <bold>(B)</bold> Comparisons of the predictive genes between <italic>A. gigantea, B. schellenbergi, Hirondellea gigas, Hyalella Azteca</italic>, and <italic>Gammarus fossarum</italic>. <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> have more gene families in common.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-743663-g0003.tif"/>
</fig>
<p>When we compared the predicted genes of the five species, including three hadal amphipods (<italic>A. gigantea, B. schellenbergi</italic>, and <italic>H. gigas</italic>) and two shallow-water arthropods (<italic>G. fossarum</italic> and <italic>H. azteca</italic>), 5,835 gene families were shared by the five species (<xref ref-type="fig" rid="F3">Figure 3B</xref>). Moreover, 1,583 gene families were particularly shared by <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> (<xref ref-type="fig" rid="F3">Figure 3B</xref>).</p>
</sec>
<sec>
<title>Positive Selection Genes of the Hadal Amphipods</title>
<p>We detected PSGs using the branch-site models from CodeML and obtained 147 genes across the two hadal amphipod species. About 111 and 103 PSGs were identified in <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, respectively. About 67 PSGs (45.6%) were shared between <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> (<xref ref-type="fig" rid="F4">Figure 4A</xref> and <xref ref-type="supplementary-material" rid="SM2">Supplementary Tables 2</xref>, <xref ref-type="supplementary-material" rid="SM3">3</xref>), which include carnitine O-palmitoyltransferase 2 (Cpt2), acylglycerol kinase, mitochondrial (AGK). Cpt2 is reported to be involved in lipid transport (Liu et al., <xref ref-type="bibr" rid="B59">2018</xref>), and AGK, a mitochondrial membrane kinase, is reported to be involved in lipid and glycerolipid metabolism (M&#x000E5;rtensson and Becker, <xref ref-type="bibr" rid="B63">2017</xref>).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Gene ontology (GO) enrichment analysis of the positively selected genes (PSGs) in <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>. <bold>(A)</bold> The Venn diagram shows the numbers of the PSGs in <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>. The two hadal species have more shared PSGs (67) than they solely owned PSGs (44 for <italic>A. gigantea</italic> and 36 for <italic>B. schellenbergi</italic>). <bold>(B)</bold> GO enrichment results of PSGs in <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>. The abscissa indicates the number of annotated genes that were assigned to GO terms. These enriched genes were mainly related to &#x0201C;starvation response&#x0201D; and &#x0201C;meiosis.&#x0201D; Statistically significant enrichment results are indicated by asterisks (&#x0002A;indicates the value of <italic>p</italic> &#x0003C; 0.05, &#x0002A;&#x0002A;indicates the value of <italic>p</italic> &#x0003C; 0.01).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-743663-g0004.tif"/>
</fig>
<p>About 20 PSGs in <italic>A. gigantea</italic> or <italic>B. schellenbergi</italic> were found to overlap with <italic>H. gigas</italic> using identical shallow-water species as the background. The shared PSGs included NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 9 (NDUFA9), Leucine-rich pentatricopeptide repeat containing (LRPPRC), Microtubule-associated protein futsch (MAP1B), SprT-like N-terminal domain (SPRTN), Nucleolar protein 6 (NOL6), and Nucleolar pre-ribosomal-associated protein 1 (URB1), which indicated these hadal amphipods undergoing similar evolutionary pressures (<xref ref-type="supplementary-material" rid="SM6">Supplementary Figure 1</xref> and <xref ref-type="supplementary-material" rid="SM2">Supplementary Tables 2</xref>&#x02013;<xref ref-type="supplementary-material" rid="SM4">4</xref>).</p>
<p>As for the PSGs for both <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, GO terms associated with &#x0201C;response to starvation,&#x0201D; &#x0201C;cellular response to starvation,&#x0201D; &#x0201C;mitochondrial electron transport, NADH to ubiquinone,&#x0201D; &#x0201C;meiotic cell cycle,&#x0201D; &#x0201C;spindle pole,&#x0201D; &#x0201C;karyogamy,&#x0201D; &#x0201C;condensed chromosome,&#x0201D; and &#x0201C;regulation of response to stress&#x0201D; were found to be shared by the two hadal amphipods (<xref ref-type="fig" rid="F4">Figure 4B</xref> and <xref ref-type="supplementary-material" rid="SM2">Supplementary Tables 2</xref>, <xref ref-type="supplementary-material" rid="SM3">3</xref>). Additionally, several relevant KEGG categories &#x0201C;glycerolipid metabolism,&#x0201D; &#x0201C;mitophagy-animal,&#x0201D; and &#x0201C;homologous recombination&#x0201D; were enriched in <italic>A. gigantea</italic>, whereas the KEGG categories &#x0201C;ECM-receptor interaction,&#x0201D; &#x0201C;glycerolipid metabolism,&#x0201D; &#x0201C;ribosome biogenesis in eukaryotes,&#x0201D; and &#x0201C;RNA transport&#x0201D; were found to be enriched in <italic>B. schellenbergi</italic> (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>KEGG enrichment analysis of the positively selected genes (PSGs) in the hadal amphipods <italic>Alicella gigantea</italic> and <italic>Bathycallisoma schellenbergi</italic>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>KEGG</bold></th>
<th valign="top" align="left"><bold>Gene function</bold></th>
<th valign="top" align="center"><bold>FDR</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="3"><italic><bold>A. gigantea</bold></italic></td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Glycerolipid metabolism (2.3E-02)</bold></td>
</tr>
<tr>
<td valign="top" align="left">ALDH16A1</td>
