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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.2023.1134308</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>A chromosome-level genome assembly of an early matured aromatic <italic>Japonica</italic> rice variety Qigeng10 to accelerate rice breeding for high grain quality in Northeast China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Shukun</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/654986"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xijuan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Xianli</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Chuanzeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lizhi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Bo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Miao</surname>
<given-names>Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Jifang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tan</surname>
<given-names>Kefei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yuxian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Jiang</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Junhe</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Qiqihar Branch of Heilongjiang Academy of Agricultural Sciences</institution>, <addr-line>Qiqihar</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Heilongjiang Provincial Key Laboratory of Crop Physiology and Ecology in Cold Region, Heilongjiang Provincial Engineering Technology Research Center of Crop Cold Damage</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Northeast Branch of National Salt-Alkali Tolerant Rice Technology Innovation Center</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Crop Cultivation and Tillage Institute of Heilongjiang Academy of Agricultural Sciences</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Keshan Branch of Heilongjiang Academy of Agricultural Sciences</institution>, <addr-line>Qiqihar</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yue Feng, China National Rice Research Institute (CAAS), China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Kuldeep Kumar, Indian Institute of Pulses Research (ICAR), India; Fan Zhang, Institute of Crop Sciences (CAAS), China; Qingyun Bu, CAS, China; Jinsong Bao, Zhejiang University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Junhe Wang, <email xlink:href="mailto:wangjunhe@haas.cn">wangjunhe@haas.cn</email>; Hui Jiang, <email xlink:href="mailto:hui@haas.cn">hui@haas.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Functional and Applied Plant Genomics, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1134308</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>02</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Jiang, Zhang, Yang, Liu, Wang, Ma, Miao, Hu, Tan, Wang, Jiang and Wang</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Jiang, Zhang, Yang, Liu, Wang, Ma, Miao, Hu, Tan, Wang, Jiang and Wang</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>Early-matured aromatic <italic>japonica</italic> rice from the Northeast is the most popular rice commodity in the Chinese market. The Qigeng10 (QG10) was one of the varieties with the largest planting area in this region in recent years. It was an early-matured <italic>japonica</italic> rice variety with a lot of superior traits such as semi-dwarf, lodging resistance, long grain, aromatic and good quality. Therefore, a high-quality assembly of Qigeng10 genome is critical and useful for japonica research and breeding. In this study, we produced a high-precision QG10 chromosome-level genome by using a combination of Nanopore and Hi-C platforms. Finally, we assembled the QG10 genome into 77 contigs with an N50 length of 11.80 Mb in 27 scaffolds with an N50 length of 30.55 Mb. The assembled genome size was 378.31Mb with 65 contigs and constituted approximately 99.59% of the 12 chromosomes. We identified a total of 1,080,819 SNPs and 682,392 InDels between QG10 and Nipponbare. We also annotated 57,599 genes by the Ab initio method, homology-based technique, and RNA-seq. Based on the assembled genome sequence, we detected the sequence variation in a total of 63 cloned genes involved in grain yield, grain size, disease tolerance, lodging resistance, fragrance, and many other important traits. Finally, we identified five elite alleles (<italic>qTGW2<sup>Nipponbare</sup>
</italic>, <italic>qTGW3<sup>Nanyangzhan</sup>
</italic>, <italic>GW5<sup>IR24</sup>
</italic>, <italic>GW6<sup>Suyunuo</sup>
</italic>, and <italic>qGW8<sup>Basmati385</sup>
</italic>) controlling long grain size, four elite alleles (<italic>COLD1<sup>Nipponbare</sup>
</italic>, <italic>bZIP73<sup>Nipponbare</sup>
</italic>, <italic>CTB4a<sup>Kunmingxiaobaigu</sup>
</italic>, and <italic>CTB2<sup>Kunmingxiaobaigu</sup>
