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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.2025.1532370</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>Cyanobacteria <italic>Desertifilum tharense</italic> NIOF17/006 as a novel aquafeed additive: effect on the growth, immunity, digestive function, and gene expression of whiteleg shrimp postlarvae</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ashour</surname>
<given-names>Mohamed</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Al-Souti</surname>
<given-names>Ahmed Said</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<contrib contrib-type="author">
<name>
<surname>Mamoon</surname>
<given-names>Ahmed</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<contrib contrib-type="author">
<name>
<surname>Ali</surname>
<given-names>Fawzia S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Elshobary</surname>
<given-names>Mostafa E.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author">
<name>
<surname>Mabrouk</surname>
<given-names>Mohamed M.</given-names>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<contrib contrib-type="author">
<name>
<surname>Mansour</surname>
<given-names>Ahmed I. A.</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mansour</surname>
<given-names>Abdallah Tageldein</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<contrib contrib-type="author">
<name>
<surname>El-Haroun</surname>
<given-names>Ehab</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Abdelhamid</surname>
<given-names>Ahmed F.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Aquaculture Division, National Institute of Oceanography and Fisheries (NIOF)</institution>, <addr-line>Cairo</addr-line>, <country>Egypt</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Head AL Hail Aquaculture Unit, Department of Marine Science and Fisheries, College of Agriculture and Marine Science, Sultan Qaboos University</institution>, <addr-line>Muscat</addr-line>, <country>Oman</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Fish Production Department, Faculty of Agriculture, Al-Azhar University</institution>, <addr-line>Cairo</addr-line>, <country>Egypt</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Botany and Microbiology Department, Faculty of Science, Tanta University</institution>, <addr-line>Tanta</addr-line>, <country>Egypt</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Animal and Fish Production Department, College of Agricultural and Food Sciences, King Faisal University</institution>, <addr-line>Al-Ahsa</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Fish Nutrition Research Laboratory, Animal Production Department, Faculty of Agriculture, Cairo University</institution>, <addr-line>Cairo</addr-line>, <country>Egypt</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yafei Duan, South China Sea Fisheries Research Institute, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Amit Ranjan, Tamil Nadu Fisheries University, India</p>
<p>Minze Liao, Guangdong Ocean University, China</p>
<p>Al-Azab Tahoun, Suez University, Egypt</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ahmed Said Al-Souti, <email xlink:href="mailto:souti@squ.edu.om">souti@squ.edu.om</email>; Abdallah Tageldein Mansour, <email xlink:href="mailto:amansour@kfu.edu.sa">amansour@kfu.edu.sa</email>; Mohamed Ashour, <email xlink:href="mailto:microalgae_egypt@yahoo.com">microalgae_egypt@yahoo.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1532370</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>02</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ashour, Al-Souti, Mamoon, Ali, Elshobary, Mabrouk, Mansour, Mansour, El-Haroun and Abdelhamid</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ashour, Al-Souti, Mamoon, Ali, Elshobary, Mabrouk, Mansour, Mansour, El-Haroun and Abdelhamid</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>This work investigated the molecular identification and potential application of the
cyanobacterial strain <italic>Desertifilum tharense</italic> NIOF17/006 as a novel aquafeed additive for whiteleg shrimp (<italic>Litopenaeus vannamei</italic>) postlarvae (PLs). Morphological and molecular characterization confirmed the isolate as <italic>D. tharense</italic>, with the 16S rRNA sequence analysis showing high similarity (98.01%&#x2013;98.53%) to the known strains of <italic>D. tharense</italic>. Biochemical analysis revealed that the isolate contains 37.74% protein, 5.52% lipid, and 21.25% carbohydrate, on a dry weight basis. An 8-week feeding trial for <italic>L. vannamei</italic> PLs evaluated the effects of dietary supplementation with <italic>D. tharense</italic> NIOF17/006 at doses of 0, 1, 2.5, and 5 g/kg diet. Compared with shrimp in the control group, shrimp fed <italic>D. tharens</italic>e-supplemented diets had significantly higher feed utilization, growth performance, survival rate, and whole body composition. The nonspecific immunity parameters (i.e., lysozyme, superoxide dismutase, and catalase), as well as the digestive enzyme activity of amylase and lipase, were significantly enhanced in shrimp fed diets supplemented with cyanobacteria, while the malondialdehyde (MDA) levels decreased. The gene expression analysis revealed the upregulation of growth-related genes (<italic>growth hormone</italic>, <italic>insulin-like growth factor I</italic>, and <italic>insulin-like growth factor II</italic>) and the immune-related genes prophenoloxidase (<italic>proPO</italic>), superoxide dismutase (<italic>SOD</italic>), and lysozyme (<italic>Lys</italic>) in shrimp muscles with increasing cyanobacteria supplementation, particularly at doses of 2.5&#x2013;5 g/kg diet. Moreover, the polynomial regression machine learning model predicts that the ideal supplementation level of the probiotic cyanobacteria <italic>D. tharense</italic> NIOF17/006 ranges from 3.4 to 4.2 g/kg diet. This study demonstrates the potential of <italic>D. tharense</italic> NIOF17/006 as a promising aquafeed additive for improvement of the growth, immunity, and overall health of <italic>L. vannamei</italic> PLs, opening a new avenue for sustainable aquaculture practices.</p>
</abstract>
<kwd-group>
<kwd>aquafeed additive</kwd>
<kwd>cyanobacteria</kwd>
<kwd>
<italic>Desertifilum tharense</italic> NIOF17/006</kwd>
<kwd>molecular identification</kwd>
<kwd>digestive enzymes</kwd>
<kwd>gene expression</kwd>
<kwd>immunostimulants</kwd>
<kwd>
<italic>Litopenaeus vannamei</italic>
</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="3"/>
<equation-count count="5"/>
<ref-count count="67"/>
<page-count count="13"/>
<word-count count="5514"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Fisheries, Aquaculture and Living Resources</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Microalgae are spread over an extensive variety of aquatic environments and have applications in the environment, industry, and biotechnology fields (<xref ref-type="bibr" rid="B21">Ende et&#xa0;al., 2024</xref>). Due to their valuable biochemical composition, they are recognized as a respectable source of human food supplements (<xref ref-type="bibr" rid="B55">Rell&#xe1;n et&#xa0;al., 2009</xref>), pharmaceuticals (<xref ref-type="bibr" rid="B18">El-Sapagh et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B1">Abbas et&#xa0;al., 2023</xref>), cosmetics (<xref ref-type="bibr" rid="B44">Mourelle et&#xa0;al., 2017</xref>), aquafeed additives (<xref ref-type="bibr" rid="B8">Ashour et&#xa0;al., 2023</xref>), biofertilizers (<xref ref-type="bibr" rid="B47">Osman et&#xa0;al., 2010</xref>), bioethanol (<xref ref-type="bibr" rid="B15">de Farias Silva and Bertucco, 2016</xref>), and biodiesel (<xref ref-type="bibr" rid="B32">Karatay and D&#xf6;nmez, 2011</xref>). In addition, cyanobacteria can contribute to phytobioremediation processes, which aids in the purification of contaminated environments (<xref ref-type="bibr" rid="B7">Ashour et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B39">Mansour et&#xa0;al., 2022a</xref>).</p>
