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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Food Syst.</journal-id>
<journal-title>Frontiers in Sustainable Food Systems</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Food Syst.</abbrev-journal-title>
<issn pub-type="epub">2571-581X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsufs.2024.1375092</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Food Systems</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Carbon footprint research and mitigation strategies for rice-cropping systems in China: a review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Ji</surname> <given-names>Yalan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Zhou</surname> <given-names>Yongjin</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Zhong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Feng</surname> <given-names>Kaixuan</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Sun</surname> <given-names>Xueyuan</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>Youzun</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Wu</surname> <given-names>Wenge</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="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Zou</surname> <given-names>Huawen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>College of Agriculture, Yangtze University</institution>, <addr-line>Jingzhou, Hubei</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Rice Research Institute, Anhui Academy of Agricultural Sciences</institution>, <addr-line>Hefei, Anhui</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Roberto Valdivia, Oregon State University, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Juan Fernando Hirzel, Agricultural Research Institute (Chile), Chile</p>
<p>Apurbo Chaki, Bangladesh Agricultural Research Institute, Bangladesh</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Wenge Wu, <email>wuwenge@vip.sina.com</email></corresp>
<corresp id="c002">Huawen Zou, <email>zouhuawen@yangtzeu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>8</volume>
<elocation-id>1375092</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Ji, Zhou, Li, Feng, Sun, Xu, Wu and Zou.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Ji, Zhou, Li, Feng, Sun, Xu, Wu and Zou</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Reducing greenhouse gas (GHG) emissions and quantifying the carbon footprint (CF) of rice-cropping systems in the context of food security is an important step toward the sustainability of rice production. Exploring the key factors affecting emission reduction in rice production is important to properly evaluate the impact of China&#x2019;s rice-cropping systems on global climate change. This review provides an overview of the direct and indirect CF in rice-cropping systems; analyzes the influencing factors in terms of rice-based cropping systems, varieties and agronomic practices; and proposes mitigation strategies. Different studies have shown that direct and indirect GHG emissions in rice-based cropping systems accounted for 38.3 to 95.5% and 4.5 to 61.7% of total emissions, respectively. And the CFs of ratoon rice, rice&#x2013;wheat, rice&#x2013;maize, rice&#x2013;rapeseed, and rice&#x2013;fish systems ranged from 316,9 kg CO<sub>2</sub>-eq&#x2009;kg<sup>&#x2212;1</sup> to 258,47 kg CO<sub>2</sub>-eq&#x2009;kg<sup>&#x2212;1</sup>, which are lower than that in a double-rice planting system. High-yielding rice, drought-resistant rice, and other hybrids can mitigate GHG emissions from paddy fields by 3.7&#x2009;~&#x2009;21.5%. Furthermore, organic matter, water, tillage, straw incorporation, conservation tillage, reduced nitrogen fertilizer use, and added biochar and methane inhibitors could reduce emissions. Therefore, through reasonable agronomic measures, variety selection and optimal layout of rice-based rotation systems, the carbon neutral rate of rice production can be improved to help the national carbon sequestration and emission reduction target.</p>
</abstract>
<kwd-group>
<kwd>rice-cropping system</kwd>
<kwd>carbon footprint</kwd>
<kwd>greenhouse gas emissions</kwd>
<kwd>emission reduction</kwd>
<kwd>China</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="105"/>
<page-count count="14"/>
<word-count count="10235"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Climate-Smart Food Systems</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>A series of ecological and environmental problems caused by global warming have become a major challenge that humans must confront (<xref ref-type="bibr" rid="ref23">Fu et al., 2015</xref>). Global warming is caused by the increased concentration of greenhouse gases (GHGs) in the atmosphere and leads to a phenomenon widely known as the &#x201C;greenhouse effect,&#x201D; which directly leads to extreme weather such as droughts, floods, typhoons, and catastrophic precipitation (<xref ref-type="bibr" rid="ref35">Hussain et al., 2015</xref>). The average surface temperatures will rise by 2.2&#x00B0;C to 3.5&#x00B0;C by the middle of the century if the rate of global warming is not controlled [<xref ref-type="bibr" rid="ref38">IPCC (Intergovernmental Panel on Climate Change), 2023</xref>]. Climate change is seriously affecting agricultural production. The significant increase in temperatures has seriously contributed to the increased frequency of crop disasters and reduced yields. The three major GHGs that contribute to global climate change are carbon dioxide (CO<sub>2</sub>), methane (CH<sub>4</sub>) and nitrous oxide (N<sub>2</sub>O). World food security and even human survival will face serious challenges if effective measures are not taken to achieve net zero GHG emissions [<xref ref-type="bibr" rid="ref37">IPCC (Intergovernmental Panel on Climate Change), 2021</xref>]. Therefore, carbon sequestration and emission reduction are widely focused on to mitigate current climate change. According to the IPCC thematic report, the world needs to achieve CO<sub>2</sub> emissions neutrality by 2050 and with net zero emissions of all GHGs thereafter. The common plan for world development is to achieve carbon peak and neutrality by 2050. China aims to achieve peak carbon emissions by 2030 and carbon neutrality by 2060 with stronger policies and measures (UNGA-75th 2020).</p>
<p>The carbon footprint (CF) is an indicator used to account for carbon emissions based on the ecological footprint, primarily measuring the degree of pressure on natural resources from human activities over the entire life cycle (<xref ref-type="bibr" rid="ref76">Wackernagel and Rees, 1998</xref>). Agricultural production is one of the major contributors to carbon emissions, 12% of total anthropogenic emissions (<xref ref-type="bibr" rid="ref77">Walling and Vaneeckhaute, 2020</xref>). Agricultural CF refers to calculating the sum of GHG emissions and consumption &#x201C;from cradle to grave&#x201D; in the agricultural production system based on the life-cycle assessment (LCA) method and evaluation of the impact on climate change in the form of CO<sub>2</sub>-eq (<xref ref-type="bibr" rid="ref78">Wiedmann and Minx, 2008</xref>; <xref ref-type="bibr" rid="ref96">Yan et al., 2015</xref>; <xref ref-type="bibr" rid="ref89">Xu et al., 2020</xref>). Rice-cropping systems are a vital part of agricultural systems. In the past two decades, total rice production has increased from 160,65 to 208,49 million tons, and the total rice sowing area has increased from 265,07 to 294,50 thousand hectares in China (NBSC 2023), which is largely attributed to the rapid increase in agronomic inputs. Therefore, exploring the CF of rice-cropping systems is essential to mitigate global warming in China. Paddy fields are important sources of agricultural GHG emissions, especially CH<sub>4</sub> and N<sub>2</sub>O emissions, which account for 12&#x2009;~&#x2009;26% and 7&#x2009;~&#x2009;11% of the total emissions from global agricultural fields, respectively (<xref ref-type="bibr" rid="ref9001">IPCC, 2014</xref>). Therefore, accounting for the CF of the agricultural production process is essential in China to reduce carbon emissions caused by agricultural activities. This study describes the CF and emission reduction measures of rice-cropping systems in China, with the aim of providing solutions and support for saving energy and reducing emission in rice production.</p>
</sec>
<sec id="sec2">
<label>2</label>
<title>Carbon footprint of Paddy fields</title>
<p>In rice-cropping systems, CF includes indirect emissions from the production, storage, and transportation of various agricultural inputs and direct emissions from paddy fields (<xref ref-type="bibr" rid="ref105">Zhou et al., 2023</xref>). Specifically, in rice-cropping systems, the sum of CH<sub>4</sub> emissions from paddy fields, N<sub>2</sub>O emissions from nitrogen (N) application, and CO<sub>2</sub> emissions from respiration are called direct emissions. Moreover, rice-cropping system indirect emissions refer to GHG emissions resulting from rice production, storage, consumption, waste chains and transportation of agricultural input production, such as human inputs, fertilizers, fuel consumption, and pest and weed control.</p>
