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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2025.1531849</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Duckweed: a starch-hyperaccumulating plant under cultivation with a combination of nutrient limitation and elevated CO<sub>2</sub>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Guo</surname>
<given-names>Ling</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Fang</surname>
<given-names>Yang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/763448"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Songhu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2792877"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiao</surname>
<given-names>Yao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ding</surname>
<given-names>Yanqiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/850500"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jin</surname>
<given-names>Yanling</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tian</surname>
<given-names>Xueping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Du</surname>
<given-names>Anping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/942284"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liao</surname>
<given-names>Zhihua</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/387136"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Kaize</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2051524"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Shuang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/389033"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Yonggui</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2913279"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tan</surname>
<given-names>Li</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yi</surname>
<given-names>Zhuolin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/702307"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Che</surname>
<given-names>Yuqing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Lanchai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Jinmeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Leyi</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Peng</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/118019"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gu</surname>
<given-names>Zhengbiao</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1389026"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Fangyuan</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/536234"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hong</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1297143"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Qing</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Hai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/437347"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>CAS Key Laboratory of Environmental and Applied Microbiology, Environmental Microbiology Key Laboratory of Sichuan Province, National Engineering and Research Center for Natural Medicines, Chengdu Institute of Biology, Chinese Academy of Sciences</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Pediatrics, Children Hematological Oncology and Birth Defects Laboratory, The Affiliated Hospital of Southwest Medical University, Sichuan Clinical Research Center for Birth Defects, Southwest Medical University</institution>, <addr-line>Luzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Analytical and Testing Center, Sichuan University of Science and Engineering</institution>, <addr-line>Zigong</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Key Laboratory of Eco-environments in Three Gorges Reservoir Region (Ministry of Education), SWU-TAAHC Medicinal Plant Joint R&amp;D Centre, School of Life Sciences, Southwest University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Ecology and Environmental Sciences &amp; Yunnan Key Laboratory for Plateau Mountain Ecology and Restoration of Degraded Environments, Yunnan University</institution>, <addr-line>Kunming</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Biology, Pitzer College</institution>, <addr-line>Claremont, CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>National Key Laboratory of Plant Molecular Genetics, CAS Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>School of Food Science &amp; Technology, Jiangnan University</institution>, <addr-line>Wuxi</addr-line>, <country>China</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>College of Food and Bioengineering, Xihua University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Michael Hippler, University of M&#xfc;nster, Germany</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Lu Zheng, Chinese Academy of Sciences (CAS), China</p>
<p>Klaus J. Appenroth, Friedrich Schiller University Jena, Germany</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Hai Zhao, <email xlink:href="mailto:zhaohai@cib.ac.cn">zhaohai@cib.ac.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1531849</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Guo, Fang, Wang, Xiao, Ding, Jin, Tian, Du, Liao, He, Chen, Zhao, Tan, Yi, Che, Chen, Li, Zhao, Zhang, Gu, Zhang, Hong, Zhang and Zhao</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Guo, Fang, Wang, Xiao, Ding, Jin, Tian, Du, Liao, He, Chen, Zhao, Tan, Yi, Che, Chen, Li, Zhao, Zhang, Gu, Zhang, Hong, Zhang and Zhao</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>
<sec>
<title>Introduction</title>
<p>The increasing global demand for starch has created an urgent need to identify more efficient and sustainable production methods. However, traditional starch sources, such as crop-based options, experience significant bottlenecks due to limitations in land use, water consumption, and the impacts of climate change. Therefore, there is a pressing need to explore and develop new sources of starch.</p>
</sec>
<sec>
<title>Methods</title>
<p>We develop a novel duckweed cultivation technology that combines nutrients limitation and CO<sub>2</sub> supplementation to achieve very high starch content. In this study, we integrated whole-genome sequencing, epigenomics, transcriptomics, enzyme activity, and composition variation to elucidate the mechanisms of efficient starch accumulation in duckweed in terms of starch accumulation and carbon partitioning, regulation of the expression of genes in the starch metabolic pathway, and sucrose biosynthesis and transportation.</p>
</sec>
<sec>
<title>Results and discussion</title>
<p>Although <italic>Landoltia punctata</italic> exhibits dramatic gene family contraction, its starch content and productivity reached 72.2% (dry basis) and 10.4 g m<sup>-2</sup> d<sup>-1</sup>, respectively, in 10 days, equivalent to a yield of 38.0 t ha<sup>-1</sup> y<sup>-1</sup>, under nutrient limitation treatment with elevated CO<sub>2</sub> levels. We also examined the mechanism of high starch accumulation in duckweed. This phenomenon is associated with the regulation of DNA methylation and transcription factors as well as the significantly upregulated transcription levels and the increased activities of key enzymes involved in starch biosynthesis. Moreover, while nitrogen redistribution was increased, sucrose biosynthesis and transportation and lignocellulose biosynthesis were reduced. These alterations led to a reduction in lignocellulose and protein contents and ultimately an increase in the accumulation of starch in the chloroplasts.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This work demonstrates the potential of duckweed as a highly efficient starch producer.</p>
</sec>
</abstract>
<kwd-group>
<kwd>duckweed</kwd>
<kwd>high-efficiency starch producer</kwd>
<kwd>artificial cultivation</kwd>
<kwd>&#x201c;source&#x201d; to &#x201c;sink&#x201d;</kwd>
<kwd>weak &#x201c;flow&#x201d;</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="1"/>
<equation-count count="1"/>
<ref-count count="93"/>
<page-count count="15"/>
<word-count count="7694"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Aquatic Photosynthetic Organisms</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Starch plays a pivotal role in human society. It provides 80% of the world&#x2019;s calories (<xref ref-type="bibr" rid="B2">Bahaji et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B36">Keeling and Myers, 2010</xref>; <xref ref-type="bibr" rid="B46">Liu et&#xa0;al., 2018</xref>) while serving as a raw material for the biochemical industry and for biofuel production (<xref ref-type="bibr" rid="B67">Smith, 2008</xref>). Starch primarily originates from the starch-storing organs of staple crops (<xref ref-type="bibr" rid="B36">Keeling and Myers, 2010</xref>), which accounts for 60&#x2013;70% of starch storage (<xref ref-type="bibr" rid="B57">Rao and Annadana, 2017</xref>). Thus, starch productivity is highly correlated with crop yield (<xref ref-type="bibr" rid="B2">Bahaji et&#xa0;al., 2014</xref>).The estimated annual yield of staple crops is 2.5 billion tons worldwide (<xref ref-type="bibr" rid="B86">Zeeman et&#xa0;al., 2010</xref>), and these crops contain three main types of starch-storing organs: cereal grains (e.g., corn, wheat, rice, and barley), roots and tubers (e.g., potato, sweet potato, yam, and cassava), and beans (<xref ref-type="bibr" rid="B86">Zeeman et&#xa0;al., 2010</xref>). However, these organs only constitute a portion of the whole crop plant (<xref ref-type="bibr" rid="B91">Zhu et&#xa0;al., 2010</xref>), whereas the other parts, such as the stems and leaves, are agricultural residues and wastes that may become environmental pollutants. Cereal grains, as the most important crop component, are the main sources of starch. The development of cereal grains, as seed organs, depends on sexual reproductive growth. This process, which includes flowering, pollination, and grain filling, can be easily disrupted by biotic and abiotic stresses (<xref ref-type="bibr" rid="B14">Dolferus et&#xa0;al., 2011</xref>). Therefore, stable production of cereals and beans has been a challenge. Furthermore, although the starch biosynthetic pathway has been well studied, genetic manipulations to significantly increase starch productivity remain difficult due to the complexities of starch metabolic networks (<xref ref-type="bibr" rid="B2">Bahaji et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B86">Zeeman et&#xa0;al., 2010</xref>). With the continuous growth of the world&#x2019;s population, the demand for staple crops is predicted to rise by 70&#x2013;100% by 2050 (<xref ref-type="bibr" rid="B16">Foley et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B20">Godfray et&#xa0;al., 2010</xref>). A sustainable staple crop supply has been and always will be a challenge. Therefore, new approaches for highly efficient starch production with new starch crops are urgently needed.</p>