<p>Over the last decade, the shrimp farming industry has conducted research and projects to find alternative natural components of antibiotics to boost shrimp growth and immune system response (<xref ref-type="bibr" rid="B40">Mansour et&#xa0;al., 2022b</xref>). Natural feed additives have shown promising results in disease control, survival, immune enhancement, and growth promotion (<xref ref-type="bibr" rid="B25">Goh et&#xa0;al., 2022</xref>). Immunostimulants, such as polysaccharides, nutrients, herbs, and microorganisms, have been identified as effective biofriendly agents for the control of pathogens and promotion of growth (<xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2017</xref>). Cyanobacteria and microalgae, due to their rich nutritional profile and bioactive compound content, present a promising avenue for exploration in this context. Various cyanobacteria species, including <italic>Arthrospira platensis</italic>, have been found to mitigate the effects of stress in farmed aquatic fish and shrimp (<xref ref-type="bibr" rid="B2">Abdel-Latif et&#xa0;al., 2022</xref>). Supplementation with <italic>A. platensis</italic> in the diet of shrimp has demonstrated immunomodulatory properties, enhancing intestinal defenses and improving the survival rates against viral challenges (<xref ref-type="bibr" rid="B51">Pilotto et&#xa0;al., 2019</xref>). The genus <italic>Desertifilum</italic>, which belongs to the order Oscillatoriales, has gained attention due to its adaptability to extreme environments and its potential biotechnological application (<xref ref-type="bibr" rid="B14">Dadheech et&#xa0;al., 2012b</xref>), as well as ease of harvesting as filamentous algae compared with unicellular algae (<xref ref-type="bibr" rid="B61">Wang et&#xa0;al., 2023</xref>). However, the potential of <italic>Desertifilum tharense</italic> as an aquafeed additive remains largely unexplored.</p>
<p>The whiteleg shrimp (<italic>Litopenaeus vannamei</italic>) is recognized as an important aquaculture species worldwide, known for its adaptability to various cultural conditions (<xref ref-type="bibr" rid="B46">Naser et&#xa0;al., 2022</xref>). Improving the performance, feed utilization, and immune status of shrimp through dietary interventions is crucial for a sustainable and profitable shrimp aquaculture. The use of cyanobacteria as a feed additive could potentially address these challenges while providing a sustainable alternative to conventional feed ingredients. For instance, natural pigments have demonstrated significant benefits in the aquaculture industry (<xref ref-type="bibr" rid="B42">Mansour et&#xa0;al., 2022d</xref>). However, it has been observed that not all cyanobacteria have positive effects on shrimp production. Cyanobacteria have also been associated with a decreased shrimp production. These contrasting findings underscore the critical importance of the careful selection and evaluation of specific cyanobacterial strains for their potential as aquafeed additives, as their effects on shrimp health and production can vary significantly (<xref ref-type="bibr" rid="B38">Magouz et&#xa0;al., 2021</xref>). Therefore, comprehensive studies on novel cyanobacterial strains, such as <italic>D. tharense</italic>, are essential in order to identify beneficial additives that can contribute to improved shrimp aquaculture practices (<xref ref-type="bibr" rid="B35">Maa-Iad et&#xa0;al., 2023</xref>).</p>
<p>The present study was conducted to examine the phylogenetic identification and potential application of the cyanobacterial strain <italic>D. tharense</italic> NIOF17/006 as a novel aquafeed additive for <italic>L. vannamei</italic> postlarvae (PLs). This study seeks to provide comprehensive insights into the prospective advantages of using a cyanobacterial strain in shrimp aquaculture. The results of this study could afford the development of innovative, sustainable feed additives for the aquaculture industry, potentially reducing the dependence on fishmeal and other conventional protein sources while improving shrimp health and production efficiency. Moreover, this research aligns with the growing interest in biobased solutions for sustainable aquaculture practices and the broader applications of microalgae and cyanobacteria in biotechnology and environmental management.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Cyanobacteria</title>
<sec id="s2_1_1">
<label>2.1.1</label>
<title>Isolation conditions</title>
<p>Water samples were obtained from the El-Mahmoudia Canal, the surface layer of water (upper 20 cm), Alexandria, Egypt (31&#xb0;12&#x2032;30.07&#x2033; N, 92&#xb0;85&#x2032;66.44&#x2033; E). The water samples were collected using sterilized bottles and promptly taken to the laboratory. A portable pH/temperature meter (Milwaukee MW102) was used to measure the temperature and pH in the field. The water turbidity and depth were also assessed using a Secchi disc with a diameter of 35 cm. Salinity was determined using a portable conductivity meter (Oakton, Eutech Instruments, Vernon Hills, IL, USA). Under control temperature conditions (25 &#xb1; 1&#xb0;C) and continuous illumination (120 &#x3bc;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>), selected water samples were inoculated and purified with the agar medium method using BG11 culture medium, as previously described by <xref ref-type="bibr" rid="B56">Robert (2005)</xref>. After 2 weeks of maintenance, healthy colonies were transferred and inoculated into sterilized test tubes using the serial dilution method (<xref ref-type="bibr" rid="B56">Robert, 2005</xref>), with a total culture volume of 10 ml. Thereafter, the culture volume was scaled to 100 ml in 250-ml conical flasks for further subculture. Subsequently, the culture was upscaled in a volume of 20 L. Morphological examination of the isolate was first performed using a light microscope (Olympus BX51 Light Microscope, Tokyo, Japan) following standard identification references (<xref ref-type="bibr" rid="B65">Zaki et&#xa0;al., 2021</xref>). Finally, the results obtained from the morphological examination of the isolates were validated using molecular techniques.</p>
</sec>
<sec id="s2_1_2">
<label>2.1.2</label>
<title>Genomic DNA extraction and PCR amplification</title>