</italic>) controlling cold tolerance, three non-functional alleles (<italic>DTH7<sup>Kitaake</sup>
</italic>, <italic>Ghd7<sup>Hejiang19</sup>
</italic>, and <italic>Hd1<sup>Longgeng31</sup>
</italic>) for early heading, two resistant alleles (<italic>Pia<sup>Akihikari</sup>
</italic> and <italic>Pid4<sup>Digu</sup>
</italic>) for rice blast, a resistant allele <italic>STV11<sup>Kasalath</sup>
</italic> for rice stripe virus, an <italic>NRT1.1B<sup>IR24</sup>
</italic> allele for higher nitrate absorption activity, an elite allele <italic>SCM3<sup>Chugoku117</sup>
</italic> for stronger culms, and the typical aromatic gene <italic>badh2-E2</italic> for fragrance in QG10. These results not only help us to better elucidate the genetic mechanisms underlying excellent agronomic traits in QG10 but also have wide-ranging implications for genomics-assisted breeding in early-matured fragrant <italic>japonica</italic> rice.</p>
</abstract>
<kwd-group>
<kwd>aromatic <italic>japonica</italic> rice</kwd>
<kwd>genome assembly</kwd>
<kwd>early-matured</kwd>
<kwd>northern limit region</kwd>
<kwd>functional genes</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="126"/>
<page-count count="16"/>
<word-count count="5894"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Rice (<italic>Oryza sativa</italic> L.) is a safe and staple food source for more than half of the world&#x2019;s population and serves as a model plant for cereal genetic studies (<xref ref-type="bibr" rid="B24">Gross and Zhao, 2014</xref>). Novo sequencing and genomic technologies have been widely applied in rice to promote the shift of breeding schemes from conventional field selection to genomic-assisted breeding (<xref ref-type="bibr" rid="B26">Gu et&#xa0;al., 2022</xref>). <italic>O. sativa subsp. japonica</italic>/<italic>Geng</italic> and <italic>subsp. Indica</italic>/<italic>Xian</italic> are the two major subspecies of cultivated rice (<xref ref-type="bibr" rid="B118">Zhang et&#xa0;al., 2016a</xref>; <xref ref-type="bibr" rid="B67">Nie et&#xa0;al., 2017</xref>). The <italic>japonica</italic>/<italic>Geng</italic> rice planting area is 9.87 million ha, accounting for approximately 32.9 percent of the total rice planting area in China (<xref ref-type="bibr" rid="B92">Tang and Chen, 2021</xref>). Recently, the early-matured <italic>japonica</italic>/<italic>Geng</italic> rice is becoming more and more important, and its growing area was more than 4 million ha in Northeast China (<xref ref-type="bibr" rid="B12">Cui et&#xa0;al., 2022</xref>). Two genome draft sequences of the cultivated rice subspecies <italic>japonica</italic>/<italic>Geng</italic> Nipponbare and <italic>Indica</italic>/<italic>Xian</italic> 93-11 were released in 2002 (<xref ref-type="bibr" rid="B23">Goff et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B115">Yu et&#xa0;al., 2002</xref>). In 2005, the International Rice Genome Sequencing Project (IRGSP) published the first completed version of the Nipponbare sequence (<xref ref-type="bibr" rid="B35">International-Rice-Genome-Sequencing-Project, 2005</xref>). Over the last two decades, several pan-genomes including 66 rice genomes (<xref ref-type="bibr" rid="B123">Zhao et&#xa0;al., 2018b</xref>), 33 rice genomes (<xref ref-type="bibr" rid="B73">Qin et&#xa0;al., 2021</xref>), 111 rice genomes (<xref ref-type="bibr" rid="B122">Zhang et&#xa0;al., 2022a</xref>),251 rice genomes (<xref ref-type="bibr" rid="B77">Shang et&#xa0;al., 2022</xref>), and 12 <italic>japonica</italic> rice genome (<xref ref-type="bibr" rid="B101">Wang et&#xa0;al., 2023</xref>) were built including IR64, R498, Zhenshan 97, Minghui 63, Taichung Native 1, LTH, Kitaake, IR8, N22, Huajingxian74, HR12, Basmati 334, Dom Sufid, Huazhan and Tianfeng at the chromosome level, and Shennong265, DJ123, WR04-6, Suijing18, Koshihikari, Basmati, Kongyu-131, and Guangluai-4 at scaffold level have been assembled and released with unprecedented speed (<xref ref-type="bibr" rid="B62">Mahesh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B119">Zhang et&#xa0;al., 2016b</xref>; <xref ref-type="bibr" rid="B15">Du et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B51">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Nie et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B87">Stein et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B123">Zhao et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B37">Jain et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B11">Choi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B91">Tanaka et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B70">Panibe et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B50">Li et&#xa0;al., 2021a</xref>; <xref ref-type="bibr" rid="B112">Yang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B121">Zhang et&#xa0;al., 2022b</xref>). These assembled genome sequences will be helpful in