<td valign="top" align="left">Aldehyde dehydrogenase 16 family, member A1</td>
<td valign="top" align="center">3.18E-02</td>
</tr>
<tr>
<td valign="top" align="left">PNLIPRP2</td>
<td valign="top" align="left">Pancreatic lipase-related protein 2-like</td>
<td valign="top" align="center">4.13E-02</td>
</tr>
<tr>
<td valign="top" align="left">AGK</td>
<td valign="top" align="left">Acylglycerol kinase, mitochondrial-like</td>
<td valign="top" align="center">2.13E-02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Mitophagy&#x02013;animal (6.9E-02)</bold></td>
</tr>
<tr>
<td valign="top" align="left">PINK1</td>
<td valign="top" align="left">Serine threonine-protein kinase PINK1</td>
<td valign="top" align="center">1.95E-02</td>
</tr>
<tr>
<td valign="top" align="left">UMODL1</td>
<td valign="top" align="left">Uromodulin-like 1</td>
<td valign="top" align="center">1.03E-02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Homologous recombination (9.7E-02)</bold></td>
</tr>
<tr>
<td valign="top" align="left">POLD3</td>
<td valign="top" align="left">Polymerase (DNA-directed), delta 3, accessory subunit</td>
<td valign="top" align="center">4.02E-02</td>
</tr>
<tr>
<td valign="top" align="left">TOP3B1L</td>
<td valign="top" align="left">DNA topoisomerase 3-beta-1-like</td>
<td valign="top" align="center">3.21E-05</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><italic><bold>B. schellenbergi</bold></italic></td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Glycerolipid metabolism (2.8E-02)</bold></td>
</tr>
<tr>
<td valign="top" align="left">ALDR</td>
<td valign="top" align="left">Aldose reductase-like</td>
<td valign="top" align="center">4.61E-02</td>
</tr>
<tr>
<td valign="top" align="left">PNLIPRP2</td>
<td valign="top" align="left">Pancreatic lipase-related protein 2-like</td>
<td valign="top" align="center">4.04E-02</td>
</tr>
<tr>
<td valign="top" align="left">AGK</td>
<td valign="top" align="left">Acylglycerol kinase, mitochondrial-like</td>
<td valign="top" align="center">2.34E-02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>ECM-receptor interaction (2.3E-02)</bold></td>
</tr>
<tr>
<td valign="top" align="left">ITBX</td>
<td valign="top" align="left">Integrin beta-PS</td>
<td valign="top" align="center">4.77E-03</td>
</tr>
<tr>
<td valign="top" align="left">HMMR</td>
<td valign="top" align="left">Hyaluronan-mediated motility receptor (RHAMM)</td>
<td valign="top" align="center">3.11E-02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Ribosome biogenesis in eukaryotes (3.4E-02)</bold></td>
</tr>
<tr>
<td valign="top" align="left">NOL</td>
<td valign="top" align="left">Nucleolar protein 6-like</td>
<td valign="top" align="center">8.52E-03</td>
</tr>
<tr>
<td valign="top" align="left">UTP4</td>
<td valign="top" align="left">U3 small nucleolar RNA-associated protein 4 homolog</td>
<td valign="top" align="center">2.68E-02</td>
</tr>
<tr>
<td valign="top" align="left">NVL</td>
<td valign="top" align="left">Nuclear VCP-like</td>
<td valign="top" align="center">5.75E-03</td>
</tr>
<tr>
<td valign="top" align="left">SBR</td>
<td valign="top" align="left">Nuclear RNA export factor</td>
<td valign="top" align="center">4.31E-03</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>RNA transport (5.0E-02)</bold></td>
</tr>
<tr>
<td valign="top" align="left">RANGAP1</td>
<td valign="top" align="left">RAN GTPase activating protein 1</td>
<td valign="top" align="center">2.56E-02</td>
</tr>
<tr>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="left">Zinc finger protein</td>
<td valign="top" align="center">2.81E-02</td>
</tr>
<tr>
<td valign="top" align="left">EIF5B</td>
<td valign="top" align="left">Translation initiation factor</td>
<td valign="top" align="center">7.42E-03</td>
</tr>
<tr>
<td valign="top" align="left">TACC</td>
<td valign="top" align="left">Transforming acidic coiled-coil-containing protein (TACC)</td>
<td valign="top" align="center">5.38E-03</td>
</tr>
<tr>
<td valign="top" align="left">SBR</td>
<td valign="top" align="left">Nuclear RNA export factor</td>
<td valign="top" align="center">4.31E-03</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>Positively Selected Genes of the &#x0201C;Supergiant&#x0201D; Amphipod</title>
<p>We further explored the PSGs in the &#x0201C;supergiant&#x0201D; amphipod within a total of 3,597 single-copy orthologs. About 58 genes were solely identified in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic> (value of <italic>p</italic> &#x0003C; 0.05; <xref ref-type="supplementary-material" rid="SM5">Supplementary Table 5</xref>), among which 14 PSG genes were shown with a false discovery rate (FDR &#x0003C;0.05; <xref ref-type="table" rid="T2">Table 2</xref>). Among these 14 critically PSGs (FDR &#x0003C;0.05; <xref ref-type="table" rid="T2">Table 2</xref>), we found 2 inositol-related genes, inositol-trisphosphate 3-kinase homolog (ITPK) and inositol monophosphatase 2 (IMPA2) (<xref ref-type="fig" rid="F5">Figure 5A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>), which are involved in the inositol biosynthetic process and inositol phosphate metabolism (<xref ref-type="fig" rid="F5">Figure 5B</xref>). We also found that a gene-encoding rate-limiting enzyme, inosine-5&#x02032;-monophosphate dehydrogenase 1 (IMPDH1) (<xref ref-type="fig" rid="F5">Figure 5A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>), which was involved in the <italic>de novo</italic> synthesis of guanine nucleotides and acts as a homotetramer to regulate cell growth (Slee and Bownes, <xref ref-type="bibr" rid="B77">1995</xref>; Hossain et al., <xref ref-type="bibr" rid="B42">2016</xref>), was under positive selection in <italic>A. gigantea</italic> (<xref ref-type="fig" rid="F5">Figure 5A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>A total of 14 PSGs in the supergiant amphipod <italic>A. gigantea</italic> was identified by a branch-site model in the CodeML Program.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Gene name</bold></th>