<sec id="sec3">
<label>2.1</label>
<title>Direct emission of CF of paddy fields</title>
<p>Direct GHG emissions under conventional farming account for 75.7% of total emissions, but those from organic farming account for 90.3% (<xref ref-type="bibr" rid="ref3">Arunrat et al., 2021</xref>). Of all gases that contribute to the greenhouse effect, N<sub>2</sub>O is the most destructive to the ozone layer, being 298 times more destructive than CO<sub>2</sub> by mass over a 100-year 43 time span (<xref ref-type="bibr" rid="ref74">Tian et al., 2020</xref>). As of 2016, anthropogenic sources contributed, on average, 43% to the total N<sub>2</sub>O emission, of which emissions from nitrogen additions in agriculture and other sectors contributed around 70% (<xref ref-type="bibr" rid="ref47">Lal et al., 2020</xref>). The largest emissions under organic and conventional rice farming are CH<sub>4</sub>, followed by N<sub>2</sub>O, accounting for 45 and 10% of the overall GHG emissions of CF, respectively (<xref ref-type="bibr" rid="ref3">Arunrat et al., 2021</xref>).</p>
<p>Paddy fields are considered an important source of atmospheric CH<sub>4</sub>. CH<sub>4</sub> production by methanogenic bacteria is one of the end products of organic matter mineralization under anaerobic conditions (<xref ref-type="bibr" rid="ref64">Qian et al., 2023</xref>). Extreme reduction conditions lead to the conversion of organic carbon to CH<sub>4</sub> through methanogenesis (<xref ref-type="bibr" rid="ref36">Inubushi et al., 2001</xref>). The CH<sub>4</sub> generated in the soil undergoes dissolved diffusion through the water&#x2013;air and soil&#x2013;water interfaces, is lost by the ebullient, transported to the roots by diffusion, converted to gaseous CH<sub>4</sub> in the aerenchyma and cortex, and subsequently released to the atmosphere through plant micropores (<xref ref-type="bibr" rid="ref35">Hussain et al., 2015</xref>; <xref ref-type="fig" rid="fig1">Figure 1</xref>). CH<sub>4</sub> is the main sources of direct emissions, accounting for 59.7&#x2009;~&#x2009;85.7% of direct emissions (<xref ref-type="bibr" rid="ref64">Qian et al., 2023</xref>; <xref ref-type="bibr" rid="ref102">Zhen et al., 2023</xref>). CH<sub>4</sub> contributed more than 60% of the total GHG emissions of the organic, rice&#x2013;fish coculture, and conventional rice farming systems (<xref ref-type="bibr" rid="ref102">Zhen et al., 2023</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The main production process of CH<sub>4</sub> in paddy fields.</p>
</caption>
<graphic xlink:href="fsufs-08-1375092-g001.tif"/>
</fig>
<p>N<sub>2</sub>O production mainly result from microbial nitrogen transformations, that is, mediated by the processes of soil nitrification, denitrification, and heterotrophic reduction of nitrate-nitrogen to ammonium (<xref ref-type="bibr" rid="ref46">Kuypers et al., 2018</xref>). Long-term flooding of paddy fields results in a unique soil profile that leads to the development of oxidizing and reducing layers within the cultivated layer (<xref ref-type="bibr" rid="ref85">Xing et al., 2009</xref>). N<sub>2</sub>O diffuses into the atmosphere mainly from water, plants, and the concentration gradient between soil and water (<xref ref-type="fig" rid="fig2">Figure 2</xref>). N<sub>2</sub>O is released mainly through the soil surface in the absence of floodwater (<xref ref-type="bibr" rid="ref97">Yan et al., 2000</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The main production process of N<sub>2</sub>O in paddy fields.</p>
</caption>
<graphic xlink:href="fsufs-08-1375092-g002.tif"/>
</fig>
<p>CO<sub>2</sub> emissions from paddy fields mainly come from biotic and abiotic processes, and are less than those of CH<sub>4</sub> and N<sub>2</sub>O (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Biological processes include the activity of plants and microorganisms in the soil, and abiotic processes are mainly the oxidation of carbon-containing materials in the soil. But in paddy field studies, CO<sub>2</sub> emission or C sequestration from soil were not considered because soil organic matter is typically maintained or increased in intensive and irrigated rice production system (<xref ref-type="bibr" rid="ref9">Cassman et al., 1995</xref>; <xref ref-type="bibr" rid="ref7">Bronson et al., 1997</xref>). Rice is a C3 plant with low efficiency of CO<sub>2</sub> assimilation, especially photorespiration. Soil CO<sub>2</sub> emissions are mainly derived from soil respiration. Carbon accumulation in flooded soil results in lower emissions mainly due to poor carbon oxidation (anaerobic) conditions.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The main production process of CO<sub>2</sub> in paddy fields.</p>
</caption>
<graphic xlink:href="fsufs-08-1375092-g003.tif"/>
</fig>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Indirect emission of CF of paddy fields</title>
<p>In recent years, increasing attention has been given to indirect carbon emissions from rice production. Indirect carbon emissions in rice-cropping systems emanate from carbon emitted during the use of fertilizer, electricity and diesel oil, fuel combustion, machinery inputs, labor, irrigation, herbicides, pesticides, seeds, trays, and other material inputs (<xref ref-type="bibr" rid="ref1">Adviento-Borbe et al., 2007</xref>; <xref ref-type="bibr" rid="ref24">Fuentes-Ponce et al., 2022</xref>).</p>
<p>Indirect GHG emissions as a percentage of total emissions under rice-based cropping systems range from 4.5 to 61.7% (<xref ref-type="table" rid="tab1">Tables 1</xref>, <xref ref-type="table" rid="tab2">2</xref>). Indirect emissions under rice-cropping systems in the middle and lower reaches range from 1.86 Mt. CO<sub>2</sub>-eq to 8.09 Mt. CO<sub>2</sub>-eq, accounting for 23.8&#x2009;~&#x2009;34.2% of total emissions (<xref ref-type="bibr" rid="ref66">Qin, 2011</xref>; <xref ref-type="bibr" rid="ref12">Cheng, 2015</xref>; <xref ref-type="bibr" rid="ref82">Xia, 2019</xref>). In the double-season rice and ratoon rice systems, indirect GHGs in the first season accounted for 11.4&#x2009;~&#x2009;17.3%, and those in the second season accounted for 5.2&#x2009;~&#x2009;6.8% of the annual total indirect GHGs (<xref ref-type="bibr" rid="ref90">Xu et al., 2022</xref>). Urea and phosphate fertilizer (to a lesser extent) were the most responsible for increasing indirect emissions (<xref ref-type="bibr" rid="ref24">Fuentes-Ponce et al., 2022</xref>; <xref ref-type="table" rid="tab3">Table 3</xref>). The indirect emissions of CO<sub>2</sub> from agricultural inputs were obviously greater than those from farm operations in each cropping system. Indirect GHG emissions from agriculture inputs under fertilizer, electricity and diesel were higher than other farm inputs (<xref ref-type="bibr" rid="ref92">Xue et al., 2016</xref>; <xref ref-type="bibr" rid="ref40">Jiang et al., 2020</xref>; <xref ref-type="bibr" rid="ref50">Li et al., 2020</xref>; <xref ref-type="bibr" rid="ref52">Ling et al., 2021</xref>; <xref ref-type="bibr" rid="ref33">Huang et al., 2022</xref>; <xref ref-type="bibr" rid="ref90">Xu et al., 2022</xref>). Indirect emissions of GHGs arising from the production of agricultural inputs, fuel combustion, and use of machinery may contribute as much as half of the total GHG emissions (<xref ref-type="bibr" rid="ref61">Mosier et al., 2005</xref>; <xref ref-type="bibr" rid="ref1">Adviento-Borbe et al., 2007</xref>). In addition to fertilizers, the share of indirect GHG emissions from herbicides, labor and irrigation in addition to fertilizers was still high in multiple rice-cropping systems (<xref ref-type="bibr" rid="ref11">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="ref28">Ghosh et al., 2022</xref>). In addition, under organic and conventional rice farming treatments, conventional cultivation had the highest indirect GHG emissions of herbicides, insecticides and transportation (<xref ref-type="bibr" rid="ref3">Arunrat et al., 2021</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Proportion of indirect and direct emissions in different rice-based cropping systems.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Rice-based cropping systems</th>
<th align="center" valign="top">GHG<sub>Indirect</sub> / GHG<sub>Total</sub> (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">GHG<sub>Direct</sub>/GHG<sub>Total</sub> (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Single-season rice</td>
<td align="center" valign="top">7.0&#x2009;~&#x2009;48.6</td>
<td align="center" valign="top">0.22</td>
<td align="center" valign="top">51.4&#x2009;~&#x2009;93.0</td>
<td align="center" valign="top">0.55</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref92">Xue et al. (2016)</xref>, <xref ref-type="bibr" rid="ref43">Jiang et al. (2019a</xref>,<xref ref-type="bibr" rid="ref44">b</xref>, <xref ref-type="bibr" rid="ref40">2020)</xref>, <xref ref-type="bibr" rid="ref73">Sun et al. (2019)</xref>, <xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Double-season rice</td>
<td align="center" valign="top">4.5&#x2009;~&#x2009;53.7</td>
<td align="center" valign="top">0.58</td>
