<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="review-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1634207</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2025.1634207</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Exploring omics strategies for drug discovery from <italic>Actinomycetota</italic> isolated from the marine ecosystem</article-title>
<alt-title alt-title-type="left-running-head">Narsing Rao et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2025.1634207">10.3389/fphar.2025.1634207</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Narsing Rao</surname>
<given-names>Manik Prabhu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/224319/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Quadri</surname>
<given-names>Syed Raziuddin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2560928/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sathish</surname>
<given-names>Manda</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1691187/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Quach</surname>
<given-names>Ngoc Tung</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/209986/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Wen-Jun</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/116825/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Thamchaipenet</surname>
<given-names>Arinthip</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/219435/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Instituto de Ciencias Aplicadas, Facultad de Ingenier&#xed;a, Universidad Aut&#xf3;noma de Chile, Centro de Investigaci&#xf3;n e Innovaci&#xf3;n</institution>, <addr-line>Huechuraba</addr-line>, <country>Chile</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, Northern Border University</institution>, <addr-line>Arar</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Centro de Investigaci&#xf3;n de Estudios Avanzados del Maule, Vicerrector&#xed;a de Investigaci&#xf3;n y Postgrado, Universidad Cat&#xf3;lica del Maule</institution>, <addr-line>Talca</addr-line>, <country>Chile</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Institute of Biotechnology, Vietnam Academy of Science and Technology</institution>, <addr-line>Hanoi</addr-line>, <country>Vietnam</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Genetics, Faculty of Science, Kasetsart University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Omics Center for Agriculture, Bioresources, Food, and Health, Kasetsart University (OmiKU)</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2027371/overview">Saravana Kumar Pachaiyappan</ext-link>, Westlake University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1557662/overview">Govindarajan Ganesan</ext-link>, Chinese Academy of Sciences (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1838591/overview">Bungonsiri Intra</ext-link>, Mahidol University, Thailand</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Arinthip Thamchaipenet, <email>arinthip.t@ku.ac.th</email>; Wen-Jun Li, <email>liwenjun3@mail.sysu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1634207</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Narsing Rao, Quadri, Sathish, Quach, Li and Thamchaipenet.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Narsing Rao, Quadri, Sathish, Quach, Li and Thamchaipenet</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>Marine <italic>Actinomycetota</italic> are prolific producers of diverse bioactive secondary metabolites, making them vital for drug discovery. Traditional cultivation and bioassay-guided isolation techniques often lead to the rediscovery of the same compounds, revealing the limitations of these traditional approaches and emphasizing the need for more advanced methods. The emergence of omics technologies such as genomics, metagenomics, transcriptomics, and metabolomics has dramatically enhanced the ability to investigate microorganisms by providing detailed insights into their biosynthetic gene clusters, metabolic pathways, and regulatory mechanisms. These comprehensive tools facilitate the discovery and functional analysis of new bioactive compounds by revealing the genetic blueprints underlying their biosynthesis. Omics and function-driven techniques like heterologous expression, analytical techniques (including high-resolution mass spectrometry and nuclear magnetic resonance spectroscopy), and culture condition optimization have enabled access to previously silent or cryptic gene clusters, expanding the chemical diversity available for exploration. This review emphasizes the integration of omics-based insights with function-driven methodologies and innovative culture techniques, forming a holistic approach to unlock the extensive biosynthetic capabilities of marine <italic>Actinomycetota</italic>. Combining these strategies holds great promise for discovering new marine-derived compounds with potential therapeutic applications.</p>
</abstract>
<kwd-group>
<kwd>marine ecosystem</kwd>
<kwd>marine <italic>Actinomycetota</italic>
</kwd>
<kwd>omics approaches</kwd>
<kwd>drug discovery</kwd>
<kwd>culture-independent analysis</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Ethnopharmacology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The phylum &#x2018;<italic>Actinobacteria</italic>&#x2019; stands out as one of the largest bacterial groups, comprising Gram-positive bacteria known for their high GC content and exhibiting a wide array of morphologies (<xref ref-type="bibr" rid="B82">Williams and Vickers, 1988</xref>). Its early taxonomic arrangement was established by <xref ref-type="bibr" rid="B73">Stackebrandt et al. (1997)</xref> through the delineation of the class <italic>Actinobacteria</italic>. Presently, the phylum is categorized into six classes, 46 orders, and 79 families. Notably, recent advancements have led to the inclusion of 16 new orders and 10 new families (<xref ref-type="bibr" rid="B65">Salam et al., 2020</xref>). Recently, the International Code of Nomenclature of Prokaryotes (ICNP) incorporated the rank of phylum, with phylum names required to be derived from the name of a genus serving as its nomenclatural type and utilizing the suffix &#x201c;<italic>-ota</italic>&#x201d; for such names (<xref ref-type="bibr" rid="B56">Oren et al., 2021</xref>). In this regard, the phylum name <italic>Actinomycetota</italic> was proposed with <italic>Actinomyces</italic> as the type genus (<xref ref-type="bibr" rid="B55">Oren and Garrity, 2021</xref>).</p>
<p>
<italic>Actinomycetota</italic> gained significant attention following the discovery of streptomycin (<xref ref-type="bibr" rid="B69">Schatz et al., 2005</xref>). Since then, they have emerged as a crucial antibiotic reservoir, contributing to the production of nearly two-thirds of all antibiotics produced by microorganisms (<xref ref-type="bibr" rid="B42">Liu et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Narsing Rao and Li, 2022</xref>). The marine environment, which makes up 70% of the biosphere, is the main habitat on earth for a wide variety of creatures, including microorganisms (<xref ref-type="bibr" rid="B67">Sarkar and Suthindhiran, 2022</xref>). Microbes in the marine environment evolve various adaptation mechanisms due to the intricate nature of their surroundings, leading to distinctive physiological and metabolic characteristics (<xref ref-type="bibr" rid="B71">Siro et al., 2023</xref>). The initial evidence supporting the presence of marine <italic>Actinomycetota</italic> emerged with the discovery of <italic>Rhodococcus marinonascens</italic>, marking the pioneering characterization of the first species within the <italic>Actinomycetota</italic> group in a marine ecosystem (<xref ref-type="bibr" rid="B21">Helmke and Weyland, 1984</xref>). <italic>Actinomycetota</italic> are abundant in the marine environment by virtue of their remarkable ability to acclimate to extreme conditions and play a crucial role in the synthesis of a broad variety of compounds (<xref ref-type="bibr" rid="B67">Sarkar and Suthindhiran, 2022</xref>). Natural products derived from marine <italic>Actinomycetota</italic> exhibit distinctive structural characteristics that were rarely or never encountered in the strains isolated from terrestrial sources (<xref ref-type="bibr" rid="B12">Bister et al., 2004</xref>; <xref ref-type="bibr" rid="B93">Zotchev, 2012</xref>). Drug development has typically relied on the &#x201c;function to gene&#x201d; technique, which entails extracting, cloning, expressing, and characterizing a gene of interest (<xref ref-type="bibr" rid="B16">Debouck and Metcalf, 2000</xref>). Despite being challenging and time-consuming, this method resulted in well-defined therapeutic targets (<xref ref-type="bibr" rid="B16">Debouck and Metcalf, 2000</xref>; <xref ref-type="bibr" rid="B89">Zhang et al., 2011</xref>).</p>
<p>Omics technologies have endowed researchers with the capacity to scrutinize samples at diverse levels, encompassing genes, transcripts, proteins, metabolites, and interaction networks, in the process of identifying new targets for drugs (<xref ref-type="bibr" rid="B47">Matthews et al., 2016</xref>). The integration of next-generation sequencing (NGS) technologies with computational biology is revolutionizing microbiology, enabling unprecedented insights into microbial diversity and function (<xref ref-type="bibr" rid="B36">Laudadio et al., 2019</xref>). The swift advancements in NGS, coupled with the concurrent bioinformatics tools, empower researchers to efficiently produce genome sequences (<xref ref-type="bibr" rid="B26">Jerzy, 2016</xref>; <xref ref-type="bibr" rid="B36">Laudadio et al., 2019</xref>) and also find utility in diverse areas such as transcriptome sequencing, metagenome sequencing, targeted sequencing or candidate gene sequencing (<xref ref-type="bibr" rid="B80">Wang et al., 2009</xref>; <xref ref-type="bibr" rid="B59">Pelizzola and Ecker, 2011</xref>; <xref ref-type="bibr" rid="B63">Rabbani et al., 2014</xref>; <xref ref-type="bibr" rid="B38">Leo et al., 2015</xref>; <xref ref-type="bibr" rid="B26">Jerzy, 2016</xref>).</p>
<p>In the past, various reviews have covered the discovery and development of drugs from marine <italic>Actinomycetota</italic> (<xref ref-type="bibr" rid="B35">Lam, 2006</xref>; <xref ref-type="bibr" rid="B71">Siro et al., 2023</xref>; <xref ref-type="bibr" rid="B44">Liu et al., 2024</xref>), there remains a noticeable lack of comprehensive reviews specifically addressing the application of omics-based approaches for drug discovery in this group. The present review focuses on various omics approaches used for the discovery and development of drugs from marine <italic>Actinomycetota</italic> (<xref ref-type="fig" rid="F1">Figures 1</xref>, <xref ref-type="fig" rid="F2">2</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Genome and analytical approaches for the detection of new bioactive molecules from marine <italic>Actinomycetota</italic>.</p>
</caption>
<graphic xlink:href="fphar-16-1634207-g001.tif">
<alt-text content-type="machine-generated">Flowchart depicting the process of discovering new bioactive molecules from marine samples. It includes Actinomycetota isolation, DNA extraction, genome sequencing and analysis, gene expression, and chemical elicitors. Steps lead to activation and detection of bioactive molecules, with final analytical analysis and discovery of new bioactive compounds.</alt-text>
</graphic>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Metagenomics and transcriptomics approaches for the detection of new bioactive molecules from marine <italic>Actinomycetota.</italic>
</p>
</caption>
<graphic xlink:href="fphar-16-1634207-g002.tif">
<alt-text content-type="machine-generated">Illustration depicting a process of marine sample analysis. It shows DNA and RNA extraction from marine samples, creating DNA and cDNA libraries for sequencing. Sequencing generates raw and clean data, leading to assembly and MAGs. The bottom section showcases functional annotation with a pathway map, gene profiling with a heat map, and identification of novel bioactive molecules represented by chemical structures.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2">
<title>Genomic approach</title>