<th valign="top" align="left"><bold>Gene description</bold></th>
<th valign="top" align="left"><bold>Positive sites BEB (codon site)</bold></th>
<th valign="top" align="center"><bold>FDR</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">aPKC</td>
<td valign="top" align="left">Atypical protein kinase C</td>
<td valign="top" align="left">1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (311); 0.999<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (314); 0.998<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (316); 0.997<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (319); 0.989<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (321); 1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (324); 0.962<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (328)</td>
<td valign="top" align="center">&#x0003C;5.70E-07</td>
</tr>
<tr>
<td valign="top" align="left">NOMO3</td>
<td valign="top" align="left">Nodal modulator 3</td>
<td valign="top" align="left">0.999<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (707)</td>
<td valign="top" align="center">&#x0003C;5.70E-07</td>
</tr>
<tr>
<td valign="top" align="left">ITPK</td>
<td valign="top" align="left">Inositol-trisphosphate 3-kinase homolog</td>
<td valign="top" align="left">0.983<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (2); 0.996<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (4); 1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (5); 1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (6); 1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (7); 0.979<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (8)</td>
<td valign="top" align="center">&#x0003C;5.70E-07</td>
</tr>
<tr>
<td valign="top" align="left">IMPDH1</td>
<td valign="top" align="left">Inosine-5&#x02032;-monophosphate dehydrogenase 1</td>
<td valign="top" align="left">0.991<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (484); 0.999<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (487); 0.999<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (506)</td>
<td valign="top" align="center">&#x0003C;5.70E-07</td>
</tr>
<tr>
<td valign="top" align="left">GALNT7</td>
<td valign="top" align="left">N-acetylgalactosaminyltransferase 7</td>
<td valign="top" align="left">0.988<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (460); 0.962<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (461); 1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (464); 0.994<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (465); 1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (466); 1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (468); 1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (471); 0.963<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (473); 0.999<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (474); 0.996<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (477)</td>
<td valign="top" align="center">&#x0003C;5.70E-07</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Alpha-actinin, sarcomeric</td>
<td valign="top" align="left">0.950<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (12)</td>
<td valign="top" align="center">5.70E-07</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Putative protein no-on-transient A-like</td>
<td valign="top" align="left">0.999<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (328); 0.993<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (330); 0.996<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (332)</td>
<td valign="top" align="center">0.000109</td>
</tr>
<tr>
<td valign="top" align="left">GAL3ST2</td>
<td valign="top" align="left">Galactose-3-O-sulfotransferase 3</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">0.001105</td>
</tr>
<tr>
<td valign="top" align="left">IMPA2</td>
<td valign="top" align="left">Inositol monophosphatase 2</td>
<td valign="top" align="left">0.968<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (6); 0.958<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (11); 0.993<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (35); 0.989<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (38); 0.999<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (39); 0.990<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (60)</td>
<td valign="top" align="center">0.001505</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Unknown gene</td>
<td valign="top" align="left">1.000<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (2); 0.998<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (5)</td>
<td valign="top" align="center">0.002422</td>
</tr>
<tr>
<td valign="top" align="left">MCFD2</td>
<td valign="top" align="left">Multiple coagulation factor deficiency protein 2 homolog</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">0.017187</td>
</tr>
<tr>
<td valign="top" align="left">RPS4</td>
<td valign="top" align="left">40S ribosomal protein S4</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">0.017811</td>
</tr>
<tr>
<td valign="top" align="left">TRM82</td>
<td valign="top" align="left">tRNA(guanine-N(7)-)-methyltransferase non-catalytic subunit trm82</td>
<td valign="top" align="left">0.999<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;&#x0002A;</sup></xref> (196)</td>