<p>Duckweed, a floating aquatic monocot, is one of the fastest-growing higher plants on earth (<xref ref-type="bibr" rid="B93">Ziegler et&#xa0;al., 2015</xref>). Lacking stems, it consists of &#x201c;frond&#x201d; structures and few or no roots. Biomass accumulates through asexual budding and vegetative growth processes (<xref ref-type="bibr" rid="B18">Fu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Maheshwari and Chauhan, 1963</xref>; <xref ref-type="bibr" rid="B56">Pieterse, 2013</xref>). Its biomass can increase nearly exponentially, and its estimated yield reaches 55 t ha<sup>-1</sup> per year (dry weight, DW) (<xref ref-type="bibr" rid="B53">Oron, 1994</xref>). Duckweed is a feed source for domestic animals, fishes, and even indigenous people in Southeast Asia (<xref ref-type="bibr" rid="B5">Bhanthumnavin and Mcgarry, 1971</xref>). Duckweed has attracted extensive attention because of its potential application in feed/food, bioenergy production, and wastewater treatment (<xref ref-type="bibr" rid="B17">Fourounjian et&#xa0;al., 2020</xref>). Research has shown that the starch content of duckweed can reach 75% on a sugar substrate (<xref ref-type="bibr" rid="B59">Reid and Bieleski, 1970</xref>). In particular, under culture conditions without organic carbon, the starch content can reach 48% after 10 days of treatment (sugar-free solution) (<xref ref-type="bibr" rid="B45">Liu et&#xa0;al., 2015b</xref>). These findings indicate its potential as a new starch crop for biofuel conversion and food supplementation. It is necessary to further improve the starch production capacity, elucidate the mechanism of starch accumulation, and evaluate the potential of duckweed.</p>
<p>Herein, we develop a novel duckweed cultivation technology that requires limited nutrients and CO<sub>2</sub> supplementation to achieve very high starch content (72.2%) and extremely efficient production. In this study, we integrated whole-genome sequencing, epigenomics, transcriptomics, enzyme activity, and composition variation. With these methods, we elucidated the mechanisms of efficient starch accumulation in duckweed in terms of starch accumulation and carbon partitioning, regulation of the expression of genes in the starch metabolic pathway, and sucrose biosynthesis and transportation.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Experimental section</title>
<sec id="s2_1">
<label>2.1</label>
<title>Plant material</title>
<p>
<italic>Landoltia punctata</italic> strain 0202 was originally obtained from Xinjin, China (N 30&#xb0;24&#x2032;46.74&#x2033;, E 103&#xb0;48&#x2032;34.08&#x2033;) and stored at the Chengdu Institute of Biology, Chinese Academy of Sciences (Chengdu, China). The stored duckweed was precultured in 1/5 Hoagland medium (<xref ref-type="bibr" rid="B26">Hoagland and Arnon, 1937</xref>) in containers (23&#xd7;14&#xd7;4.5 cm<sup>3</sup>) for 7&#x2212;10 days under a 16 h/8 h (light/dark) photoperiod at 25&#xb0;C/15&#xb0;C with a light intensity of 110 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup> in a greenhouse.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Cultivation of duckweed with nutrient limitations and/or elevated CO<sub>2</sub> levels</title>
<p>The cultivation of duckweed was conducted in 500 ml beakers (90 mm outer diameter &#xd7;120 mm height) containing 500 mL medium (1/5 Hoagland medium or deionized water) with an initial inoculation of 1 g fresh precultivated duckweed. This experiment included three treatment conditions: nutrient limitation (L), cultivation of duckweed in deionized water; elevated CO<sub>2</sub> level (C), with a CO<sub>2</sub> supply of 2500 &#xb1; 100 ppm (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>) (<xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B90">Zhu et&#xa0;al., 2008</xref>); and the combination of L and C (LC). With the three variables listed above, all the duckweed was cultivated for 10 days under a 24 h/0 h (light/dark) photoperiod at 25&#xb0;C with a light intensity of 110 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup>. Fresh duckweed (0.5 g) from each sample was collected at 0 h, 2 h, 5 h, 9 h, 24 h, 48 h, 72 h, 120 h, 168 h, and 240 h and snap-frozen immediately in liquid nitrogen. The samples were stored at -80&#xb0;C for subsequent biophysiological and biochemical analysis, transcriptome sequencing, and/or whole-genome bisulfite sequencing (WGBS). Three biological replicates were performed to acquire the mean values for all data in the experiment, with the exception of WGBS.</p>
<p>On a pilot scale, duckweed was treated under LC conditions for one month (from 14 February to 13 March 2014) beside Dianchi Lake, southwestern Kunming, E 102&#xb0;47&#x2032;, N 24&#xb0;51&#x2032;). Approximately 4.0 kg of fresh duckweed was transferred into 3.1&#xd7;4.5&#xd7;0.4 m<sup>3</sup> (W&#xd7;L&#xd7;D) tanks filled with tap water in a greenhouse where CO<sub>2</sub> was aerated to a concentration of 2500 &#xb1; 100 ppm. Duckweed was cultivated at 20&#x2212;30&#xb0;C with sunlight during the day and a fluorescent lamp at night for 4 days (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Light microscopy and transmission electron microscopy</title>
<p>Duckweed fronds in the treatment and control groups were fixed, embedded, and dehydrated as described previously (<xref ref-type="bibr" rid="B81">Wu and Messing, 2010</xref>). Semithin sections were stained with 0.2% (w/v) KI/I<sub>2</sub> solution and observed under a Motic BA210 microscope equipped with a digital camera (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). Ultrathin sections (80 nm thick) of duckweed were cut with an ultramicrotome (Leica EM UC7, Leica) and observed under a transmission electron microscope (Hitachi H-7650TEM, Japan) (<xref ref-type="bibr" rid="B8">Cao et&#xa0;al., 2016</xref>). The images were processed (sharpened, brightened, and contrast adjusted) and assembled using Photoshop CS6 (Adobe).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Gene family analysis</title>
<p>The 8 species from which we collected protein sets to conduct gene family analysis are as follows: <italic>Klebsormidium flaccidum (</italic>
<xref ref-type="bibr" rid="B27">Hori et&#xa0;al., 2014</xref>
<italic>)</italic>, <italic>Zostera marina (</italic>
<xref ref-type="bibr" rid="B52">Olsen et&#xa0;al., 2016</xref>
<italic>)</italic>, <italic>Arabidopsis thaliana (</italic>
<xref ref-type="bibr" rid="B1">Arabidopsis Genome, 2000</xref>
<italic>)</italic>, <italic>Oryza sativa</italic> japonica (<xref ref-type="bibr" rid="B21">Goff et&#xa0;al., 2002</xref>), <italic>Zea mays (</italic>
<xref ref-type="bibr" rid="B61">Schnable et&#xa0;al., 2009</xref>
<italic>)</italic>, <italic>Spirodela polyrhiza (</italic>
<xref ref-type="bibr" rid="B79">Wang et&#xa0;al., 2014</xref>
<italic>)</italic>, <italic>Landoltia punctata</italic>, and <italic>Lemna minor (</italic>
<xref ref-type="bibr" rid="B75">Van Hoeck et&#xa0;al., 2015</xref>
<italic>)</italic>. OrthoMCL (<xref ref-type="bibr" rid="B42">Li et&#xa0;al., 2003</xref>) (mcl &#x2013;I 1.5) was used to delineate gene families using the results from the &#x2018;all-versus-all&#x2019; BLASTP (e-value threshold 1 &#xd7; 10<sup>-3</sup>) comparison.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Transcriptome analysis</title>
<p>Total RNA was extracted using an OMEGA&#x2122; Plant DNA/RNA Kit (OMEGA, USA) following the manufacturer&#x2019;s instructions. Genomic DNA was removed by DNase I (Fermentas, USA). The RNA concentration, quality, and integrity number (RIN) were measured with an Agilent 2100 Bioanalyzer (Agilent, USA). Pair-end sequencing (2&#xd7;150 bp) using the Illumina HiSeq 2500 platform at Mega Genomics Co. (Beijing, China) was conducted on the libraries.</p>
<p>All raw sequences were evaluated using FastQC_v0.11.3 (<ext-link ext-link-type="uri" xlink:href="http://www.bioinformatics.babraham.ac.uk/projects/fastqc/">http://www.bioinformatics.babraham.ac.uk/projects/fastqc/</ext-link>), where low-quality sequences (reads with adapters, ambiguous &#x2018;N&#x2019; bases, or low-quality scores) were filtered out. The high-quality clean reads were aligned to the ribosomal RNA (rRNA) database using Bowtie2 (<xref ref-type="bibr" rid="B40">Langmead and Salzberg, 2012</xref>) to remove rRNA reads. Then, HISAT2-2.0.5 (<xref ref-type="bibr" rid="B32">Jang et&#xa0;al., 2015</xref>) was used to align the reads to the reference genome, and Stringtie-1.3 (<xref ref-type="bibr" rid="B55">Pertea et&#xa0;al., 2015</xref>) was used to calculate the FPKM values. Significant differences in expression levels were evaluated using Ballgown_2.6.0 (<xref ref-type="bibr" rid="B54">Pertea et&#xa0;al., 2016</xref>) (p value &#x2264; 0.05, |log<sub>2</sub>(fold change)| &#x2265; 0.58).</p>