<p>The standard CTAB protocol was used to extract the entire genomic DNA from a dried cyanobacterial pellet according to <xref ref-type="bibr" rid="B26">Grube et&#xa0;al. (1995)</xref>, with minor modifications as described by <xref ref-type="bibr" rid="B20">Elshobary et&#xa0;al. (2015)</xref>. The universal cyanobacterial primers CYA106F (5&#x2032;-CGGACGGGTGAGTAACGCGTGA-3&#x2032;) and CYA781R (5&#x2032;-GACTACAGGGGTATCTAATCCCWTT-3&#x2032;) were used to amplify the 16S rRNA gene with the following PCR conditions: initial denaturation at 94&#xb0;C for 5 min, 35 cycles of denaturation at 94&#xb0;C for 30 s, annealing at 55&#xb0;C for 30 s, and extension at 72&#xb0;C for 1 min, followed by a final extension at 72&#xb0;C for 7 min. The PCR product was then purified and sequenced using Sanger sequencing. Raw sequence data were edited and assembled using BioEdit software v7.2.5. The edited sequence was analyzed using BLAST against the NCBI nucleotide database for species identification. Multiple sequence alignment with retrieved reference sequences was performed using MEGA 11 software with the ClustalW algorithm. The sequence was then deposited in GenBank under the accession number OQ147028. For phylogenetic analysis, the obtained 16S rRNA sequences were aligned with 18 reference cyanobacterial strains obtained from the NCBI Ribosomal DNA database using <italic>Aulosira</italic> sp. as an outgroup to root the tree and provide evolutionary context. The neighbor-joining method was used to construct the phylogenetic tree.</p>
</sec>
<sec id="s2_1_3">
<label>2.1.3</label>
<title>Biochemical composition</title>
<p>Culture volumes of 10 ml were subjected to centrifugation for 10 min at 4,000 &#xd7; <italic>g</italic>, with the resulting pellet kept at &#x2212;20&#xb0;C for biochemical analysis after discarding the supernatant. Biochemical analysis of the microalgal biomass measurement was according to <xref ref-type="bibr" rid="B5">AOAC (2003)</xref>.</p>
</sec>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Shrimp feeding experiment</title>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>Whiteleg shrimp (<italic>Litopenaeus vannamei</italic>)</title>
<p>The PLs (1.68 &#xb1; 0.05 g) of <italic>L. vannamei</italic> were purchased from a private hatchery and transferred to NIOF laboratories, where they were adapted to laboratory conditions during a period of 15 days. During this acclimatization period, PLs were fed a commercial shrimp basal diet four times a day.</p>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>Experimental procedures</title>
<p>A total of 600 PLs were used, which were divided into four treatment groups (with three replicates per group). After a 15-day acclimation period, each treatment group received 50 PLs. The PLs were placed in net hapas measuring 0.7 m &#xd7; 0.7 m &#xd7; 1 m. These hapas were secured in concrete ponds measuring 4 m &#xd7; 2 m &#xd7; 1 m. Throughout the experimental period, the PLs were maintained under the recommended conditions for whiteleg shrimp PLs as reported by <xref ref-type="bibr" rid="B6">APHA (2005)</xref>. The hapas are cleaned regularly, and the water daily exchange was 10%.</p>
</sec>
<sec id="s2_2_3">
<label>2.2.3</label>
<title>Diet preparation and procedures</title>
<p>During the 8-week feeding experiment, shrimp PLs were fed the following four dietary groups: T<sub>0</sub>, a commercial shrimp diet as the control diet (containing 45% protein, 7.9% lipid, 34% carbohydrate, 3.65% fiber, and 9.1% ash; Aller-Aqua, Giza Governorate, Egypt), and three other diets (T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub>) that were supplemented with 1, 2.5, and 5 g, respectively, of the dried powder of the microalgal isolate. The dried microalgal isolate levels were added to a specific diet according to the method previously described by <xref ref-type="bibr" rid="B57">Sharawy et&#xa0;al. (2022)</xref>. In brief, four equal sections of the commercial diet, which served as the control, were crushed into a fine powder. The appropriate amount of cyanobacterial isolate was then added to each section, and the mixture was carefully mixed until homogeneous. In accordance with <xref ref-type="bibr" rid="B57">Sharawy et&#xa0;al. (2022)</xref>, after dissolving the appropriate dose of cyanobacterial isolate in distilled water, it was sprayed onto the surface of the diet of the related section. An equivalent volume of distilled water without the cyanobacterial isolate was administered to the control diet (T<sub>0</sub>). To cover the mixture of diet and cyanobacterial isolate, a 5-ml/kg diet of oil (sunflower oil) was sprayed over the basal diet after drying all diets for 48 h at 40&#xb0;C to maintain a moisture content of approximately 10% (<xref ref-type="bibr" rid="B67">Zeraatpisheh et&#xa0;al., 2018</xref>). Lastly, 4&#xb0;C was used to maintain the diet pellets until use.</p>
</sec>
<sec id="s2_2_4">
<label>2.2.4</label>
<title>Growth performance and feed utilization</title>
<p>The initial weight (IW, in grams) and the final weight (FW, in grams) of PLs were measured to determine the weight gain (WG), the specific growth rate (SGR), and the feed conversion ratio (FCR). The survival rate (SR, in percent) and the protein efficiency ratio (PER) were calculated using the following equations:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd columnalign="left"><mml:mtext>Weight&#xa0;Gain&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>WG</mml:mtext>
<mml:mo>,</mml:mo>
<mml:mtext>&#xa0;g</mml:mtext>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left"><mml:mo>=</mml:mo>
<mml:mtext>&#xa0;Final&#xa0;body&#xa0;weight&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>g</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Initial&#xa0;body&#xa0;weight&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>g</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mtd></mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd columnalign="left"><mml:mtext>Survival&#xa0;Rate&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>SR</mml:mtext>
<mml:mo>,</mml:mo>
<mml:mo>%</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow></mml:mtd></mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>The&#xa0;total&#xa0;final&#xa0;survived&#xa0;number&#xa0;of&#xa0;shrimp</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>The&#xa0;initial&#xa0;number&#xa0;of&#xa0;shrimp</mml:mtext>
</mml:mrow>
</mml:mfrac>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn></mml:mtd></mml:mtr></mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:mtext>Specific&#xa0;Growth&#xa0;Rate&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>SGR%</mml:mtext>
<mml:mo stretchy="false">/</mml:mo>
<mml:mtext>day</mml:mtext>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow></mml:mtd></mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>Ln&#xa0;Final&#xa0;body&#xa0;weight&#xa0;</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Ln&#xa0;Initial&#xa0;body&#xa0;weight</mml:mtext>
</mml:mrow>
<mml:mi>t</mml:mi>
</mml:mfrac>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn></mml:mtd></mml:mtr>
</mml:mtable></mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mtext>Feed&#xa0;Conversion&#xa0;Ratio&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>FCR</mml:mtext>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>Total&#xa0;consumed&#xa0;feed&#xa0;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>WG</mml:mtext>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mtext>Protein&#xa0;Efficiency&#xa0;Ratio&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>PER</mml:mtext>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>WG&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>g</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mtext>&#xa0;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>Protein&#xa0;intake&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>g</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_2_5">
<label>2.2.5</label>
<title>Biochemical constituent analysis</title>
<p>From each replicate, seven PLs were collected to analyze the shrimp&#x2019;s whole body chemical composition. Random shrimp samples were mixed, dried, crushed into a powder, and stored at a low temperature (&#x2212;20&#xb0;C) until analysis. The chemical body composition was analyzed following <xref ref-type="bibr" rid="B5">AOAC (2003)</xref>.</p>