pinpointing new causal variants that underlie complex agronomic traits and identifying many of the genome-specific loci that were absent from the Nipponbare reference genome. However, most of these varieties are <italic>Indica</italic>/<italic>Xian</italic> rice or landrace. Nevertheless, the genome of <italic>japonica</italic>/<italic>Geng</italic> differs significantly from that of <italic>indica</italic>/<italic>Xian</italic> (<xref ref-type="bibr" rid="B67">Nie et&#xa0;al., 2017</xref>). Since the release of the finished version genome of Nipponbare, only seven genomes at the scaffold level of early-matured <italic>japonica</italic>/<italic>Geng</italic> varieties in northern region of China including Shennong265, Liaogeng5, Yanfeng47, Suijing18, Longgeng31, Daohuaxiang2(Wuyoudao4), and Kongyu-131 were released (<xref ref-type="bibr" rid="B67">Nie et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B52">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B123">Zhao et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B101">Wang et&#xa0;al., 2023</xref>). Only Daohuaxiang2 and Suijing18 were belong to early-mature aromatic type. The public availability of <italic>japonica</italic>/<italic>Geng</italic> genomes at the chromosome level, especially for the early-mature aromatic type, remains largely blank (<xref ref-type="bibr" rid="B67">Nie et&#xa0;al., 2017</xref>). Moreover, a few genomes are not enough to represent the whole genomic content of the <italic>japonica</italic> rice. The novo assembled genomes of an early-mature aromatic variety would be advantageous for functional genomics and genome research. For example, if there is structural variation in the particular variety and the reference genome in the candidate region, the guiding role of the reference genome would be limited. So, there is still a need for <italic>de novo</italic> genome assembly for various purposes especially in early-mature aromatic rice breeding research.</p>
<p>Fragrant and long grain are key grain quality traits that directly influence the global market price of rice (<xref ref-type="bibr" rid="B34">Hui et&#xa0;al., 2022</xref>). The basmati rice and jasmine rice are the two most popular fragrant <italic>indica</italic> rice in the world. However, consumers from East Asia, including North China, Japan, and Korea tend to prefer <italic>japonica</italic> rice (<xref ref-type="bibr" rid="B60">Lu et&#xa0;al., 2022</xref>). So, the aromatic long grain rice from Northeast China, represented by Wuyoudao4 (WYD4), is the most famous rice in the Chinese market. WYD4 had a superior quality, but also had a number of defects, most importantly, poor lodging resistance, lack of cold tolerance and blast resistance, and late maturity (<xref ref-type="bibr" rid="B21">Gao et&#xa0;al., 2012</xref>). In 2019, Qiqihar Branch of Heilongjiang Academy of Agricultural Sciences developed Qigeng10 (QG10) to solved these defects of WYD4. The plant area of QG10 was 0.4 million ha in the recent three years. QG10 has been a major variety of early matured aromatic long grain rice in Northeast China. The construction of a high-quality chromosome-level genome of QG10 is very important for improving the efficiency of rice genetic mechanism studies for desirable agronomic traits, such as eating quality, cold tolerance, lodging tolerance and early maturity, as well as accelerating the process of high-quality rice breeding in cold region of northeast China by design (<xref ref-type="bibr" rid="B50">Li et&#xa0;al., 2021a</xref>). Here, we produced a high-precision QG10 chromosomal genome by performing whole-genome sequencing in the Nanopore platform (<xref ref-type="bibr" rid="B55">Lin et&#xa0;al., 2021</xref>), followed by the Hi-C-assisted assembly mount technology (<xref ref-type="bibr" rid="B96">Van Berkum et&#xa0;al., 2010</xref>). Our results provided several functionally important candidate alleles for the grain length, cold tolerance, early heading, disease resistance, lodging resistance, and nitrate-use of rice breeding in cold region of northeast China.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Materials</title>
<p>The early-matured aromatic long-grain <italic>japonica</italic> rice variety QG10, which was developed by our own group, was licensed for release in 2019 and is now widely planted in Heilongjiang province in Northeast China. It was a semi-dwarf rice variety with a lot of superior traits such as long panicle, long grain, aromatic, and good quality (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A-D</bold>