<p>Twenty differentially expressed genes (DEGs) were validated by quantitative reverse transcription&#x2212;PCR (qRT&#x2212;PCR) analysis. Total RNA was extracted from backup samples for transcriptome analysis using the Eastep<sup>&#xae;</sup> Super Total RNA Extraction Kit (Promega, USA). Reverse transcription was performed using the GoScript&#x2122; Reverse Transcription System (Promega, USA). qRT&#x2212;PCR was performed using UltraSYBR Mixture (CWBiotech, China) with a CFX Connect Real-Time PCR System (Bio-Rad). <italic>Actin</italic> was used as the reference gene. The primers used are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>. Three qRT&#x2212;PCR technical replicates were conducted for each sample.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Quantification of the expression of key genes</title>
<p>The expression of key genes involved in CO<sub>2</sub> fixation, carbon concentration, and starch synthesis (<italic>PEPC</italic>, <italic>Rubisco</italic>, <italic>UGPase</italic>, <italic>AGPase</italic>, <italic>SSS</italic>, and <italic>GBSS</italic>) was quantified via qRT&#x2212;PCR. qRT&#x2212;PCR was performed according to the protocol described above, with <italic>Actin</italic> as the reference gene, and three technical replicates were performed. The primers used are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Subcellular localizations of enzymes and translocators</title>
<p>To explore the subcellular localization of the target proteins, the coding regions of the corresponding genes in <italic>Landoltia punctata</italic> were first independently cloned and inserted into the binary vector pCAMBIA2300-GFP, which was then independently transformed into <italic>Agrobacterium</italic> strain GV3101. Suspension cells of <italic>Lemna gibba</italic> were infiltrated with <italic>Agrobacterium</italic> strain GV3101, which carried either the GFP-fused C-terminus or N-terminus of the target protein or an empty vector (control) (<xref ref-type="bibr" rid="B37">Koroleva et&#xa0;al., 2005</xref>). After infiltrating the suspension of cells with <italic>Agrobacterium</italic> for 3 days, protoplasts were generated via digestion with Cellulase R10 and Macerozyme R10 (Yakult Pharmaceutical Ind. Co., Ltd., Japan) (<xref ref-type="bibr" rid="B85">Yoo et&#xa0;al., 2007</xref>). All of the fluorescence signals were detected using a confocal laser scanning microscope (Leica TCS SP8). The excitation/emission spectra were 488/493 to 598 for GFP and 633/647 to 721 for chlorophyll autofluorescence.</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>DNA methylation analysis</title>
<p>Following the manufacturer&#x2019;s instructions for the Acegen Bisulfite-Seq Library Prep Kit (Acegen, Shenzhen, China Cat. #BS0311-48), a WGBS library was constructed using 500 ng of purified genomic DNA spiked with 0.1% (w/w) unmethylated Lambda DNA (Promega, Madison, WI). Briefly, the DNA was sonicated (Covaris) to a mean fragment size distribution of 200&#x2013;400 bp. The fragmented DNA was end-repaired, 5&#x2019;-phosphorylated, 3&#x2019;-dA-tailed, and ligated to adapters. The adapter-ligated DNA molecules were purified using 1&#xd7; Agencourt AMPure XP magnetic beads and subjected to bisulfite conversion using the ZYMO EZ DNA Methylation-Gold Kit (Zymo, Cat. #D5005). Libraries were then amplified by PCR using 20 &#x3bc;L of bisulfite-converted DNA molecules, 25 &#x3bc;L of KAPA HiFi HotStart Uracil+ ReadyMix, and 5 &#x3bc;L of 8-bp index primers, each with a final concentration of 1 &#x3bc;M. PCR was performed under cycle conditions of initial denaturation at 98&#xb0;C for 1 min; 10 cycles of 98&#xb0;C for 15 s, 60&#xb0;C for 30 s, and 72&#xb0;C for 30 s; and extension for 1 min at 72&#xb0;C. The constructed WGBS libraries were then analyzed using an Agilent 2100 Bioanalyzer and quantified using a Qubit fluorometer with a Quant-iT dsDNA HS Assay Kit (Invitrogen).</p>
<p>Pair-end sequencing (2&#xd7;150 bp) was performed on WGBS libraries using the Illumina HiSeq X Ten platform at Mega Genomics Co. (Beijing, China). All the raw sequences were evaluated by FastQC_v0.11.3 (<ext-link ext-link-type="uri" xlink:href="http://www.bioinformatics.babraham.ac.uk/projects/fastqc/">http://www.bioinformatics.babraham.ac.uk/projects/fastqc/</ext-link>), where low-quality sequences (reads with adapters, 5% ambiguous bases &#x2018;N&#x2019;, or low-quality scores) were filtered out. Clean reads were aligned against the <italic>Landoltia punctata</italic> genome using the BSMAP 2.90 (<xref ref-type="bibr" rid="B82">Xi and Li, 2009</xref>) with the default parameters. The identification of methylated cytosine positions for each sample was performed independently in accordance with a previous study (<xref ref-type="bibr" rid="B43">Lister et&#xa0;al., 2009</xref>). The CG, CHG, and CHH methylation rates of genes were determined using AWK script.</p>
<p>The samples subjected to methylation inhibitor treatment were sent to Basebio Co. (Chengdu, China) for WGBS. WGBS library construction, quality control, and sequencing (Illumina HiSeq 4000) were performed in accordance with the methods described above. Clean reads were aligned against the reference genome using WALT (H. <xref ref-type="bibr" rid="B9">Chen et&#xa0;al., 2016</xref>) with the default parameters and then deduplicated before downstream analysis. MethPipe (<xref ref-type="bibr" rid="B69">Song et&#xa0;al., 2013</xref>) was used to identify sites of methylation where at least five reads containing cytosine were considered. A binomial test was performed for each cytosine base to check the methylated cytosine (mC) site, with a false discovery rate of &#x2264; 0.05. The methylation level (ML) of each target region was calculated with Eq. (1) using ViewBS (<xref ref-type="bibr" rid="B28">Huang et&#xa0;al., 2018</xref>) as follows:</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>ML</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>m</mml:mi>
<mml:mi>C</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>m</mml:mi>
<mml:mi>C</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>+</mml:mo>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>C</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>Analytical methods</title>
<sec id="s2_9_1">
<label>2.9.1</label>
<title>Composition analysis</title>
<p>Prior to analysis, the duckweed was dried to a constant weight at 60&#xb0;C and milled. Structural carbohydrates, including glucan, xylan, galactan, arabinan, mannan, lignin, and ash, were determined according to the methods recommended by the National Renewable Energy Laboratory, USA (<xref ref-type="bibr" rid="B66">Sluiter et&#xa0;al., 2012</xref>). The starch content was determined via hydrolysis of duckweed with HCl, as described previously (<xref ref-type="bibr" rid="B45">Liu et&#xa0;al., 2015b</xref>). The cellulose content was calculated by subtracting starch from glucan. Xylan, galactan, arabinan, and mannan together are considered hemicellulose. Lipid was extracted using diethyl ether with a Soxtec system with reference to AOAC 920.39 B (<ext-link ext-link-type="uri" xlink:href="http://down.foodmate.net/standard/sort/10/25070.html">http://down.foodmate.net/standard/sort/10/25070.html</ext-link>). Total Kjeldahl nitrogen (TKN) was measured using a FOSS KJ2200 System (FOSS Corp., Denmark). The protein content was calculated as the TKN content multiplied by the conventional factor (6.25). Pectin was extracted according to the methods described by (<xref ref-type="bibr" rid="B47">Luo et&#xa0;al., 2016</xref>) and (<xref ref-type="bibr" rid="B84">Yang et&#xa0;al., 2011</xref>) and determined according to the methods described by (<xref ref-type="bibr" rid="B6">Blumenkrantz and Asboe-Hansen, 1973</xref>), with GalUA (Sigma&#x2212;Aldrich) used as a standard. The contents of carbon and nitrogen were determined using an elemental analyser (Vario EL Cube; Elementar Analysensysteme GmbH, Germany).</p>
</sec>
<sec id="s2_9_2">
<label>2.9.2</label>
<title>Enzyme activity assay</title>
<p>Fresh duckweed (0.5 g) was homogenized in 5 ml of precooled enzyme extraction solution (100 mM tricine-NaOH (pH 8.0), 8 mM MgCl<sub>2</sub>, 2 mM EDTA, 50 mM 2-mercaptoethanol, 12.5% (v/v) glycerol, and 5% (w/v) insoluble polyvinylpyrrolidone-40) (<xref ref-type="bibr" rid="B49">Nakamura et&#xa0;al., 1989</xref>). The homogenate was subsequently centrifuged at 13,400 &#xd7; <italic>g</italic> for 10 min at 4&#xb0;C. The resulting supernatant was subsequently used to measure the enzyme activities. The activities of AGPase (EC 2.7.7.27) and starch synthase (SSS, EC 2.4.1.21; GBSS, EC 2.4.1.242) were analyzed using the methods described by <xref ref-type="bibr" rid="B49">Nakamura et&#xa0;al. (1989)</xref>. The activities of the two enzymes were tested by measuring the change in NADH at 340 nm using a microplate reader (Thermo Scientific Varioskan Flash, Thermo Fisher Scientific Inc., USA). The activities of &#x3b1;-amylase (EC 3.2.1.1) and &#x3b2;-amylase (EC 3.2.1.2) were estimated following previously described methods (<xref ref-type="bibr" rid="B45">Liu et&#xa0;al., 2015b</xref>). Rubisco (EC 4.1.1.39) activity was tested as described by <xref ref-type="bibr" rid="B64">Sharkey et&#xa0;al. (1991)</xref> using a spectrophotometric diagnostic kit (Suzhou Comin Biotechnology Co., Ltd., Suzhou, China). PEPC (EC 4.1.1.31), NADP-MDH (EC 1.1.1.82), and malic enzyme (ME, EC 1.1.1.39) activities were assayed according to <xref ref-type="bibr" rid="B22">Gonzalez et&#xa0;al. (1984)</xref> and <xref ref-type="bibr" rid="B33">Johnson and Hatch (1970)</xref> using a spectrophotometric diagnostic kit (Suzhou Comin Biotechnology Co., Ltd., Suzhou, China). Enzyme activity definitions: AGPase and SS activity: One unit is defined as the production of 1 nmol NADPH per mg protein per minute. Amylase activity: One unit is defined as the hydrolysis of starch to produce 1 mg of maltose per minute. Rubisco activity: One unit is defined as the oxidation of 1 nmol NADH per mg protein per minute at 25&#xb0;C. PEPC activity: One unit is defined as the consumption of 1 nmol NADH per mg protein per minute. NADP-MDH activity: One unit is defined as the consumption of 1 nmol NADPH per mg protein per minute. NADP-ME activity: One unit is defined as the production of 1 nmol NADPH per mg protein per minute.</p>
