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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.2023.1120004</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Data Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Microbial communities associated with Zoea-2 syndrome and White feces syndrome in <italic>P. vannamei</italic> farming</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Thangaraj</surname>
<given-names>Sathish Kumar</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1645311"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nathamuni</surname>
<given-names>Suganya Panjan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1252232"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Katneni</surname>
<given-names>Vinaya Kumar</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/174897"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Jangam</surname>
<given-names>Ashok Kumar</given-names>
</name>
<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/1425301"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Avunje</surname>
<given-names>Satheesha</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1808343"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Thulasi</surname>
<given-names>Devika Neelakantan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Grover</surname>
<given-names>Monendra</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Angel</surname>
<given-names>Jesudhas Raymond Jani</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shekhar</surname>
<given-names>Mudagandur Shashi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1329329"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Aquatic Animal Health and Environment Division, ICAR-Central Institute of Brackishwater Aquaculture</institution>, <addr-line>Chennai, Tamil Nadu</addr-line>, <country>India</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Centre for Bioinformatics, Nutrition Genetics and Biotechnology Division, ICAR-Central Institute of Brackishwater Aquaculture</institution>, <addr-line>Chennai, Tamil Nadu</addr-line>, <country>India</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Division of Computer Science, ICAR-Indian Agricultural Statistics Research Institute</institution>, <addr-line>New Delhi</addr-line>, <country>India</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Ylenia Carotenuto, Stazione Zoologica Anton Dohrn, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Rossanna Rodriguez-Canul, Center for Research and Advanced Studies - M&#xe9;rida Unit, Mexico; Ximena Dubinsky-Velasquez, Israel Oceanographic and Limnological Research Institute (IOLR), Israel</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ashok Kumar Jangam, <email xlink:href="mailto:ashok.jangam@icar.gov.in">ashok.jangam@icar.gov.in</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1120004</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Thangaraj, Nathamuni, Katneni, Jangam, Avunje, Thulasi, Grover, Angel and Shekhar</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Thangaraj, Nathamuni, Katneni, Jangam, Avunje, Thulasi, Grover, Angel and Shekhar</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>
<kwd-group>
<kwd>Zoea-2 syndrome</kwd>
<kwd>white feces syndrome</kwd>
<kwd>metagenomics</kwd>
<kwd>pacific white shrimp</kwd>
<kwd>taxonomic profiles</kwd>
<kwd>functional profiles</kwd>
</kwd-group>
<contract-sponsor id="cn001">Indian Council of Agricultural Research<named-content content-type="fundref-id">10.13039/501100001503</named-content>
</contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="29"/>
<page-count count="6"/>
<word-count count="2509"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Marine Molecular Biology and Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Shrimp aquaculture is witnessing production losses due to several emerging diseases in <italic>Penaeus vannamei</italic> farming both at hatchery and grow-out stages. Diseases are caused due to multiple factors, which include biotic, abiotic and managemental factors (<xref ref-type="bibr" rid="B1">Alavandi et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B13">Millard et&#xa0;al., 2021</xref>) and in many cases, the etiology is unknown. One such disease commonly observed in hatcheries is zoea-2 syndrome.</p>