<td valign="top" align="center">0.017811</td>
</tr>
<tr>
<td valign="top" align="left">TUT1</td>
<td valign="top" align="left">Speckle targeted PIP5K1A-regulated poly(A) polymerase</td>
<td valign="top" align="left">0.978<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (249); 0.977<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref> (580)</td>
<td valign="top" align="center">0.034176</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1">
<label>&#x0002A;</label>
<p><italic>Represent Bayes empirical Bayes (BEB) posterior probability &#x0003E;0.95</italic>,</p></fn> 
<fn id="TN2">
<label>&#x0002A;&#x0002A;</label>
<p><italic>representing BEB posterior probability &#x0003E;0.99</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>The possible signaling pathways involved by the PSGs solely identified in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic>. <bold>(A)</bold> The positively selected sites in the four PSGs (ITPK, IMPA2, IMPDH1, and aPKC) were solely identified in <italic>A. gigantea</italic>. To detect PSGs solely identified in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic>, we calculated by setting <italic>A. gigantea</italic> as the foreground and the other two small hadal amphipods (<italic>B. schellenbergi</italic> and <italic>H. gigas</italic>) as well as the two shallow-water amphipods (<italic>Gammarus chevreuxi</italic> and <italic>Echinogammarus marinus</italic>) as the background. The positively selected sites were marked in red asterisks. <bold>(B)</bold> The seven PSGs (ITPK, IMPA2, IMPDH1, aPKC, PPP1R3B, GYG1, and Slc2a1) were solely identified in <italic>A. gigantea</italic> were involved in inositol phosphate metabolism, insulin signaling, and glycogenesis signaling, which were related to growth and proliferation. PI, phosphatidylinositol; PIP2, phosphatidylinositol-4,5-bisphosphate; Ins(1,4,5)P3, inositol 1,4,5-trisphosphate; ITPK, inositol-triphosphate 3-kinase homolog; Ins(1,3,4,5)P4, inositol 1,3,4,5-tetrakisphosphate; Ins3P, inositol 3-monophosphate; IMPA2, inositol monophosphatase 2; INS, insulin; PIP3, phosphatidylinositol-3,4,5-trisphosphate; aPKC, atypical protein kinase C; PPP1R3B, protein phosphatase 1 regulatory subunit 3B; GYG1, glycogenin-1; GYS, glycogen synthase; GBE1, 1,4-alpha-glucan branching enzyme; Slc2a1, solute carrier family 2, facilitated glucose transporter member 1; IMPDH1, inosine-5&#x02032;-monophosphatase dehydrogenase 1; IMP, inosine monophosphate; GMP, guanosine monophosphate.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-743663-g0005.tif"/>
</fig>
<p>Among the 14 PSGs solely identified in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic>, the most significant PSG (FDR &#x0003C;5.70E-07) is atypical protein kinase C (aPKC) (<xref ref-type="fig" rid="F5">Figure 5A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>), which encodes a member of the protein kinase C (PKC) family of serine/threonine protein kinases and plays an important role in the insulin signaling pathway (<xref ref-type="fig" rid="F5">Figure 5B</xref>; Luna et al., <xref ref-type="bibr" rid="B61">2006</xref>). Seven positively selected sites (sites 311, 314, 316, 319, 321, 324, and 328) were found in <italic>A. gigantea</italic> aPKC (<xref ref-type="fig" rid="F5">Figure 5A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>). In addition, protein phosphatase 1 regulatory subunit 3B (PPP1R3B, the value of <italic>p</italic> &#x0003C; 0.01), glycogenin-1 (GYG1), and Solute Carrier Family 2 (Slc2a1, facilitated glucose transporter member 1, the value of <italic>p</italic> &#x0003C; 0.01) were considered to be under positive selection (<xref ref-type="supplementary-material" rid="SM5">Supplementary Table 5</xref>). The three genes were reported to be involved in glycogenesis and glucose transport (<xref ref-type="fig" rid="F5">Figure 5B</xref>; Zhao and Keating, <xref ref-type="bibr" rid="B92">2007</xref>; Bilyard et al., <xref ref-type="bibr" rid="B7">2018</xref>). Therefore, the PSGs solely identified in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic> were involved in inositol phosphate metabolism, insulin signaling, and glycogenesis signaling, which were ultimately related to growth and proliferation (<xref ref-type="fig" rid="F5">Figure 5B</xref>).</p>
</sec>
<sec>
<title>Elevated <italic>dN</italic>/<italic>dS</italic> Ratios in the Lineages of Hadal Amphipods and the Supergiant Hadal Amphipod</title>
<p>To identify whether the GO categories were evolving faster in the hadal amphipods or the shallow-water amphipods, the <italic>dN/dS</italic> ratios of 3,380 single-copy orthologous genes among the four gammarideas (2 hadal species: <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> and two shallow-water species: <italic>E. marinus</italic> and <italic>G. fossarum</italic>) together with <italic>H. azteca</italic> (set as outgroup) were calculated and the mean <italic>dN/dS</italic> value of the genes associated with each GO term was calculated for each species. By comparing with <italic>E. marinus</italic> and <italic>G. fossarum</italic>, we screened for the GO categories that underwent rapid evolution in the hadals <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>. We identified 549 GO categories, which showed increased <italic>dN/dS</italic> ratios in the (<italic>A. gigantea</italic> or <italic>B. schellenbergi</italic>)/(<italic>E. marinus</italic> or <italic>G. fossarum</italic>) comparisons. The common GO categories included &#x0201C;regulation of response to stimulus,&#x0201D; &#x0201C;mitochondrial matrix,&#x0201D; &#x0201C;DNA repair,&#x0201D; &#x0201C;meiotic cell cycle,&#x0201D; &#x0201C;lipid biosynthetic process,&#x0201D; and &#x0201C;defense response,&#x0201D; indicating that the genes in these categories may be under higher evolutionary pressure than those in the shallow-water species (<xref ref-type="fig" rid="F6">Figures 6A,B,D,E</xref>).