</sec>
<sec id="s2_9_3">
<label>2.9.3</label>
<title>Determination of intracellular sucrose</title>
<p>Sucrose was extracted according to the method described by (<xref ref-type="bibr" rid="B92">Zhu et&#xa0;al., 2018</xref>). The duckweed was dried to a constant weight at 60&#xb0;C and then powdered using a pulverizer. Then, 50 mg of duckweed powder was suspended in 1 ml of deionized water and sonicated for 30 min. The mixture was incubated at 80&#xb0;C for 1 h with intermittent shaking every 5 min. The sample was then centrifuged at 13,400 &#xd7; <italic>g</italic> for 20 min at 4&#xb0;C. The supernatant was stored at -20&#xb0;C. The residue was resuspended in 1 ml of deionized water for a second round of extraction. The supernatants from two rounds of extraction were pooled and filtered through a 0.45-&#x3bc;m-pore size filter.</p>
<p>The sucrose content was determined using a high-performance liquid chromatography (HPLC) system (Thermo 2795, Thermo Corp.) equipped with an evaporative light scattering detector (ELSD) (All-Tech ELSD6000, All-tech., Corp.). The samples were separated on an Aminex HPX-87P column (300 &#xd7; 7.8 mm) at 79&#xb0;C using ultrapure water as the mobile phase at 0.6 ml min<sup>-1</sup>. Analytical pure sucrose (AR) was used as a standard.</p>
</sec>
<sec id="s2_9_4">
<label>2.9.4</label>
<title>Determination of Glycerate 3-P</title>
<p>The 3-PGA content was measured via an enzymatic assay described by <xref ref-type="bibr" rid="B15">Flores-Tornero et&#xa0;al. (2017)</xref>. First, 3-PGA was extracted using precooled methanol/chloroform (1:1, v/v). Then, the endogenous enzymes in the samples were heat-inactivated at 70&#xb0;C for 10 min. Next, 20 &#x3bc;L of the resulting extract was added to 980 &#x3bc;L of reagent (0.1 M Tris-HCl (pH 7.6), 5 mM MgCl<sub>2</sub>, 40 &#x3bc;M NADH, 2 mM ATP, 6 units of PGK and 3 units of GAPDH). The mixture was incubated at 25&#xb0;C for 20 min. Finally, the samples were measured at 340 nm using a spectrophotometer. In the control, 20 &#x3bc;L of methanol/chloroform (1:1, v/v) instead of the extract was added to the mixture.</p>
</sec>
</sec>
<sec id="s2_10">
<label>2.10</label>
<title>Identification of transcription factors involved in the starch biosynthetic pathway in <italic>Landoltia punctata</italic> by gene coexpression analysis</title>
<p>The transcriptome data associated with nutrient limitation and elevated CO<sub>2</sub> levels (2500 &#xb1; 100 ppm) (LC0, LC1, and LC3) were used for coexpression analysis (<xref ref-type="bibr" rid="B87">Zeng et&#xa0;al., 2018</xref>). The transcription factor library of <italic>Landoltia punctata</italic> was constructed with iTAK (<xref ref-type="bibr" rid="B89">Zheng et&#xa0;al., 2016</xref>). The absolute value of the Pearson correlation coefficient between the key genes of the starch biosynthetic pathway (<italic>AGPase, SSS, GBSS</italic>, and <italic>GBE</italic>) and TFs was calculated using the Hmisc package (<xref ref-type="bibr" rid="B24">Harrell, 2018</xref>). The top 30 genes for which the absolute value of the Pearson correlation coefficient was greater than 0.8 are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data Sheets S1</bold>
</xref>-<xref ref-type="supplementary-material" rid="SM1">
<bold>S17</bold>
</xref> with the FPKM values of the TFs.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results and discussion</title>
<sec id="s3_1">
<label>3.1</label>
<title>A simple technology for efficiently producing starch in duckweed</title>
<p>We developed a simple technology that makes duckweed an efficient starch producer. <italic>Landoltia punctata 0202</italic> was previously identified as a useful duckweed ecotype with high potential for starch accumulation (<xref ref-type="bibr" rid="B44">Liu et&#xa0;al., 2015a</xref>, <xref ref-type="bibr" rid="B45">Liu et&#xa0;al., 2015b</xref>; <xref ref-type="bibr" rid="B73">Tao et&#xa0;al., 2013</xref>). We used limited nutrients (&#x201c;L&#x201d; conditions by cultivating duckweed in deionized water) and an elevated concentration of CO<sub>2</sub> (&#x201c;C&#x201d; conditions by supplying CO<sub>2</sub> to 2500 &#xb1; 100 ppm) to stimulate biomass accumulation and starch production (Appl. No. ZL201710855019.8) (<xref ref-type="bibr" rid="B23">Guo et&#xa0;al., 2020</xref>). This technology greatly improves the starch content, enhances biomass accumulation, and dramatically increases the starch yield in duckweed. The starch content increased from 7 &#xb1; 0% to 72 &#xb1; 2% (dry basis, d.b.) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). The biomass of duckweed reached 145 &#xb1; 2 g m<sup>-2</sup> (DW) in 10 days, whereas that of the control was only 101 &#xb1; 7 g m<sup>-2</sup> (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). A net amount of 104 g of starch was produced per square meter (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>), equivalent to 38.0 t ha<sup>-1</sup> y<sup>-1</sup>, which is greater than that of almost all storage organs of crop plants (<xref ref-type="bibr" rid="B31">Jacques et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B58">Ray et&#xa0;al., 2013</xref>). There have been no reports that nutrient limitation can simultaneously increase the starch content and yield of cereals. Studies on model plants have also indicated that although nutrient limitation can increase starch content, it markedly reduces plant biomass at the same time (<xref ref-type="bibr" rid="B25">Hermans et&#xa0;al., 2006</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Accumulation of starch in <italic>Landoltia punctata</italic> under the LC treatment. (<bold>A-D),</bold> Changes in <bold>(A)</bold> starch content, <bold>(B)</bold> dry weight, <bold>(C)</bold> starch yield and <bold>(D)</bold> net photosynthetic rate during 240 hours of cultivation. The control was cultivated in 1/5 Hoagland medium. LC, cultivated under conditions of nutrient limitation and elevated CO<sub>2</sub> (2500 &#xb1; 100 ppm). Pn, net photosynthetic rate. The error bars represent the standard deviations measured from three independent cultures. The asterisks indicate statistically significant differences between the data from each treatment group and those from the control group under the same assay conditions (Student&#x2019;s <italic>t</italic> test). *P&lt;0.05; **P&lt;0.01; ***P&lt;0.001. <bold>(E)</bold> Starch granules in duckweed fronds observed by transmission electron microscopy (TEM). Duckweed was cultivated under the LC treatment. The fronds were sampled at 0, 24, 48 and 240 h and then fixed, embedded, and dehydrated prior to observation via TEM. Cp, chloroplast; S, starch; N, nucleus.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1531849-g001.tif"/>
</fig>
<p>During the cultivation process, the fronds of duckweed gradually became larger and distinctively yellow under limited nutrient and CO<sub>2</sub> supplementation (LC) treatment (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>). The moisture content gradually decreased from 91 &#xb1; 1% at the beginning to 69 &#xb1; 1% at the 10th day (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Changes in the content and yield of the primary composition in <italic>Landoltia punctata</italic> under the LC treatment. <bold>(A)</bold> Changes in the contents of primary compounds in duckweed before treatment and 240 hours after treatment. AIL, acid insoluble lignin. Lipid was extracted using diethyl ether. <bold>(B)</bold> Changes in primary element contents and their ratios in duckweed before treatment and 240 hours after treatment. C, carbon; H, hydrogen; N, nitrogen; C/H, ratio of carbon to hydrogen; C/N, ratio of carbon to nitrogen. <bold>(C)</bold> Changes in the yields of the primary compounds in duckweed before treatment and 240 hours after treatment. The error bars represent the standard deviations measured from three independent cultures. <bold>(D)</bold> Fresh fronds at different culture times under treatment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1531849-g002.tif"/>
</fig>
<p>Moreover, the net photosynthetic rate (Pn) of duckweed initially increased but then gradually decreased, and the Pn of the treatment group was always greater than that of the control group within the 10-day period (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>) (<xref ref-type="bibr" rid="B41">Leakey et&#xa0;al., 2009</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Starch accumulation and carbon partitioning</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Expression and activities of key enzymes in the starch biosynthetic pathway</title>