<td align="center" valign="top">46.3&#x2009;~&#x2009;95.5</td>
<td align="center" valign="top">0.14</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref92">Xue et al. (2016)</xref>, <xref ref-type="bibr" rid="ref73">Sun et al. (2019)</xref>, <xref ref-type="bibr" rid="ref11">Chen et al. (2020)</xref>, <xref ref-type="bibr" rid="ref40">Jiang et al. (2020)</xref>, Lin et al. (2021), <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref>, <xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Ratoon rice</td>
<td align="center" valign="top">4.6&#x2009;~&#x2009;61.7</td>
<td align="center" valign="top">0.10</td>
<td align="center" valign="top">38.3&#x2009;~&#x2009;95.4</td>
<td align="center" valign="top">0.34</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref>, <xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;fallow</td>
<td align="center" valign="top">15.6&#x2009;~&#x2009;56.9</td>
<td align="center" valign="top">0.80</td>
<td align="center" valign="top">43.1&#x2009;~&#x2009;82.4</td>
<td align="center" valign="top">0.28</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref47">Lal et al. (2020)</xref>, Lin et al. (2021), <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;wheat</td>
<td align="center" valign="top">15.7&#x2009;~&#x2009;33.4</td>
<td align="center" valign="top">0.32</td>
<td align="center" valign="top">66.6&#x2009;~&#x2009;84.3</td>
<td align="center" valign="top">0.09</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref11">Chen et al. (2020)</xref>, Lin et al. (2021), <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;maize</td>
<td align="center" valign="top">11.0&#x2009;~&#x2009;51.3</td>
<td align="center" valign="top">0.83</td>
<td align="center" valign="top">48.7&#x2009;~&#x2009;89.0</td>
<td align="center" valign="top">0.27</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref73">Sun et al. (2019)</xref>, <xref ref-type="bibr" rid="ref40">Jiang et al. (2020)</xref>, <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;rapeseed</td>
<td align="center" valign="top">30.8&#x2009;~&#x2009;40.3</td>
<td align="center" valign="top">0.54</td>
<td align="center" valign="top">59.7&#x2009;~&#x2009;69.2</td>
<td align="center" valign="top">0.18</td>
<td align="left" valign="top">Lin et al. (2021), <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;fish / crayfish</td>
<td align="center" valign="top">23.2&#x2009;~&#x2009;48.2</td>
<td align="center" valign="top">0.50</td>
<td align="center" valign="top">51.8&#x2009;~&#x2009;76.8</td>
<td align="center" valign="top">0.28</td>
<td align="left" valign="top">Lin et al. (2021), <xref ref-type="bibr" rid="ref102">Zhen et al. (2023)</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>GHG<sub>Indirect</sub>, greenhouse gas indirect emissions, GHG<sub>Direct</sub>, greenhouse gas direct emissions; GHG<sub>Total</sub>: greenhouse gas emissions.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Proportion of indirect and direct emissions in different rice cultivation practices.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Rice cultivation practices</th>
<th align="center" valign="top">GHG<sub>Indirect</sub>/GHG<sub>Total</sub> (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">GHG<sub>Direct</sub> / GHG<sub>Total</sub> (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Conventional tillage</td>
<td align="center" valign="top">17.8&#x2009;~&#x2009;55.6</td>
<td align="center" valign="top">0.41</td>
<td align="center" valign="top">44.4&#x2009;~&#x2009;82.2</td>
<td align="center" valign="top">0.19</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref89">Xu et al. (2020)</xref>, <xref ref-type="bibr" rid="ref3">Arunrat et al. (2021)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref45">Kumar et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">No tillage</td>
<td align="center" valign="top">36.3&#x2009;~&#x2009;55.3</td>
<td align="center" valign="top">0.22</td>
<td align="center" valign="top">44.7&#x2009;~&#x2009;63.7</td>
<td align="center" valign="top">0.19</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref89">Xu et al. (2020)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref45">Kumar et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Organic tillage</td>
<td align="center" valign="top">5.8&#x2009;~&#x2009;51.0</td>
<td align="center" valign="top">1.01</td>
<td align="center" valign="top">49.0&#x2009;~&#x2009;94.2</td>
<td align="center" valign="top">0.31</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref3">Arunrat et al. (2021)</xref>, <xref ref-type="bibr" rid="ref102">Zhen et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">No straw tillage</td>
<td align="center" valign="top">23.3&#x2009;~&#x2009;66.1</td>
<td align="center" valign="top">0.50</td>
<td align="center" valign="top">33.9&#x2009;~&#x2009;76.7</td>
<td align="center" valign="top">0.38</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Straw tillage</td>
<td align="center" valign="top">7.5&#x2009;~&#x2009;62.6</td>
<td align="center" valign="top">0.72</td>
<td align="center" valign="top">37.4&#x2009;~&#x2009;92.5</td>
<td align="center" valign="top">0.36</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>GHG<sub>Indirect</sub>, greenhouse gas indirect emissions, GHG<sub>Direct</sub>, greenhouse gas direct emissions; GHG<sub>Total</sub>: greenhouse gas emissions.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="sec5">
<label>3</label>
<title>Influencing factors of the CF of paddy fields</title>
<p>Variations in cropping system, cultivar., tillage type, fertilizer, irrigation, and additive substance among different cropping systems impact soil properties, microbial abundance and activity, and crop growth, leading to differences in carbon emissions (<xref ref-type="table" rid="tab3">Tables 3</xref>, <xref ref-type="table" rid="tab4">4</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Carbon footprint (CF) in different rice-based cropping systems.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Rice-based cropping systems</th>
<th align="center" valign="top">CF</th>
<th align="char" valign="top" char="&#x00D7;" rowspan="2">CV</th>
<th align="left" valign="top" rowspan="2">References</th>
<th align="center" valign="top">CF</th>
<th align="char" valign="top" char="&#x00D7;" rowspan="2">CV</th>
<th align="left" valign="top" rowspan="2">References</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">(kg CO<sub>2</sub>-eq&#x2009;kg<sup>&#x2212;1</sup>)</th>
<th align="center" valign="top">(kg CO<sub>2</sub>-eq&#x2009;ha<sup>&#x2212;1</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Single-season rice</td>
<td align="center" valign="top">0.10&#x2009;~&#x2009;1.36</td>
<td align="center" valign="top">0.61</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref92">Xue et al. (2016)</xref>, <xref ref-type="bibr" rid="ref43">Jiang et al. (2019a</xref>,<xref ref-type="bibr" rid="ref44">b</xref>, <xref ref-type="bibr" rid="ref40">2020)</xref>, <xref ref-type="bibr" rid="ref75">Tseng et al. (2020)</xref>, <xref ref-type="bibr" rid="ref5">Bakhshandeh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref></td>
<td align="center" valign="top">989.2&#x2009;~&#x2009;18621.5</td>
<td align="center" valign="top">0.74</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref43">Jiang et al. (2019a</xref>,<xref ref-type="bibr" rid="ref44">b</xref>, <xref ref-type="bibr" rid="ref40">2020)</xref>, <xref ref-type="bibr" rid="ref75">Tseng et al. (2020)</xref>, <xref ref-type="bibr" rid="ref49">Leon et al. (2021)</xref>, <xref ref-type="bibr" rid="ref48">Leon and Izumi (2022)</xref>, <xref ref-type="bibr" rid="ref2">Alam et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Double-season rice</td>
<td align="center" valign="top">0.83&#x2009;~&#x2009;4.10</td>
<td align="center" valign="top">0.56</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref92">Xue et al. (2016)</xref>, <xref ref-type="bibr" rid="ref73">Sun et al. (2019)</xref>, <xref ref-type="bibr" rid="ref11">Chen et al. (2020)</xref>, <xref ref-type="bibr" rid="ref40">Jiang et al. (2020)</xref>, <xref ref-type="bibr" rid="ref58">Mandal et al. (2021)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al.(2023)</xref></td>
<td align="center" valign="top">10260.0&#x2009;~&#x2009;42213.0</td>
<td align="center" valign="top">0.43</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref73">Sun et al. (2019)</xref>, <xref ref-type="bibr" rid="ref11">Chen et al. (2020)</xref>, <xref ref-type="bibr" rid="ref40">Jiang et al. (2020)</xref>, Lin et al. (2021), <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref>, <xref ref-type="bibr" rid="ref2">Alam et al. (2023)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Ratoon rice</td>
<td align="center" valign="top">2.84&#x2009;~&#x2009;3.56</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref>
</td>
<td align="center" valign="top">11548.0&#x2009;~&#x2009;18621.5</td>
<td align="center" valign="top">0.33</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref>, <xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;fallow</td>
<td align="center" valign="top">0.31&#x2009;~&#x2009;0.80</td>