</sec>
<sec id="s2_2_6">
<label>2.2.6</label>
<title>Nonspecific immunity, digestive enzyme activity, and antioxidant activity</title>
<p>From each replicate, seven PL samples were randomly chosen after a 24-h fasting period. The samples were briefly washed with sterile seawater and then cut, weighed, and frozen until analysis at &#x2212;80&#xb0;C. The shrimp samples were homogenized [at a pH of 7.4 in phosphate-buffered saline (PBS)] and then centrifuged (20 min at 3,000 &#xd7; <italic>g</italic>). Measurement of the homogenate lysozyme activity was carried out using Lysozyme (LZM) ELISA kits following the instructions given by the manufacturer (cat no. SL0050FI; SunLong Biotech Co., Ltd., Hangzhou, China). The antioxidant enzyme activities, including malondialdehyde (MDA), catalase (CAT), and superoxide dismutase (SOD), were measured using specific kits at wavelengths of 510, 534, and 560 nm, respectively, based on the instructions given by the manufacturer (cat nos. MD2529, SD2521, and CA2517, respectively; Biodiagnostic Company, Cairo, Egypt). For digestive enzyme (amylase and lipase) activity determination, GIT-homogenized tissues were separated by careful centrifugation. The digestive enzyme activities were measured using spectrophotometric assays at wavelengths of 580 and 660 nm.</p>
</sec>
<sec id="s2_2_7">
<label>2.2.7</label>
<title>Gene expression</title>
<p>Three shrimp samples from each group were taken at the end of the experiments. Total RNA was isolated from muscle tissue using Easy-RED (Easy-RED, iNtRON, Seongnam, South Korea) according to the manufacturer&#x2019;s instructions. The total RNA concentration and purity were measured using NanoDrop (Nanophotometer, NP80 touch, Implen, M&#xfc;nchen, Germany). The RNA products were used for the synthesis of cDNA using a commercial kit (Thermo Scientific&#x2122; RevertAid First Strand cDNA Synthesis Kit; Thermo Fisher Scientific, Waltham, MA, USA). The cDNAs were amplified through Rotor-Gene Q thermal cycling (<xref ref-type="bibr" rid="B27">Hassan et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">Wang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B31">Jian et&#xa0;al., 2013</xref>) to quantify the expression of some growth- and immunity-related genes, including <italic>growth hormone</italic> (<italic>GH</italic>), <italic>insulin-like growth factor I</italic> (<italic>IGF-I</italic>), <italic>insulin-like growth factor II</italic> (<italic>IGF-II</italic>), <italic>prophenoloxidase</italic> (<italic>proPO</italic>), <italic>superoxide dismutase</italic> (<italic>SOD</italic>), and <italic>lysozyme</italic> (<italic>Lys</italic>). The quantitative PCR (qPCR) reactions were performed in 20 &#x3bc;l including 10 &#x3bc;l of ABT 2&#xd7; qPCR Mix Kit (SYBR Green/low ROX), 0.5 &#x3bc;l of each primer (10 &#x3bc;M), 4 &#x3bc;l (50 ng) of cDNA, and 5 &#x3bc;l of RNAse-free water. The reaction followed the thermal profile: initial denaturation at 95&#xb0;C for 10 min, followed by 40 cycles, each of which included denaturation for 10 s at 95&#xb0;C, annealing at 58&#x2013;60&#xb0;C for 10 s, and extension for 30 s at 72&#xb0;C. Subsequently, the temperature was increased by 0.5&#xb0;C from 60&#xb0;C to 95&#xb0;C to establish a melting curve, which was then utilized to analyze the target gene products. In these reactions, the <italic>&#x3b2;-actin</italic> gene was included as a housekeeping gene (<xref ref-type="bibr" rid="B27">Hassan et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">Wang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B31">Jian et&#xa0;al., 2013</xref>). The primer sequences and amplicon sizes are provided in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. According to the 2<sup>&#x2212;&#x394;&#x394;</sup>
<italic>
<sup>C</sup>
</italic>
<sup>t</sup> method, the <italic>&#x3b2;-actin</italic> gene was used to normalize the <italic>C</italic>
<sub>t</sub> values of the target genes (<xref ref-type="bibr" rid="B53">Rao et&#xa0;al., 2013</xref>). Statistical analysis was performed using GraphPad Prism software ver. 8.0.1 (GraphPad Prism, La Jolla, CA, USA). The results are presented as mean &#xb1; SD, with the level of significance considered at a probability value less than 0.05 (<italic>p</italic> &lt; 0.05).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Primers, accession numbers, sequences, and amplicon sizes (in base pairs) used for the shrimp quantitative PCR (qPCR) study.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Primer</th>
<th valign="top" align="center">Accession no.</th>
<th valign="middle" align="center">Sequence (5&#x2032;&#x2192;3&#x2032;)</th>
<th valign="middle" align="center">Amplicon size (bp)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">
<italic>&#x3b2;-actin</italic>
</td>
<td valign="top" align="center">AF300705</td>
<td valign="middle" align="center">F: GCCCATCTACGAGGGATA<break/>R: GGTGGTCGTGAAGGTGTAA</td>
<td valign="middle" align="center">121</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>GH</italic>
</td>
<td valign="top" align="center">XM027360152</td>
<td valign="middle" align="center">F: AATTTGCGCTTGCACTACGG<break/>R: ATCCGGTTGAGGTGTAGCTG</td>
<td valign="middle" align="center">100</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>IGF-I</italic>
</td>
<td valign="top" align="center">KP420228</td>
<td valign="middle" align="center">F: GTGGGCAGGGACCAAATC<break/>R: TCAGTTACCACCAGCGATT</td>
<td valign="middle" align="center">123</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>IGF-II</italic>
</td>
<td valign="top" align="center">XM027379465.1</td>
<td valign="middle" align="center">F: CTCTGTACAGTCAGCCCAGC<break/>R: CACACCCAGTCAGTCCCAAG</td>
<td valign="middle" align="center">220</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SOD</italic>
</td>
<td valign="top" align="center">DQ005531</td>
<td valign="middle" align="center">F: AATTGGAGTGAAAGGCTCTGGCT<break/>R: ACGGAGGTTCTTGTACTGAAGGT</td>
<td valign="middle" align="center">153</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>proPO</italic>
</td>
<td valign="top" align="center">XM_027379995.1</td>
<td valign="middle" align="center">F: CGGTGACAAAGTTCCTCTTC<break/>R: GCAGGTCGCCGTAGTAAG</td>
<td valign="middle" align="center">122</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Lys</italic>
</td>
<td valign="top" align="center">XM_027352840.1</td>
<td valign="middle" align="center">F: GGACTACGGCATCTTCCAGA<break/>R: ATCGGACATCAGATCGGAAC</td>
<td valign="middle" align="center">97</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<italic>&#x3b2;-actin</italic>, beta-actin; <italic>GH</italic>, growth hormone; <italic>IGF-I</italic>, insulin-like growth factor 1; <italic>IGF-II</italic>, insulin-like growth factor II; <italic>proPO</italic>, prophenoloxidase; <italic>SOD</italic>, superoxide dismutase; <italic>Lys</italic>, lysozyme.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analysis</title>
<p>Data were collected in three replicates (&#xb1;SD). Prior to statistical analysis, Levene&#x2019;s test was performed to ensure normality and homogeneity assumptions, and the results (in percent) were arcsine transformed (<xref ref-type="bibr" rid="B66">Zar, 1984</xref>). SPSS Statistics software was employed to perform the statistical analysis, which included one-way analysis of variance followed by the <xref ref-type="bibr" rid="B16">Duncan (1955)</xref> test at <italic>p &#x2264;</italic> 0.05. Finally, the GraphPad (Prism 8) Statistics software was employed to create the figures (<xref ref-type="bibr" rid="B59">Swift, 1997</xref>), while Excel software was used to conduct polynomial regression.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results and discussion</title>