<p>Zoea-2 syndrome (ZS) reported since 1990 has become a significant challenge to shrimp larviculture. Recently in India, especially after the introduction of <italic>P. vannamei</italic>, Zoea-2 syndrome has emerged as a serious threat and severely affected the shrimp larval production. This syndrome is characterized by reduced feeding and impaired metamorphosis and causes delayed molting and mass mortality. Zoea-2 syndrome affected larvae observed to stop feeding suddenly after 36-48 hrs of zoea I stage, then exhibit clinical symptoms and mortality. The clinical signs of Zoea-2 syndrome include loss of appetite, empty gut with no fecal strands, arrested peristaltic movement of gut, inflammation in the intestinal epithelium and white balls or white spheres like structures in the gut. The loss due to zoea-2 syndrome in a 100 million nauplii stocking capacity hatchery was reported to be approximately &#x20b9; 1.2 to 4.0 million Indian rupees in 2016 (<xref ref-type="bibr" rid="B18">Sathish Kumar et&#xa0;al., 2017</xref>). So far, incidences of zoea-2 syndrome were only associated with <italic>Vibrio harveyi</italic> and <italic>Vibrio alginolyticus</italic> (<xref ref-type="bibr" rid="B23">Vandenberghe et&#xa0;al., 1999</xref>). In our earlier study, among other vibrio isolates <italic>V. alginolyticus</italic> was found to be significantly associated and no known pathogen was found to be causally associated with this syndrome (<xref ref-type="bibr" rid="B18">Sathish Kumar et&#xa0;al., 2017</xref>). Thus, etiology and pathology of zoea 2 syndrome endure to be unresolved for almost three decades. Eventually, this syndrome results in mass mortality with a pattern of gradual, progressive manner increasing with day-by-day stocking to the maximum of 70-90%.</p>
<p>Another important disease of grow-out ponds that has become a concern in recent years is white feces syndrome (WFS) which affects the juvenile and adult stages of shrimp in aquaculture farms. Reduced feeding, growth retardation, white gut and loose carapace with floating white feces on the surface of the pond are the symptoms of WFS (<xref ref-type="bibr" rid="B20">Tang et&#xa0;al., 2016</xref>). The disease occurs commonly after 30-40 days of culture which may also be accompanied by mortality of animals (<xref ref-type="bibr" rid="B19">Sriurairatana et&#xa0;al., 2014</xref>). WFS occurrences were reported to be associated with aggregated transformed microvilli (ATM) structures resembling gregarine worms, vibriosis, <italic>Enterocytozoon hepatopenaei</italic> (EHP), blue-green algae, and fungi (<xref ref-type="bibr" rid="B17">Sathish Kumar et&#xa0;al., 2022</xref>). Disease manifestations are noticed even in the absence of these agents (<xref ref-type="bibr" rid="B25">Wang et&#xa0;al., 2020</xref>). Studies on intestinal bacterial communities of WFS shrimp indicated less diverse (<xref ref-type="bibr" rid="B8">Hou et&#xa0;al., 2018</xref>), more abundant <italic>V. sinaloensis</italic> and <italic>V. parahaemolyticus</italic> (<xref ref-type="bibr" rid="B25">Wang et&#xa0;al., 2020</xref>) and other potential role of pathogenic bacteria (<xref ref-type="bibr" rid="B29">Zeng et&#xa0;al., 2020</xref>).</p>
<p>The 16s rRNA amplicon sequencing offers to provide diversity and dynamics of both culturable and unculturable microorganisms of a habitat, which is not possible through traditional laboratory approaches (<xref ref-type="bibr" rid="B12">Mart&#xed;nez-Porchas and Vargas-Albores, 2017</xref>). In this study, 16s rRNA amplicon sequencing was carried out for ZS and WFS which affect hatcheries and grow-out ponds, respectively. This is the first report on the 16s amplicon sequencing data of zoea-2 syndrome and the recovered sample profiles of white feces Syndrome. The sequencing information generated from this study is useful for understanding microbial communities associated with two important diseases and forms basis for possible future designing of preventives and treatments.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Sample collection</title>
<p>The Zoea-II syndrome samples were obtained from hatcheries located near Marakkanam Tamilnadu, India (12.19&#xb0; N, 79.92&#xb0; E). The larvae of zoea stage 1 (50 zoeas per sample) displaying the clinical symptoms as stated above were collected at 2-, 4-, 6- and 8-days post-infection (ZIIS2, ZIIS4, ZIIS6 and ZIIS8). The control group is devoid of ZS infection (ZIISZN). With regard to white feces syndrome, a total of five samples, comprising two diseased (D1 and D2), two recovered (R1 and R2) and one healthy sample (C1) were collected from the shrimp farms located near Nellore of Andhra Pradesh India (14.47&#xb0; N, 80.09&#xb0; E). The samples were identified based on the symptoms displayed for each condition, and collected at 45 to 80 days of culture, covering different stages of infection. Pooled gut contents from three biological replicates were collected from each sample, representing all three selected health/disease conditions. All the collected shrimp samples of ZS and WFS groups were stored at -80&#xb0;C for further analysis.</p>