<td align="center" valign="top">0.51</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref>, <xref ref-type="bibr" rid="ref47">Lal et al. (2020)</xref></td>
<td align="center" valign="top">6431.5&#x2009;~&#x2009;13806.0</td>
<td align="center" valign="top">0.85</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref32">Huang et al. (2019</xref>, <xref ref-type="bibr" rid="ref33">2022)</xref>, <xref ref-type="bibr" rid="ref47">Lal et al. (2020)</xref>, <xref ref-type="bibr" rid="ref52">Ling et al. (2021)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;wheat</td>
<td align="center" valign="top">0.58&#x2009;~&#x2009;1.10</td>
<td align="center" valign="top">0.27</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref11">Chen et al. (2020)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref101">Zhang et al. (2022)</xref></td>
<td align="center" valign="top">5178.0&#x2009;~&#x2009;22488.0</td>
<td align="center" valign="top">0.59</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref11">Chen et al. (2020)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref>, Lin et al. (2021), <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref>, <xref ref-type="bibr" rid="ref101">Zhang et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;maize</td>
<td align="center" valign="top">0.81&#x2009;~&#x2009;2.01</td>
<td align="center" valign="top">0.60</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref73">Sun et al. (2019)</xref>, <xref ref-type="bibr" rid="ref40">Jiang et al. (2020)</xref></td>
<td align="center" valign="top">9534.3&#x2009;~&#x2009;33858.0</td>
<td align="center" valign="top">0.74</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref73">Sun et al. (2019)</xref>, <xref ref-type="bibr" rid="ref40">Jiang et al. (2020)</xref>, <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;rapeseed</td>
<td align="center" valign="top">1.08</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref>
</td>
<td align="center" valign="top">10541.1&#x2009;~&#x2009;18328.5</td>
<td align="center" valign="top">0.06</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref32">Huang et al. (2019</xref>, <xref ref-type="bibr" rid="ref33">2022)</xref>, Lin et al. (2021)</td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;fish / crayfish</td>
<td align="center" valign="top">0.54</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref102">Zhen et al. (2023)</xref>
</td>
<td align="center" valign="top">17857.2&#x2009;~&#x2009;19736.8</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">Lin et al. (2021)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Carbon footprint (CF) in different rice cultivation practices.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Rice cultivation practices</th>
<th align="center" valign="top">CF</th>
<th align="char" valign="top" char="&#x00D7;" rowspan="2">CV</th>
<th align="left" valign="top" rowspan="2">References</th>
<th align="center" valign="top">CF</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="left" valign="top" rowspan="2">References</th>
</tr>
<tr>
<th align="center" valign="top">(kg CO<sub>2</sub>-eq&#x2009;kg<sup>&#x2212;1</sup>)</th>
<th align="center" valign="top">(kg CO<sub>2</sub>-eq&#x2009;ha<sup>&#x2212;1</sup>)</th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Conventional tillage</td>
<td align="center" valign="top">0.31&#x2009;~&#x2009;2.94</td>
<td align="center" valign="top">0.78</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018</xref>, <xref ref-type="bibr" rid="ref93">2020)</xref>, <xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref>, <xref ref-type="bibr" rid="ref89">Xu et al. (2020)</xref>, <xref ref-type="bibr" rid="ref58">Mandal et al. (2021)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref20">Du et al. (2022)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref102">Zhen et al. (2023)</xref></td>
<td align="center" valign="top">1292.0&#x2009;~&#x2009;19677.5</td>
<td align="center" valign="top">1.04</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018</xref>, <xref ref-type="bibr" rid="ref93">2020)</xref>, <xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref>, <xref ref-type="bibr" rid="ref89">Xu et al. (2020)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref45">Kumar et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">No tillage</td>
<td align="center" valign="top">0.28&#x2009;~&#x2009;3.47</td>
<td align="center" valign="top">1.16</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018</xref>, <xref ref-type="bibr" rid="ref93">2020)</xref>, <xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref>, <xref ref-type="bibr" rid="ref89">Xu et al. (2020)</xref>, <xref ref-type="bibr" rid="ref58">Mandal et al. (2021)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
<td align="center" valign="top">1080.0&#x2009;~&#x2009;20401.0</td>
<td align="center" valign="top">1.05</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018</xref>, <xref ref-type="bibr" rid="ref93">2020)</xref>, <xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref>, <xref ref-type="bibr" rid="ref89">Xu et al. (2020)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref45">Kumar et al. (2022)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Organic tillage</td>
<td align="center" valign="top">0.39</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref102">Zhen et al. (2023)</xref>
</td>
<td align="center" valign="top">3570.4&#x2009;~&#x2009;13005.0</td>
<td align="center" valign="top">1.04</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref3">Arunrat et al. (2021)</xref>, <xref ref-type="bibr" rid="ref102">Zhen et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">No straw tillage</td>
<td align="center" valign="top">0.30&#x2009;~&#x2009;0.99</td>
<td align="center" valign="top">0.03</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref>, <xref ref-type="bibr" rid="ref58">Mandal et al. (2021)</xref></td>
<td align="center" valign="top">1986.0&#x2009;~&#x2009;15399.1</td>
<td align="center" valign="top">0.55</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018)</xref>, <xref ref-type="bibr" rid="ref34">Hung et al. (2019)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Straw tillage</td>
<td align="center" valign="top">0.29&#x2009;~&#x2009;3.91</td>
<td align="center" valign="top">0.87</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018</xref>, <xref ref-type="bibr" rid="ref93">2020)</xref>, <xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref>, <xref ref-type="bibr" rid="ref58">Mandal et al. (2021)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref20">Du et al. (2022)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
<td align="center" valign="top">1112.0&#x2009;~&#x2009;21267.6</td>
<td align="center" valign="top">1.00</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018</xref>, <xref ref-type="bibr" rid="ref93">2020)</xref>, <xref ref-type="bibr" rid="ref34">Hung et al. (2019)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="sec6">
<label>3.1</label>
<title>Cropping systems</title>
<p>The higher resource use efficiency and lower carbon emission in the optimized rice rotation systems can improve soil aeration and promote microorganism activity, microbial cycling, and retention of carbon and N. Under different rotation systems, Rice&#x2013;maize or rice&#x2013;wheat are highly effective strategies for reducing CF and enhancing the net C sink as well as maintaining high grain yield (<xref ref-type="bibr" rid="ref39">Janz et al., 2019</xref>; <xref ref-type="bibr" rid="ref40">Jiang et al., 2020</xref>; <xref ref-type="bibr" rid="ref33">Huang et al., 2022</xref>). The introduction of a rice&#x2013;maize system into a double-season rice system provides a feasible system to significantly reduce the CF by 35.0&#x2009;~&#x2009;41.7% (<xref ref-type="bibr" rid="ref40">Jiang et al., 2020</xref>). One of the reasons for this is that maize, as a C4 crop, is more yielding than C3 crops such as rice and wheat (<xref ref-type="bibr" rid="ref33">Huang et al., 2022</xref>). On the other hand, aerobic conditions during the growing season of maize and wheat can improve the nutrient availability of the following rice by accelerating soil organic matter mineralization (<xref ref-type="bibr" rid="ref40">Jiang et al., 2020</xref>; <xref ref-type="bibr" rid="ref33">Huang et al., 2022</xref>). The rice&#x2013;wheat rotation showed the highest total CH<sub>4</sub> emissions in the rice season, but total N<sub>2</sub>O emissions were lowest compared to rice&#x2013;green manure rotation and rice&#x2013;fallow rotation (<xref ref-type="bibr" rid="ref31">Hu et al., 2016</xref>; <xref ref-type="bibr" rid="ref86">Xu, 2017</xref>). The annual CF of rice&#x2013;wheat rotation is the lowest, followed by rice&#x2013;shrimp cropping, and the highest is in cold-soaked rice fields (&#x201C;medium rice-winter soak&#x201D;) (<xref ref-type="bibr" rid="ref87">Xu, 2020</xref>). The carbon emissions per unit area and CF per unit yield of the rice season in the spring maize-late rice system were reduced by 496&#x2009;kg CO<sub>2</sub>-eq&#x00B7;ha<sup>&#x2212;1</sup> and 0.24&#x2009;kg CO<sub>2</sub>-eq&#x00B7;kg<sup>&#x2212;1</sup> compared to the double season rice, respectively (<xref ref-type="bibr" rid="ref43">Jiang et al., 2019a</xref>,<xref ref-type="bibr" rid="ref44">b</xref>). Higher agricultural inputs and GHG emissions resulted in a higher global warming potential (GWP) in double-season rice than in ratoon rice. <xref ref-type="bibr" rid="ref105">Zhou et al. (2023)</xref> compared the three rice systems, and the average annual GWP of double-season rice was 152,66 kg CO<sub>2</sub>-eq&#x2009;ha<sup>&#x2212;1</sup>, which was 104.9 and 70.2% higher than those of middle-season rice and ratoon rice systems, respectively. Similar results were also reported for ratoon rice, which had a lower CF than double-season rice (<xref ref-type="bibr" rid="ref65">Qiao, 2019</xref>; <xref ref-type="bibr" rid="ref73">Sun et al., 2019</xref>; <xref ref-type="bibr" rid="ref90">Xu et al., 2022</xref>). The two experiments demonstrated that ratoon rice had a 27.4&#x2009;~&#x2009;40.7% lower annual CF than double-season rice (<xref ref-type="bibr" rid="ref33">Huang et al., 2022</xref>; <xref ref-type="bibr" rid="ref90">Xu et al., 2022</xref>).</p>