</xref>). It was selected from the cross between two aromatic <italic>japonica</italic>/<italic>Geng</italic> rice Wuyoudao4 (WYD4) and Suigeng4 (SG4) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref>). The seedlings of QG10 were grown on the agricultural farm of the Qiqihar Branch of Heilongjiang Academy of Agricultural Sciences. Field management practices were performed according to the most commonly followed agricultural practices of local farmers. The leaves, stems, roots, and panicles at heading stages from plants grown in the experimental station were collected in liquid nitrogen for isolating RNA. The young leaves of a single young plant were used to isolate genomic DNA.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The of plant type, panicle phenotype, seeds phenotype, grains phenotype and pedigree of QG10. <bold>(A)</bold> The plant type of QG10; <bold>(B)</bold> The panicle morphology of QG 10; <bold>(C)</bold> The seed morphology of QG10; <bold>(D)</bold> The grain morphology of QG10; <bold>(E)</bold> The pedigree of QG10.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1134308-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<title>Oxford Nanopare sequencing and genome assembly</title>
<p>The high molecular weight genomic DNA of QG10 was extracted from the 15-day-old leaf tissues following a modified CTAB method. Whole genome sequencing was done following the standard instructions of the Ligation Sequencing Kit (Nanopore, Oxford shire, UK). The quantified DNA was randomly sheared, and fragments of &#x223c;20 kb were enriched and purified. Then, a 20-kb library was constructed and sequenced on the Nanopore PromethION platform according to the manufacturer&#x2019;s protocols (<xref ref-type="bibr" rid="B38">Jiang et&#xa0;al., 2020</xref>).</p>
<p>
<italic>De novo</italic> genome assembly of Nanopore sequence was performed as follow: The raw Nanopore reads were error-corrected and assembled using CANU (v1.7.1) (<xref ref-type="bibr" rid="B44">Koren et&#xa0;al., 2017</xref>), followed by Smartdenovo (<ext-link ext-link-type="uri" xlink:href="https://github.com/ruanjue/smartdenovo">https://github.com/ruanjue/smartdenovo</ext-link>) assembly, followed by three rounds of polishing with Racon (<xref ref-type="bibr" rid="B97">Vaser et&#xa0;al., 2017</xref>), followed by three rounds with Pilon v0.3.0 using the Illumina PCR-free paired-end reads (<xref ref-type="bibr" rid="B98">Walker et&#xa0;al., 2014</xref>). Genome completeness was also assessed using the algae dataset of BUSCO v2.0 (<xref ref-type="bibr" rid="B82">Sim&#xe3;o et&#xa0;al., 2015</xref>).</p>
</sec>
<sec id="s2_3">
<title>Hi-C library construction and sequencing</title>
<p>A Hi-C fragment library with a 300-700 bp insert size was constructed from the genomic DNA of the QG10. Briefly, adapter sequences of raw reads were trimmed and low-quality PE reads were removed for clean data. The library was sequenced on the Illumina HiSeq4000&#x2122; platform by Biomarker Technologies (Beijing, China). The clean Hi-C reads were first truncated at the putative Hi-C junctions and then the resulting trimmed reads were aligned to the assembly results with the software package bwa aligner (<xref ref-type="bibr" rid="B48">Li and Durbin, 2009</xref>). Only uniquely alignable pair reads whose mapping quality of more than 20 retained for further analysis. Invalid read pairs, including dangling-end and self-cycle, re-ligation, and dumped products, were filtered by the software package HiC-Pro v2.8.1 (<xref ref-type="bibr" rid="B76">Servant et&#xa0;al., 2015</xref>). The 96.25% of unique mapped read pairs were valid interaction pairs and were used for the correction of scaffolds and clustered, ordered, and orientated scaffolds onto chromosomes by the software package LACHESIS (<xref ref-type="bibr" rid="B6">Burton et&#xa0;al., 2013</xref>).</p>
</sec>
<sec id="s2_4">
<title>Genome assembly and Hi-C scaffolding</title>
<p>Before chromosome assembly, we first performed a preassembly for error correction of scaffolds which required the splitting of scaffolds into segments of 50&#x2009;kb on average. The Hi-C data were mapped to these segments using the software package BWA (version 0.7.10-r789) (<xref ref-type="bibr" rid="B48">Li and Durbin, 2009</xref>). The uniquely mapped data were retained to perform assembly by using the software package LACHESIS (<xref ref-type="bibr" rid="B6">Burton et&#xa0;al., 2013</xref>). Any two segments which showed an inconsistent connection with information from the raw scaffold were checked manually. These corrected scaffolds were then assembled with the software package LACHESIS. After this step, placement and orientation errors exhibiting obvious discrete chromatin interaction patterns were manually adjusted.</p>
</sec>
<sec id="s2_5">
<title>Gene prediction and genome annotation</title>