<p>Since the discovery of streptomycin from <italic>Streptomyces</italic> (<xref ref-type="bibr" rid="B69">Schatz et al., 2005</xref>), this genus has received considerable attention, being a primary source of antibiotics. Traditionally, drug discovery has relied on bioactive molecule screening, followed by analytical analysis (<xref ref-type="bibr" rid="B37">Lee et al., 2020</xref>). In recent decades, there has been a dramatic drop in new drug development, mostly due to the repeated rediscovery of known compounds in the same ecological environments, as well as the associated cost (<xref ref-type="bibr" rid="B9">Belknap et al., 2020</xref>). Moreover, under laboratory conditions, microbes frequently cease secondary metabolite production, further complicating drug discovery efforts (<xref ref-type="bibr" rid="B53">Ohnishi et al., 2008</xref>). Additionally, there is a dearth of understanding regarding how to stimulate their biosynthesis or determine which compounds are more likely to exhibit desirable biological activities (<xref ref-type="bibr" rid="B53">Ohnishi et al., 2008</xref>; <xref ref-type="bibr" rid="B7">Augustijn et al., 2024</xref>).</p>
<p>Genome sequencing stands as a robust method, encompassing the complete determination of an individual&#x2019;s DNA sequence and offering an intricate blueprint of their genetic composition (<xref ref-type="bibr" rid="B68">Satam et al., 2023</xref>). Traditional methods for finding natural compounds in microorganisms have significantly understated their capacity for biosynthesis; however, genome sequencing has uncovered a vast database of biosynthetic gene clusters (BGCs), which greatly outnumbers the number of compounds currently associated with a particular organism (<xref ref-type="bibr" rid="B79">Van Lanen and Shen, 2006</xref>). For instance, the model organism <italic>Streptomyces coelicolor</italic> is well known to produce secondary metabolites (<xref ref-type="bibr" rid="B61">Price et al., 1999</xref>). Genome analysis has revealed a greater number of secondary metabolites BGCs than initially anticipated (<xref ref-type="bibr" rid="B10">Bentley et al., 2002</xref>). Recent breakthroughs in DNA sequencing technology have resulted in a significant rise in the sequencing of <italic>Actinomycetota</italic> genomes (<xref ref-type="bibr" rid="B51">Narsing Rao et al., 2020</xref>; <xref ref-type="bibr" rid="B40">Li et al., 2023</xref>) and, as a result, a plethora of technologies for genome annotation and mining have emerged. The bioinformatic tool and database for the detection of BGCs such antiSMASH (<xref ref-type="bibr" rid="B13">Blin et al., 2019</xref>), prediction informatics for secondary metabolomes (PRISM) (<xref ref-type="bibr" rid="B72">Skinnider et al., 2017</xref>), NP. searcher (<xref ref-type="bibr" rid="B39">Li et al., 2009</xref>), DeepBGC (<xref ref-type="bibr" rid="B20">Hannigan et al., 2019</xref>), minimum information about a biosynthetic gene cluster (MIBiG) (<xref ref-type="bibr" rid="B88">Zdouc et al., 2025</xref>), natural products atlas (<xref ref-type="bibr" rid="B60">Poynton et al., 2025</xref>), etc., have significantly streamlined the analysis process by enabling efficient detection and characterization of bioactive compounds.</p>
<p>In the past few years, many marine-derived <italic>Actinomycetota</italic> genomes have been sequenced to evaluate their drug potential. Genome mining of marine sediment-derived <italic>Streptomyces</italic> sp. GMY01 revealed 28 BGCs involved in the production of flaviolin, geosmin, ectoine, class IV lanthipeptide/SflA, albaflavenone, and informatipeptin (<xref ref-type="bibr" rid="B81">Widada et al., 2023</xref>). Similarly, genome mining of marine sediment-derived <italic>Streptomyces</italic> sp. DUT11 revealed the presence of anti-complement agent (tunicamycin) and medermycin analogs, as well as new BGCs, suggesting the presence of novel lassopeptides and lantibiotics (<xref ref-type="bibr" rid="B85">Xu et al., 2018</xref>). Genome mining of the deep-sea-derived <italic>Streptomyces antibioticus</italic> OUCT16-23 revealed the presence of filipin-type polyene macrolides exhibiting antifungal activity against <italic>Candida albicans</italic> (<xref ref-type="bibr" rid="B8">Bao et al., 2022</xref>). Genome mining of marine <italic>Streptomyces</italic> sp. H-KF8 identified several nonribosomal peptides, leading to the design and synthesis of eight peptides, six of which showed antimicrobial activity, with two potentially disrupting membrane via a novel ion-passage mechanism (<xref ref-type="bibr" rid="B11">Beyer et al., 2024</xref>).</p>
<p>Genome analysis of <italic>Actinomycetota</italic> associated with marine living entities was also carried out. Genome analysis of <italic>Streptomyces poriferorum</italic>, a novel species isolated from a marine sponge, revealed 41 BGCs for secondary metabolites. The species showed antibacterial activity, notably against Gram-positive bacteria, including methicillin-resistant <italic>Staphylococcus aureus</italic> (MRSA) (<xref ref-type="bibr" rid="B66">Sandoval-Powers et al., 2021</xref>). Genome mining of <italic>Streptomyces seoulensis</italic> A01, which was isolated from a marine prawn, showed the presence of streptoseomycin (<xref ref-type="bibr" rid="B90">Zhang et al., 2018</xref>), while the novel species <italic>Streptomyces poriticola</italic>, isolated from the marine invertebrate <italic>Porites lutea</italic>, demonstrated notable antimicrobial properties and selective cytotoxic effects against human breast cancer MCF-7 cells, while exhibiting minimal toxicity to human dermal papilla cells (<xref ref-type="bibr" rid="B28">Kanchanasin et al., 2024</xref>). Furthermore, the complete genome sequence of mangrove-isolated <italic>Streptomyces</italic> sp. FIM 95-F1 strain revealed its ability to produce the antifungal antibiotic scopafungin (<xref ref-type="bibr" rid="B19">Fei et al., 2024</xref>). A combination of Illumina and PacBio sequencing was utilized to generate a high-quality, chromosome-level genome along with a plasmid for the marine <italic>Streptomyces</italic> sp. 891, revealing the Type II polyketide synthase (T2PKS) BGC responsible for chrysomycin production (<xref ref-type="bibr" rid="B24">Hu et al., 2022</xref>). Genome analysis of endophytic <italic>Streptomyces parvulus</italic> VCCM 22513 isolated from mangrove plant <italic>Bruguiera gymnorrhiza</italic> showed the presence of genes involved in mycothiol and ergothioneine biosynthesis (<xref ref-type="bibr" rid="B62">Quach et al., 2022</xref>). Genome analysis of <italic>Streptomyces</italic> sp. V17-9 isolated from seagrass showed the presence of siderophore compounds and amino acid derivatives (<xref ref-type="bibr" rid="B31">Kim et al., 2022</xref>). In a comparative genomic study, single-molecule real-time (SMRT) sequencing (PacBio RSII sequencing platform) of marine sponge-derived <italic>Streptomyces</italic> strains SM17 and SM18 enabled detailed analysis of their biosynthetic capacities. Genome mining using antiSMASH identified 20 and 26 BGCs in SM17 and SM18, respectively, many of which were either unique or showed low similarity to known clusters. Comparative analyses further revealed substantial divergence from their terrestrial relatives, not only in BGC content but also in genes linked to environmental adaptation, such as those involved in osmotic stress response and host-associated interactions. These results emphasize the impact of the marine niche on genomic diversification and point to the considerable potential for cryptic BGC activation and novel metabolite discovery (<xref ref-type="bibr" rid="B4">Almeida et al., 2019</xref>).</p>
<p>Apart from the genus <italic>Streptomyces,</italic> other <italic>Actinomycetota</italic> genera genomes were also mined to find their secondary metabolite BGCs. Genome analysis of the genus <italic>Salinispora,</italic> which was first described from a marine habitat (<xref ref-type="bibr" rid="B46">Maldonado et al., 2005</xref>), revealed many secondary metabolites like salinosporamide K from <italic>Salinispora pacifica</italic> (<xref ref-type="bibr" rid="B18">Eust&#xe1;quio et al., 2011</xref>), lanthipeptide from <italic>Salinispora</italic> spp. (<xref ref-type="bibr" rid="B32">Kittrell et al., 2020</xref>), salinilactam A, and lomaiviticin from <italic>Salinispora tropica</italic> (<xref ref-type="bibr" rid="B77">Udwary et al., 2007</xref>; <xref ref-type="bibr" rid="B29">Kersten et al., 2013</xref>), polyketides, non-ribosomal peptides, and terpenes from <italic>Salinispora</italic> sp. H7-4 (<xref ref-type="bibr" rid="B78">Ulanova et al., 2020</xref>). Genome mining of <italic>Janibacter limosus</italic> P3-3-X1 from the Antarctic deep sea revealed five potential BGCs involved in secondary metabolites, including non-ribosomal peptide synthetase (NRPS), ectoine, and siderophore. The siderophore cluster may produce desferrioxamine-like iron chelators for thalassemia treatment, while a unique NRPS cluster suggests the potential for novel natural products (<xref ref-type="bibr" rid="B74">Su et al., 2019</xref>). Genome mining of three marine <italic>Micromonospora</italic> species revealed the presence of bleomycin, lymphostin, phosphonoglycan, actinomycin, alnumycin, epothilone, spinosad, syringomycin, and sioxanthin BGCs. Notably, certain BGCs exhibited species-specific distribution, highlighting the unique metabolic potential within each <italic>Micromonospora</italic> species (<xref ref-type="bibr" rid="B15">Contreras-Castro et al., 2019</xref>). <italic>Nocardiopsis dassonvillei</italic> RACA-4, isolated from Red Sea nudibranchs, harbors diverse BGCs for polyketides, non-ribosomal peptides, phenazine, bacteriocins, surfactins, and sactipeptides, with many showing low similarity to known clusters, indicating potential for novel natural product discovery (<xref ref-type="bibr" rid="B17">Elfeky et al., 2023</xref>). A list of marine-derived <italic>Actinomycetota</italic> gene clusters identified through genome mining are mentioned in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Marine-derived <italic>Actinomycetota</italic> gene clusters identified via genome mining.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">
<italic>Actinomycetota</italic>
</th>
<th align="left">Isolated from</th>
<th align="left">Gene cluster related to</th>
<th align="left">Sequencer/platform</th>
<th align="left">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>Nocardiopsis</italic> sp. and <italic>Streptomyces</italic> spp.</td>
<td align="left">Marine sediment and sponge</td>
<td align="left">NRPS gene, terpenes, lassopeptide, NRPS-independent, IucA/IucC-like siderophores, PKS, lanthipeptide-class-i clusters, melanin, ectoine and others</td>
<td align="left">Novaseq 6,000 Illumina</td>
<td align="left">
<xref ref-type="bibr" rid="B34">Kumar et al. (2025)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Micromonospora</italic> sp. SH-82</td>
<td align="left">Sponge <italic>Scopalina hapalia</italic>
</td>
<td align="left">Terpene, NRPS, PKS, lanthipeptide, lipolanthine, NRP metallophore, phenazine, siderophore, and resorcinol</td>
<td align="left">Oxford Nanopore GridIon and Illumina HiSeq 2,500</td>
<td align="left">
<xref ref-type="bibr" rid="B64">Ramesh et al. (2024)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Streptomyces malaysiensis</italic> HNM0561</td>
<td align="left">Marine sponge</td>
<td align="left">Malaymycin and mccrearamycin E</td>
<td align="left">PacBio RS II and Illumina HiSeq 4,000</td>
<td align="left">
<xref ref-type="bibr" rid="B92">Zhu et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Janibacter indicus</italic> YB324</td>
<td align="left">Marine sediment</td>
<td align="left">Non-ribosomal peptide synthetase (NRPS) ectoine, siderophore and terpenes</td>
<td align="left">PacBio Sequel</td>
<td align="left">
<xref ref-type="bibr" rid="B58">Pei et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Streptomyces</italic> sp. SCSIO 03032</td>
<td align="left">Deep-sea sediment</td>
<td align="left">Piericidins, heronamides and spiroindimicins/indimicins/lynamicins</td>
<td align="left">PacBio RS II</td>
<td align="left">
<xref ref-type="bibr" rid="B45">Ma et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Micromonospora craniellae</italic>
</td>
<td align="left">
<italic>Craniella</italic> species sponge</td>
<td align="left">Nonribosomal peptides, polyketides, terpene, siderophore, etc</td>
<td align="left">HiSeq and PacBio RSII/Sequel system</td>
<td align="left">