<p>Furthermore, integrated rice and aquatic animal production systems are rapidly and increasingly being developed. Choosing rice&#x2013;fish, rice&#x2013;duck and rice&#x2013;crayfish systems can reduce GHG emissions through biological intercropping with rice (<xref ref-type="table" rid="tab5">Table 5</xref>, <xref ref-type="table" rid="tab6">6</xref>; <xref ref-type="bibr" rid="ref86">Xu, 2017</xref>; <xref ref-type="bibr" rid="ref52">Ling et al., 2021</xref>; <xref ref-type="bibr" rid="ref42">Jiang et al., 2022</xref>). In different integrated rice-cropping systems, the rice&#x2013;duck systems increased N<sub>2</sub>O emissions by 4.2&#x2009;~&#x2009;5.2% while reducing total CH<sub>4</sub> emissions from rice fields by 8.80&#x2009;~&#x2009;16.68% compared with the conventional cultivation mode (<xref ref-type="bibr" rid="ref91">Xu et al., 2017</xref>). Given that CH<sub>4</sub> emission contributed to 85.83&#x2009;~&#x2009;96.22% of GWP, the great reduction in CH<sub>4</sub> emission led to a significantly lower GWP of the rice&#x2013;duck systems. Across the two cropping systems, the CF of the rice&#x2013;fish system was 0.8 times lower than that of the organic rice system (<xref ref-type="bibr" rid="ref102">Zhen et al., 2023</xref>). In the straw return treatments of the integrated rice&#x2013;crayfish system, GHG emissions were approximately 7.5% lower than those of the fallow rice system (<xref ref-type="bibr" rid="ref52">Ling et al., 2021</xref>). The CFs were 141,26 kg CO<sub>2</sub>-eq&#x00B7;ha<sup>&#x2212;1</sup> and 131,40 kg CO<sub>2</sub>-eq&#x00B7;ha<sup>&#x2212;1</sup> for single rice and rice&#x2013;crayfish systems, respectively, and the CF per unit production value and CF per unit nutrient density of the rice&#x2013;shrimp systems were 81.4 and 49.3% lower than those of single rice, respectively (<xref ref-type="bibr" rid="ref42">Jiang et al., 2022</xref>). The above phenomenon may be attributed that crayfish or shrimp hiding dig burrows in field, which increases the redox potential of soil and thus decreasing CH<sub>4</sub> emission (<xref ref-type="bibr" rid="ref52">Ling et al., 2021</xref>; <xref ref-type="bibr" rid="ref42">Jiang et al., 2022</xref>).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Share of source-wise greenhouse gas (GHG) indirect emissions (%) in different rice-based cropping systems.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Rice-based cropping systems</th>
<th align="center" valign="top">Fertilizers (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Diesel (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Electricity (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Pesticides<xref ref-type="table-fn" rid="tfn1">
<sup>a</sup></xref> (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Seeds (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Others (%)<xref ref-type="table-fn" rid="tfn2">
<sup>b</sup></xref></th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Single-season rice</td>
<td align="center" valign="top">39.4&#x2009;~&#x2009;77.5</td>
<td align="center" valign="top">0.46</td>
<td align="center" valign="top">3.1&#x2009;~&#x2009;15.2</td>
<td align="center" valign="top">0.93</td>
<td align="center" valign="top">2.9&#x2009;~&#x2009;36.3</td>
<td align="center" valign="top">1.21</td>
<td align="center" valign="top">1.7&#x2009;~&#x2009;6.2</td>
<td align="center" valign="top">0.82</td>
<td align="center" valign="top">2.9&#x2009;~&#x2009;3.8</td>
<td align="center" valign="top">0.20</td>
<td align="center" valign="top">5.3&#x2009;~&#x2009;11.7</td>
<td align="center" valign="top">0.53</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref92">Xue et al. (2016)</xref>, <xref ref-type="bibr" rid="ref43">Jiang et al. (2019a</xref>,<xref ref-type="bibr" rid="ref44">b)</xref>,</td>
</tr>
<tr>
<td align="left" valign="top">Double-season rice</td>
<td align="center" valign="top">40.5&#x2009;~&#x2009;80.9</td>
<td align="center" valign="top">0.29</td>
<td align="center" valign="top">4.5&#x2009;~&#x2009;30.1</td>
<td align="center" valign="top">0.68</td>
<td align="center" valign="top">1.3&#x2009;~&#x2009;38.6</td>
<td align="center" valign="top">1.00</td>
<td align="center" valign="top">0.8&#x2009;~&#x2009;5.3</td>
<td align="center" valign="top">0.61</td>
<td align="center" valign="top">2.4&#x2009;~&#x2009;27.6</td>
<td align="center" valign="top">1.19</td>
<td align="center" valign="top">0.9&#x2009;~&#x2009;13.6</td>
<td align="center" valign="top">0.90</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref92">Xue et al. (2016)</xref>, <xref ref-type="bibr" rid="ref11">Chen et al. (2020)</xref>, <xref ref-type="bibr" rid="ref40">Jiang et al. (2020)</xref>, <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref>, <xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Ratoon rice</td>
<td align="center" valign="top">67.6&#x2009;~&#x2009;73.6</td>
<td align="center" valign="top">0.06</td>
<td align="center" valign="top">3.9&#x2009;~&#x2009;7.3</td>
<td align="center" valign="top">0.43</td>
<td align="center" valign="top">2.8&#x2009;~&#x2009;14.4</td>
<td align="center" valign="top">0.96</td>
<td align="center" valign="top">2.4&#x2009;~&#x2009;3.2</td>
<td align="center" valign="top">0.21</td>
<td align="center" valign="top">2.3&#x2009;~&#x2009;20.7</td>
<td align="center" valign="top">1.14</td>
<td align="center" valign="top">1.8&#x2009;~&#x2009;11.0</td>
<td align="center" valign="top">1.01</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref>, <xref ref-type="bibr" rid="ref90">Xu et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;fallow</td>
<td align="center" valign="top">49.6&#x2009;~&#x2009;64.3</td>
<td align="center" valign="top">0.18</td>
<td align="center" valign="top">3.2&#x2009;~&#x2009;24.9</td>
<td align="center" valign="top">1.09</td>
<td align="center" valign="top">3.9&#x2009;~&#x2009;11.1</td>
<td align="center" valign="top">0.68</td>
<td align="center" valign="top">5.4&#x2009;~&#x2009;8.4</td>
<td align="center" valign="top">0.31</td>
<td align="center" valign="top">5.9&#x2009;~&#x2009;20.9</td>
<td align="center" valign="top">0.79</td>
<td align="center" valign="top">1.9&#x2009;~&#x2009;9.3</td>
<td align="center" valign="top">0.91</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref47">Lal et al. (2020)</xref>, <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;wheat</td>
<td align="center" valign="top">37.2&#x2009;~&#x2009;62.9</td>
<td align="center" valign="top">0.27</td>
<td align="center" valign="top">3.9&#x2009;~&#x2009;16.5</td>
<td align="center" valign="top">0.60</td>
<td align="center" valign="top">2.4&#x2009;~&#x2009;21.5</td>
<td align="center" valign="top">0.74</td>
<td align="center" valign="top">1.4&#x2009;~&#x2009;8.9</td>
<td align="center" valign="top">0.71</td>
<td align="center" valign="top">5.5&#x2009;~&#x2009;21.3</td>
<td align="center" valign="top">0.83</td>
<td align="center" valign="top">3.9&#x2009;~&#x2009;14.0</td>
<td align="center" valign="top">0.72</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref11">Chen et al. (2020)</xref>, <xref ref-type="bibr" rid="ref47">Lal et al. (2020)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>; <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Rice&#x2013;maize</td>
<td align="center" valign="top">50.8&#x2009;~&#x2009;67.5</td>
<td align="center" valign="top">0.20</td>
<td align="center" valign="top">2.9&#x2009;~&#x2009;15.4</td>
<td align="center" valign="top">0.96</td>
<td align="center" valign="top">3.2&#x2009;~&#x2009;25.4</td>
<td align="center" valign="top">1.10</td>
<td align="center" valign="top">4.8&#x2009;~&#x2009;5.2</td>
<td align="center" valign="top">0.06</td>
<td align="center" valign="top">2.6&#x2009;~&#x2009;20.4</td>
<td align="center" valign="top">1.10</td>
<td align="center" valign="top">1.2&#x2009;~&#x2009;2.0</td>
<td align="center" valign="top">0.35</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref40">Jiang et al. (2020)</xref>, <xref ref-type="bibr" rid="ref33">Huang et al. (2022)</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1">
<label>a</label>