<p>The RNA of QG10 were isolated from the mixed tissues (leaves, culms, roots, and panicles) following the manufacturer&#x2019;s protocol (<xref ref-type="bibr" rid="B101">Wang et&#xa0;al., 2023</xref>). We then performed the sequencing on the Illumina HiSeq 2500 platform according to the manufacturer&#x2019;s instructions. The repetitive sequence of the genome based on the principle of structure prediction and <italic>de-novo</italic> prediction was constructed with the software package LTR_FINDER v1.05 (<xref ref-type="bibr" rid="B108">Xu and Wang, 2007</xref>) and the software package RepeatScout v1.0.5 (<xref ref-type="bibr" rid="B72">Price et&#xa0;al., 2005</xref>). The PASTE Classifier was used to classify the database (<xref ref-type="bibr" rid="B29">Hoede et&#xa0;al., 2014</xref>). Then it was merged with the database of Repbase as the final repeat sequence database (<xref ref-type="bibr" rid="B39">Jurka et&#xa0;al., 2005</xref>). And then the software package RepeatMasker v4.0.6 was used to predict the repeat sequence of the QG10 genome based on the constructed repetitive sequence database (<xref ref-type="bibr" rid="B94">Tarailo&#x2010;Graovac and Chen, 2009</xref>). the software packages Genscan (<xref ref-type="bibr" rid="B5">Burge and Karlin, 1997</xref>), Augustus v2.4 (<xref ref-type="bibr" rid="B86">Stanke and Waack, 2003</xref>), GlimmerHMM v3.0.4 (<xref ref-type="bibr" rid="B63">Majoros et&#xa0;al., 2004</xref>), GeneID v1.4 (<xref ref-type="bibr" rid="B1">Alioto et&#xa0;al., 2018</xref>), and SNAP (<xref ref-type="bibr" rid="B45">Korf, 2004</xref>) were used for <italic>de-novo</italic> prediction. The software package GeMoMa v1.3.1 was used for prediction based on homologous species (<xref ref-type="bibr" rid="B41">Keilwagen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B40">Keilwagen et&#xa0;al., 2018</xref>). The software packages Hisat v2.0.4 (<xref ref-type="bibr" rid="B42">Kim et&#xa0;al., 2015</xref>) and Stringtie v1.2.3 (<xref ref-type="bibr" rid="B71">Pertea et al., 2015</xref>) were used for assembly based on reference transcripts, and the software packages TransDecoder v2.0 and GeneMarkS-T v5.1 (<xref ref-type="bibr" rid="B93">Tang et&#xa0;al., 2015</xref>) were used for gene prediction. The software package PASA v2.0.2 was used to predict Unigene sequences without reference based on transcriptome data (<xref ref-type="bibr" rid="B7">Campbell et&#xa0;al., 2006</xref>). Finally, the software package EVM v1.1.1 (<xref ref-type="bibr" rid="B27">Haas et&#xa0;al., 2008</xref>) was used to integrate the prediction results obtained by the above three methods. The predicted gene sequences were compared with NR, KOG, GO, KEGG, TrEMBL, and other functional databases by the software package BLAST v2.2.31 (-evalue 1e-5) (<xref ref-type="bibr" rid="B2">Altschul et&#xa0;al., 1990</xref>) to perform KEGG pathway, KOG function, GO function and other genes functional annotation analysis.</p>
</sec>
<sec id="s2_6">
<title>Identification of genomic sequence variation in important genes</title>
<p>The whole-genome assemblies sequences of QG10 were compared with the rice reference genome sequence (Oryza_sativa_MSU7 version) using the software package MUMmer v3 (<xref ref-type="bibr" rid="B46">Kurtz et&#xa0;al., 2004</xref>). According to the results from the software package MUMmer, the sequence variations and SVs were further re-called using the software package BLAST. The synteny/inversion comparison were analysis by using GenomeSyn_Win.v1 (<xref ref-type="bibr" rid="B126">Zhou et&#xa0;al., 2022</xref>). At the site of each sequence variant, the genotypic information for QG10, Nipponbare, and the elite variety having important genes was called according to the results of the one-to-one alignments. The allelic information of sequence variants was detected based on gff files from the Oryza_sativa_MSU7 version. The software packages ClustalW v1.8.3(<xref ref-type="bibr" rid="B95">Thompson et&#xa0;al., 1994</xref>) and BLAST v2.2.31 were used for re-detected the sequence variations and detailed haplotype analyses for the well-characterized genes in rice (<xref ref-type="bibr" rid="B123">Zhao et&#xa0;al., 2018b</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Nanopore sequencing and genome assembly</title>
<p>We sequenced QG10 genomic DNA to generate about 73.52Gb of Nanopore sequencing raw data. After data quality control, the clean data volume was 63.23Gb containing 3,279,893 reads with a total of 166.34-fold sequencing depth. The reads with 10 -20 kb and 20 - 30 kb sequencing length were account for 51.56% (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The mean reads length of clean sequencing data was 19.28 kb with an N50 length of 25.64 kb. The clean Nanopore sequencing data was re-corrected with the software package Canu (<xref ref-type="bibr" rid="B44">Koren et&#xa0;al., 2017</xref>). Then the third-generation sequencing data was re-corrected with the software package Racon (<xref ref-type="bibr" rid="B97">Vaser et&#xa0;al., 2017</xref>) for three rounds. Then, the second-generation data were used for three rounds of correction by Pilon (<xref ref-type="bibr" rid="B98">Walker et&#xa0;al., 2014</xref>) software, and the stain was removed according to NT alignment. Finally, we obtained a 380.15 Mb genome sequence with the contig N50 was 12.24 Mb. The completeness estimated by Benchmarking Universal Single-Copy Orthologs (BUSCO) was 98.12%.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The Reads length distribution of Nanopore sequencing clean data.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Length</th>