<p>The transcript levels of all the key starch biosynthesis genes in the chloroplast were upregulated under the LC treatment (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Plastidial ADP&#x2212;glucose pyrophosphorylase (AGPase) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S6</bold>
</xref>), the first rate-limiting enzyme in starch biosynthesis, determines carbon flux into starch to a large extent. AGPase is precisely regulated at the transcriptional and posttranslational levels, including allosteric regulation and redox modulation (<xref ref-type="bibr" rid="B19">Geigenberger, 2011</xref>; <xref ref-type="bibr" rid="B71">Streb and Zeeman, 2012</xref>). Previous studies revealed that AGPase activity is induced by increased 3-phosphoglycerate (3-PGA) and decreased phosphate through allosteric regulation (<xref ref-type="bibr" rid="B68">Sokolov et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B74">Tiessen et&#xa0;al., 2002</xref>) and suppressed by phosphate (<xref ref-type="bibr" rid="B50">Nielsen et&#xa0;al., 1998</xref>) and nitrate (<xref ref-type="bibr" rid="B60">Scheible et&#xa0;al., 1997</xref>) through transcriptional regulation. In our study, elevated CO<sub>2</sub> significantly increased the 3-PGA content from 162.4 &#x3bc;g g<sup>-1</sup> fresh weight (FW) to 292.2 &#x3bc;g g<sup>-1</sup> FW (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S10A</bold>
</xref>). Nutrient limitation caused phosphate and nitrate deficiencies. The combination of activation (mediated by increased 3-PGA and reduced phosphate) and inhibition (mediated by the release of phosphate and nitrate) improved AGPase gene expression and enzyme activity (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S10B</bold>
</xref>, and <xref ref-type="fig" rid="f3">
<bold>3E</bold>
</xref>). AGPase expression and activity under LC treatment were 3.0&#xd7; and 6.5&#xd7; higher, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S2</bold>
</xref>; <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, B</bold>
</xref>). Most previous attempts to increase starch accumulation have focused only on enhancing AGPase gene expression instead of regulating its enzyme activity, which is possibly why these attempts were not highly successful (<xref ref-type="bibr" rid="B7">Cakir et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B35">Kang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B51">Oiestad et&#xa0;al., 2016</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Expression and DNA methylation of genes involved in starch metabolism in <italic>Landoltia punctata</italic> under the LC treatment. <bold>(A)</bold> Expression of key genes involved in CO<sub>2</sub> fixation, carbon concentration, starch biosynthesis, and starch degradation. Boxes colored in orange or cyan indicate the genes whose expression was upregulated or downregulated, respectively (p value &#x2264; 0.05, |Log<sub>2</sub>(fold change)| &#x2265; 0.58), after cultivation for 24 h, 72 h, and 240 h compared with that at 0 h. The numbers in the box represent the log<sub>2</sub>FC values. <bold>(B, C)</bold> Changes in the activities of key enzymes in the starch biosynthesis pathway at different culture times under treatment. AGPase, ADP&#x2212;glucose pyrophosphorylase; SS, starch synthase, including both soluble starch synthase (SSS) and granule-bound starch synthase (GBSS). The error bars represent the standard deviations measured from three independent cultures. Asterisks indicate significant differences compared with the control (evaluated by one-way analysis of variance (ANOVA)). The unlabeled data are not significant. *P&lt;0.05. <bold>(D)</bold> DNA methylation rates in the 2 kb upstream region of key genes in the CG context involved in CO<sub>2</sub> fixation, carbon concentration, starch biosynthesis, and starch degradation. The numbers in the boxes indicate the methylation rates (%). The color gradient indicates the log<sub>2</sub>FC of the methylation rate compared with that at 0 h, where FC is the fold change. <bold>(E)</bold> Schematic diagram of AGPase activity regulation in duckweed under treatment. AGPase activity is regulated at the transcriptional and allosteric levels through multiple environmental factors (3-PGA, Pi, and nitrate) under LC treatment. The blue font and arrows indicate activation, the red font indicates inhibition, and the red arrows indicate increased expression or enzyme activity. 3-PGA, &#x3bc;g g<sup>-1</sup> FW.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1531849-g003.tif"/>
</fig>
<p>Furthermore, LC treatment increased the expression and activity of other important genes/enzymes, including granule-bound starch synthase (<italic>GBSS</italic>) and soluble starch synthase (<italic>SSS</italic>), and the expression of 1,4-alpha-glucan branching enzyme (<italic>GBE</italic>) (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, C</bold>
</xref>). Previous studies have shown that the genetic manipulation of any one of these genes usually has limited effects on starch content and does not increase the net starch yield (<xref ref-type="bibr" rid="B30">Ihemere et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B70">Stark et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B72">Sweetlove et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B78">Wang et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B86">Zeeman et&#xa0;al., 2010</xref>). Starch biosynthesis is a complex system that interconnects a wide variety of cellular processes and metabolic pathways (<xref ref-type="bibr" rid="B19">Geigenberger, 2011</xref>). Thus, it is very difficult to develop a comprehensive method to regulate this process. In our case, when the biomass increased by 6&#xd7;, the starch content increased by 11&#xd7;, and the starch yield increased by 76&#xd7; within 10 days compared with that in the beginning stage (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1</bold>
</xref>, <xref ref-type="fig" rid="f2">
<bold>2</bold>
</xref>). This is presumably because LC treatment significantly improved the activities of AGPase by transcriptional regulation and allosteric regulation, increased the gene expression level and activity of other key enzymes, and ultimately regulated the complex system.</p>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Distribution of carbon on lignocellulose and protein</title>
<p>The carbon skeletons of lignocellulose and protein are derived from photoassimilates, and their biosynthesis is strongly affected by carbon partitioning. The lignocellulose contents in duckweed are relatively low and are further reduced under LC treatment (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Initially, the cellulose, hemicellulose, and pectin contents were 8.0 &#xb1; 0.1%, 7.8 &#xb1; 0.1%, and 5.6 &#xb1; 0.3%, respectively (d.b.). After ten days of treatment, these values decreased to 1.1 &#xb1; 0.2%, 4.1 &#xb1; 0.1%, and 1.0 &#xb1; 0.0% (d.b.) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), corresponding to reductions of 86.3%, 47.4%, and 82.1%, respectively. The expression level of sucrose synthase (SUSY), an enzyme involved in the formation of UDP-glucose from sucrose to cellulose and hemicellulose, was significantly downregulated (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S12</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S7</bold>
</xref>). With respect to cellulose degradation, the expression of genes in glycoside hydrolase family 9 (cellulase) was significantly upregulated more than 5x (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S8</bold>
</xref>). These changes might contribute to the reduction in cellulose and hemicellulose contents.</p>
<p>Lignin, a complex phenol polymer that is difficult to degrade, is the main obstacle for biomass utilization. The lignin content in duckweed decreased by 81.0% (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), from 5.8 &#xb1; 0.1 to 1.1 &#xb1; 0.1%, after 10 days of LC treatment. Expression of the gene encoding laccase, the key enzyme for monolignol polymerization and crosslinking, was extremely low (FPKM values &lt; 20) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S12</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S9</bold>
</xref>), providing a possible explanation for the low lignin content. Additionally, the lignocellulose composition was reduced to a very low level (6.3%), indicating a higher quality of the whole biomass (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>).</p>
<p>Notably, the protein content of duckweed rapidly decreased from 30% to 4% (d.b.) under this treatment (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The total amount of protein remained essentially stable over 10 days due to the lack of a nitrogen supply (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>), whereas biomass, especially the starch content, still accumulated rapidly (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1B, C</bold>
</xref>). Nitrogen glutamine synthetase (<italic>GS</italic>), the key gene involved in nitrogen assimilation and recycling, plays an important role in increasing the nitrogen use efficiency (NUE, kg grain yield per kg N application) of crops and increasing cereal yield (<xref ref-type="bibr" rid="B4">Bernard and Habash, 2009</xref>; <xref ref-type="bibr" rid="B83">Xu et&#xa0;al., 2012</xref>). The expression level of <italic>GS</italic> was upregulated by 6.7&#xd7;, and its enzyme activity was 7.4&#xd7; greater than that of the control (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S12</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S11</bold>