<sec id="s3_1">
<label>3.1</label>
<title>Cyanobacterial isolate <italic>Desertifilum tharense</italic> NIOF17/006</title>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Morphological characterization</title>
<p>
<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> shows the morphological observations of the cyanobacterial isolate <italic>D. tharense</italic> NIOF17/006 using a light microscope (&#xd7;400). The optical microscopic observations found that <italic>D. tharense</italic> NIOF17/006 is filamentous with a trichome width ranging from 2.2 to 3.6 &#x3bc;m.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Optical light microscopic observations of the cyanobacterial isolate <italic>Desertifilum tharense</italic> NIOF17/006 at different magnifications.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1532370-g001.tif"/>
</fig>
<p>Based on the recent taxonomic literature by <xref ref-type="bibr" rid="B33">Kom&#xe1;rek (2005)</xref>, the phenotypic characteristics of <italic>D. tharense</italic> NIOF17 classified it within the order Oscillatoriales. The common phenotypic features include a thin, pale to bright blue-green thallus. The filaments are either solitary or densely entangled, varying in length. This strain exhibited motility through gliding and oscillation movements, with tapered ends. The sheath surrounding the trichome is thin, colorless, and attached (agglutinated). The cylindrical cells have a uniform cell content, while the apical cells are long-conical with a rounded apex. The shape of the strains shows variability. Similar observations have been previously reported by <xref ref-type="bibr" rid="B13">Dadheech et&#xa0;al. (2012a)</xref>, who isolated four strains of the cyanobacteria <italic>D. tharense</italic>: PD2001/TDC7, PD2001/TDC4, PD2001/TDC17T, and PD2001/TDC14.</p>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Phylogenetic identification</title>
<p>A phylogenetic tree (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) of the 16S rRNA gene was constructed using PCR-based nucleotide sequences that spanned more than 1,363 bp to provide a substantial amount of genetic information, allowing for a high-resolution analysis. This approach aligns with best practices in molecular phylogenetics, where longer sequences generally yield more reliable results (<xref ref-type="bibr" rid="B50">Patwardhan et&#xa0;al., 2014</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Neighbor-joining (NJ) dendrograms revealing the cyanobacteria-isolated strains based on 16S rRNA nucleotide sequences. Bootstrap values &#x2265;70 are displayed on the trees.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1532370-g002.tif"/>
</fig>
<p>The neighbor-joining method was used for the construction of the phylogenetic tree, which is known for its efficiency and accuracy in depicting evolutionary relationships (<xref ref-type="bibr" rid="B60">Trees, 1987</xref>). The obtained 16S gene sequences were aligned with the 16S sequences of 18 cyanobacterial strains from the GenBank Ribosomal DNA database to ensure a comprehensive comparison, while the use of <italic>Aulosira</italic> sp. as an outgroup helps to root the tree and provide evolutionary context (<xref ref-type="bibr" rid="B29">Huelsenbeck et&#xa0;al., 2002</xref>). This methodological approach strengthens the reliability of the phylogenetic reconstruction. The resulting phylogenetic tree (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) showed that each species formed a distinct clade, and the isolated strain was identified as <italic>D. tharense</italic>, which strongly matches <italic>D. tharense</italic> FJ158994, MK424816, and MW411006 with high similarity values of 98.53%, 98.46%, and 98.01%, respectively. It is worth noting that while 16S rDNA analysis is highly informative, complementary approaches such as whole-genome sequencing or multilocus sequence typing could provide even more comprehensive insights into the genetic makeup and evolutionary history of a strain (<xref ref-type="bibr" rid="B29">Huelsenbeck et&#xa0;al., 2002</xref>).</p>
</sec>
<sec id="s3_1_3">
<label>3.1.3</label>
<title>Biochemical composition of <italic>D. tharense</italic> NIOF17/006</title>
<p>In the current study, the biochemical composition of the isolate <italic>D. tharense</italic> from cyanobacteria NIOF17/006 was examined, focusing on its protein, lipid, and carbohydrate contents. <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> shows the biochemical composition of the cyanobacterial isolate <italic>D. tharense</italic> NIOF17/006 at the end of the late exponential growth phase. The average values for total protein, total lipid, and total carbohydrate were 37.74% &#xb1; 1.2%, 5.52% &#xb1; 0.75%, and 21.25% &#xb1; 0.87% (on a dry weight basis), respectively. Comparing these findings to the previous work by <xref ref-type="bibr" rid="B28">Hern&#xe1;ndez&#x2013;Mart&#xed;nez et&#xa0;al. (2023)</xref>, it is evident that <italic>D. tharense</italic> exhibits notable variations in its biochemical composition.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Biochemical composition of the cyanobacterial isolate <italic>Desertifilum tharense</italic> NIOF17/006 (percent of dry weight basis).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1532370-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Shrimp</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Growth, survival, and nutrient utilization efficiency</title>
<p>
<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> illustrates the growth, survival, and nutrient utilization parameters of shrimp fed diets supplemented with the cyanobacterial strain. In this feeding trial, significant improvements (<italic>p &lt;</italic> 0.05) were observed in the FW, WG, FCR, and SR between the control group (T<sub>0</sub>) and the groups supplemented with cyanobacteria (T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub>). This improvement increased with increasing levels of cyanobacterial supplementation. However, no significant improvements (<italic>p &lt;</italic> 0.05) were observed in other parameters of growth and nutrient utilization, i.e., SGR and PER.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Growth performance and feed utilization of shrimp <italic>Litopenaeus vannamei</italic> fed diets supplemented with different levels of the cyanobacteria <italic>Desertifilum tharense</italic> NIOF17/006.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Parameter</th>
<th valign="bottom" colspan="4" align="center">Group</th>
</tr>
<tr>
<th valign="bottom" align="center">T<sub>0</sub>
</th>
<th valign="bottom" align="center">T<sub>1</sub>
</th>
<th valign="bottom" align="center">T<sub>2</sub>
</th>
<th valign="bottom" align="center">T<sub>3</sub>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">Initial weight, IW (g)</td>
<td valign="bottom" align="center">1.68 &#xb1; 0.05</td>
<td valign="bottom" align="center">1.68 &#xb1; 0.05</td>
<td valign="bottom" align="center">1.68 &#xb1; 0.05</td>
<td valign="bottom" align="center">1.68 &#xb1; 0.05</td>
</tr>
<tr>
<td valign="middle" align="center">Final weight, FW (g)</td>
<td valign="bottom" align="center">10.73 &#xb1; 0.42b</td>