<xref ref-type="bibr" rid="B87">Yang et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Salinispora</italic> sp. H7-4</td>
<td align="left">Deep-sea sediment</td>
<td align="left">Polyketides, nonribosomal peptides, and terpenes</td>
<td align="left">HiSeq 4,000</td>
<td align="left">
<xref ref-type="bibr" rid="B78">Ulanova et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Streptomyces</italic> sp. DUT11</td>
<td align="left">Marine sediment</td>
<td align="left">Tunicamycins, ectoine, siderophore, bacteriocin, butyrolactone, novel lassopeptides and lantibiotics</td>
<td align="left">Pacbio RS</td>
<td align="left">
<xref ref-type="bibr" rid="B85">Xu et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Micromonospora echinospora</italic> SCSIO 04089</td>
<td align="left">Marine sediment</td>
<td align="left">Nenestatin A</td>
<td align="left">Not mentioned</td>
<td align="left">
<xref ref-type="bibr" rid="B27">Jiang et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Brachybacterium</italic> sp. P6-10-X1</td>
<td align="left">Deep-sea sediments</td>
<td align="left">Siderophore, ectoine, terpene, and PKS gene</td>
<td align="left">Illumina Hiseq 4,000 and PacBio RSII</td>
<td align="left">
<xref ref-type="bibr" rid="B91">Zhao et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Micromonospora</italic> sp. DSW705</td>
<td align="left">Deep seawater</td>
<td align="left">PKS, NRPS and hybrid PKS/NRPS gene clusters</td>
<td align="left">2,1,</td>
<td align="left">
<xref ref-type="bibr" rid="B33">Komaki et al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Micromonospora</italic> sp. RL09-050-HVF-A</td>
<td align="left">Marine sediment</td>
<td align="left">Lobosamides A&#x2013;C</td>
<td align="left">Single molecule realtime sequencing technology (Pacific Biosciences)</td>
<td align="left">
<xref ref-type="bibr" rid="B70">Schulze et al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Sciscionella</italic> SE31</td>
<td align="left">Intertidal sediment</td>
<td align="left">Nonribosomal peptides, polyketides, and oligosaccharides</td>
<td align="left">Illumina HiSeq 2000</td>
<td align="left">
<xref ref-type="bibr" rid="B76">Teo et al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Streptomyces</italic> sp. AA0539</td>
<td align="left">Marine sediment</td>
<td align="left">siderophores, terpenes, lantibiotic, PKS, NRPS, nucleosides, ectoine, and hybrid NRPS/PKS</td>
<td align="left">Roche 454 genome sequencer FLX</td>
<td align="left">
<xref ref-type="bibr" rid="B84">Xiong and Wang, (2012)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3">
<title>Genome-guided combinatorial approach</title>
<p>Genome sequencing has revealed that many microbial BGCs remain inactive under standard culture conditions, limiting access to novel secondary metabolites (<xref ref-type="bibr" rid="B54">Onaka, 2017</xref>). Heterologous expression, a method involving the transfer of gene clusters into a different, more amenable host, has proven effective for activating these silent pathways and enhancing novel metabolite production. This approach played a crucial role in uncovering the hidden metabolic potential of microbes for natural product discovery (<xref ref-type="bibr" rid="B86">Yang et al., 2020</xref>). The integration of genome mining with heterologous expression has successfully activated silent BGCs in numerous marine-derived <italic>Actinomycetota</italic>, enabling the discovery of novel secondary metabolites. Genome mining of the marine <italic>S. seoulensis</italic> A01 enabled the identification of a giant Type I PKS gene cluster (<italic>asm</italic>). When this BGC was constructed and expressed in &#x201c;<italic>Streptomyces lividans</italic>&#x201d; SBT18, ansaseomycin A and B were produced, which were active against the leukemia cell line (<xref ref-type="bibr" rid="B43">Liu et al., 2019</xref>). Genome mining of the sponge-associated <italic>Streptomyces</italic> sp. DSS69 uncovered putative genes involved in macrolactam biosynthesis. Subsequent cloning and heterologous expression of these genes in &#x201c;<italic>S. lividans&#x201d;</italic> GX28 led to the discovery of weddellamycin, an antibacterial compound exhibiting potent activity against a range of Gram-positive bacteria, including MRSA, as well as antifungal activity against <italic>C. albicans</italic> and cytotoxic effects on various cancer cell lines (<xref ref-type="bibr" rid="B14">Chen et al., 2024</xref>). Recently, the integration of genome mining and heterologous expression led to the discovery of two novel tricyclic diterpenes, ostamycins A and B, from the deep-sea-derived <italic>Streptomyces amphotericinicus</italic> DS22&#x2013;01, both exhibiting inhibitory activity against the Influenza A virus (<xref ref-type="bibr" rid="B22">Hou et al., 2025</xref>).</p>
<p>Along with genomic and heterologous expression approaches, cultivation conditions and analytical methods were also used to activate BGCs. Genomic analysis of marine <italic>Actinoalloteichus</italic> sp. AHMU CJ021 revealed 22 BGCs, including a dormant caerulomycin A (CRM A) pathway. Activation of CRM A was achieved via gentamycin-guided ribosome engineering, with further enhancement through UV mutagenesis and intracellular riboflavin optimization. Medium optimization using response surface methodology showed that controlled carbon feeding and high organic nitrogen levels, with limited inorganic nitrogen, significantly improved CRM A yield (<xref ref-type="bibr" rid="B83">Xie et al., 2020</xref>). Integrating NMR-based metabolomics with genomic analysis has proven effective for natural product discovery in marine-derived actinobacteria. In <italic>Streptomyces</italic> sp. S063, this approach revealed a novel NRPS gene cluster and identified cyclic decapeptides with moderate anticancer activity (<xref ref-type="bibr" rid="B25">Huang et al., 2023</xref>). A study used a combination of genome and MS/MS analysis to investigate the biosynthetic potential of a rare actinobacterium (<italic>Micromonospora aurantiaca</italic> sp.01) isolated from a mangrove habitat. Analysis of its genome revealed 21 secondary metabolite BGCs responsible for antibiotic production. Using guided MS/MS analysis, one of the predicted antibiotics, kanamycin, was identified (<xref ref-type="bibr" rid="B23">Hu et al., 2020</xref>). <italic>Streptomyces</italic> sp. MP131-18, isolated from marine sediment, was subjected to integrated genomic and metabolomic profiling. Genome mining via antiSMASH uncovered 36 BGCs associated with the production of 18 diverse classes of secondary metabolites, indicating a rich and varied metabolic capacity. Complementary metabolomic analyses led to the identification of bisindole pyrrole compounds, including lynamicins and spiroindimicins, which showed antibacterial activity against <italic>Bacillus subtilis (</italic>
<xref ref-type="bibr" rid="B57">Paulus et al., 2017</xref>
<italic>)</italic>.</p>
<p>Eliciting bacterial cells using external signals, whether biological (such as co-cultivation with other microbes) or chemical (like small molecule inducers), is a strategic approach to activate silent or poorly expressed BGCs responsible for antibiotic production (<xref ref-type="bibr" rid="B1">Abdelmohsen et al., 2015</xref>). Co-culturing different microbial species is a simple yet powerful approach to activate silent BGCs (<xref ref-type="bibr" rid="B30">Kim et al., 2021</xref>). When coupled with genome analysis, which identified cryptic BGCs, co-culture served as a targeted strategy to activate biosynthetic potential. This method not only mimics natural ecological stressors like interspecies competition and nutrient limitation but also enables real-time assessment of induced metabolite (<xref ref-type="bibr" rid="B30">Kim et al., 2021</xref>). A study highlights how co-cultivating a marine-derived <italic>Streptomyces</italic> sp. PTY087I2 with human pathogens (<italic>B. subtilis</italic>, methicillin-sensitive <italic>S. aureus</italic>, MRSA, and <italic>Pseudomonas aeruginosa</italic>) effectively activates silent BGCs, leading to the production of novel antibiotic compounds. Genome analysis of <italic>Streptomyces</italic> sp. PTY087I2 revealed 37 BGCs with high biosynthetic potential; however, monoculture conditions failed to induce significant metabolite expression. In contrast, co-culture conditions led to the enhanced production of granaticin, granatomycin D, dihydrogranaticin B, and related analogues, significantly boosting antimicrobial activity against Gram-positive pathogens (<xref ref-type="bibr" rid="B75">Sung et al., 2017</xref>). Similarly, genome and co-culture analysis of marine invertebrate-associated bacteria, specifically <italic>Micromonospora</italic> and <italic>Rhodococcus</italic> species, led to the discovery of the novel antibiotic keyicin. The genome of <italic>Micromonospora</italic> was found to contain the genes responsible for keyicin biosynthesis, whereas <italic>Rhodococcus</italic> did not. Co-culture experiments showed that <italic>Micromonospora</italic> sp. exposure to <italic>Rhodococcus</italic> sp. derived signals triggered <italic>Micromonospora</italic> to enhance genes involved in the keyicin biosynthetic pathway. The resulting compound exhibited antibacterial activity, particularly against selective Gram-positive bacteria, including <italic>Rhodococcus</italic> and <italic>Mycobacterium</italic> species (<xref ref-type="bibr" rid="B2">Adnani et al., 2017</xref>).</p>
<p>Chemical elicitation, on the other hand, uses synthetic compounds like inorganic substances, heavy metals, and rare earth elements to trigger metabolic changes by activating specific defence pathways with varying intensity (<xref ref-type="bibr" rid="B1">Abdelmohsen et al., 2015</xref>). The combination of genome analysis with biological and chemical elicitation proved effective in revealing hidden biosynthetic capabilities. A recent study investigated elicitation strategies to enhance antibacterial metabolite production in Antarctic actinobacterial strains from soil, marine water, and sediments. By employing MS/MS-based metabolomics and genome mining, strains were cultivated under different nutrient conditions and elicitors such as lipopolysaccharide, sodium nitroprusside, and co-culture. While all treatments activated biosynthetic pathways, strain-specific responses varied depending on culture medium composition (<xref ref-type="bibr" rid="B52">N&#xfa;&#xf1;ez-Montero et al., 2020</xref>).</p>
</sec>
<sec id="s4">
<title>Metagenomics and transcriptomics</title>
<p>The exploration of microbial diversity and function in natural environments has been greatly enhanced by high-throughput sequencing technologies. Metagenomics, which involves sequencing DNA extracted directly from environmental sources, enables researchers to study entire microbial communities without the need for culturing individual species. This approach provides a broad view of the taxonomic composition and metabolic capabilities present within complex microbiomes (<xref ref-type="bibr" rid="B3">Aka&#xe7;in et al., 2022</xref>). Complementing this, transcriptomics focuses on the analysis of RNA transcripts, offering insights into gene expression patterns under specific environmental or physiological conditions. By capturing active transcriptional responses, transcriptomic studies reveal which genes were being expressed and regulated, providing a functional perspective on microbial activity (<xref ref-type="bibr" rid="B6">Aplakidou et al., 2024</xref>). Through integrated metagenomic and transcriptomic analyses, researchers have been able to uncover a diverse array of BGCs and regulatory pathways involved in the synthesis of potentially therapeutic molecules from marine <italic>Actinomycetota</italic>. Metagenomic studies targeting the deep chlorophyll maximum of the Mediterranean Sea have led to the recovery of four genomes belonging to marine <italic>Actinobacteria</italic>, specifically within the <italic>Acidimicrobiales</italic> order. These represent the first genomic insights into marine representatives of this group. Among the four genomes, one was found to carry a gene coding for a rhodopsin-like protein, exhibiting closest similarity to a freshwater <italic>Acidimicrobiales</italic> species. The associated rhodopsin gene cluster displayed unique features distinct from previously known variants, prompting the designation of a new subgroup referred to as