<th valign="middle" align="center">ReadsNum</th>
<th valign="middle" align="center">TotalLength</th>
<th valign="middle" align="center">Percent</th>
<th valign="middle" align="center">AveLength</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">2000-5000</td>
<td valign="middle" align="center">390,870</td>
<td valign="middle" align="center">1,364,569,685</td>
<td valign="middle" align="center">2.15%</td>
<td valign="middle" align="center">3,491.10</td>
</tr>
<tr>
<td valign="middle" align="left">5001-10000</td>
<td valign="middle" align="center">506,104</td>
<td valign="middle" align="center">3,711,926,879</td>
<td valign="middle" align="center">5.87%</td>
<td valign="middle" align="center">7,334.31</td>
</tr>
<tr>
<td valign="middle" align="left">10001-20000</td>
<td valign="middle" align="center">1,160,503</td>
<td valign="middle" align="center">17,449,235,975</td>
<td valign="middle" align="center">27.59%</td>
<td valign="middle" align="center">15,035.92</td>
</tr>
<tr>
<td valign="middle" align="left">20001-30000</td>
<td valign="middle" align="center">620,853</td>
<td valign="middle" align="center">15,157,158,521</td>
<td valign="middle" align="center">23.97%</td>
<td valign="middle" align="center">24,413.44</td>
</tr>
<tr>
<td valign="middle" align="left">30001-40000</td>
<td valign="middle" align="center">319,208</td>
<td valign="middle" align="center">10,994,112,170</td>
<td valign="middle" align="center">17.38%</td>
<td valign="middle" align="center">34,441.84</td>
</tr>
<tr>
<td valign="middle" align="left">40001-50000</td>
<td valign="middle" align="center">158,764</td>
<td valign="middle" align="center">7,047,880,953</td>
<td valign="middle" align="center">11.14%</td>
<td valign="middle" align="center">44,392.18</td>
</tr>
<tr>
<td valign="middle" align="left">50001-60000</td>
<td valign="middle" align="center">73,874</td>
<td valign="middle" align="center">4,015,077,789</td>
<td valign="middle" align="center">6.34%</td>
<td valign="middle" align="center">54,350.35</td>
</tr>
<tr>
<td valign="middle" align="left">60001-70000</td>
<td valign="middle" align="center">31,197</td>
<td valign="middle" align="center">2,004,190,092</td>
<td valign="middle" align="center">3.16%</td>
<td valign="middle" align="center">64,243.03</td>
</tr>
<tr>
<td valign="middle" align="left">70001-80000</td>
<td valign="middle" align="center">11,756</td>
<td valign="middle" align="center">872,009,657</td>
<td valign="middle" align="center">1.37%</td>
<td valign="middle" align="center">74,175.71</td>
</tr>
<tr>
<td valign="middle" align="left">&gt;80000</td>
<td valign="middle" align="center">6,764</td>
<td valign="middle" align="center">616,167,771</td>
<td valign="middle" align="center">0.97%</td>
<td valign="middle" align="center">91,095.17</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Length: each length range of reads; ReadsNum: the number of sequences in each length range; TotalLength: indicates the total length of sequences in each length. Percent: indicates the proportion of the number of sequences in each length range to the total number of sequences. AveLength: Average length of sequences in each length range.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Genome assembly and Hi-C scaffolding</title>
<p>We conducted the assembly in a stepwise fashion following a previously reported approach (<xref ref-type="bibr" rid="B38">Jiang et&#xa0;al., 2020</xref>). The Hi-C sequencing raw data was filtered, and the splice sequences and low-quality reads were removed to obtain high-quality clean data. The mapped data was obtained by sequence alignment of clean data with the preliminarily assembled genome. Finally, effective Hi-C data were used for further assembly of the draft genome sequence. LACHESIS software was used for clustering, sorting, and orientating the preliminary assembled genome sequence, and finally, the genomic sequence at the chromosome level was obtained. Finally, we assembled the genome (QG10) into 77 contigs with an N50 length of 11.80 Mb in 27 scaffolds with an N50 length of 30.55 Mb. The assembled genome size was 378.31Mb and the 65 contigs constituted approximately 99.59% of the whole genome. Visualization of the Hi-C signals indicated that 12 square matrix areas in the Hi-C heat map displayed significant differences from the background. These scaffolds were anchored into chromosomes 1&#x2013;12, respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Characteristics of Qigeng10 (QG10) genome and synteny examining, SNPs and InDels mining, Synteny/Inversion comparison with Nipponbare. <bold>(A)</bold>, Visualization of the Hi-C signals in the whole genome of QG10. <bold>(B)</bold>, Chromosomal synteny among QG10 and Nipponbare reference genomes of rice. <bold>(C)</bold>, Distribution of SNPs between QG10 and Nipponbare. <bold>(D)</bold>, Distribution of InDels between QG10 and Nipponbare.