</xref>). Previous studies have shown that nitrogen limitation significantly reduces the mRNA expression of <italic>GS</italic> and its enzyme activity and increases the starch content without increasing plant biomass or starch yield (<xref ref-type="bibr" rid="B3">Balotf et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B25">Hermans et&#xa0;al., 2006</xref>). However, in this study, both the plant biomass and starch yield increased, possibly by increasing the expression of <italic>GS</italic>, which strongly promoted the redistribution of ammonium and therefore increased protein reuse (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S13</bold>
</xref>). Thus, future research could focus on duckweed <italic>GS</italic>, especially its role in improving NUE.</p>
<p>The reduction in protein and lignocellulose contents in duckweed was consistent with the downregulated expression of relevant genes. This increase in starch content indicated that a large amount of photoassimilate flowed to starch synthesis under the LC treatment. Therefore, duckweed is an ideal model for studies of the regulation of nitrogen and carbon metabolism.</p>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Gene numbers and regulation of carbon assimilation pathways</title>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Contraction of total gene numbers in carbon assimilation</title>
<p>We analyzed the genes of the carbon assimilation pathway in duckweed because of its strong starch accumulation ability. According to the results of whole-genome sequencing of <italic>Landoltia punctata</italic> 0202 (GenBank accession number: PRJNA546087) and the corresponding gene family analysis (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S1</bold>
</xref>), the total number of genes involved in carbon assimilation, including starch metabolism, the Calvin cycle, and the Hatch&#x2212;Slack cycle, was only 50. These values are significantly lower than those in Arabidopsis (64), rice (82), and maize (86) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Under the LC treatment, in the carbon assimilation pathways, only the transcript levels of the key starch biosynthesis genes and the corresponding enzyme activities were upregulated (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A-C</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>). These starch biosynthesis genes work in a synergistically efficient way, hence enhancing starch formation. There was almost no change in gene expression in the Calvin cycle and no significant change in the activity of its key enzyme Rubisco (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8C</bold>
</xref>). In the Hatch-Slack cycle, some genes, such as <italic>NADP-MDH</italic>, <italic>NADP-ME</italic>, and <italic>PEPC</italic>, were also upregulated (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>), similar to the corresponding enzyme activities (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S8D,F</bold>
</xref>). LC treatment mainly increased starch biosynthesis and had a certain effect on the CO<sub>2</sub> concentration but had no obvious effect on the Calvin cycle.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Numbers of genes involved in starch metabolism.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Function</th>
<th valign="middle" align="left">Enzyme</th>
<th valign="middle" align="left">EC</th>
<th valign="middle" align="left">KO</th>
<th valign="middle" align="left">Lpu</th>
<th valign="middle" align="left">Ath</th>
<th valign="middle" align="left">Osa</th>
<th valign="middle" align="left">Zma</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="6" align="left">Calvin cycle</td>
<td valign="middle" align="left">Rubisco</td>
<td valign="middle" align="left">4.1.1.39</td>
<td valign="middle" align="left">K01602</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="left">PGK</td>
<td valign="middle" align="left">2.7.2.3</td>
<td valign="middle" align="left">K00927</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">5</td>
</tr>
<tr>
<td valign="middle" align="left">GAPDH</td>
<td valign="middle" align="left">1.2.1.12</td>
<td valign="middle" align="left">K05298</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">5</td>
</tr>
<tr>
<td valign="middle" align="left">ALDO</td>
<td valign="middle" align="left">4.1.2.13</td>
<td valign="middle" align="left">K01623</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">7</td>
</tr>
<tr>
<td valign="middle" align="left">FBP</td>
<td valign="middle" align="left">3.1.3.11</td>
<td valign="middle" align="left">K03841</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">4</td>
</tr>
<tr>
<td valign="middle" align="left">Subtotal</td>
<td valign="middle" align="left">
</td>
<td valign="middle" align="left">
</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">23</td>
</tr>
<tr>
<td valign="middle" rowspan="6" align="left">Hatch-Slack cycle</td>
<td valign="middle" align="left">PPDK</td>
<td valign="middle" align="left">2.7.9.1</td>
<td valign="middle" align="left">K01006</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="left">PEPC</td>
<td valign="middle" align="left">4.1.1.31</td>
<td valign="middle" align="left">K01595</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">6</td>
</tr>
<tr>
<td valign="middle" align="left">NADP-MDH</td>
<td valign="middle" align="left">1.1.1.82</td>
<td valign="middle" align="left">K00051</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">1</td>
</tr>
<tr>
<td valign="middle" align="left">NADP-ME</td>
<td valign="middle" align="left">1.1.1.40</td>
<td valign="middle" align="left">K00029</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">8</td>
</tr>
<tr>
<td valign="middle" align="left">NAD-ME</td>
<td valign="middle" align="left">1.1.1.39</td>
<td valign="middle" align="left">K00028</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="left">Subtotal</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">19</td>
</tr>
<tr>
<td valign="middle" rowspan="8" align="left">Starch synthesis</td>
<td valign="middle" align="left">GPI</td>
<td valign="middle" align="left">5.3.1.9</td>
<td valign="middle" align="left">K01810</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="left">PGM</td>
<td valign="middle" align="left">5.4.2.2</td>
<td valign="middle" align="left">K01835</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="left">UGPase</td>
<td valign="middle" align="left">2.7.7.9</td>
<td valign="middle" align="left">K00963</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="left">AGPase</td>
<td valign="middle" align="left">2.7.7.27</td>
<td valign="middle" align="left">K00975</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">7</td>
</tr>
<tr>
<td valign="middle" align="left">SSS</td>
<td valign="middle" align="left">2.4.1.21</td>
<td valign="middle" align="left">K00703</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">4</td>
</tr>
<tr>
<td valign="middle" align="left">GBSS</td>
<td valign="middle" align="left">2.4.1.242</td>
<td valign="middle" align="left">K13679</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="left">GBE</td>
<td valign="middle" align="left">2.4.1.18</td>
<td valign="middle" align="left">K00700</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">5</td>
</tr>
<tr>
<td valign="middle" align="left">Subtotal</td>
<td valign="middle" align="left">
</td>
<td valign="middle" align="left">
</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">24</td>
<td valign="middle" align="center">26</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="left">Starch degradation</td>
<td valign="middle" align="left">amyA</td>
<td valign="middle" align="left">3.2.1.1</td>
<td valign="middle" align="left">K01176</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">6</td>
</tr>
<tr>
<td valign="middle" align="left">amyB</td>
<td valign="middle" align="left">3.2.1.2</td>
<td valign="middle" align="left">K01177</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">8</td>
</tr>
<tr>
<td valign="middle" align="left">MGAM</td>
<td valign="middle" align="left">3.2.1.20</td>
<td valign="middle" align="left">K01187</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">4</td>
</tr>
<tr>
<td valign="middle" align="left">Subtotal</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">18</td>
</tr>
<tr>
<td valign="middle" align="left">Total</td>
<td valign="middle" align="left">
</td>
<td valign="middle" align="left">
</td>
<td valign="middle" align="left">
</td>
<td valign="middle" align="center">50</td>
<td valign="middle" align="center">64</td>
<td valign="middle" align="center">82</td>
<td valign="middle" align="center">86</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Lpu, <italic>Landoltia punctata</italic>; Ath, <italic>Arabidopsis thaliana</italic>; Osa, <italic>Oryza sativa</italic>; Zma, <italic>Zea mays</italic>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Therefore, what is observed in duckweed contradicts the common knowledge that the more genes an organism possesses, the greater its function. Our results revealed that the changes in starch accumulation may have resulted from the regulation of the starch biosynthetic pathway rather than the number of gene copies.</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>DNA methylation in gene regulation</title>
<p>DNA methylation, a conserved epigenetic modification, plays an important role in assisting in gene regulation and genome stability (<xref ref-type="bibr" rid="B88">Zhang et&#xa0;al., 2018</xref>). We studied the epigenome of DNA methylation in the same samples via transcriptome analysis. LC treatment decreased the DNA methylation level in the whole genome of duckweed from 12.9% to 11.2% (mC) at 24 h (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7</bold>