<td valign="bottom" align="center">11.26 &#xb1; 0.21a</td>
<td valign="bottom" align="center">11.50 &#xb1; 0.20a</td>
<td valign="bottom" align="center">11.66 &#xb1; 0.15a</td>
</tr>
<tr>
<td valign="middle" align="center">Weight gain, WG (g)</td>
<td valign="bottom" align="center">9.10 &#xb1; 0.14b</td>
<td valign="bottom" align="center">9.53 &#xb1; 0.05ab</td>
<td valign="bottom" align="center">9.83 &#xb1; 0.03a</td>
<td valign="bottom" align="center">9.96 &#xb1; 0.05a</td>
</tr>
<tr>
<td valign="top" align="center">Specific growth rate (%/day)</td>
<td valign="top" align="center">1.18 &#xb1; 0.08</td>
<td valign="top" align="center">1.19 &#xb1; 0.03</td>
<td valign="top" align="center">1.20 &#xb1; 0.02</td>
<td valign="top" align="center">1.19 &#xb1; 0.03</td>
</tr>
<tr>
<td valign="top" align="center">Feed conversion ratio</td>
<td valign="top" align="center">1.67 &#xb1; 0.02a</td>
<td valign="top" align="center">1.57 &#xb1; 0.02b</td>
<td valign="top" align="center">1.57 &#xb1; 0.03b</td>
<td valign="top" align="center">1.57 &#xb1; 0.02b</td>
</tr>
<tr>
<td valign="top" align="center">Protein efficiency ratio</td>
<td valign="top" align="center">1.66 &#xb1; 0.02</td>
<td valign="top" align="center">1.75 &#xb1; 0.11</td>
<td valign="top" align="center">1.77 &#xb1; 0.09</td>
<td valign="top" align="center">1.76 &#xb1; 0.08</td>
</tr>
<tr>
<td valign="top" align="center">Survival rate, SR (%)</td>
<td valign="top" align="center">79.66 &#xb1; 3.02b</td>
<td valign="top" align="center">86.66 &#xb1; 4.16a</td>
<td valign="top" align="center">89.33 &#xb1; 5.03a</td>
<td valign="top" align="center">92.66 &#xb1; 3.06a</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>T<sub>0</sub>, T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub> denote diets supplemented with 0, 1, 2.5, and 5 g of the cyanobacteria <italic>D. tharense</italic> per kilogram diet, respectively. The presented data are the mean &#xb1; SD (<italic>n</italic> = 3). Different lowercase letters in the same column indicate significant difference (<italic>p</italic> &lt; 0.05). The absence of letters in the same row means that there are no significant differences.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Polynomial regression is a basic model in statistical machine learning (ML). It enables researchers to model how the predictor parameters and the outcome variables are related. Polynomial regression is an extension of a standard linear regression model. The nonlinear relationship between a predictor and an outcome variable is modeled using polynomial regression. Nonlinear relationships can be accurately modeled using polynomial regression (<xref ref-type="bibr" rid="B43">Maulud and Abdulazeez, 2020</xref>). <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> shows the polynomial regression model of the dietary supplementation levels (in grams) of the cyanobacterial isolate <italic>D. tharense</italic> NIOF17/006 and the WG and FCR of the whiteleg shrimp <italic>L. vannamei.</italic> <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> illustrates that, with the increase of <italic>D. tharense</italic> NIOF17/006 supplementation in the diet, the WG polynomial regression increased (<italic>r</italic>
<sup>2</sup> = 0.814) while the FCR polynomial regression decreased (<italic>r</italic>
<sup>2</sup> = 0.994). In conclusion, based on <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, the explanation lines of the highest and the lowest peaks of WG and FCR, respectively, presented in the polynomial regression model of ML predict that the ideal supplementation level of the probiotic cyanobacteria <italic>D. tharense</italic> NIOF17/006 ranges from 3.4 to 4.2 g/kg diet. This ideal range exists between groups T<sub>2</sub> and T<sub>3</sub> (2.5 and 5 g/kg, respectively).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Polynomial regression of shrimp weight gain (WG), feed conversion ratio (FCR), and dietary supplementation levels (in grams) of the cyanobacterial isolate <italic>Desertifilum tharense</italic> NIOF17/006.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1532370-g004.tif"/>
</fig>
<p>In the aquaculture domain, <xref ref-type="bibr" rid="B17">El-Khodary et&#xa0;al. (2021)</xref> conducted a study on the growth, survival, and pigmentation of the larvae of <italic>Solea aegyptiaca</italic> using different microalgal species, underscoring the importance of microalgae in fish nutrition and development. The same findings were observed by <xref ref-type="bibr" rid="B57">Sharawy et&#xa0;al. (2022)</xref>, who utilized <italic>Tetraselmis suecica</italic> as an aquafeed additive for <italic>L. vannamei</italic>. To the best of our knowledge, this is the first work to report on the potential application of the cyanobacterial isolate <italic>D. tharense</italic> NIOF17/006 as an aquafeed additive for <italic>L. vannamei</italic>. In the current study, the improvements in shrimp WG, FW, FCR, and SR may be due to the nutrient composition of the probiotic cyanobacterial isolate <italic>D. tharense</italic> NIOF17/006. However, it is commonly known that several cyanobacterial strains, particularly <italic>A. platensis</italic>, have high concentrations of multiple biologically active components that support the growth performance, immunity, and antioxidant capabilities of a variety of aquatic animals, such as the shrimp <italic>L. vannamei</italic> (<xref ref-type="bibr" rid="B57">Sharawy et&#xa0;al., 2022</xref>), gilthead sea bream (<xref ref-type="bibr" rid="B24">Galafat et&#xa0;al., 2022</xref>), Nile tilapia (<xref ref-type="bibr" rid="B36">Mabrouk et&#xa0;al., 2022</xref>), hybrid red tilapia (<xref ref-type="bibr" rid="B19">El-Sheekh et&#xa0;al., 2014</xref>), and common carp (<xref ref-type="bibr" rid="B58">Suantika et&#xa0;al., 2016</xref>).</p>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Body biochemical composition</title>
<p>
<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref> illustrates the biochemical composition analysis of shrimp fed the diet supplemented with different levels of the cyanobacteria-isolated strain <italic>D. tharense</italic> NIOF17/006. As presented in the table, significant differences (<italic>p &lt;</italic> 0.05) were found in the total composition (protein, fat, dry matter, and ash) of <italic>L. vannamei</italic> in the supplementation groups (T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub>) compared with the control group (T<sub>0</sub>). The percentages of carcasses increased with increasing supplementation doses. These improvements may be due to the high contents of protein (37.74%), lipid (5.52%), and carbohydrate (21.25%) of the strain of <italic>D. tharense</italic> isolated from cyanobacteria NIOF17/006. This is the first time this strain was used as an aquafeed additive for the whiteleg shrimp <italic>L. vannamei</italic>. The data shown in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref> are consistent with the findings by several authors who concluded that high supplementation levels of the cyanobacterial strain <italic>A. platensis</italic> significantly increased the shrimp carcass composition even in the whiteleg shrimp <italic>L. vannamei</italic> (<xref ref-type="bibr" rid="B9">Ashour et&#xa0;al., 2024</xref>) and the freshwater prawn <italic>Macrobrachium rosenbergii</italic> (<xref ref-type="bibr" rid="B52">Radhakrishnan et&#xa0;al., 2016</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Composition analysis (in percent) of the shrimp <italic>Litopenaeus vannamei</italic> fed diets supplemented with different levels of the cyanobacteria <italic>Desertifilum tharense</italic> NIOF17/006.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Group</th>