acidirhodopsins (<xref ref-type="bibr" rid="B49">Mizuno et al., 2015</xref>). An integrative omics study combining transcriptomics and proteomics with parallel reaction monitoring has elucidated the antifungal mechanism of antifungalmycin B, a bioactive compound from the marine <italic>Streptomyces hiroshimensis</italic>. These findings reveal that antifungalmycin B inhibits <italic>Talaromyces marneffei</italic> by disrupting organic acid biosynthesis and impairing critical cellular energy metabolism pathways. Such dual interference undermines metabolic homeostasis in the pathogen, enhancing antifungalmycin B antifungal activity (<xref ref-type="bibr" rid="B41">Li et al., 2025</xref>). The marine-derived <italic>Streptomyces olivaceus</italic> SCSIO T05 has emerged as a promising source of antifungal compounds, particularly in the context of targeting virulence traits in <italic>C. albicans</italic> (inhibiting the formation of hyphae and biofilms). Transcriptomic analysis, supported by real-time PCR, revealed that these effects were mediated through the downregulation of genes associated with filamentation and cell adhesion. This gene expression modulation disrupts essential morphogenetic and adhesion pathways, suggesting that the compound impairs fungal pathogenicity by targeting regulatory networks rather than directly killing the fungal cell. These findings highlight the potential of transcriptomics-guided discovery in identifying novel anti-virulence strategies against fungal pathogens (<xref ref-type="bibr" rid="B48">Meng et al., 2019</xref>). A study employed comparative transcriptomics to analyze BGC activity across four closely related <italic>Salinispora</italic> strains. The results showed that about half of the BGCs were actively expressed at levels likely sufficient for metabolite detection. By comparing similar clusters across strains, specific regulatory genes potentially responsible for BGC silencing were identified. These previously undetected regulatory variations emphasize the significance of transcriptomic approaches in uncovering hidden metabolic potential. The presence of conserved but transcriptionally inactive BGCs across multiple strains suggests they may be subject to distinct regulatory mechanisms or that gene silencing serves an evolutionary function. Combining transcriptomic data with metabolomics allowed to associate the production of salinipostins (<xref ref-type="bibr" rid="B5">Amos et al., 2017</xref>).</p>
</sec>
<sec id="s5">
<title>Conclusion and future perspectives</title>
<p>Marine <italic>Actinomycetota</italic> possess exceptional biosynthetic potential, producing a wide range of bioactive secondary metabolites with significant pharmaceutical relevance. Their unique metabolic capabilities underscore their value as a promising source for novel drug discovery and therapeutic development. However, the exploration of this microbial group has so far barely scratched the surface. For years, researchers depended on conventional isolation and bioactivity-guided screening methods, which, although fruitful to a degree, often led to the rediscovery of previously known compounds. This recurring outcome underscores a critical limitation: only a small portion of marine microbial life has been cultured and studied, leaving the vast majority untapped, much like seeing only the tip of an iceberg while the bulk remains submerged and mysterious. With the advent of omics technologies, this landscape is beginning to change. Genome sequencing has opened the door to BGCs from microbes, offering clues to potentially novel compounds. Metagenomics has proven even more transformative, granting access to the genetic blueprints of uncultivable microbes directly from environmental samples, an essential step toward revealing the hidden biosynthetic capacity of marine ecosystems. Meanwhile, transcriptomic analyses help unravel the gene expression patterns that regulate secondary metabolism, and metabolomics allows researchers to profile complex chemical mixtures and associate them with specific metabolic pathways or gene clusters. Complementing these molecular tools are powerful analytical techniques that bring chemical insights into sharper focus. High-resolution mass spectrometry and nuclear magnetic resonance spectroscopy are critical for structure elucidation and dereplication, helping distinguish novel compounds from known ones. Liquid chromatography-mass spectrometry (LC-MS) enables detailed metabolic profiling, allowing researchers to connect metabolomic data with genomic predictions. These techniques, when used in tandem with bioinformatics tools and databases, enhance the precision and speed of natural product discovery. Despite these advancements, many challenges remain. A substantial number of BGCs identified in genome data are still uncharacterized or remain silent under laboratory conditions. Future efforts should focus on improving the functional annotation of these gene clusters through advanced computational and experimental methods, and on developing more efficient ways to activate and study these cryptic biosynthetic pathways. Equally important is the exploration of lesser-known marine habitats such as deep-sea trenches, hydrothermal vents, polar seas, and marine symbiont communities that likely harbor microbial species with entirely novel metabolic capacities. The full potential of marine <italic>Actinomycetota</italic> will only be realized through integrated, multidisciplinary efforts that combine omics-driven discovery, chemical analytics, systems biology, and ecological exploration. As researchers continue to piece together this complex puzzle, each breakthrough will bring us closer to uncovering new classes of bioactive molecules with the potential to address critical challenges in medicine, particularly the growing crisis of antibiotic resistance and the urgent need for innovative therapeutics.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>MN: Writing &#x2013; review and editing, Writing &#x2013; original draft, Conceptualization. SQ: Writing &#x2013; review and editing, Writing &#x2013; original draft. MS: Writing &#x2013; review and editing, Writing &#x2013; original draft. NQ: Writing &#x2013; original draft, Writing &#x2013; review and editing. W-JL: Writing &#x2013; original draft, Writing &#x2013; review and editing, Supervision. AT: Writing &#x2013; original draft, Funding acquisition, Supervision, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work has been supported by Visiting Research Scholar (VRC) grant, Faculty of Science, Kasetsart University and Bioinformatics Academic Association of Thailand (BAT). The author SQ extends his appreciation to the Deanship of Scientific Research at Northern Border University, Arar, Kingdom of Saudi Arabia for funding this research work through the project number NBU-FFR-2025-2046-10. MS is grateful to ANID FONDECYT 1250963.</p>
</sec>
<ack>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> is created in BioRender. Prabhu, M. (2025) <ext-link ext-link-type="uri" xlink:href="https://BioRender.com/rywp6pi">https://BioRender.com/rywp6pi</ext-link>. <xref ref-type="fig" rid="F2">Figure 2</xref> is created in BioRender. Prabhu, M. (2025) <ext-link ext-link-type="uri" xlink:href="https://BioRender.com/p2sp1o9">https://BioRender.com/p2sp1o9</ext-link>.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<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 sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abdelmohsen</surname>
<given-names>U. R.</given-names>
</name>
<name>
<surname>Grkovic</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Balasubramanian</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kamel</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Quinn</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Hentschel</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Elicitation of secondary metabolism in actinomycetes</article-title>. <source>Biotechnol. Adv.</source> <volume>33</volume> (<issue>6 Pt 1</issue>), <fpage>798</fpage>&#x2013;<lpage>811</lpage>. <pub-id pub-id-type="doi">10.1016/j.biotechadv.2015.06.003</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Adnani</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Chevrette</surname>
<given-names>M. G.</given-names>
</name>
<name>
<surname>Adibhatla</surname>
<given-names>S. N.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Braun</surname>
<given-names>D. R.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Coculture of marine invertebrate-associated bacteria and interdisciplinary technologies enable biosynthesis and discovery of a new antibiotic, Keyicin</article-title>. <source>ACS Chem. Biol.</source> <volume>12</volume> (<issue>12</issue>), <fpage>3093</fpage>&#x2013;<lpage>3102</lpage>. <pub-id pub-id-type="doi">10.1021/acschembio.7b00688</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aka&#xe7;in</surname>
<given-names>&#x130;.</given-names>
</name>
<name>
<surname>Ersoy</surname>
<given-names>&#x15e;.</given-names>
</name>
<name>
<surname>Doluca</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>G&#xfc;ng&#xf6;rm&#xfc;&#x15f;ler</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Comparing the significance of the utilization of next generation and third generation sequencing technologies in microbial metagenomics</article-title>. <source>Microbiol. Res.</source> <volume>264</volume>, <fpage>127154</fpage>. <pub-id pub-id-type="doi">10.1016/j.micres.2022.127154</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Almeida</surname>
<given-names>E. L.</given-names>
</name>
<name>
<surname>Carrillo Rinc&#xf3;n</surname>
<given-names>A. F.</given-names>
</name>
<name>
<surname>Jackson</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Dobson</surname>
<given-names>A. D. W.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Comparative Genomics of marine sponge-derived <italic>Streptomyces</italic> spp. Isolates SM17 and SM18 with their closest terrestrial relatives provides novel insights into environmental niche adaptations and secondary metabolite biosynthesis potential</article-title>. <source>Front. Microbiol.</source> <volume>10</volume>, <fpage>1713</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2019.01713</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Amos</surname>
<given-names>G. C. A.</given-names>
</name>
<name>
<surname>Awakawa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Tuttle</surname>
<given-names>R. N.</given-names>
</name>
<name>
<surname>Letzel</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Kudo</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Comparative transcriptomics as a guide to natural product discovery and biosynthetic gene cluster functionality</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>114</volume> (<issue>52</issue>), <fpage>E11121-E11130</fpage>&#x2013;<lpage>E11130</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1714381115</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aplakidou</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Vergoulidis</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Chasapi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Venetsianou</surname>
<given-names>N. K.</given-names>
</name>
<name>
<surname>Kokoli</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Panagiotopoulou</surname>
<given-names>E.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Visualizing metagenomic and metatranscriptomic data: a comprehensive review</article-title>. <source>Comput. Struct. Biotechnol. J.</source> <volume>23</volume>, <fpage>2011</fpage>&#x2013;<lpage>2033</lpage>. <pub-id pub-id-type="doi">10.1016/j.csbj.2024.04.060</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Augustijn</surname>
<given-names>H. E.</given-names>
</name>
<name>
<surname>Roseboom</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Medema</surname>
<given-names>M. H.</given-names>
</name>
<name>
<surname>van Wezel</surname>
<given-names>G. P.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Harnessing regulatory networks in Actinobacteria for natural product discovery</article-title>. <source>J. Ind. Microbiol.</source> <volume>51</volume>, <fpage>kuae011</fpage>. <pub-id pub-id-type="doi">10.1093/jimb/kuae011</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Duan</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Genome-guided discovery of antifungal filipins from a deep-seasea-derived <italic>Streptomyces antibioticus</italic>