</xref>). More importantly, the DNA methylation levels of the <italic>AGPase</italic>, <italic>SSS</italic>, and <italic>GBE</italic> promoters were significantly reduced by 46.6, 32.2, and 63.6% (mCG), respectively, while their expression was significantly upregulated. Thus, in the starch biosynthetic pathway, DNA methylation in promoter regions is negatively correlated with gene expression (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, D</bold>
</xref>). In the Calvin cycle, although the DNA methylation level of the key genes&#x2019; promoters decreased, their expression levels did not change significantly. In the Hatch-Slack cycle, the DNA methylation level of the promoters of the same key genes was significantly increased, whereas their expression levels did not decrease. Notably, the expression level, DNA methylation level, and enzyme activity of NADP-MDH, one of the key genes in the Hatch-Slack cycle, increased significantly (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, D</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8E</bold>
</xref>). Previous studies have indicated that CO<sub>2</sub> elevation can significantly increase the activity of NADP-MDH (<xref ref-type="bibr" rid="B63">Seth and Misra, 2014</xref>; <xref ref-type="bibr" rid="B76">Vu et&#xa0;al., 2006</xref>). It could be speculated that the increase in the NADP-MDH expression level under the LC treatment is due to the effect of elevated CO<sub>2</sub>.</p>
<p>Under LC treatment, DNA methylation did not affect the expression of key enzymes in the Calvin cycle or Hatch&#x2212;Slack cycle and only played an essential role in the coordinated expression of key genes in the starch biosynthetic pathway.</p>
</sec>
<sec id="s3_3_3">
<label>3.3.3</label>
<title>Transcription factors in the starch biosynthetic pathway</title>
<p>TFs also play important roles in regulating gene expression (<xref ref-type="bibr" rid="B39">Lai et&#xa0;al., 2019</xref>). By analyzing coexpression networks with key genes of the starch biosynthetic pathway, we predicted that some TFs were positively correlated. We found that multiple OBF1 genes, which are TFs of the bZIP family in duckweed, were positively correlated with all key genes involved in starch biosynthesis (<italic>AGPase</italic>, <italic>SSS</italic>, <italic>GBSS</italic>, and <italic>GBE</italic>) and presented high expression levels (FPKM increased from 140 to 400) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S16</bold>
</xref>). The bZIP TFs are key regulators of starch biosynthesis genes in rice, maize, and wheat and determine starch quality and quantity in the endosperm (<xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B38">Kumar et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B65">Singh et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B80">Wang et&#xa0;al., 2013</xref>).</p>
<p>The genes associated with carbon assimilation were all contracted (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), but under the LC treatment, only starch biosynthesis ability was significantly enhanced, which was mutually confirmed by the changing trends at multiple levels (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, C</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>). Therefore, high starch yield can be obtained merely through the regulation of expression levels. This discovery deserves further consideration and research.</p>
</sec>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Sucrose biosynthesis and transportation in duckweed</title>
<sec id="s3_4_1">
<label>3.4.1</label>
<title>The &#x201c;source&#x2013;flow&#x2013;sink&#x201d; relation in plants</title>
<p>Sucrose biosynthesis and transportation are crucial for starch accumulation in plants (<xref ref-type="bibr" rid="B34">Julius et&#xa0;al., 2017</xref>). This process primarily includes photoassimilate synthesis in chloroplasts, transmembrane transport into the cytoplasm, sucrose biosynthesis, and long-distance transport of sucrose for subsequent conversion into starch in storage organs. The &#x201c;source-flow-sink&#x201d; relationship is highly related to crop yield. Our results demonstrated that the duckweed frond, a tissue similar to leaves, acts as a &#x201c;sink&#x201d; organ that accumulates stored starch (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref>).</p>
</sec>
<sec id="s3_4_2">
<label>3.4.2</label>
<title>Conversion of &#x201c;sources&#x201d; to &#x201c;sinks&#x201d; in duckweed chloroplasts</title>
<p>The transportation of photoassimilates from chloroplasts relies on the triose phosphate/phosphate translocator (<italic>TPT</italic>), glucose transporter (<italic>PGT</italic>), and maltose transporter (<italic>MEX</italic>). Correspondingly, deletions and mutations of <italic>TPT</italic>, <italic>PGT</italic>, and <italic>MEX</italic> lead to starch accumulation in the chloroplast (<xref ref-type="bibr" rid="B13">Cho et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B32">Jang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B77">Walters et&#xa0;al., 2004</xref>). Duckweed has a markedly contracted number of genes involved in the transportation of photoassimilates. TPT, PGT, and MEX were reduced to only one copy each (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S3</bold>
</xref>). Furthermore, the expression levels of both <italic>TPT</italic> and <italic>PGT</italic> were significantly downregulated under the LC treatment. Notably, <italic>TPT</italic>, the major export transporter of photoassimilates from chloroplasts, decreased by 42.6% (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). In duckweed mesophyll cells, LC treatment significantly increased the expression of <italic>AGPase</italic> by 3.0&#xd7; in the chloroplast but suppressed the export of plastidial triose phosphorate and glucose to the cytosol, resulting in the hyperaccumulation of starch in the chloroplast (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1E</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3E</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>). The subcellular localization of starch granules, AGPase, TPT, PGT, and MEX also confirmed the transition of chloroplast function from being the &#x201c;source&#x201d; to the &#x201c;sink&#x201d; in duckweed (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S6</bold>
</xref>). The source and sink are thus spatially organized together in the chloroplast, in stark contrast to other crops. This treatment allows duckweed chloroplasts to be highly efficient at forming and storing starch.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Sugar biosynthesis and transportation in <italic>Landoltia punctata</italic> under the LC treatment. The source, flow, and sink in <italic>Landoltia punctata</italic> are represented in light green, light yellow, and light purple, respectively. The heatmaps show the expression profiles of genes involved in starch synthesis and the transport of triose-P, glucose, maltose, and sucrose. The numbers in the boxes are the FPKM values. The color of the boxes indicates the log<sub>2</sub>FC, where the FC represents the fold change in the expression level compared with that at 0 d. The thickness and length of the arrows represent the strength of sugar flux. Red, upregulated expression; blue, downregulated expression; numbers in brackets, gene numbers of transporter proteins. SE/CC, sieve element/companion cell complex.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1531849-g004.tif"/>
</fig>
</sec>
<sec id="s3_4_3">
<label>3.4.3</label>
<title>Weak &#x201c;flow&#x201d; in duckweed</title>
<p>The volume of the &#x201c;flow&#x201d; in duckweed is affected by the quantity of sucrose and the efficiency of the transporter. The sucrose content in duckweed is normally &lt; 1.1 mg g<sup>-1</sup> FW, which is much lower than that in corn and rice (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S18</bold>
</xref>). Sucrose synthesis is regulated by two main enzymes, sucrose phosphate synthase (SPS) and sucrose phosphate phosphatase (SPP). SPS is a reversible rate-limiting enzyme that catalyzes the synthesis of sucrose-6P using UDP-glucose and fructose-6P and reversely catalyzes the degradation of sucrose-6P (<xref ref-type="bibr" rid="B29">Huber and Huber, 1996</xref>). The number of <italic>SPS</italic> genes (4) in duckweed was lower than that in rice, corn, and cassava (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S16A</bold>
</xref>). <italic>SPP</italic>, more importantly, is present in only one copy, with a very low expression level (FPKM values &lt;5), resulting in the accumulation of the substrate sucrose-6P and subsequently promoting the reverse catalysis of sucrose-6P degradation. Under LC treatment, the expression level of <italic>SPS</italic>, whose FPKM value was already greater than 84 at the beginning (0 h), increased significantly (Log<sub>2</sub>FC =1.26 for 240 h vs. 0 h), leading to further enhancement of the degradation of sucrose-6P and ultimately resulting in a very low sucrose concentration in the cytoplasm (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S16B</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S18</bold>
</xref>). Thus, duckweed has an extremely weak ability to synthesize sucrose and has a low sucrose content in its cell cytoplasm, that is, a low volume of &#x201c;flow&#x201d;.</p>