</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Comparisons of <italic>dN/dS</italic> of GO terms between the two hadal amphipods (<italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>) and two shallow-water amphipods (<italic>G. fossarum</italic> and <italic>E. marinus</italic>). The evolution rates of <italic>A. gigantea</italic> <bold>(A&#x02013;C)</bold> and <italic>B. schellenbergi</italic> <bold>(D,E)</bold> were much faster than those of <italic>G. fossarum</italic> and <italic>E. marinus</italic> <bold>(F)</bold> on the whole. Several representative GO terms including &#x0201C;regulation of response to stimulus,&#x0201D; &#x0201C;mitochondrial matrix,&#x0201D; &#x0201C;DNA repair,&#x0201D; &#x0201C;meiotic cell cycle,&#x0201D; &#x0201C;lipid biosynthetic process,&#x0201D; and &#x0201C;defense response&#x0201D; <bold>(A,B,D,E)</bold> were selected and marked in red. Compared with the small-sized amphipod species (<italic>B. schellenbergi, G. fossarum</italic>, and <italic>E. marinus</italic>), the <italic>dN/dS</italic> of &#x0201C;regulation of growth&#x0201D; in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic> was significantly higher <bold>(A&#x02013;C)</bold>. The comparison of shallow-water amphipods did not have these GO terms with significantly increased evolutionary rates <bold>(F)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-743663-g0006.tif"/>
</fig>
<p>To identify the GO categories that were evolving faster in the &#x0201C;supergiant&#x0201D; amphipods, by comparing with <italic>B. schellenbergi, E. marinus</italic>, and <italic>G. fossarum</italic>, we screened for the GO categories that underwent rapid evolution in <italic>A. gigantea</italic> (<xref ref-type="fig" rid="F6">Figures 6A&#x02013;C</xref>). The common GO category is &#x0201C;regulation of growth,&#x0201D; suggesting that the genes involved in the &#x0201C;regulation of growth&#x0201D; were evolving faster in the &#x0201C;supergiant&#x0201D; hadal amphipods than in other amphipods.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Hadal zone is an extreme environment and is also the least known area. How the organisms endemic to hadal zones adapted to an extreme environment attract a wide interest of several researchers. Due to technical limitations, previous studies were conducted mainly at biochemical levels, such as the studies on the osmotic factors, lipids, or proteins (Yancey, <xref ref-type="bibr" rid="B88">2020</xref>), and there are very few studies regarding the adaptive mechanisms of the hadal species at the genetic level. With the development of the next-generation sequencing technology, transcriptome studies of many species have been conducted. However, due to the restriction by the difficulties of the hadal species samplings, only one hadal amphipod species, <italic>H. gigas</italic>, has been analyzed by using transcriptome sequencing (Lan et al., <xref ref-type="bibr" rid="B57">2017</xref>). In this study, the two hadal amphipods, <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, were selected for transcriptome sequencing and comparative evolutionary analysis. Compared to the published <italic>H. gigas</italic> transcriptomes (Lan et al., <xref ref-type="bibr" rid="B57">2017</xref>), similarly predicted gene number and much more contigs were obtained from the <italic>de novo</italic> assembly for <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>), which probably indicated comparably higher incomplete contigs produced in this study. The higher contig number obtained in our assembly might result from the biological variability (Smith-Unna et al., <xref ref-type="bibr" rid="B79">2016</xref>). This study not only would improve the adaptation biology studies of hadal amphipods from the perspective of phylogeny but also could explore the underlying reasons for the gigantism of <italic>A. gigantea</italic>.</p>
<p>According to the phylogenetic tree constructed from the orthologous genes of the hadal and shallow-water arthropods, we found that <italic>A. gigantea, B. schellenbergi</italic>, and <italic>H. gigas</italic> all belong to the lysianassoidea clades (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The result is consistent with a recent study on a large-scale molecular phylogeny of amphipoda, in which ecologically diverse deep-sea species could be gathered together in a clade of lysianassoids (Copila&#x0015F;-Ciocianu et al., <xref ref-type="bibr" rid="B21">2020</xref>). It should be noticed that <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> have a close distance in the phylogenetic tree (<xref ref-type="fig" rid="F3">Figure 3A</xref>) and also shared the more common gene families (<xref ref-type="fig" rid="F3">Figure 3B</xref>), which indicated that <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> have a close relationship. However, it should be noticed that the number of single-copy orthologous genes used in the phylogeny tree construction was only 512, thus our results could not fully determine the species differentiation time among the three hadal amphipods, <italic>A. gigantea, B. schellenbergi</italic>, and <italic>H. gigas</italic>. However, this result could also provide the reference data for species phylogeny relationship identification studies.</p>