</sec>
<sec id="s2_2">
<title>DNA extraction and sequencing</title>
<p>Samples were subject to CTAB and Phenol: chloroform method followed by RNase A treatment to isolate the total DNA and the quality was checked using NanoDrop 2000 (Thermo Scientific, Brea, CA, United States) followed by 16s rRNA gene amplification. The primers targeting the 16s V3-V4 regions (F -GCCTACGGGNGGCWGCAG; R- ACTACHVGGGTATCTAATCC) designed by Eurofins (<xref ref-type="bibr" rid="B2">Bisht et&#xa0;al., 2018</xref>) were used for PCR amplification, and 3 &#xb5;l of the PCR product was checked using 1.2% agarose gel. This was followed by library preparation using the amplicon library preparation kit Nextera XT Index by Illumina Inc. (San Diego, CA, United States) in accordance with the 16s metagenomic Sequencing Library preparation guide Part #15044223 Rv. B. The amplicon libraries were purified by AMPure XP beads quantified using Qubit Fluorometer and analyzed using the Agilent 4200 TapeStation (Santa Clara, CA, United States) with D1000 Screen tape. The libraries were subject to 2x300 paired ends sequencing using the Illumina MiSeq platform (San Diego, CA, United States).</p>
</sec>
<sec id="s2_3">
<title>Read quality control</title>
<p>The quality of the raw reads was assessed using the FastQC v.0.11.8 tool (<ext-link ext-link-type="uri" xlink:href="https://www.bioinformatics.babraham.ac.uk/projects/fastqc">https://www.bioinformatics.babraham.ac.uk/projects/fastqc</ext-link> ). Further, the raw reads with inadequate quality standards were filtered using Trimmomatic ver. 0.39 (<xref ref-type="bibr" rid="B3">Bolger et&#xa0;al., 2014</xref>). The adapters were removed with ILLUMINACLIP option using built-in NextEra PE adapter file, and the low-quality bases were trimmed using the SLIDINGWINDOW option with a phred score threshold of 25 for every 5 bases. Finally, the MINLEN option was used to remove all the sequences that had a length below 50 bases.</p>
</sec>
<sec id="s2_4">
<title>Taxonomic profiling and diversity analysis</title>
<p>The 16s amplicon sequence analyses of the samples were performed using the Quantitative Insights Into Microbial Ecology (QIIME) software, an open source microbiome analysis pipeline (<xref ref-type="bibr" rid="B4">Caporaso et&#xa0;al., 2010</xref>). The trimmed high-quality data were subjected to sequence preprocessing such as joining paired ends, converting from fastq to fasta files and combining the sequence with QIIME identifiable label. The pre-processed sequences were further subjected to OTU classification (operational taxonomic units) with open referencing method against the SILVA v132 database using default parameters. Further, taxonomy summarization of the OTU table was carried out followed by alpha and beta diversity analysis (<ext-link ext-link-type="uri" xlink:href="https://github.com/biocore/qiime">https://github.com/biocore/qiime</ext-link>). The calculated alpha diversity indices include Shannon, Chao1, Simpson&#x2019;s diversity and evenness, fisher alpha and goods coverage, while the beta diversity indices include the weighted and unweighted unifrac distances (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figures&#xa0;1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SF2">
<bold>2</bold>
</xref>).</p>
</sec>
<sec id="s2_5">
<title>Functional analysis</title>
<p>The function prediction was carried out using the PICRUSt (Phylogenetic Investigation of Communities by Reconstruction of Unobserved States, <xref ref-type="bibr" rid="B11">Langille et&#xa0;al., 2013</xref>) tool in three steps. The PICRUSt predictions were based on the OTUs generated using closed referencing method with default parameters (<xref ref-type="supplementary-material" rid="ST5">
<bold>Supplementary Table&#xa0;5</bold>