<p>Pesticides, herbicides, insecticides, and fungicides.</p>
</fn>
<fn id="tfn2">
<label>b</label>
<p>Contains seeds, films, labor, and machinery, etc.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Share of source-wise greenhouse gas (GHG) indirect emissions (%) in different rice cultivation practices.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Rice cultivation practices</th>
<th align="center" valign="top">Fertilizers (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Diesel (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Electricity (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Pesticides (%)<xref ref-type="table-fn" rid="tfn3">
<sup>a</sup></xref></th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Seeds (%)</th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="center" valign="top">Others (%)<xref ref-type="table-fn" rid="tfn4">
<sup>b</sup></xref></th>
<th align="char" valign="top" char="&#x00D7;">CV</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Conventional tillage</td>
<td align="center" valign="top">37.9&#x2009;~&#x2009;80.4</td>
<td align="center" valign="top">0.36</td>
<td align="center" valign="top">2.5&#x2009;~&#x2009;45.3</td>
<td align="center" valign="top">0.94</td>
<td align="center" valign="top">2.9&#x2009;~&#x2009;19.0</td>
<td align="center" valign="top">0.68</td>
<td align="center" valign="top">1.3&#x2009;~&#x2009;6.2</td>
<td align="center" valign="top">0.51</td>
<td align="center" valign="top">2.0&#x2009;~&#x2009;4.1</td>
<td align="center" valign="top">0.28</td>
<td align="center" valign="top">2.0&#x2009;~&#x2009;28.4</td>
<td align="center" valign="top">1.01</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018)</xref>, <xref ref-type="bibr" rid="ref89">Xu et al. (2020)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref45">Kumar et al. (2022)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="top">No tillage</td>
<td align="center" valign="top">39.9&#x2009;~&#x2009;84.5</td>
<td align="center" valign="top">0.29</td>
<td align="center" valign="top">2.0&#x2009;~&#x2009;8.1</td>
<td align="center" valign="top">0.46</td>
<td align="center" valign="top">3.0&#x2009;~&#x2009;17.5</td>
<td align="center" valign="top">0.57</td>
<td align="center" valign="top">1.8&#x2009;~&#x2009;10.2</td>
<td align="center" valign="top">0.71</td>
<td align="center" valign="top">2.1&#x2009;~&#x2009;5.0</td>
<td align="center" valign="top">0.58</td>
<td align="center" valign="top">1.5&#x2009;~&#x2009;20.0</td>
<td align="center" valign="top">1.05</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref94">Yadav et al. (2018)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref45">Kumar et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">No straw tillage</td>
<td align="center" valign="top">22.5&#x2009;~&#x2009;37.7</td>
<td align="center" valign="top">0.36</td>
<td align="center" valign="top">5.4&#x2009;~&#x2009;37.5</td>
<td align="center" valign="top">1.06</td>
<td align="center" valign="top">0.3&#x2009;~&#x2009;12.5</td>
<td align="center" valign="top">1.35</td>
<td align="center" valign="top">1.0&#x2009;~&#x2009;5.5</td>
<td align="center" valign="top">0.99</td>
<td align="center" valign="top">1.0&#x2009;~&#x2009;6.3</td>
<td align="center" valign="top">1.03</td>
<td align="center" valign="top">12.7&#x2009;~&#x2009;12.7</td>
<td align="center" valign="top">0.01</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref>, <xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Straw tillage</td>
<td align="center" valign="top">17.5&#x2009;~&#x2009;88.4</td>
<td align="center" valign="top">0.56</td>
<td align="center" valign="top">6.2&#x2009;~&#x2009;51.7</td>
<td align="center" valign="top">1.14</td>
<td align="center" valign="top">0.2&#x2009;~&#x2009;15.2</td>
<td align="center" valign="top">1.30</td>
<td align="center" valign="top">0.8&#x2009;~&#x2009;11.3</td>
<td align="center" valign="top">0.90</td>
<td align="center" valign="top">0.8&#x2009;~&#x2009;4.9</td>
<td align="center" valign="top">0.70</td>
<td align="center" valign="top">2.6&#x2009;~&#x2009;9.9</td>
<td align="center" valign="top">0.57</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref32">Huang et al. (2019)</xref>, <xref ref-type="bibr" rid="ref50">Li et al. (2020)</xref>, <xref ref-type="bibr" rid="ref71">Shang et al. (2021)</xref>, <xref ref-type="bibr" rid="ref28">Ghosh et al. (2022)</xref>, <xref ref-type="bibr" rid="ref67">Qin et al. (2023)</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn3">
<label>a</label>
<p>Pesticides, herbicides, insecticides, and fungicides.</p>
</fn>
<fn id="tfn4">
<label>b</label>
<p>Contains seeds, films, labor, and machinery, etc.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec7">
<label>3.2</label>
<title>Rice variety</title>
<p>Rice variety is an important factor affecting GHG emissions, with differences in CH<sub>4</sub> and N<sub>2</sub>O emissions between different rice varieties reaching 6 and 14 times, respectively (<xref ref-type="bibr" rid="ref69">Riya et al., 2012</xref>). Drought-resistant rice varieties may benefit climate change mitigation and adaptation efforts, because it can reduce GHG emissions by significantly reducing irrigation water use (<xref ref-type="bibr" rid="ref56">Luo, 2010</xref>; <xref ref-type="bibr" rid="ref70">Serraj et al., 2011</xref>; <xref ref-type="bibr" rid="ref88">Xu et al., 2015</xref>). The aerobic rice system saved 14.6 and 19.3% of the CF of rice production over shallow lowland rice and rice intensification systems, respectively (<xref ref-type="bibr" rid="ref17">Dash et al., 2022</xref>). The drought resistant rice reduced CH<sub>4</sub>, N<sub>2</sub>O and CO<sub>2</sub> emissions by 21.5, 3.7 and 9.8% compared with the typical variety planted in flooded and wet intermittent irrigation, respectively (<xref ref-type="bibr" rid="ref88">Xu et al., 2015</xref>). This phenomenon might be partly due to significant differences in the morphological characteristics, amounts of root exudates, microbial communities and plant litter decomposition among different rice varieties (<xref ref-type="bibr" rid="ref4">Aulakh et al., 2001</xref>; <xref ref-type="bibr" rid="ref51">Liechty et al., 2020</xref>).</p>
<p>Developing large panicles benefits rice production by increasing yield and produces low CH<sub>4</sub> emissions because rice varieties with large panicles may reduce CH<sub>4</sub> emissions mainly by controlling CH<sub>4</sub> production (<xref ref-type="bibr" rid="ref15">Das and Baruah, 2010</xref>; <xref ref-type="bibr" rid="ref41">Jiang et al., 2016</xref>). The more rice tiller number, stems and leaves the plant has the greater the rate of rice plant-mediated transport, thus promoting CH<sub>4</sub> emissions. Research has shown that CH<sub>4</sub> emissions are positively correlated with the rice plant height, and the CH<sub>4</sub> emissions of taller varieties with a plant height of 120&#x2009;cm are 2.9 times higher than those of shorter varieties with a plant height of 90&#x2009;cm (<xref ref-type="bibr" rid="ref19">Ding et al., 1999</xref>). This phenomenon occurs because the oxidizing effect on CH<sub>4</sub> is greater than the production and transport effects in high rice plants. Therefore, short-stalked rice varieties are more advantageous than tall-stalked rice varieties for regulating carbon emissions.</p>
<p>Furthermore, high-yielding varieties are in fact also emission-reducing varieties, mainly by changing photosynthetic product allocation to improve the harvest index and reduce the carbon source required by methanogenic bacteria (<xref ref-type="bibr" rid="ref10">Chen, 2017</xref>). A strongly CO<sub>2</sub>-responsive cultivar (hybrid rice) was observed to significantly reduce GHG emissions (<xref ref-type="bibr" rid="ref99">Yu et al., 2021</xref>; <xref ref-type="bibr" rid="ref68">Qiu et al., 2023</xref>). Higher content of dissolved organic matter, dissolved sugars, NH<sub>4</sub>-N, and NO<sub>3</sub>-N in Yongyou 1,540 varieties reduced microbial abundance and CF (<xref ref-type="bibr" rid="ref18">Ding et al., 2022</xref>). In addition, strongly CO<sub>2</sub>-responsive rice can distribute photosynthetic products more fully to the roots to increase the C/N, promote the conversion of N fertilizer to microbial N and inhibit N<sub>2</sub>O from nitrification and denitrification. In terms of response to x [CO<sub>2</sub>], the strongly CO<sub>2</sub>-responsive rice cultivar could reduce N<sub>2</sub>O emissions by 38.3&#x2009;~&#x2009;41.9% relative to the weakly CO<sub>2</sub>-responsive cultivar (<xref ref-type="bibr" rid="ref99">Yu et al., 2021</xref>).</p>
</sec>
<sec id="sec8">
<label>3.3</label>
<title>Agronomic practices</title>
<sec id="sec9">
<label>3.3.1</label>
<title>Tillage</title>