<p>Sucrose transporters (<italic>SUT</italic>s) and hexose and sucrose transporters (<italic>SWEET</italic>s) are responsible for the long-distance transport of sucrose to nonphotosynthetic organs. Among them, SUTs are the most important transporters. Duckweed possesses only one <italic>SUT</italic> gene (<italic>LpSUT</italic>) and 6 types of <italic>SWEET</italic> genes (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S4</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S6</bold>
</xref>). Compared with Arabidopsis, which possesses 9 <italic>SUT</italic> genes, 4 of which have high affinity, the SUT protein in duckweed might have low affinity. The extended N-terminus of LpSUT has a lower affinity for sucrose, which is highly similar to SUT2 in Arabidopsis, the sucrose transporter with the lowest affinity (<xref ref-type="bibr" rid="B62">Schulze et&#xa0;al., 2000</xref>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S17</bold>
</xref>). We also observed a very low expression level of <italic>LpSUT</italic> (FPKM values 9.9&#x2013;19.6) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S6</bold>
</xref>). On the other hand, duckweed contains many fewer copies of <italic>SWEET</italic> genes than do Arabidopsis and rice. Duckweed also lacks homologues of <italic>SWEET11</italic> and <italic>SWEET12</italic>, the key sucrose efflux transporters (<xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2012</xref>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S4</bold>
</xref>). At the transcriptional level, the expression of the <italic>SWEET</italic> genes in duckweed was also very low (FPKM values &lt;30) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data S5</bold>
</xref>). Therefore, the number of SUT and SWEET genes and their expression levels showed a weak &#x201c;flow&#x201d; ability in the plants. Impressively, the number of genes regulating sucrose transportation was reduced, and only those with low affinity remained. Owing to the reduced gene number and weakened protein activities, sucrose metabolism was markedly suppressed in terms of synthesis and transportation.</p>
<p>The low sucrose concentration, low sucrose synthesis, and low transport capacity resulted in a weak &#x201c;flow&#x201d; in duckweed. LC treatment strongly stimulated starch accumulation in the chloroplast and further reduced its sugar flow ability, turning the &#x201c;source&#x201d; frond into a &#x201c;sink&#x201d; organ (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Therefore, duckweed is an unusual and interesting system in which sources and sinks are spatially organized together, unlike the interdependent compartmentation of sinks and sources in other higher plants.</p>
</sec>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Prospects for the application of duckweed</title>
<p>In the past 50 years, the wide application of green revolution technology has resulted in extraordinary achievements in staple crop production worldwide, especially with the sharp increase in the crop harvest index (grain-straw ratio) from 0.3 to 0.5. Currently, further increasing the harvest index is very difficult because only certain parts of the crop can be harvested. In contrast, the harvest index of duckweed is nearly 1.0 because of its high starch content and low lignocellulose content (~5.8%), especially its lignin content (~1.1%) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Thus, whole duckweed can be harvested and used completely. Furthermore, unlike the reproductive growth of cereal crops, the production ability of duckweed depends on vegetative growth and avoids the time-consuming phase of organ development and differentiation, as well as the fragile stage of sexual reproduction (such as flowering, pollination, etc.) Therefore, the starch productivity of duckweed is considerably greater and more stable than that of staple crops.</p>
<p>The extensive use of green revolution varieties (GRVs) has led to excessive consumption and waste of fertilizer, which has thus resulted in serious environmental problems. Since GRV lodging resistance is enhanced by relative insensitivity to nitrogen, GRVs are associated with reduced NUE. Our results demonstrated that duckweed efficiently assimilated carbon under the LC treatment without being supplied with any exogenous nitrogen or phosphorus. The NUE of duckweed reached 144.4 kg biomass kg<sup>-1</sup> N, which was much greater than those of maize, rice, and wheat. In the post-green revolution era, an important research and development direction of agriculture has been to improve the NUE of crops, and starch production using duckweed is a good choice. Moreover, the LC treatment increased the absorption of CO<sub>2</sub> by duckweed, reducing the emission of greenhouse gas.</p>
<p>The starch content of other duckweed species, such as <italic>Spirodela polyrhiza</italic> and <italic>Lemna minor</italic>, can also reach 45.68-57.23% when this technology is used, confirming its universal applicability for efficient starch production in duckweed (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S19</bold>
</xref>). Moreover, a pilot scale was carried out beside Dianchi Lake, southwest of Kunming (E 102&#xb0;47&#x2032;, N 24&#xb0;51&#x2032;). The starch content of the cultivated duckweed reached 45.9 &#xb1; 3.5% (d.b.) within 4 days, and the starch productivity reached 36.5 t ha<sup>-1</sup> y<sup>-1</sup> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Thus, LC treatment has great potential in practical applications.</p>
</sec>
</sec>
<sec id="s4" sec-type="conclusions">
<label>4</label>
<title>Conclusions</title>
<p>This study is the first report of a simple and environmentally friendly technology for starch production using duckweed. The starch content and productivity reached 72.2% (dry basis) and 10.4 g m<sup>-2</sup> d<sup>-1</sup>, respectively, in 10 days, equivalent to a yield of 38.0 t ha<sup>-1</sup> y<sup>-1</sup> under nutrient limitation and CO<sub>2</sub> elevation treatments. Furthermore, the relevant mechanism of high starch accumulation in duckweed was investigated. The results revealed that the regulation of DNA methylation and transcription factors, as well as the significantly upregulated transcription levels and increased enzyme activities of key genes involved in starch biosynthesis, caused high starch accumulation in duckweed. This technology is easy to operate and viable for achieving agricultural industrialization. This work demonstrated that duckweed could be a next-generation starch crop and an ideal model plant for starch metabolism research.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>All data are available in the manuscript, the supplements, or publicly accessible repositories. The raw reads from whole-genome sequencing of Landoltia punctata 0202 have been deposited at NCBI under BioProject ID: PRJNA546087. The whole-genome data of the other species used in this study are available in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Materials.</bold>
</xref> All the transcriptomes have been uploaded to NCBI under BioProject ID PRJNA672224. All epigenetic data have been deposited in NCBI under BioProject ID: PRJNA673253. The duckweed samples are available from the Duckweed Resource Bank at the Chengdu Institute of Biology, Chinese Academy of Sciences.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>LG: Conceptualization, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. YF: Conceptualization, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SW: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. YX: Investigation, Writing &#x2013; review &amp; editing. YD: Investigation, Writing &#x2013; review &amp; editing. YJ: Methodology, Supervision, Writing &#x2013; review &amp; editing. XT: Investigation, Writing&#xa0;&#x2013; review &amp; editing. AD: Investigation, Writing &#x2013; review &amp; editing. ZL: Investigation, Writing &#x2013; review &amp; editing. KH: Project administration, Writing &#x2013; review &amp; editing. SC: Conceptualization, Writing &#x2013; review &amp; editing. YZ: Investigation, Writing &#x2013; review &amp; editing. LT: Investigation, Writing &#x2013; review &amp; editing. ZY: Investigation, Writing &#x2013; review &amp; editing. YC: Investigation, Writing &#x2013; review &amp; editing. LC: Investigation, Writing &#x2013; review &amp; editing. JL: Investigation, Writing &#x2013; review &amp; editing. LZ: Writing &#x2013; review &amp; editing. PZ: Methodology, Writing &#x2013; review &amp; editing. ZG: Methodology, Writing &#x2013; review &amp; editing. FZ: Methodology, Writing&#xa0;&#x2013; review &amp; editing. YH: Methodology, Writing &#x2013; review &amp; editing. QZ: Methodology, Writing &#x2013; review &amp; editing. HZ: Conceptualization, Funding acquisition, Methodology, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was supported by the Strategic Priority Research Program of the Chinese Academy of Sciences; the Sichuan Science and Technology Program (2024ZDZX0052); the National Aquatic Biological Resource Center (NABRC); and the Biological Resources Programme, Chinese Academy of Sciences (KFJ-BRP-008).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Zhongyan Wang for the technical support. We thank Wan Xiong for language editing. We also thank Ping Mao for providing information.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2025.1531849/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2025.1531849/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="DataSheet2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<ref-list>
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