</xref>). At first, the OTU table is normalized based on copy number abundance, while the second step involves prediction of Kyoto Encyclopedia of Genes and Genomes (KEGG) (<xref ref-type="bibr" rid="B9">Kanehisa and Goto, 2000</xref>) and Cluster of Orthologues Groups (COG) (<xref ref-type="bibr" rid="B21">Tatusov et&#xa0;al., 2003</xref>) functional groups. Finally, the categorization of KEGG and COG functions at different levels was carried out (<ext-link ext-link-type="uri" xlink:href="https://github.com/picrust/picrust">https://github.com/picrust/picrust</ext-link>). The results of QIIME and PICRUSt pipelines are tabulated and visualized using vegan, ggplot2, reshape2, RColorBrewer, and vennDiagram libraries of R (<xref ref-type="bibr" rid="B15">Oksanen, 2007</xref>; <xref ref-type="bibr" rid="B27">Wickham, 2007</xref>; <xref ref-type="bibr" rid="B5">Chen and Boutros, 2011</xref>; <xref ref-type="bibr" rid="B14">Neuwirth and Neuwirth, 2014</xref>; <xref ref-type="bibr" rid="B28">Wickham, 2016</xref>). Heatmaps on KEGG annotations of PICRUSt are generated using the online tool Morpheus (<ext-link ext-link-type="uri" xlink:href="https://software.broadinstitute.org/morpheus/">https://software.broadinstitute.org/morpheus/</ext-link>)</p>
</sec>
</sec>
<sec id="s3">
<title>Results and discussions</title>
<sec id="s3_1">
<title>Read quality control</title>
<p>An average of 418&#xa0;K and 205&#xa0;K paired-end reads were obtained for ZS and WFS respectively. On trimming, these were reduced to 341&#xa0;K and 180&#xa0;K. Finally, high quality reads of 81.16% - 82.31% for ZS and 87.03% &#x2013; 88.83% for WFS are retained from the raw reads. The Q30 stats for ZS and WFS samples were observed to be in the ranges of 95.65 - 95.71 and 95.19 - 95.44 percentages respectively (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<title>Taxonomic profiling and diversity analysis</title>
<p>Amplicon sequence analysis results revealed an average read classifications of 87100 and 190371 for WFS and ZS respectively. The taxonomic profile revealed that all the samples were dominated by Proteobacteria and Firmicutes irrespective of disease state and life stages. In addition, the phyla Bacteroidetes and Actinobacteria were found to be high in ZS samples, while Tenericutes, and Cyanobacteria were high in WFS samples.</p>
<p>Family level abundances revealed a dominance of Planococcaceae, Moraxellaceae, Flavobacteriaceae and Rhodobacteraceae in ZS, while Mycoplasmataceae, Vibrionaceae, and Pirellulaceae were found to be predominant in all WFS samples. In addition, Streptococcaceae and Enterococcaceae were observed to be high in recovered and healthy samples of WFS respectively.</p>
<p>Psychrobacter, Planomicrobium, Pedobacter, and Glutamicibacter are found to be predominant genera of ZS samples, whereas Candidatus Bacilloplasma, Photobacterium, Lactococcus, Enterococcus, and Vibrio were predominant in WFS (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Taxonomic classifications at genus for <bold>(A)</bold> ZS and <bold>(B)</bold> WFS.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1120004-g001.tif"/>
</fig>
<p>The complete taxonomic profile for both the sample groups are provided in <xref ref-type="supplementary-material" rid="ST2">
<bold>Supplementary Tables&#xa0;2</bold>
</xref> and <xref ref-type="supplementary-material" rid="ST3">
<bold>3</bold>
</xref> for ZS and WFS respectively. Additionally, sample-wise microbial profiles are depicted in the form of krona charts and are made available in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data Sheets 1</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM2">
<bold>2</bold>
</xref>. The diversity analysis results revealed high diversity indices for healthy groups than diseased groups for ZS and WFS samples (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table&#xa0;4</bold>
</xref>). Among the diversity indices calculated for ZS, richness and the fisher&#x2019;s alpha indices, were high in control sample and gradually declined with the increase in days after infection. However, a sudden rise in diversity was noticed on the 8<sup>th</sup> day of infection (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure&#xa0;1A</bold>
</xref>). The richness and fisher alpha indices depicted for WFS samples clearly indicated the higher diversity of healthy and recovered samples compared to diseased samples (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure&#xa0;1B</bold>
</xref>).</p>
<p>In concurrence with earlier studies, genus Candidatus Bacilloplasma and Photobacterium were observed to be high in the diseased samples and Lactococcus were high in recovered sample group of WFS.</p>
<p>