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1134308-g002.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>The statistics information of Hi-C assembly data.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Group</th>
<th valign="middle" align="center">Cluster Num</th>
<th valign="middle" align="center">Cluster Len</th>
<th valign="middle" align="center">Order Num</th>
<th valign="middle" align="center">Order Len</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Chr1</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">43,382,979</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">43,382,979</td>
</tr>
<tr>
<td valign="middle" align="left">Chr2</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">36,173,705</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">36,097,194</td>
</tr>
<tr>
<td valign="middle" align="left">Chr3</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">37,757,262</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">37,757,262</td>
</tr>
<tr>
<td valign="middle" align="left">Chr4</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">35,918,009</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">35,918,009</td>
</tr>
<tr>
<td valign="middle" align="left">Chr5</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">30,375,008</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">30,375,008</td>
</tr>
<tr>
<td valign="middle" align="left">Chr6</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">30,649,707</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">30,649,707</td>
</tr>
<tr>
<td valign="middle" align="left">Chr7</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">29,809,605</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">29,809,605</td>
</tr>
<tr>
<td valign="middle" align="left">Chr8</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">30,022,072</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">29,599,970</td>
</tr>
<tr>
<td valign="middle" align="left">Chr9</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">23,219,349</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">23,219,349</td>
</tr>
<tr>
<td valign="middle" align="left">Chr10</td>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">24,170,793</td>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">24,102,177</td>
</tr>
<tr>
<td valign="middle" align="left">Chr11</td>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">30,667,739</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">30,544,885</td>
</tr>
<tr>
<td valign="middle" align="left">Chr12</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">27,708,367</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">26,854,597</td>
</tr>
<tr>
<td valign="middle" align="left">Total(Ratio %)</td>
<td valign="middle" align="center">77(96.25)</td>
<td valign="middle" align="center">379854595(99.92)</td>
<td valign="middle" align="center">65(84.42)</td>
<td valign="middle" align="center">378310742(99.59)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>According to the whole genome comparison, the genome of QG10 showed four sequence inversions with a length of about 0.5-2 Mb compared with the Nipponbare genome at the position of about 14-16 Mb on chromosome 4, 30-31 Mb on chromosome 5, 5.5-6 Mb on chromosome 8, and 5.5-6 Mb on chromosome 10 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). We identified 1,080,819 SNPs and 682,392 InDels between QG10 and Nipponbare on 12 chromosomes (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2C, D</bold>
</xref>).</p>
</sec>
<sec id="s3_3">
<title>Genome annotation and repeat analysis</title>
<p>We annotated the repeat regions in our QG10 assembly by Repeat Masker and detected 492,503 repetitive regions with 177.52 Mb repeat length that contained 242,211 Class I retrotransposons, 223,439 Class II DNA transposons, 833 Potential Host Gene, and 2,222 simple sequence repeats (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The repeat regions make up 46.7% of the QG10 assembly genome.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>The statistics information of repeat regions in QG10 assembly.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Type</th>
<th valign="middle" align="center">Number</th>
<th valign="middle" align="center">Length</th>
<th valign="middle" align="center">Rate (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Class I</td>