<p>A large-scale phylogeny study of amphipoda also indicates a close relationship between the deep-sea lysianassoids and shallow-water gammaroids (Copila&#x0015F;-Ciocianu et al., <xref ref-type="bibr" rid="B21">2020</xref>). Thus, the hadal species belonging to Lysianassoidea could be compared against shallow-water species belonging to Gammaroidea for a positive selection analysis. Among the taxa of shallow-water marine amphipods, which possess the available transcriptome data of <italic>Melita plumulosa</italic> (Hadzioids) (Hook et al., <xref ref-type="bibr" rid="B41">2014</xref>), <italic>P. hawaiensis</italic> (Talitroids) (Kao et al., <xref ref-type="bibr" rid="B50">2016</xref>), <italic>Grandidierella japonica</italic> (Corophioids) (Hiki et al., <xref ref-type="bibr" rid="B40">2019</xref>), <italic>Gondogeneia Antarctica</italic> (Kang et al., <xref ref-type="bibr" rid="B49">2015</xref>), <italic>E. marinus</italic> (Cogne et al., <xref ref-type="bibr" rid="B18">2019</xref>), and <italic>Eogammarus possjeticus</italic> (Chen et al., <xref ref-type="bibr" rid="B17">2019</xref>), three species (<italic>G. antarctica, E. marinus</italic>, and <italic>E. possjeticus</italic>) belong to the Gammaroidea taxa, which could be chosen as the reference species for a positive selection analysis. <italic>G. antarctica</italic>, inhabiting another extreme environment (the Antarctic Pole) evolved despite a constant cold environment (Kang et al., <xref ref-type="bibr" rid="B49">2015</xref>), which might disturb our evolutionary analysis. <italic>E. possjeticus</italic> was widely distributed in the coastal and estuarine areas, and the transcriptome data of <italic>E. possjeticus</italic> were released in 2019 (Chen et al., <xref ref-type="bibr" rid="B17">2019</xref>). However, muscle tissues were used for RNA sequencing (RNA-seq) in that study. Therefore, we finally chose the four Gammaroidean species, including a shallow-water marine species (<italic>E. marinus</italic>) and three freshwater species (<italic>G. minus, G. fossarum</italic>, and <italic>G. chevreuxi</italic>), as the reference species for evolutionary analysis.</p>
<p>The PSG detection results of <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> showed that the number of PSGs shared by the two hadal amphipods exceeded the number of unique PSGs possessed by each species (<xref ref-type="fig" rid="F4">Figure 4A</xref>), which further indicated a close genetic relationship between the two species. The PSGs of <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> were enriched by the GO and KEGG analysis, and it was found that they were mainly related to &#x0201C;starvation response&#x0201D; and &#x0201C;meiosis&#x0201D; (<xref ref-type="fig" rid="F4">Figure 4B</xref> and <xref ref-type="table" rid="T1">Table 1</xref>). Hadal is an environment with limited food supplies, and most of the falling organic matter will be decomposed by bacteria and consumed by animals (Jamieson et al., <xref ref-type="bibr" rid="B45">2010</xref>). However, amphipods can survive long periods of starvation (Jamieson, <xref ref-type="bibr" rid="B44">2015</xref>). In the transcriptome analysis of the hadal amphipod <italic>H. gigas</italic>, researchers found that the key genes directly involved in the &#x0201C;energy metabolism&#x0201D; pathway were positively selected, which were suggested to be a new genetic adaptation strategy for <italic>H. gigas</italic> to survive in the limited food supply environment (Lan et al., <xref ref-type="bibr" rid="B57">2017</xref>). In our study, we found that the PSGs in the KEGG pathway &#x0201C;glycerolipid metabolism&#x0201D; were enriched both in <italic>A. gigantea</italic> and in <italic>B. schellenbergi</italic> (<xref ref-type="table" rid="T1">Table 1</xref>). Such a result is consistent with the findings of Lan et al. (<xref ref-type="bibr" rid="B57">2017</xref>). Meiosis is a biological process that depends on the cytoskeleton (Bourns et al., <xref ref-type="bibr" rid="B9">1988</xref>), and high hydrostatic pressures in the hadal environment will affect the cytoskeleton, thus affecting meiosis (Ishii et al., <xref ref-type="bibr" rid="B43">2004</xref>). The PSGs involved in the &#x0201C;meiosis&#x0201D; pathway would be related to the environmental adaptations of high hydrostatic pressure.</p>
<p>As mentioned earlier, <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> have a closer genetic relationship compared with another hadal amphipod, <italic>H. gigas</italic> (<xref ref-type="fig" rid="F3">Figure 3A</xref>). However, their body sizes are greatly different from the <italic>H. gigas</italic> body size (<xref ref-type="fig" rid="F1">Figure 1B</xref>). As shown in <xref ref-type="fig" rid="F1">Figure 1C</xref>, the growth fitting curves of both <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic> are linear, but the slope of <italic>A. gigantea</italic> is much steeper than that of <italic>B. schellenbergi</italic>. It is well-known that the body size and weight fitting curve of crustaceans are the common references for growth and development studies. Researchers studied the correlations between the body size and weight of a shallow-water crustacean, Pederson cleaner shrimp (<italic>Ancylomenes pedersoni</italic>), and found that the precisely measured total length increased linearly with the carapace length while the wet mass increased exponentially with the carapace length (Gilpin and Chadwick, <xref ref-type="bibr" rid="B34">2017</xref>). This is not consistent with the linear body size and weight fitting curve of our hadal amphipods, which might be due to a harsh hadal environment. With the shortage of food supplies, the wet mass of hadal amphipods could not increase exponentially with respect to their body length. However, the growth fitting slope curve of <italic>A. gigantea</italic> is much steeper than that of the <italic>B. schellenbergi</italic>, indeed suggesting that, with the same body length, <italic>A. gigantea</italic> might gain more weight and grow much faster than <italic>B. schellenbergi</italic>.</p>