<italic>Candidatus Bacilloplasma</italic> is a lineage of the Mollicutes which are identified as opportunistic pathogens and have earlier been reported to be high in shrimp affected with WFS (<xref ref-type="bibr" rid="B8">Hou et&#xa0;al., 2018</xref>). <italic>Candidatus Bacilloplasma</italic> was first described by <xref ref-type="bibr" rid="B10">Kostanjsek et&#xa0;al. (2007)</xref> colonising the cuticular surface of the terrestrial isopod Porcellio scaber (Crustacea: Isopoda), but it had also been found in several marine species. In the Chinese mitten crab Eriocheir sinensis, <italic>Candidatus Bacilloplasma</italic> was the dominant genus in the midgut (<xref ref-type="bibr" rid="B6">Dong et&#xa0;al., 2018</xref>). As this is where food digestion primarily occurs, the presence of <italic>Candidatus Bacilloplasma</italic> suggests a possible relationship with the function of the digestive tract. In general, Mollicutes represent a common bacterium class in the intestinal tract of arthropods which is beneficial to the host, with some species associated with an increased performance in the adaptive response to food-limiting conditions. Therefore, the increase in abundance of <italic>Candidatus Bacilloplasma</italic> in diseased crustaceans may represent a compensatory strategy to enhance the absorption of nutrients when they stop feeding.</p>
<p>On the other hand, many species of Vibrio are commensal microorganisms and are involved in the digestion of a wide range of recalcitrant biopolymers, such as chitin, cellulose and alga-derived compounds, as well as lipids and carbohydrates (<xref ref-type="bibr" rid="B7">Gatesoupe et&#xa0;al., 1997</xref>). But also, many species of Vibrio are opportunistic pathogens that impact the physiology and health of their hosts.</p>
<p>Similarly, <italic>Photobacterium damselae</italic> was found to be associated with many marine animal diseases (<xref ref-type="bibr" rid="B22">Terceti et&#xa0;al., 2018</xref>). While, Lactococcus was reported to be among the healthy animals&#x2019; gut contents which indicates the recovering health status of the shrimps (<xref ref-type="bibr" rid="B16">Piamsomboon and Han, 2022</xref>). In the ZS samples, the genus Psychrobacter was consistently high irrespective of the disease stage, in an earlier study Psychrobacter has been reported to have evolved from a pathobiont ancestor (<xref ref-type="bibr" rid="B26">Welter et&#xa0;al., 2021</xref>). This genus has been observed in marine mammals&#x2019; skin, respiratory, and gut and has also been reported to cause opportunistic infection in mammals (<xref ref-type="bibr" rid="B26">Welter et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s3_3">
<title>Functional analysis</title>
<p>The Functional analysis revealed the abundant KEGG categories related to cellular processes, environmental information and processing, metabolism and organismal system in both WFS and ZS samples (<xref ref-type="supplementary-material" rid="ST6">
<bold>Supplementary Table&#xa0;6</bold>
</xref>). In case of WFS samples, the functional pathways were highly abundant in the recovered samples followed by control samples in comparison to the diseased samples (<xref ref-type="supplementary-material" rid="ST6">
<bold>Supplementary Table&#xa0;6</bold>
</xref>). Similar observations have been made in earlier studies where the pathways, especially the ones related to metabolism and biological processes, were high in healthy samples and low in disease-affected samples (<xref ref-type="bibr" rid="B24">Wang et&#xa0;al., 2019</xref>). Similar trend was observed for ZS with an exception at 8 days post-infection.</p>
<p>KEGG ontology terms (level2) for all the samples of both the diseases are depicted in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. Though there is no clear trend observed with regard abundance of functional categories with disease progression, eight days after infection in case of Zoea II syndrome and recovered samples in case of white feces syndrome have reveled higher abundances. The abundant functional categories of previously mentioned disease stages include Carbohydrate Metabolism, Amino Acid Metabolism, Energy Metabolism, Replication and Repair and Membrane Transport. Among the sub-functional classes&#x2019; (level 3) transporters, ABC transporters, DNA repair and recombination proteins, purine metabolism and ribosomes are found to be commonly observed in both the diseases with a variation in the abundances. (<xref ref-type="supplementary-material" rid="SF3">
<bold>Supplementary Figures&#xa0;3</bold>
</xref>, <xref ref-type="supplementary-material" rid="SF4">