<p>In addition to the influence of rice-cropping systems and variety, agronomic practices of soil conditions are more influential. Different tillage practices significantly affect soil respiration and the surface and subsurface microenvironments, leading to changes in soil organic carbon fixation and carbon emissions. Conservative tillage reduces the inefficient evaporation of soil water, thus reducing the irrigation of crop water requirements improving water use efficiency and ultimately reducing carbon emissions (<xref ref-type="bibr" rid="ref21">Follett, 2001</xref>; <xref ref-type="bibr" rid="ref71">Shang et al., 2021</xref>; <xref ref-type="bibr" rid="ref28">Ghosh et al., 2022</xref>). Conservative tillage, which aims at minimize carbon costs and resource use efficiency, has led to significant reduction in total estimated GHG emissions and improved carbon efficiency (<xref ref-type="bibr" rid="ref16">Das et al., 2020</xref>; <xref ref-type="bibr" rid="ref25">Gangopadhyay et al., 2022</xref>; <xref ref-type="bibr" rid="ref28">Ghosh et al., 2022</xref>). The no-till approach resulted in a higher content of macroaggregates, which favored the production of more N<sub>2</sub>O for denitrification to proceed, and straw incorporation provided more reaction substrate for denitrification, but residual nutrients were released into the atmosphere by burning to CO<sub>2</sub> (<xref ref-type="bibr" rid="ref22">Freibauer et al., 2004</xref>; <xref ref-type="bibr" rid="ref55">L&#x00F3;pez-Fando and Pardo, 2011</xref>). Dry direct-seeding and transplanting showed significant differences in CH<sub>4</sub> emissions and GWP but not N<sub>2</sub>O emissions compared with wet direct-seeding (<xref ref-type="bibr" rid="ref30">Hang, 2015</xref>). Tillage destroys the original structure of the soil and accelerates soil disturbance and soil organic matter decomposition, causing changes in soil redox potential and soil moisture, promoting soil carbon emissions, and reducing the oxidation of methane by the soil (<xref ref-type="bibr" rid="ref60">Meng et al., 2006</xref>).</p>
</sec>
<sec id="sec10">
<label>3.3.2</label>
<title>Fertilizer</title>
<p>Soil CF is greatly influenced by the type and structure of fertilizer application, the amount of fertilizer applied and the mix of different fertilizers. The CF of rice production were positively correlated with N fertilizer rates. Fertilizer is the main sources of indirect emissions, accounting for 41.1&#x2009;~&#x2009;75.9% of indirect emissions. GHG emissions from fertilizers account for 17.54&#x2009;~&#x2009;88.39% of indirect emissions in different rice-based cropping systems (<xref ref-type="table" rid="tab3">Tables 3</xref>, <xref ref-type="table" rid="tab4">4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S1</xref>, <xref ref-type="supplementary-material" rid="SM1">S2</xref>). Fertilizer application indirectly affects gas emissions by influencing soil pH, Eh, temperature and bacterial concentration. Urea application reduces plant residues and soil organic matter and promotes the decomposition of organic matter, while urea itself is gradually hydrolyzed in the soil and inhibits oxidation, increasing emissions (<xref ref-type="bibr" rid="ref8">Cai, 2009</xref>).</p>
<p>The mitigation of soil CH<sub>4</sub> and N<sub>2</sub>O emissions under urea deep placement decreased the total GHG emissions by 34.0% and the CF by 46.0% (<xref ref-type="bibr" rid="ref53">Liou et al., 2003</xref>). The application of inorganic N fertilizer significantly promoted rice field emissions, mainly because increasing the soil N content provided a substrate for the nitrification denitrification process and influenced the nitrification denitrification reaction process (<xref ref-type="bibr" rid="ref29">Gregorich et al., 2005</xref>; <xref ref-type="bibr" rid="ref83">Xiang et al., 2007</xref>; <xref ref-type="bibr" rid="ref57">Ma et al., 2010</xref>). Nitrate N had some inhibitory effect on CH<sub>4</sub> oxidation capacity, but compared to nitrate N fertilizers, long-term application of ammonium N can reduce CH<sub>4</sub> oxidation capacity by tens of times (<xref ref-type="bibr" rid="ref53">Liou et al., 2003</xref>; <xref ref-type="bibr" rid="ref98">Yang et al., 2010</xref>). Foliar N fertilization not only reduces fertilizer losses but also reduces CH<sub>4</sub> and N<sub>2</sub>O emissions (<xref ref-type="bibr" rid="ref14">Das and Adhya, 2014</xref>). The method of fertilizer application and the amount of fertilizer applied also affect the carbon footprint of rice fields. Chemical fertilizer application reduced CH<sub>4</sub> emissions when N phosphorus (P), and potassium (K) levels were essentially constant, while additional organic fertilizer application promoted emissions (<xref ref-type="bibr" rid="ref62">Nan et al., 2020</xref>). The CF of the rice-cropping system varied significantly among fertilizer combinations, and N and K application and N, P, and K application were 2.9 and 38.2% lower than no fertilizer application, respectively (<xref ref-type="bibr" rid="ref67">Qin et al., 2023</xref>). However, the positive effect of fermented digestate (organic fertilizer) on CH<sub>4</sub> emissions from paddy fields was also much lower than that of &#x201C;fresh&#x201D; organic fertilizer. Soil CO<sub>2</sub> emissions showed a decreasing trend with increasing N application levels in the range of 0&#x2009;~&#x2009;270&#x2009;kg&#x2009;N&#x2009;ha<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="ref79">Wilson and Al-Kaisi, 2008</xref>). Thus, the timing of fertilizer, N deep placement, balanced inorganic fertilization, foliar N fertilization, nitrate N, and ammonium N can increase grain yield, reduce CF, and enhance the net ecosystem economic benefit from rice fields (<xref ref-type="bibr" rid="ref98">Yang et al., 2010</xref>; <xref ref-type="bibr" rid="ref14">Das and Adhya, 2014</xref>; <xref ref-type="bibr" rid="ref54">Liu et al., 2020</xref>).</p>
</sec>
<sec id="sec11">
<label>3.3.3</label>
<title>Irrigation</title>
<p>Irrigation, as the second largest source of carbon inputs, was approximately 22% of total carbon inputs in crop production in China over 1993&#x2013;2007 (<xref ref-type="bibr" rid="ref13">Cheng et al., 2011</xref>). Gas emissions from electricity used for irrigation account for 1.27&#x2009;~&#x2009;38.64% of total indirect emissions (<xref ref-type="table" rid="tab3">Tables 3</xref>, <xref ref-type="table" rid="tab4">4</xref>). Continuous irrigation creates an anaerobic environment in paddy soils to promote GHG emissions. The combined greenhouse effects of irrigation practices that conserve water, such as intermittent irrigation and moist irrigation profiles, were only 10% of those under continuous flooding (<xref ref-type="bibr" rid="ref9002">Jiang et al., 2023</xref>; <xref ref-type="bibr" rid="ref59">Maris et al., 2015</xref>). Nitrification and denitrification processes are directly influenced by soil moisture, and proper water content can promote both nitrification and denitrification. Intermittent irrigation has been shown to be an effective measure to reduce emissions by alternating anaerobic and aerobic environments in paddy fields changing the redox potential of the soil to reduce GHG emissions (<xref ref-type="bibr" rid="ref88">Xu et al., 2015</xref>). The most striking difference is that alternate wetting and drying irrigation reduced the CF, while continuous flooding irrigation CF showed an increase of 1.86 times (<xref ref-type="bibr" rid="ref20">Du et al., 2022</xref>). Compared to conventional flooding paddies, maintaining a saturated soil water content and maintaining 80% of the field capacity significantly reduced the CF by 30.7 and 34.7%, respectively (<xref ref-type="bibr" rid="ref89">Xu et al., 2020</xref>).</p>
</sec>
<sec id="sec12">
<label>3.3.4</label>
<title>Additive substances</title>
<p>There are also many proven farming management practices that can sequester carbon and reduce emissions in rice ecosystems. For example, biochar addition during the rice growing season reduces GHG emissions (<xref ref-type="bibr" rid="ref80">Woolf et al., 2010</xref>; <xref ref-type="bibr" rid="ref84">Xie et al., 2013</xref>; <xref ref-type="bibr" rid="ref63">Qi et al., 2020</xref>). Research findings suggest that the application of biochar in the rice&#x2013;wheat system significantly decreases CH<sub>4</sub> and N<sub>2</sub>O emissions by 11.2&#x2009;~&#x2009;17.5% and 19.5&#x2009;~&#x2009;26.3%, respectively (<xref ref-type="bibr" rid="ref81">Wu et al., 2019</xref>). The application of biochar to farmland can reduce GHG emissions while cultivating soil carbon pools, thereby improving crop quality and achieving high ecological and environmental benefits (<xref ref-type="bibr" rid="ref27">Ge et al., 2020</xref>; <xref ref-type="bibr" rid="ref63">Qi et al., 2020</xref>). In addition, one of the most effective ways to reduce GHG emissions from rice paddies is by using methane inhibitors (essentially humic acid), which accelerate the conversion of soil organic matter to humus, thereby significantly reducing the substrate suppression emissions required for methane formation. The annual accumulation of CH<sub>4</sub> in green manure&#x2013;rice significantly reduced the CF, mainly because green manure reduced the abundance of methanogens by reducing the soil C/N ratio (<xref ref-type="bibr" rid="ref104">Zhong et al., 2021</xref>). Furthermore, plastic film mulching could also significantly reduce GHG emissions (<xref ref-type="bibr" rid="ref6">Berger et al., 2013</xref>; <xref ref-type="bibr" rid="ref26">Gao et al., 2014</xref>).</p>
</sec>