<p>In combination with the PSG detection using <italic>A. gigantea</italic> as the foreground and other small-sized amphipods as the background, the results showed that 58 genes were considered to be under positive selection in <italic>A. gigantea</italic> (value of <italic>p</italic> &#x0003C; 0.05; <xref ref-type="supplementary-material" rid="SM5">Supplementary Table 5</xref>) (14 PSGs with FDR &#x0003C;0.05, see <xref ref-type="table" rid="T2">Table 2</xref>). Two PSGs (ITPK and IMPA2) are involved in the Inositol phosphate metabolism pathway [process from phosphatidylinositol (PI) to <italic>myo</italic>-inositol], where ITPK converts inositol 1,4,5-trisphosphate [Ins (1,4,5) P<sub>3</sub>] to inositol 1,3,4,5-tetrakisphosphate [Ins (1,3,4,5) P<sub>4</sub>] (Nalaskowski et al., <xref ref-type="bibr" rid="B66">2003</xref>), and IMPA2 converts inositol 3-phosphate (Ins3P) to <italic>myo</italic>-inositol (<xref ref-type="fig" rid="F5">Figure 5B</xref>; McAllister et al., <xref ref-type="bibr" rid="B64">1992</xref>). It is well-known that <italic>myo</italic>-inositol is often added to animal feeds to meet the metabolic needs of animals (Wang et al., <xref ref-type="bibr" rid="B86">2020</xref>). Moreover, IMPDH1 (PSG as shown in <xref ref-type="fig" rid="F5">Figure 5A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>) is involved in nucleotide metabolism by converting IMP to XMP (Slee and Bownes, <xref ref-type="bibr" rid="B77">1995</xref>). XMP can be further converted to GMP (Shivakumaraswamy et al., <xref ref-type="bibr" rid="B75">2020</xref>), which can promote the growth performance of organisms (Hossain et al., <xref ref-type="bibr" rid="B42">2016</xref>). Therefore, we can conclude that the two PSGs (ITPK and IMPA2) are involved in the inositol phosphate metabolism pathway, and together with IMPDH1 would ultimately be related to growth and proliferations in <italic>A. gigantea</italic>.</p>
<p>On the other hand, four PSGs (aPKc, PPP1R3B, GYG1, and Slc2a1), which are associated with insulin signaling and involved in the glycogenesis pathway, were identified in <italic>A. gigantea</italic> (<xref ref-type="fig" rid="F5">Figure 5B</xref>). PPP1R3B, a key factor, connects the insulin signaling and glycogenesis signaling pathway (Luo et al., <xref ref-type="bibr" rid="B62">2011</xref>). Slc2a1, an important factor, plays a role in glucose transport (Zhao and Keating, <xref ref-type="bibr" rid="B92">2007</xref>), and together with GYG1 was involved in the glycogenesis process. Therefore, the PSGs involved in the glycogenesis suggested that <italic>A. gigantea</italic> might undergo active energy metabolism, which could help the &#x0201C;supergiant&#x0201D; to survive in the harsh hadal environment with scarce food sources. Similar to the previous studies on <italic>H. gigas</italic> (Lan et al., <xref ref-type="bibr" rid="B57">2017</xref>), these PSGs involved in the &#x0201C;energy metabolism&#x0201D; pathway might be also related to starvation resistance in the hadal amphipods. In addition, researchers also found that larger animals showed better resistance to starvation compared to smaller animals (Cushman et al., <xref ref-type="bibr" rid="B24">1993</xref>; Arnett and Gotelli, <xref ref-type="bibr" rid="B4">2003</xref>). The insulin production-related PSGs shown in larger-sized <italic>A. gigantea</italic> (<xref ref-type="fig" rid="F5">Figure 5</xref>) possibly explain the reason for larger animals possessing a better resistance to starvation.</p>
<p>To explore the gigantism of <italic>A. gigantea</italic>, aPKC, the most significant PSG (FDR &#x0003C;5.70E-07) identified in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic> (<xref ref-type="fig" rid="F5">Figure 5A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>), invokes our attentions. APKC, which encodes a member of the PKC family of serine/threonine protein kinases, was reported to affect insulin regulation (Zhao et al., <xref ref-type="bibr" rid="B93">2017</xref>). PRKCI, an aPKC isoform (PRKC iota), was reported to be related to the gigantism of capybara (<italic>Hydrochoerus hydrochaeris</italic>), the world&#x00027;s largest living rodent (Herrera-&#x000C1;lvarez et al., <xref ref-type="bibr" rid="B39">2021</xref>) as it is involved in cell survival, differentiation, and proliferation by accelerating G1/S transition (Ni et al., <xref ref-type="bibr" rid="B67">2016</xref>). Therefore, we could expect that the most significant PSG, aPKC identified in <italic>A. gigantea</italic> might ultimately be related to cell proliferation and growth of the &#x0201C;supergiant&#x0201D; amphipod.</p>