</article-title>. <source>J. Nat. Prod.</source> <volume>85</volume> (<issue>2</issue>), <fpage>365</fpage>&#x2013;<lpage>374</lpage>. <pub-id pub-id-type="doi">10.1021/acs.jnatprod.1c00952</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Belknap</surname>
<given-names>K. C.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Barth</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Andam</surname>
<given-names>C. P.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Genome mining of biosynthetic and chemotherapeutic gene clusters in Streptomyces bacteria</article-title>. <source>Sci. Rep.</source> <volume>10</volume> (<issue>1</issue>), <fpage>2003</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-020-58904-9</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bentley</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Chater</surname>
<given-names>K. F.</given-names>
</name>
<name>
<surname>Cerde&#xf1;o-T&#xe1;rraga</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Challis</surname>
<given-names>G. L.</given-names>
</name>
<name>
<surname>Thomson</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>James</surname>
<given-names>K. D.</given-names>
</name>
<etal/>
</person-group> (<year>2002</year>). <article-title>Complete genome sequence of the model actinomycete <italic>Streptomyces</italic> coelicolor A3(2)</article-title>. <source>Nature</source> <volume>417</volume> (<issue>6885</issue>), <fpage>141</fpage>&#x2013;<lpage>147</lpage>. <pub-id pub-id-type="doi">10.1038/417141a</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Beyer</surname>
<given-names>L. I.</given-names>
</name>
<name>
<surname>Sch&#xe4;fer</surname>
<given-names>A.-B.</given-names>
</name>
<name>
<surname>Undabarrena</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mattsby-Baltzer</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Tietze</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Svensson</surname>
<given-names>E.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Mimicking nonribosomal peptides from the marine actinomycete <italic>Streptomyces</italic> sp. H-KF8 leads to antimicrobial peptides</article-title>. <source>ACS Inf. Dis.</source> <volume>10</volume> (<issue>1</issue>), <fpage>79</fpage>&#x2013;<lpage>92</lpage>. <pub-id pub-id-type="doi">10.1021/acsinfecdis.3c00206</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bister</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Bischoff</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Str&#xf6;bele</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Riedlinger</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Reicke</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Wolter</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>Abyssomicin C-A polycyclic antibiotic from a marine <italic>Verrucosispora</italic> strain as an inhibitor of the p-aminobenzoic acid/tetrahydrofolate biosynthesis pathway</article-title>. <source>Angew. Chem. Int. Ed. Engl.</source> <volume>43</volume> (<issue>19</issue>), <fpage>2574</fpage>&#x2013;<lpage>2576</lpage>. <pub-id pub-id-type="doi">10.1002/anie.200353160</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Blin</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Shaw</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Steinke</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Villebro</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ziemert</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S. Y.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>antiSMASH 5.0: updates to the secondary metabolite genome mining pipeline</article-title>. <source>Nucleic Acids Res.</source> <volume>47</volume> (<issue>W1</issue>), <fpage>W81-W87</fpage>&#x2013;<lpage>W87</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkz310</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Hong</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>The discovery of weddellamycin, a tricyclic polyene macrolactam antibiotic from an antarctic deep-seasea-derived <italic>Streptomyces</italic> sp. DSS69, by heterologous expression</article-title>. <source>Mar. Drugs</source> <volume>22</volume> (<issue>4</issue>), <fpage>189</fpage>. <pub-id pub-id-type="doi">10.3390/md22040189</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Contreras-Castro</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Maldonado</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Quintana</surname>
<given-names>E. T.</given-names>
</name>
<name>
<surname>Carro</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Klenk</surname>
<given-names>H. P.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Genomic insight into three marine <italic>Micromonospora</italic> sp. strains from the Gulf of California</article-title>. <source>Microbiol. Resour. Announc</source> <volume>8</volume> (<issue>28</issue>), <fpage>e01673-18</fpage>. <pub-id pub-id-type="doi">10.1128/mra.01673-18</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Debouck</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Metcalf</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>The impact of genomics on drug discovery</article-title>. <source>Annu. Rev. Pharmacol. Toxicol.</source> <volume>40</volume>, <fpage>193</fpage>&#x2013;<lpage>207</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.pharmtox.40.1.193</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Elfeky</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Hanora</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Solyman</surname>
<given-names>S. M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Bioactivity of bacteria associated with Red Sea nudibranchs and whole genome sequence of Nocardiopsis dassonvillei RACA-4, Bioactivity Bact. Assoc. Red Sea nudibranchs whole genome sequence Nocardiopsis Dassonv. RACA-4</article-title>. <source>Mar Genomics</source> <volume>67</volume>. <pub-id pub-id-type="doi">10.1016/j.margen.2022.101004</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eust&#xe1;quio</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Nam</surname>
<given-names>S.-J.</given-names>
</name>
<name>
<surname>Penn</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lechner</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Wilson</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Fenical</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>The Discovery of Salinosporamide K from the marine bacterium &#x201c;<italic>Salinispora pacifica</italic>&#x201d; by genome mining gives insight into pathway evolution</article-title>. <source>ChemBioChem</source> <volume>12</volume> (<issue>1</issue>), <fpage>61</fpage>&#x2013;<lpage>64</lpage>. <pub-id pub-id-type="doi">10.1002/cbic.201000564</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fei</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Yangjun</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yuee</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ping</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Chengzhi</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Linlin</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>The complete genome sequence of <italic>Streptomyces</italic> sp. FIM 95-F1, a marine actinomycete that produces the antifungal antibiotic scopafungin</article-title>. <source>Mar. Genomics</source> <volume>78</volume>, <fpage>101146</fpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2024.101146</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hannigan</surname>
<given-names>G. D.</given-names>
</name>
<name>
<surname>Prihoda</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Palicka</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Soukup</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Klempir</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Rampula</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>A deep learning genome-mining strategy for biosynthetic gene cluster prediction</article-title>. <source>Nucleic Acids Res.</source> <volume>47</volume> (<issue>18</issue>), <fpage>e110</fpage>. <pub-id pub-id-type="doi">10.1093/nar/gkz654</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Helmke</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Weyland</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>1984</year>). <article-title>
<italic>Rhodococcus marinonascens</italic> sp. nov., an actinomycete from the sea</article-title>. <source>Int. J. Syst. Evol. Microbiol.</source> <volume>34</volume> (<issue>2</issue>), <fpage>127</fpage>&#x2013;<lpage>138</lpage>. <pub-id pub-id-type="doi">10.1099/00207713-34-2-127</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hou</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Targeted discovery of diterpene compounds ostamycins with anti-influenza a viral activity from a deepsea-derived <italic>Streptomyces</italic> strain</article-title>. <source>Bioorg Chem.</source> <volume>157</volume>, <fpage>108268</fpage>. <pub-id pub-id-type="doi">10.1016/j.bioorg.2025.108268</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Mok</surname>
<given-names>K. M.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Exploring the potential of antibiotic production from rare <italic>actinobacteria</italic> by whole-genome sequencing and guided MS/MS analysis</article-title>. <source>Front. Microbiol.</source> <volume>11</volume>, <fpage>1540</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2020.01540</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Pei</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Comprehensive genomic analysis of marine strain <italic>Streptomyces</italic> sp. 891, an Excellent producer of chrysomycin A with therapeutic potential</article-title>. <source>Mar. Drugs</source> <volume>20</volume> (<issue>5</issue>), <fpage>287</fpage>. <pub-id pub-id-type="doi">10.3390/md20050287</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yue</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Deng</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>NMR-metabolomic profiling and genome mining drive the discovery of cyclic decapeptides from a marine Streptomyces</article-title>. <source>J. Nat. Prod.</source> <volume>86</volume> (<issue>9</issue>), <fpage>2122</fpage>&#x2013;<lpage>2130</lpage>. <pub-id pub-id-type="doi">10.1021/acs.jnatprod.3c00310</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Jerzy</surname>
<given-names>K. K.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>Next-generation sequencing &#x2014; an Overview of the history, tools, and &#x201c;omic&#x201d; applications</article-title>,&#x201d; in <source>Next generation sequencing</source>. Editor <person-group person-group-type="editor">
<name>
<surname>Jerzy</surname>
<given-names>K. K.</given-names>
</name>
</person-group> (<publisher-name>Rijeka, Croatia: IntechOpen</publisher-name>).</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Nie</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Isolation, structure elucidation and biosynthesis of benzo[b]fluorene nenestatin A from deep-sea derived <italic>Micromonospora echinospora</italic> SCSIO 04089</article-title>. <source>Tetrahedron</source> <volume>73</volume> (<issue>26</issue>), <fpage>3585</fpage>&#x2013;<lpage>3590</lpage>. <pub-id pub-id-type="doi">10.1016/j.tet.2017.03.054</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kanchanasin</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Salahong</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Sripreechasak</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Suriyachadkun</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Harunari</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Igarashi</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Discovery of two new actinobacteria, <italic>Micromonospora palythoicola</italic> sp. nov. and <italic>Streptomyces poriticola</italic> sp. nov., isolated from marine invertebrates</article-title>. <source>Sci. Rep.</source> <volume>14</volume> (<issue>1</issue>), <fpage>22140</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-024-73040-4</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kersten</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Lane</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Nett</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Richter</surname>