</sec>
</sec>
<sec id="sec13">
<label>4</label>
<title>Emission mitigation options in rice-cropping systems</title>
<p>Agricultural carbon sequestration and emission reduction has received a great deal of attention at home and abroad as an important way to effectively mitigate the greenhouse effect. As an important source of GHG emissions, paddy fields pose a serious threat to global warming. Therefore, for the sustainable development of mankind, control of GHG emissions from paddy field rice-cropping systems is urgently needed. Carbon sequestration and reduction could be considered from soil, energy consumption and plants in rice-cropping systems (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Evidently, reasonable mitigation measures for direct and indirect emission impact factors are essential.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Carbon sequestration and emission reduction for paddy fields.</p>
</caption>
<graphic xlink:href="fsufs-08-1375092-g004.tif"/>
</fig>
<p>In the past few decades, China has made fruitful achievements in cropping systems, rotation systems, and integrated cropping systems, which are prerequisites for climate change mitigation in agriculture. To reduce farmland emissions by adjusting the cropping structure, reducing the proportion of winter fallow fields and increasing the proportion of straw returned to the field are practical and feasible technical ways to further improve the carbon sequestration potential of rice-cropping systems. The ratoon rice exhibited the lowest GHG intensity among the single-season and double-season rice, which showed that ratoon rice is a cropping system with relatively high yield and low GHG emissions (<xref ref-type="bibr" rid="ref105">Zhou et al., 2023</xref>). Considering the reduction in inputs and GHG emissions but the high economic efficiency of ratoon rice systems, ratoon rice is recommended to grow in the region where thermal energy is more than that required for planting single-season rice but not enough for planting double-season rice (<xref ref-type="bibr" rid="ref65">Qiao, 2019</xref>; <xref ref-type="bibr" rid="ref90">Xu et al., 2022</xref>; <xref ref-type="bibr" rid="ref105">Zhou et al., 2023</xref>). In addition, the replacement of rice&#x2013;follow with rice&#x2013;maize, rice&#x2013;wheat, rice&#x2013;fish, rice&#x2013;duck or rice&#x2013;crayfish are highly effective strategies for reducing CF as well as maintaining high grain yield (<xref ref-type="bibr" rid="ref39">Janz et al., 2019</xref>; <xref ref-type="bibr" rid="ref40">Jiang et al., 2020</xref>; <xref ref-type="bibr" rid="ref33">Huang et al., 2022</xref>).</p>
<p>Innovative varieties for rice have been developed to conserve nutrients, energy, and water to achieve sustainable yields and mitigate GHG emissions. Noteworthy, for the short-term reduction of GHG emissions, aerobic rice, large panicle size rice and drought resistant rice varieties are good options (<xref ref-type="bibr" rid="ref56">Luo, 2010</xref>; <xref ref-type="bibr" rid="ref70">Serraj et al., 2011</xref>; <xref ref-type="bibr" rid="ref88">Xu et al., 2015</xref>; <xref ref-type="bibr" rid="ref100">Yun et al., 2019</xref>; <xref ref-type="bibr" rid="ref17">Dash et al., 2022</xref>). In addition, hybrid rice is great option, for instance strongly CO<sub>2</sub>-responsive cultivars and high-yielding varieties (<xref ref-type="bibr" rid="ref68">Qiu et al., 2023</xref>). Therefore, mastering the characteristics and development trend of variety renewal and technology improvement can provide a scientific basis for high-yielding low-carbon rice crop technology innovation.</p>
<p>Low-carbon rice management techniques such as no-till, conservation tillage rice, deep application of N fertilizer, residue retention and intermittent water-saving irrigation can enhance the soil agglomeration structure to reduce CF. Determining the fertilizer application ratio according to the growth needs of rice combined and delaying the application period of N fertilizer can also reduce N<sub>2</sub>O emissions, while the reduction of GHG emissions from rice fields can also be achieved by applying controlled release fertilizers and additives. In addition, nitrate N, urea N and slow-release fertilizers with high N utilization and emission reduction should be selected, and techniques such as off-root fertilization should be used to reduce GHG emissions due to soil microbial activity (<xref ref-type="bibr" rid="ref22">Freibauer et al., 2004</xref>; <xref ref-type="bibr" rid="ref55">L&#x00F3;pez-Fando and Pardo, 2011</xref>; <xref ref-type="bibr" rid="ref30">Hang, 2015</xref>). In terms of irrigation, the use of intermittent irrigation and moist irrigation profiles, can also reduce the CF (<xref ref-type="bibr" rid="ref9002">Jiang et al., 2023</xref>; <xref ref-type="bibr" rid="ref59">Maris et al., 2015</xref>). In addition, biochar, methane inhibitors and mulching plastic film can also alleviate GHG emissions (<xref ref-type="bibr" rid="ref80">Woolf et al., 2010</xref>; <xref ref-type="bibr" rid="ref84">Xie et al., 2013</xref>; <xref ref-type="bibr" rid="ref63">Qi et al., 2020</xref>; <xref ref-type="bibr" rid="ref104">Zhong et al., 2021</xref>).</p>
<p>In addition to reducing emissions in terms of cropping systems, variety, and agronomic practices, emission reduction measures can also be considered in terms of indirect emissions. Indirect emissions from electricity for irrigation and labor inputs are just behind fertilizer inputs (29.2&#x2009;~&#x2009;41.1%), accounting for 16.3&#x2009;~&#x2009;33.9% and 21.0&#x2009;~&#x2009;29.3% of indirect emissions, respectively (<xref ref-type="bibr" rid="ref11">Chen et al., 2020</xref>). Therefore, decreased GHG emissions from the rice-cropping system can be selecting varieties, reducing the use of fertilizers, especially nitrogen fertilizer, irrigation water and tillage.</p>
</sec>
<sec id="sec14">
<label>5</label>
<title>Conclusion and prospects</title>
<p>The CF is influenced by the rice-based cropping systems, varieties, tillage methods, fertilizer types, irrigation conditions, and added emission reduction materials of the rice crop systems. Emissions can be reduced in rice-cropping systems by implementing the following six strategies: (1) choose ratoon rice, rice&#x2013;maize, rice&#x2013;wheat, rice&#x2013;fish, rice&#x2013;duck, and rice&#x2013;crayfish cropping systems; (2) choose aerobic rice, large panicle size rice, drought-resistant rice, and the strongly CO<sub>2</sub>-responsive rice cultivar; (3) choose deep N placement, balanced inorganic fertilization, nitrate N, ammonium N, and slow-release fertilizers; (4) choose no-till, wetting and drying irrigation, and intermittent irrigation methods; (5) add methane inhibitors and mulching plastic film; and (6) reduce farm machinery fuel consumption, electrical energy, labor inputs and disease control inputs. However, farmers are currently focusing on economic efficiency, so future research will focus on how to reduce GHG emissions while ensuring profitability for different rice-cropping systems. Additionally, understanding the social drivers of GHG emissions in rice-cropping systems is one of the future research directions.</p>
</sec>
<sec sec-type="data-availability" id="sec15">
<title>Data availability statement</title>
<p>All data analyses were performed with licensed software, and generated or analyzed during this study are included in this published article.</p>
</sec>
<sec sec-type="author-contributions" id="sec16">
<title>Author contributions</title>
<p>YJ: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. YZ: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review &#x0026; editing. ZL: Conceptualization, Supervision, Writing &#x2013; review &#x0026; editing. KF: Supervision, Writing &#x2013; review &#x0026; editing. XS: Supervision, Writing &#x2013; review &#x0026; editing. YX: Funding acquisition, Supervision, Writing &#x2013; review &#x0026; editing. WW: Data curation, Funding acquisition, Methodology, Project administration, Supervision, Visualization, Writing &#x2013; review &#x0026; editing. HZ: Data curation, Methodology, Project administration, Supervision, Visualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec17">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Key Research and Development Program of China (2022YFD2301402), the Young Talents Program of Anhui Academy of Agricultural Sciences (QNYC-201904), and the Discipline Leading Talents Program of Anhui Academy of Agricultural Sciences (LJRC-202102).</p>
</sec>
<ack>
<p>The authors wish to thank the reviewers, whose contributions significantly improved the quality of the paper, and Min Xi and Yan Zhou for their technological support.</p>
</ack>
<sec sec-type="COI-statement" id="sec18">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="sec19">
<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 sec-type="supplementary-material" id="sec20">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fsufs.2024.1375092/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fsufs.2024.1375092/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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