<bold>4</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Identified KEGG ontology terms (Level 2) for <bold>(A)</bold> Zoea II syndrome and <bold>(B)</bold> White feces syndrome.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1120004-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="conclusion">
<title>Conclusion</title>
<p>Emerging diseases are major concern in <italic>P. vannamei</italic> hatcheries and grow-out ponds. Here we report microbial profiling of ZS and WFS for which the exact causative agents are still unknown and affect hatcheries and grow-out ponds respectively. This is the first 16s amplicon report on Zoea-2 syndrome. In addition, 16s amplicon sequence data from WFS recovered samples are new addition to the existing datasets of WFS. The 16s amplicon data generated from this study are useful for future attempts on designing preventives and treatment for the reported diseases.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</ext-link>, PRJNA832951 <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</ext-link>, PRJNA832944.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>ST, VK, AJ and SA conceived the idea and collected the animal samples. SN and AJ performed the bioinformatics analysis. AJ wrote the manuscript by taking inputs from ST, SN, VK, DT, MG, JA, and MS. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This research was supported under the Network Project on Agricultural Bioinformatics and Computational Biology, ICAR, New Delhi.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors are thankful to the funding agency for financial support. The authors are also thankful to the Director, ICAR-CIBA, for providing the necessary approval for conducting this research.</p>
</ack>
<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>
<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/fmars.2023.1120004/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1120004/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;1</label>
<caption>
<p>Amplicon sequence statistics of WFS and ZS samples.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_2.xlsx" id="ST2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;2</label>
<caption>
<p>Relative Abundance of ZS at Phylum, Class, Order, Family, Genus, and Species level.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_3.xlsx" id="ST3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;3</label>
<caption>
<p>Relative Abundance of WFS samples at Phylum, Class, Order, Family, Genus, and Species level.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_4.xlsx" id="ST4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;4</label>
<caption>
<p>Alpha Diversity results of WFS and ZS samples.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_5.xlsx" id="ST5" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;5</label>
<caption>
<p>OTU Table referenced using closed referencing method.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_6.xlsx" id="ST6" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;6</label>
<caption>
<p>KEGG and COG ontologies of ZS and WFS samples at levels 1, 2 and 3.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_1.jpeg" id="SF1" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Graph representing fisher alpha and Chao&#x2019;s indices of ZS <bold>(A)</bold> and WFS <bold>(B)</bold> samples respectively.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_2.jpeg" id="SF2" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;2</label>
<caption>
<p>
<bold>(A)</bold> PCoA plot representing Unweighted Unifrac Distance for ZS; <bold>(B)</bold> PCoA plot representing Weighted Unifrac Distance for ZS; <bold>(C)</bold> PCoA plot representing Unweighted Unifrac Distance for WFS; <bold>(D)</bold> PCoA plot representing Weighted Unifrac Distance for WFS.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_3.jpeg" id="SF3" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;3</label>
<caption>
<p>Level 3 KEGG ontologies in ZS samples.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_4.jpeg" id="SF4" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;4</label>
<caption>
<p>Level 3 KEGG ontologies in WFS samples.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf">
<label>Supplementary Data Sheet 1</label>
<caption>
<p>Krona charts of ZS samples.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_2.pdf" id="SM2" mimetype="application/pdf">
<label>Supplementary Data Sheet 2</label>
<caption>
<p>Krona charts of WFS samples.</p>
</caption>
</supplementary-material>
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