<given-names>T. K. S.</given-names>
</name>
<name>
<surname>Duggan</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Dorrestein</surname>
<given-names>P. C.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Bioactivity-guided genome mining reveals the lomaiviticin biosynthetic gene cluster in <italic>Salinispora tropica</italic>
</article-title>. <source>ChemBioChem</source> <volume>14</volume> (<issue>8</issue>), <fpage>955</fpage>&#x2013;<lpage>962</lpage>. <pub-id pub-id-type="doi">10.1002/cbic.201300147</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hwang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Discovery of novel secondary metabolites encoded in actinomycete genomes through coculture</article-title>. <source>J. Ind. Microbiol. Biotechnol.</source> <volume>48</volume> (<issue>3-4</issue>), <fpage>kuaa001</fpage>. <pub-id pub-id-type="doi">10.1093/jimb/kuaa001</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Hong</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Choi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>J. S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Chemical and genomic analyses of a marine-derived <italic>Streptomyces</italic> sp. V17-9 producing amino acid derivatives and siderophores</article-title>. <source>Front. Mar. Sci.</source> <volume>9</volume>, <fpage>959690</fpage>. <pub-id pub-id-type="doi">10.3389/fmars.2022.959690</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kittrell</surname>
<given-names>C. G.</given-names>
</name>
<name>
<surname>Shah</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Halbert</surname>
<given-names>M. E.</given-names>
</name>
<name>
<surname>Scott</surname>
<given-names>D. H.</given-names>
</name>
<name>
<surname>Limbrick</surname>
<given-names>E. M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Genomic analysis suggests <italic>Salinispora</italic> is a rich source of novel lanthipeptides</article-title>. <source>Mol. Genet. Genom</source> <volume>295</volume> (<issue>6</issue>), <fpage>1529</fpage>&#x2013;<lpage>1535</lpage>. <pub-id pub-id-type="doi">10.1007/s00438-020-01718-1</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Komaki</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ichikawa</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hosoyama</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Hamada</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Harunari</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Ishikawa</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Draft genome sequence of <italic>Micromonospora</italic> sp. DSW705 and distribution of biosynthetic gene clusters for depsipeptides bearing 4-amino-2,4-pentadienoate in actinomycetes</article-title>. <source>
<italic>Stand Genomic Sci</italic>11</source> <volume>11</volume> (<issue>1</issue>), <fpage>84</fpage>. <pub-id pub-id-type="doi">10.1186/s40793-016-0206-2</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Vijayakumar</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Shintre</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Tamhane</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Deshpande</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Joshi</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>
<italic>In silico</italic> exploration of biosynthetic gene clusters in marine <italic>Streptomyces</italic> sp. and <italic>Nocardiopsis</italic> sp. from the western coast of India: genome-based profiling using whole genome sequencing</article-title>. <source>J. Genet. Eng. Biotechnol.</source> <volume>23</volume> (<issue>2</issue>), <fpage>100483</fpage>. <pub-id pub-id-type="doi">10.1016/j.jgeb.2025.100483</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lam</surname>
<given-names>K. S.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Discovery of novel metabolites from marine actinomycetes</article-title>. <source>Curr. Opin. Microbiol.</source> <volume>9</volume> (<issue>3</issue>), <fpage>245</fpage>&#x2013;<lpage>251</lpage>. <pub-id pub-id-type="doi">10.1016/j.mib.2006.03.004</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laudadio</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Fulci</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Stronati</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Carissimi</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Next-Generation metagenomics: methodological challenges and opportunities</article-title>. <source>Omics</source> <volume>23</volume> (<issue>7</issue>), <fpage>327</fpage>&#x2013;<lpage>333</lpage>. <pub-id pub-id-type="doi">10.1089/omi.2019.0073</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Hwang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Palsson</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Thirty complete <italic>Streptomyces</italic> genome sequences for mining novel secondary metabolite biosynthetic gene clusters</article-title>. <source>Sci. Data</source> <volume>7</volume> (<issue>1</issue>), <fpage>55</fpage>. <pub-id pub-id-type="doi">10.1038/s41597-020-0395-9</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leo</surname>
<given-names>V. C.</given-names>
</name>
<name>
<surname>Morgan</surname>
<given-names>N. V.</given-names>
</name>
<name>
<surname>Bem</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Jones</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Lowe</surname>
<given-names>G. C.</given-names>
</name>
<name>
<surname>Lordkipanidz&#xe9;</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Use of next-generation sequencing and candidate gene analysis to identify underlying defects in patients with inherited platelet function disorders</article-title>. <source>J. Thromb. Haemost.</source> <volume>13</volume> (<issue>4</issue>), <fpage>643</fpage>&#x2013;<lpage>650</lpage>. <pub-id pub-id-type="doi">10.1111/jth.12836</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>M. H.</given-names>
</name>
<name>
<surname>Ung</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Zajkowski</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Garneau-Tsodikova</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sherman</surname>
<given-names>D. H.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Automated genome mining for natural products</article-title>. <source>BMC Bioinforma.</source> <volume>10</volume>, <fpage>185</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2105-10-185</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>L. F.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Q. X.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>R. H.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Complete Genome sequence of <italic>Streptomyces</italic> sp. HP-A2021, a promising bacterium for natural product discovery</article-title>. <source>Biochem. Genet.</source> <volume>61</volume> (<issue>5</issue>), <fpage>2042</fpage>&#x2013;<lpage>2055</lpage>. <pub-id pub-id-type="doi">10.1007/s10528-023-10350-8</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Qu</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Integration of transcriptomics and proteomics to elucidate inhibitory effect and mechanism of antifungalmycin B from marine <italic>Streptomyces hiroshimensis</italic> in treating <italic>Talaromyces marneffei</italic>
</article-title>. <source>Mar. Drugs</source> <volume>23</volume> (<issue>2</issue>), <fpage>76</fpage>. <pub-id pub-id-type="doi">10.3390/md23020076</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Salam</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Jiao</surname>
<given-names>J. Y.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>H. C.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>Y. R.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Diversity of culturable thermophilic <italic>Actinobacteria</italic> in hot springs in Tengchong, China and studies of their biosynthetic gene profiles</article-title>. <source>Microb. Ecol.</source> <volume>72</volume> (<issue>1</issue>), <fpage>150</fpage>&#x2013;<lpage>162</lpage>. <pub-id pub-id-type="doi">10.1007/s00248-016-0756-2</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>K. B.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Heterologous expression of a cryptic giant type I PKS gene cluster leads to the production of ansaseomycin</article-title>. <source>Org. Lett.</source> <volume>21</volume> (<issue>10</issue>), <fpage>3785</fpage>&#x2013;<lpage>3788</lpage>. <pub-id pub-id-type="doi">10.1021/acs.orglett.9b01237</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Marine <italic>Streptomyces</italic>-derived novel Alkaloids discovered in the past decade</article-title>. <source>Mar. Drugs</source> <volume>22</volume> (<issue>1</issue>), <fpage>51</fpage>. <pub-id pub-id-type="doi">10.3390/md22010051</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Complete genome sequence of <italic>Streptomyces</italic> sp. SCSIO 03032 isolated from Indian Ocean sediment, producing diverse bioactive natural products</article-title>. <source>Mar. Genomics</source> <volume>55</volume>, <fpage>100803</fpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2020.100803</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Maldonado</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Fenical</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Jensen</surname>
<given-names>P. R.</given-names>
</name>
<name>
<surname>Kauffman</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Mincer</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Ward</surname>
<given-names>A. C.</given-names>
</name>
<etal/>
</person-group> (<year>2005</year>). <article-title>
<italic>Salinispora arenicola</italic> gen. nov., sp. nov. and <italic>Salinispora tropica</italic> sp. nov., obligate marine actinomycetes belonging to the family <italic>Micromonosporaceae</italic>
</article-title>. <source>Int. J. Syst. Evol. Microbiol.</source> <volume>55</volume> (<issue>Pt 5</issue>), <fpage>1759</fpage>&#x2013;<lpage>1766</lpage>. <pub-id pub-id-type="doi">10.1099/ijs.0.63625-0</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Matthews</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hanison</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Nirmalan</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>&#x201c;Omics&#x201d;-informed drug and biomarker discovery: opportunities, challenges and future perspectives</article-title>. <source>Proteomes</source> <volume>4</volume> (<issue>3</issue>), <fpage>28</fpage>. <pub-id pub-id-type="doi">10.3390/proteomes4030028</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Ju</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Efficacy of compounds isolated from <italic>Streptomyces olivaceus</italic> against the morphogenesis and virulence of <italic>Candida albicans</italic>
</article-title>. <source>Mar. Drugs</source> <volume>17</volume> (<issue>8</issue>), <fpage>442</fpage>. <pub-id pub-id-type="doi">10.3390/md17080442</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mizuno</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Rodriguez-Valera</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Ghai</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Genomes of Planktonic <italic>Acidimicrobiales</italic>: Widening horizons for marine <italic>actinobacteria</italic> by metagenomics</article-title>. <source>mBio</source> <volume>6</volume> (<issue>1</issue>). <pub-id pub-id-type="doi">10.1128/mBio.02083-14</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Narsing Rao</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W. J.</given-names>
</name>
</person-group> (<year>2022</year>). &#x201c;<article-title>Diversity of actinobacteria in various habitats</article-title>,&#x201d; in <source>Actinobacteria: microbiology to synthetic biology</source>. Editor <person-group person-group-type="editor">
<name>
<surname>Karthik</surname>
<given-names>L.</given-names>
</name>
</person-group> (<publisher-loc>Singapore</publisher-loc>: <publisher-name>Springer Nature Singapore</publisher-name>), <fpage>37</fpage>&#x2013;<lpage>58</lpage>.</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Narsing Rao</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>Z. Y.</given-names>
</name>
<name>
<surname>Jiao</surname>
<given-names>J. Y.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Genome sequence and comparative analysis of DRQ-2, the type strain of <italic>Nonomuraea indica</italic>