<p>From the evolutionary rate comparisons between the hadal and shallow-water amphipods, it was clearly shown that the evolutionary rates of GO categories, such as &#x0201C;lipid synthesis,&#x0201D; &#x0201C;meiosis,&#x0201D; and &#x0201C;DNA repair,&#x0201D; increased in the hadal amphipods (<xref ref-type="fig" rid="F6">Figures 6A,B,D,E</xref>). However, the evolutionary rates of &#x0201C;lipid synthesis&#x0201D; and &#x0201C;meiosis&#x0201D; are consistent with the abovementioned PSG enrichment results. The hadal environment has an extremely high hydrostatic pressure, which can lead to DNA damage (Abe et al., <xref ref-type="bibr" rid="B1">1999</xref>; Rothschild and Mancinelli, <xref ref-type="bibr" rid="B71">2001</xref>; Aertsen et al., <xref ref-type="bibr" rid="B2">2004</xref>). Therefore, researchers suggested that hadal organisms might require a high frequency of DNA repair (Dixon et al., <xref ref-type="bibr" rid="B28">2004</xref>), which is also consistent with our results. Notably, the most significantly enriched GO category in <italic>A. gigantea</italic> was &#x0201C;regulation of growth,&#x0201D; (<xref ref-type="fig" rid="F6">Figure 6C</xref>) which indicated that size control or growth regulation mechanisms might hide under the growth of the &#x0201C;supergiant&#x0201D; amphipod, and this could explain why <italic>A. gigantea</italic> is so huge. In mammals, growth is regulated by growth hormones, excessive growth hormone secretion can cause gigantism (Lodish et al., <xref ref-type="bibr" rid="B60">2016</xref>), and possibly, the existence of a similar regulatory mechanism in the &#x0201C;supergiant&#x0201D; amphipods.</p>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>In this research, a comparative evolutionary study regarding two different-sized hadal amphipods, <italic>A. gigantea</italic> and <italic>B. schellenbergi</italic>, was conducted. Many PSGs involved in &#x0201C;glycerolipid metabolism,&#x0201D; &#x0201C;response to starvation,&#x0201D; and &#x0201C;meiosis&#x0201D; were found in the two hadal species, suggesting that these pathways might be the most important adaptation mechanisms for the hadal creatures. Moreover, seven PSGs (especially the most significant PSG, aPKC) solely identified in the <italic>A. gigantea</italic> showed to be related to inositol phosphate metabolism, insulin signaling, and glycogenesis signaling. Together, the evolutionary rate of the GO term &#x0201C;growth regulation&#x0201D; was significantly higher in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic> than in <italic>B. schellenbergi</italic> and other small-sized amphipods. These points might be the possible gigantism mechanisms of <italic>A. gigantea</italic>.</p>
</sec>
<sec sec-type="data-availability" id="s6">
<title>Data Availability Statement</title>
<p>All sequencing data associated with this project were deposited in the National Center for Biotechnology Information (NCBI) Sequence Read Archive database [BioProject Accession Numbers: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA739006">PRJNA739006</ext-link> (<italic>Alicella gigantea</italic>) and <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA739007">PRJNA739007</ext-link> (<italic>Bathycallisoma schellenbergi</italic>)].</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>QX conceived the experiments, led the whole project, and contributed to edits to the manuscript. WL and FW analyzed the data. BP designed the lander vehicle for sample collection. JC and BP collected the samples. JC extracted the RNA. SJ performed RNA-seq. WL, FW, and QX wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>This work was supported in part by the Funding Project of the National Key Research and Development Program of China (2018YFC0310600), the National Key Research and Development Program of China (2018YFD0900601), the National Natural Science Foundation of China (Grant No. 31772826), and the Major Scientific Innovation Project from Shanghai Committee of Education (2017-01-07-00-10-E00060).</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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 sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;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><p>We would like to thank Shanghai Rainbowfish Ocean Technology Co., Ltd. for the sample collection. We also thank the research group members of Prof. Weicheng Cui and Prof. Jiasong Fang and other people for sample collection.</p>
</ack>
<sec sec-type="supplementary-material" id="s10">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2021.743663/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2021.743663/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.TIF" id="SM6" mimetype="image/tif" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 1</label>
<caption><p>The Venn diagram shows the numbers of the positively selected genes (PSGs) in the three hadal amphipods, <italic>Alicella gigantea, Bathycallisoma Schellenbergi</italic>, and <italic>Hirondellea gigas</italic>.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 1</label>
<caption><p>Summary of the transcriptome sequencing results.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_2.XLSX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 2</label>
<caption><p>A list of positively selected genes (PSGs) of the hadal amphipod <italic>Alicella gigantea</italic>.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_3.XLSX" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 3</label>
<caption><p>A list of the PSGs of the hadal amphipod <italic>Bathycallisoma schellenbergi</italic>.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_4.XLSX" id="SM4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 4</label>
<caption><p>A list of the PSGs of the hadal amphipod <italic>Hirondellea gigas</italic>.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_5.XLSX" id="SM5" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Table 5</label>
<caption><p>The identification of 58 PSGs in the &#x0201C;supergiant&#x0201D; <italic>A. gigantea</italic>.</p></caption>
</supplementary-material>
</sec>
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