<th valign="bottom" colspan="4" align="center">Composition analysis (% of dry weight)</th>
</tr>
<tr>
<th valign="top" align="center">Dry matter</th>
<th valign="top" align="center">Protein</th>
<th valign="top" align="center">Ether extract</th>
<th valign="bottom" align="center">Ash</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="center">T<sub>0</sub>
</td>
<td valign="bottom" align="center">79.86 &#xb1; 0.03c</td>
<td valign="bottom" align="center">56.88 &#xb1; 0.09d</td>
<td valign="bottom" align="center">6.87 &#xb1; 0.05d</td>
<td valign="bottom" align="center">15.64 &#xb1; 0.09b</td>
</tr>
<tr>
<td valign="bottom" align="center">T<sub>1</sub>
</td>
<td valign="bottom" align="center">78.58 &#xb1; 0.04d</td>
<td valign="bottom" align="center">58.33 &#xb1; 0.05c</td>
<td valign="bottom" align="center">8.26 &#xb1; 0.02b</td>
<td valign="bottom" align="center">13.66 &#xb1; 0.03d</td>
</tr>
<tr>
<td valign="bottom" align="center">T<sub>2</sub>
</td>
<td valign="bottom" align="center">80.69 &#xb1; 0.02b</td>
<td valign="bottom" align="center">60.80 &#xb1; 0.03b</td>
<td valign="bottom" align="center">9.01 &#xb1; 0.04a</td>
<td valign="bottom" align="center">16.07 &#xb1; 0.03a</td>
</tr>
<tr>
<td valign="bottom" align="center">T<sub>3</sub>
</td>
<td valign="bottom" align="center">81.35 &#xb1; 0.07a</td>
<td valign="bottom" align="center">63.78 &#xb1; 0.40a</td>
<td valign="bottom" align="center">7.65 &#xb1; 0.03c</td>
<td valign="bottom" align="center">14.89 &#xb1; 0.05c</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>T<sub>0</sub>, T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub> are diets supplemented with 0, 1, 2.5, and 5 g of the cyanobacteria <italic>D. tharense</italic> NIOF17/006 per kilogram diet, respectively. The presented data are the mean &#xb1; SD (<italic>n</italic> = 3). Different lowercase letters in the same column indicate significant difference (<italic>p</italic> &lt; 0.05).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2_3">
<label>3.2.3</label>
<title>Nonspecific immunity and antioxidant activity</title>
<p>The results showed that, compared with those in T<sub>0</sub>, shrimp in the cyanobacteria supplementation groups (T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub>) showed the highest significant (<italic>p</italic> &lt; 0.05) Lys, SOD, and CAT values. On the other hand, these groups exhibited the lowest significant (<italic>p &lt;</italic> 0.05) MDA value compared with T<sub>0</sub>. The shrimp immune system primarily relies on nonspecific processes due to its lack of adaptive immunity (<xref ref-type="bibr" rid="B22">Farzanfar, 2006</xref>). The enzymes Lys and SOD break down the cell walls of harmful bacteria and destroy free radicals in cells (<xref ref-type="bibr" rid="B45">Naiel et&#xa0;al., 2021</xref>). MDA is commonly used as an indicator of oxidative stress as it also shows an increase in the generation of free radicals (<xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2016</xref>). These shrimp humoral substances, e.g., Lys, SOD, MDA, and CAT, play essential roles in both specific and nonspecific immunity (<xref ref-type="bibr" rid="B9">Ashour et&#xa0;al., 2024</xref>). The findings of the current work aligned with those of the study by <xref ref-type="bibr" rid="B9">Ashour et&#xa0;al. (2024)</xref>, who concluded that the nonspecific immunity and antioxidant activities of <italic>L. vannamei</italic> significantly improved when fed diets containing different levels of the cyanobacteria-isolated strain <italic>A. platensis</italic>. Furthermore, several works have reported that the use of different algal strains significantly improved the nonspecific immunity and antioxidant activities of aquatic animals (<xref ref-type="bibr" rid="B41">Mansour et&#xa0;al., 2022c</xref>). According to <xref ref-type="bibr" rid="B30">Jerez-Cepa and Ruiz-Jarabo (2021)</xref>, immune-related factors have been studied as predicted indications for the examination of shrimp health. <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> illustrates the immunological responses and antioxidant activities of <italic>L. vannamei</italic> fed diets containing different levels of the cyanobacterial strain <italic>D. tharense</italic> NIOF17/006.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>
<bold>(A&#x2013;D)</bold> Nonspecific immunity and antioxidant activity of <italic>Litopenaeus vannamei</italic> fed diets containing different levels of the cyanobacterial isolate <italic>Desertifilum tharense</italic> NIOF17/006. T<sub>0</sub>, T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub> denote diets supplemented with 0, 1, 2.5, and 5 g of <italic>D. tharense</italic> NIOF17/006 per kilogram diet, respectively. The presented data are the mean &#xb1; SD (<italic>n</italic> = 3). Different uppercase letters in the columns indicate significant difference (<italic>p</italic> &lt; 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1532370-g005.tif"/>
</fig>
</sec>
<sec id="s3_2_4">
<label>3.2.4</label>
<title>Digestive enzyme activity</title>
<p>
<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> shows the digestive enzyme activity of <italic>L. vannamei</italic> fed diets supplemented with different doses of the cyanobacterial strain <italic>D. tharense</italic> NIOF17/006. The results revealed that shrimp in the cyanobacteria supplementation groups (T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub>) exhibited the highest significant (<italic>p</italic> &lt; 0.05) amylase and lipase activities compared with those fed T<sub>0</sub>. The highest significant (<italic>p</italic> &lt; 0.05) amylase and lipase values were observed in shrimp reared in groups T<sub>3</sub> and T<sub>2</sub>, respectively. These current findings may be attributed to the fact that the bioactive materials of <italic>D. tharense</italic> NIOF17/006 may improve the secretion of digestive enzymes and, subsequently, improve feed absorption and digestibility (<xref ref-type="bibr" rid="B64">Xu et&#xa0;al., 2018</xref>). Moreover, it could be explained by the fact that shrimp fed diets containing higher levels of <italic>D. tharense</italic> NIOF17/006 might stimulate recycling, which is believed to be the outcome of the movement of fluid in the midgut lumen and the compartmentalization caused by the peritrophic membrane (<xref ref-type="bibr" rid="B3">Alexandre et&#xa0;al., 2014</xref>). Furthermore, according to this theory, if aquafeed supplementation increases the amount of protein in the diet, the corresponding digestive enzymes will be displaced, which ultimately results in a greater recovery of these types of enzymes in the feces (<xref ref-type="bibr" rid="B48">Ozorio et&#xa0;al., 2015</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>
<bold>(A, B)</bold> Digestive enzyme (amylase and lipase) activity of the shrimp <italic>Litopenaeus vannamei</italic> fed diets supplemented with different levels of the cyanobacterial strain <italic>Desertifilum tharense</italic> NIOF17/006. T<sub>0</sub>, T<sub>1</sub>, T<sub>2</sub>, and T<sub>3</sub> denote diets supplemented with 0, 1, 2.5, and 5 g of <italic>D. tharense</italic> NIOF17/006 per kilogram diet, respectively. The presented data are the mean &#xb1; SD (<italic>n</italic> = 3). Different letters in the columns indicate significant difference (<italic>p &lt;</italic> 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1532370-g006.tif"/>