</article-title>. <source>Genomics</source> <volume>112</volume> (<issue>4</issue>), <fpage>2842</fpage>&#x2013;<lpage>2844</lpage>. <pub-id pub-id-type="doi">10.1016/j.ygeno.2020.03.023</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>N&#xfa;&#xf1;ez-Montero</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Quezada-Sol&#xed;s</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Khalil</surname>
<given-names>Z. G.</given-names>
</name>
<name>
<surname>Capon</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Andreote</surname>
<given-names>F. D.</given-names>
</name>
<name>
<surname>Barrientos</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Genomic and metabolomic analysis of Antarctic bacteria revealed culture and elicitation conditions for the production of antimicrobial compounds</article-title>. <source>Biomolecules</source> <volume>10</volume> (<issue>5</issue>), <fpage>673</fpage>. <pub-id pub-id-type="doi">10.3390/biom10050673</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ohnishi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ishikawa</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hara</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Suzuki</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ikenoya</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ikeda</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2008</year>). <article-title>Genome sequence of the streptomycin-producing microorganism <italic>Streptomyces griseus</italic> IFO 13350</article-title>. <source>J. Bacteriol.</source> <volume>190</volume> (<issue>11</issue>), <fpage>4050</fpage>&#x2013;<lpage>4060</lpage>. <pub-id pub-id-type="doi">10.1128/jb.00204-08</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Onaka</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Novel antibiotic screening methods to awaken silent or cryptic secondary metabolic pathways in actinomycetes</article-title>. <source>J. Antibiot.</source> <volume>70</volume> (<issue>8</issue>), <fpage>865</fpage>&#x2013;<lpage>870</lpage>. <pub-id pub-id-type="doi">10.1038/ja.2017.51</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oren</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Garrity</surname>
<given-names>G. M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Valid publication of the names of forty-two phyla of prokaryotes</article-title>. <source>Int. J. Syst. Evol. Microbiol.</source> <volume>71</volume> (<issue>10</issue>). <pub-id pub-id-type="doi">10.1099/ijsem.0.005056</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oren</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Arahal</surname>
<given-names>D. R.</given-names>
</name>
<name>
<surname>Rossell&#xf3;-M&#xf3;ra</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Sutcliffe</surname>
<given-names>I. C.</given-names>
</name>
<name>
<surname>Moore</surname>
<given-names>E. R. B.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Emendation of Rules 5b, 8, 15 and 22 of the International Code of nomenclature of prokaryotes to include the rank of phylum</article-title>. <source>Int. J. Syst. Evol. Microbiol.</source> <volume>71</volume> (<issue>6</issue>). <pub-id pub-id-type="doi">10.1099/ijsem.0.004851</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Paulus</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Rebets</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Tokovenko</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Nadmid</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Terekhova</surname>
<given-names>L. P.</given-names>
</name>
<name>
<surname>Myronovskyi</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>New natural products identified by combined genomics-metabolomics profiling of marine <italic>Streptomyces</italic> sp. MP131-18</article-title>. <source>Sci. Rep.</source> <volume>7</volume> (<issue>1</issue>), <fpage>42382</fpage>. <pub-id pub-id-type="doi">10.1038/srep42382</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pei</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Complete genome sequence of <italic>Janibaecter indicus</italic> YB324 from an Atlantic marine sediment</article-title>. <source>Mar. Genomics</source> <volume>58</volume>, <fpage>100833</fpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2020.100833</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pelizzola</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ecker</surname>
<given-names>J. R.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>The DNA methylome</article-title>. <source>FEBS Lett.</source> <volume>585</volume> (<issue>13</issue>), <fpage>1994</fpage>&#x2013;<lpage>2000</lpage>. <pub-id pub-id-type="doi">10.1016/j.febslet.2010.10.061</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Poynton</surname>
<given-names>E. F.</given-names>
</name>
<name>
<surname>van Santen</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Pin</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Contreras</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>McMann</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Parra</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>The Natural Products Atlas 3.0: extending the database of microbially derived natural products</article-title>. <source>Nucleic Acids Res.</source> <volume>53</volume> (<issue>D1</issue>), <fpage>D691</fpage>&#x2013;<lpage>D699</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkae1093</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Price</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Adamidis</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Kong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Champness</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>A <italic>Streptomyces coelicolor</italic> antibiotic regulatory gene, absB, encodes an RNase III homolog</article-title>. <source>J. Bacteriol.</source> <volume>181</volume> (<issue>19</issue>), <fpage>6142</fpage>&#x2013;<lpage>6151</lpage>. <pub-id pub-id-type="doi">10.1128/jb.181.19.6142-6151.1999</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Quach</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Vu</surname>
<given-names>T. H. N.</given-names>
</name>
<name>
<surname>Bui</surname>
<given-names>T. L.</given-names>
</name>
<name>
<surname>Le</surname>
<given-names>T. T. X.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>T. T. A.</given-names>
</name>
<name>
<surname>Ngo</surname>
<given-names>C. C.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Genomic and physiological traits provide insights into ecological niche adaptations of mangrove endophytic <italic>Streptomyces parvulus</italic> VCCM 22513</article-title>. <source>Ann. Microbiol.</source> <volume>72</volume> (<issue>1</issue>), <fpage>27</fpage>. <pub-id pub-id-type="doi">10.1186/s13213-022-01684-6</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rabbani</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Tekin</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mahdieh</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>The promise of whole-exome sequencing in medical genetics</article-title>. <source>J. Hum. Genet.</source> <volume>59</volume> (<issue>1</issue>), <fpage>5</fpage>&#x2013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1038/jhg.2013.114</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ramesh</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Anwesh</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Alessia</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Giuffrida</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>La Tella</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Chiaia</surname>
<given-names>V.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Genome and compound analysis of sioxanthin-producing marine actinobacterium <italic>Micromonospora</italic> sp. nov. Strain SH-82 isolated from sponge <italic>Scopalina hapalia</italic>
</article-title>. <source>Curr. Microbiol.</source> <volume>81</volume> (<issue>9</issue>), <fpage>298</fpage>. <pub-id pub-id-type="doi">10.1007/s00284-024-03812-8</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Salam</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Jiao</surname>
<given-names>J. Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X. T.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W. J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Update on the classification of higher ranks in the phylum Actinobacteria</article-title>. <source>Int. J. Syst. Evol. Microbiol.</source> <volume>70</volume> (<issue>2</issue>), <fpage>1331</fpage>&#x2013;<lpage>1355</lpage>. <pub-id pub-id-type="doi">10.1099/ijsem.0.003920</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sandoval-Powers</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kr&#xe1;lov&#xe1;</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>G. S.</given-names>
</name>
<name>
<surname>Fawwal</surname>
<given-names>D. V.</given-names>
</name>
<name>
<surname>Degnes</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lewin</surname>
<given-names>A. S.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>
<italic>Streptomyces poriferorum</italic> sp. nov., a novel marine sponge-derived actinobacteria species expressing anti-MRSA activity</article-title>. <source>Syst. Appl. Microbiol.</source> <volume>44</volume> (<issue>5</issue>), <fpage>126244</fpage>. <pub-id pub-id-type="doi">10.1016/j.syapm.2021.126244</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarkar</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Suthindhiran</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Diversity and biotechnological potential of marine actinomycetes from India</article-title>. <source>Indian J. Microbiol.</source> <volume>62</volume> (<issue>4</issue>), <fpage>475</fpage>&#x2013;<lpage>493</lpage>. <pub-id pub-id-type="doi">10.1007/s12088-022-01024-x</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Satam</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Joshi</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Mangrolia</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Waghoo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zaidi</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Rawool</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Next-Generation sequencing technology: current trends and advancements</article-title>. <source>Biology</source> <volume>12</volume> (<issue>7</issue>), <fpage>997</fpage>. <pub-id pub-id-type="doi">10.3390/biology12070997</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schatz</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bugie</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Waksman</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Hanssen</surname>
<given-names>A. D.</given-names>
</name>
<name>
<surname>Patel</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Osmon</surname>
<given-names>D. R.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>The classic: streptomycin, a substance exhibiting antibiotic activity against Gram-positive and Gram-Negative bacteria</article-title>. <source>Clin. Orthop. Relat. Res.</source> <volume>437</volume>, <fpage>3</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1097/01.blo.0000175887.98112.fe</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schulze</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Donia</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Siqueira-Neto</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Ray</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Raskatov</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Green</surname>
<given-names>R. E.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Genome-directed lead discovery: biosynthesis, structure elucidation, and biological evaluation of two families of polyene macrolactams against <italic>Trypanosoma brucei</italic>
</article-title>. <source>ACS Chem. Biol.</source> <volume>10</volume> (<issue>10</issue>), <fpage>2373</fpage>&#x2013;<lpage>2381</lpage>. <pub-id pub-id-type="doi">10.1021/acschembio.5b00308</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Siro</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Donald</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Pipite</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>The diversity of deep-sea actinobacteria and their natural products: an epitome of curiosity and drug discovery</article-title>. <source>Diversity</source> <volume>15</volume> (<issue>1</issue>), <fpage>30</fpage>. <pub-id pub-id-type="doi">10.3390/d15010030</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Skinnider</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Merwin</surname>
<given-names>N. J.</given-names>
</name>
<name>
<surname>Johnston</surname>
<given-names>C. W.</given-names>
</name>
<name>
<surname>Magarvey</surname>
<given-names>N. A.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>PRISM 3: expanded prediction of natural product chemical structures from microbial genomes</article-title>. <source>Nucleic Acids Res.</source> <volume>45</volume> (<issue>W1</issue>), <fpage>W49-W54</fpage>&#x2013;<lpage>W54</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkx320</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stackebrandt</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Rainey</surname>
<given-names>F. A.</given-names>
</name>
<name>
<surname>Ward-Rainey</surname>
<given-names>N. L.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Proposal for a new Hierarchic classification system, <italic>actinobacteria</italic> classis nov</article-title>. <source>Int. J. Syst. Evol. Microbiol.</source> <volume>47</volume> (<issue>2</issue>), <fpage>479</fpage>&#x2013;<lpage>491</lpage>. <pub-id pub-id-type="doi">10.1099/00207713-47-2-479</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Su</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Liao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Genomic data mining of an Antarctic deep-sea actinobacterium, <italic>Janibacter limosus</italic> P3-3-X1</article-title>. <source>Mar. Genomics</source> <volume>48</volume>, <fpage>100684</fpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2019.04.009</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sung</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Gromek</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Balunas</surname>
<given-names>M. J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Upregulation and identification of antibiotic activity of a marine-derived <italic>Streptomyces</italic> sp. via co-cultures with human pathogens</article-title>. <source>Mar. Drugs</source> <volume>15</volume> (<issue>8</issue>), <fpage>250</fpage>. <pub-id pub-id-type="doi">10.3390/md15080250</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Teo</surname>
<given-names>W. F. A.</given-names>
</name>
<name>
<surname>Wee</surname>
<given-names>W. Y.</given-names>
</name>
<name>
<surname>Choo</surname>
<given-names>S. W.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>G. Y. A.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Draft genome sequence of a marine actinobacteria <italic>Sciscionella</italic> strain SE31</article-title>. <source>Mar. Genomics</source> <volume>20</volume>, <fpage>11</fpage>&#x2013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2014.12.006</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Udwary</surname>
<given-names>D. W.</given-names>
</name>
<name>
<surname>Zeigler</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Asolkar</surname>
<given-names>R. N.</given-names>
</name>
<name>
<surname>Singan</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Lapidus</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Fenical</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Genome sequencing reveals complex secondary metabolome in the marine actinomycete <italic>Salinispora tropica</italic>
</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>104</volume> (<issue>25</issue>), <fpage>10376</fpage>&#x2013;<lpage>10381</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0700962104</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ulanova</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Uenaka</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sakama</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sakurai</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Draft genome sequence of <italic>Salinispora</italic> sp. strain H7-4, isolated from deep-sea sediments of the Shikoku basin</article-title>. <source>Microbiol. Resour. Announc</source> <volume>9</volume> (<issue>45</issue>), <fpage>e00834-20</fpage>. <pub-id pub-id-type="doi">10.1128/mra.00834-20</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van Lanen</surname>
<given-names>S. G.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Microbial genomics for the improvement of natural product discovery</article-title>. <source>Curr. Opin. Microbiol.</source> <volume>9</volume> (<issue>3</issue>), <fpage>252</fpage>&#x2013;<lpage>260</lpage>. <pub-id pub-id-type="doi">10.1016/j.mib.2006.04.002</pub-id>
</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Gerstein</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Snyder</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>RNA-Seq: a revolutionary tool for transcriptomics</article-title>. <source>Nat. Rev. Genet.</source> <volume>10</volume> (<issue>1</issue>), <fpage>57</fpage>&#x2013;<lpage>63</lpage>. <pub-id pub-id-type="doi">10.1038/nrg2484</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Widada</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Damayanti</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Herdini</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wijayanti</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hosoyama</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Yamazoe</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Draft genome sequence of the marine-derived, anticancer compound-producing bacterium <italic>Streptomyces</italic> sp. strain GMY01</article-title>. <source>Microbiol. Resour. Announc</source> <volume>12</volume> (<issue>6</issue>), <fpage>e0136620</fpage>&#x2013;<lpage>01320</lpage>. <pub-id pub-id-type="doi">10.1128/mra.01366-20</pub-id>
</citation>
</ref>
<ref id="B82">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Williams</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Vickers</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1988</year>). &#x201c;<article-title>Detection of actinomycetes in the natural environment: problems and perspectives</article-title>,&#x201d; in <source>In biology of actinomycetes &#x27;88</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Okami</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Beppu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ogawara</surname>
<given-names>H.</given-names>
</name>
</person-group> (<publisher-loc>Tokyo</publisher-loc>: <publisher-name>Japan Scientific Societies Press</publisher-name>), <fpage>265</fpage>&#x2013;<lpage>270</lpage>.</citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xie</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Activation and enhancement of caerulomycin A biosynthesis in marine-derived <italic>Actinoalloteichus</italic> sp. AHMU CJ021 by combinatorial genome mining strategies</article-title>. <source>Microb. Cell Fact.</source> <volume>19</volume> (<issue>1</issue>), <fpage>159</fpage>. <pub-id pub-id-type="doi">10.1186/s12934-020-01418-w</pub-id>
</citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiong</surname>
<given-names>Z. Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Draft genome sequence of marine-derived <italic>Streptomyces</italic> sp. strain AA0539, isolated from the Yellow Sea, China</article-title>. <source>J. Bacteriol.</source> <volume>194</volume> (<issue>23</issue>), <fpage>6622</fpage>&#x2013;<lpage>6623</lpage>. <pub-id pub-id-type="doi">10.1128/jb.01646-12</pub-id>
</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>X. N.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L. Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y. J.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>F. W.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Genome mining of the marine actinomycete <italic>Streptomyces</italic> sp. DUT11 and discovery of tunicamycins as anti-complement agents</article-title>. <source>Front. Microbiol.</source> <volume>9</volume>, <fpage>1318</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2018.01318</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Ju</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Exploration and genome mining of natural products from marine <italic>Streptomyces</italic>
</article-title>. <source>Appl. Microbiol. Biotechnol.</source> <volume>104</volume> (<issue>1</issue>), <fpage>67</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1007/s00253-019-10227-0</pub-id>
</citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Z. H.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z. M.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Complete genome sequence of <italic>Micromonospora craniellae</italic> LHW63014<sup>T</sup>, a potential metal ion-chelating agent producer</article-title>. <source>Mar. Genomics</source> <volume>57</volume>, <fpage>100830</fpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2020.100830</pub-id>
</citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zdouc</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Blin</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Louwen</surname>
<given-names>N. L. L.</given-names>
</name>
<name>
<surname>Navarro</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Loureiro</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Bader</surname>
<given-names>C. D.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>MIBiG 4.0: advancing biosynthetic gene cluster curation through global collaboration</article-title>. <source>Nucleic Acids Res.</source> <volume>53</volume> (<issue>D1</issue>), <fpage>D678</fpage>&#x2013;<lpage>D690</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkae1115</pub-id>
</citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Boghigian</surname>
<given-names>B. A.</given-names>
</name>
<name>
<surname>Armando</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Pfeifer</surname>
<given-names>B. A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Methods and options for the heterologous production of complex natural products</article-title>. <source>Nat. Prod. Rep.</source> <volume>28</volume> (<issue>1</issue>), <fpage>125</fpage>&#x2013;<lpage>151</lpage>. <pub-id pub-id-type="doi">10.1039/C0NP00037J</pub-id>
</citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>K. B.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Bi</surname>
<given-names>S. F.</given-names>
</name>
<name>
<surname>Mei</surname>
<given-names>Y. N.</given-names>
</name>
<name>
<surname>Deng</surname>
<given-names>X. Z.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Discovery, biosynthesis, and heterologous production of Streptoseomycin, an anti-microaerophilic bacteria macrodilactone</article-title>. <source>Org. Lett.</source> <volume>20</volume> (<issue>10</issue>), <fpage>2967</fpage>&#x2013;<lpage>2971</lpage>. <pub-id pub-id-type="doi">10.1021/acs.orglett.8b01006</pub-id>
</citation>
</ref>
<ref id="B91">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Liao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Complete genome of <italic>Brachybacterium</italic> sp. P6-10-X1 isolated from deep-sea sediments of the Southern Ocean</article-title>. <source>Mar. Genomics</source> <volume>35</volume>, <fpage>27</fpage>&#x2013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2017.04.001</pub-id>
</citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Complete genome sequence of <italic>Streptomyces malaysiensis</italic> HNM0561</article-title>. <source>a Mar. sponge-associated actinomycete Prod. malaymycin mccrearamycin E. <italic>Mar Genomics</italic>
</source> <volume>63</volume>, <fpage>100947</fpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2022.100947</pub-id>
</citation>
</ref>
<ref id="B93">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zotchev</surname>
<given-names>S. B.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Marine actinomycetes as an emerging resource for the drug development pipelines</article-title>. <source>J. Biotechnol.</source> <volume>158</volume> (<issue>4</issue>), <fpage>168</fpage>&#x2013;<lpage>175</lpage>. <pub-id pub-id-type="doi">10.1016/j.jbiotec.2011.06.002</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>