</fig>
</sec>
<sec id="s3_2_5">
<label>3.2.4</label>
<title>Gene expression</title>
<p>The results of the gene expression analysis showed that the expression of the growth-related genes (<italic>GH</italic>, <italic>IGF-I</italic>, and <italic>IGF-II</italic>) increased almost significantly with increasing levels of supplementation with the cyanobacterial strain <italic>D. tharense</italic> NIOF17/006 in the formulated diets, except for T<sub>2</sub>, which had a lower expression compared with T<sub>1</sub> (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A&#x2013;C</bold>
</xref>). The highest expression in shrimp was observed in group T<sub>3</sub> (5 g/kg diet). Similarly, the expression of the immune-related genes (<italic>proPO</italic>, <italic>SOD</italic>, and <italic>Lys</italic>) showed the same pattern and was upregulated in the muscles of <italic>L. vannamei</italic> with increasing concentrations of the cyanobacterial strain <italic>D. tharense</italic> NIOF17/006 in the T<sub>1</sub> and T<sub>3</sub> formulated diets (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7D&#x2013;F</bold>
</xref>). With regard to the growth-related genes, <italic>GH</italic> is synthesized in the shrimp&#x2019;s pituitary gland and exerts its action on the target cell to stimulate shrimp growth (<xref ref-type="bibr" rid="B10">Chandhini et&#xa0;al., 2021</xref>). <italic>IGF-I</italic> is a peptide hormone that is essential for the control of growth and development in shrimp (<xref ref-type="bibr" rid="B49">Pang et&#xa0;al., 2021</xref>). <italic>IGF-II</italic> is another protein that belongs to the IGF family. It plays a role in fetal growth and development and participates in tissue repair and replacement in adult shrimp (<xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2024</xref>). With regard to the immunity-related genes, ProPO is a protein and an enzyme that participates in the defense system of shrimp.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Expression levels of the growth-related genes&#x2014;<italic>GH</italic> <bold>(A)</bold>, <italic>IGF-1</italic> <bold>(B)</bold>, and <italic>IGF-II</italic> <bold>(C)</bold> and the immunity-related genes&#x2014;<italic>SOD</italic> <bold>(D)</bold>, <italic>ProPO</italic> <bold>(E)</bold>, and <italic>Lys</italic> <bold>(F)</bold> in the muscles of <italic>Litopenaeus vannamei</italic> fed diets containing different levels of the cyanobacterial strain <italic>Desertifilum tharense</italic> NIOF17/006.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1532370-g007.tif"/>
</fig>
<p>When shrimp encounter pathogens, <italic>proPO</italic> is converted into the active form and catalyzes the melanization process. Melanization assists in pulling into the body these foreign microbes and destroys them, hence acting as a barrier against diseases (<xref ref-type="bibr" rid="B4">Amparyup et&#xa0;al., 2013</xref>). SOD is one of the antioxidant enzymes, the role of which is to protect shrimp cells against damage. SOD sustains the proper work of cells and shields the shrimp body from free radicals by transforming superoxide radicals into less harmful molecules (<xref ref-type="bibr" rid="B12">Chirawithayaboon et&#xa0;al., 2020</xref>). Finally, Lys is an antimicrobial enzyme that comprise an essential part of the shrimp immune system defense due to its content in the hemolymph. It is a versatile enzyme that is capable of attacking a wide variety of bacteria, hence offering an indication of protection against bacterial infections (<xref ref-type="bibr" rid="B23">Ferraboschi et&#xa0;al., 2021</xref>). According to the literature, there are no previous studies on the potential application of the cyanobacterial strain <italic>D. tharense</italic> NIOF17/006 as a feed additive for the shrimp <italic>L. vannamei</italic> or as an aquafeed additive in general. However, the findings of the current study have been previously confirmed by several studies reporting that the dietary inclusion of micro/macroalgae positively improved the growth and immune gene expression of <italic>L. vannamei</italic> (<xref ref-type="bibr" rid="B9">Ashour et&#xa0;al., 2024</xref>), the rainbow trout <italic>Oncorhynchus mykiss</italic> (<xref ref-type="bibr" rid="B54">Ratti et&#xa0;al., 2023</xref>), and the Nile tilapia <italic>Oreochromis niloticus</italic> (<xref ref-type="bibr" rid="B37">Mabrouk et&#xa0;al., 2024</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>The biotechnological applications of microalgae have attracted significant global attention. This study contributes to this growing field by identifying and evaluating the potential of the cyanobacterial strain <italic>D. tharense</italic> NIOF17/006 as a novel aquafeed additive for <italic>L. vannamei</italic> PLs. The findings demonstrate that <italic>D. tharense</italic> possesses a favorable biochemical composition suitable for shrimp nutrition. Dietary supplementation of this cyanobacteria at levels of 2.5 and 5 g/kg resulted in significant improvements in feed utilization, growth performance, survival, whole body composition, nonspecific immunity, antioxidant activity, and digestive enzyme function, as well as in the expression of the growth- and immunity-related genes. In particular, the most pronounced benefits were observed at supplementation levels of 2.5&#x2013;5 g/kg. Furthermore, the polynomial regression ML model predicts that the ideal level of supplementation with the probiotic cyanobacteria <italic>D. tharense</italic> NIOF17/006 ranges from 3.4 to 4.2 g/kg diet. This study highlights the potential use of <italic>D. tharense</italic> NIOF17/006 as a valuable feed additive in shrimp aquaculture, offering a sustainable approach to enhancing shrimp health and production efficiency.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The manuscript presents research on animals that do not require ethical approval for their study. The animal study protocol was approved by the Institutional Review Board of the National Institute of Oceanography and Fisheries, Egypt.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>MA: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Visualization, Writing &#x2013; review &amp; editing. ASA: Funding acquisition, Resources, Validation, Writing &#x2013; review &amp; editing, Investigation. AhM: Formal Analysis, Investigation, Methodology, Resources, Writing &#x2013; review &amp; editing. FA: Conceptualization, Data curation, Formal Analysis, Methodology, Writing &#x2013; original draft. ME: Conceptualization, Investigation, Methodology, Resources, Software, Writing &#x2013; original draft. MM: Conceptualization, Formal analysis, Methodology, Supervision, Validation, Writing &#x2013; original draft. AIAM: Conceptualization, Data curation, Methodology, Resources, Writing &#x2013; original draft. ATM: Investigation, Validation, Visualization, Writing &#x2013; review &amp; editing. EE: Resources, Software, Visualization, Writing &#x2013; review &amp; editing. AFA: Conceptualization, Investigation, Methodology, Validation, Writing &#x2013; original draft.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by the Deanship of Scientific Research, Vice Presidency for Graduate Studies and Scientific Research, King Faisal University, Saudi Arabia (KFU250399).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
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