<td valign="middle" align="center">242,211</td>
<td valign="middle" align="center">123,543,619</td>
<td valign="middle" align="center">32.50</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/DIRS</td>
<td valign="middle" align="center">5,336</td>
<td valign="middle" align="center">6,334,743</td>
<td valign="middle" align="center">1.67</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/LARD</td>
<td valign="middle" align="center">87,163</td>
<td valign="middle" align="center">17,713,596</td>
<td valign="middle" align="center">4.66</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/LINE</td>
<td valign="middle" align="center">20,531</td>
<td valign="middle" align="center">5,686,323</td>
<td valign="middle" align="center">1.50</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/LTR/Copia</td>
<td valign="middle" align="center">25,386</td>
<td valign="middle" align="center">14,961,322</td>
<td valign="middle" align="center">3.94</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/LTR/Gypsy</td>
<td valign="middle" align="center">64,824</td>
<td valign="middle" align="center">68,053,651</td>
<td valign="middle" align="center">17.90</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/LTR/Unknown</td>
<td valign="middle" align="center">24,079</td>
<td valign="middle" align="center">13,886,683</td>
<td valign="middle" align="center">3.65</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/PLE</td>
<td valign="middle" align="center">1,264</td>
<td valign="middle" align="center">547,500</td>
<td valign="middle" align="center">0.14</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/SINE</td>
<td valign="middle" align="center">11,311</td>
<td valign="middle" align="center">2,290,288</td>
<td valign="middle" align="center">0.60</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/TRIM</td>
<td valign="middle" align="center">1,493</td>
<td valign="middle" align="center">457,017</td>
<td valign="middle" align="center">0.12</td>
</tr>
<tr>
<td valign="middle" align="left">Class I/Unknown</td>
<td valign="middle" align="center">824</td>
<td valign="middle" align="center">603,012</td>
<td valign="middle" align="center">0.16</td>
</tr>
<tr>
<td valign="middle" align="left">Class II</td>
<td valign="middle" align="center">223,439</td>
<td valign="middle" align="center">57,701,667</td>
<td valign="middle" align="center">15.18</td>
</tr>
<tr>
<td valign="middle" align="left">Class II/Crypton</td>
<td valign="middle" align="center">22</td>
<td valign="middle" align="center">1,816</td>
<td valign="middle" align="center">0.00</td>
</tr>
<tr>
<td valign="middle" align="left">Class II/Helitron</td>
<td valign="middle" align="center">21,248</td>
<td valign="middle" align="center">6,000,821</td>
<td valign="middle" align="center">1.58</td>
</tr>
<tr>
<td valign="middle" align="left">Class II/MITE</td>
<td valign="middle" align="center">18,642</td>
<td valign="middle" align="center">3,713,793</td>
<td valign="middle" align="center">0.98</td>
</tr>
<tr>
<td valign="middle" align="left">Class II/Maverick</td>
<td valign="middle" align="center">256</td>
<td valign="middle" align="center">45,395</td>
<td valign="middle" align="center">0.01</td>
</tr>
<tr>
<td valign="middle" align="left">Class II/TIR</td>
<td valign="middle" align="center">123,736</td>
<td valign="middle" align="center">34,429,300</td>
<td valign="middle" align="center">9.06</td>
</tr>
<tr>
<td valign="middle" align="left">Class II/Unknown</td>
<td valign="middle" align="center">59,535</td>
<td valign="middle" align="center">16,608,349</td>
<td valign="middle" align="center">4.37</td>
</tr>
<tr>
<td valign="middle" align="left">Potential Host Gene</td>
<td valign="middle" align="center">833</td>
<td valign="middle" align="center">431,292</td>
<td valign="middle" align="center">0.11</td>
</tr>
<tr>
<td valign="middle" align="left">SSR</td>
<td valign="middle" align="center">2,222</td>
<td valign="middle" align="center">754,226</td>
<td valign="middle" align="center">0.20</td>
</tr>
<tr>
<td valign="middle" align="left">Unknown</td>
<td valign="middle" align="center">23,798</td>
<td valign="middle" align="center">5,059,225</td>
<td valign="middle" align="center">1.33</td>
</tr>
<tr>
<td valign="middle" align="left">Total</td>
<td valign="middle" align="center">492,503</td>
<td valign="middle" align="center">177,517,691</td>
<td valign="middle" align="center">46.70</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Type: repeat sequence type, DIRS: Dictyostelium intermediate repeat sequence; LARD: large retrotransposon derivative; LINE: long interspersed nuclear element; LTR: long terminal repeat; PLE: Penelope-like element; SINE: short interspersed nuclear element; TRIM: terminal-repeat retrotransposons in miniature; MITE: miniature inverted-repeat transposable element; TIR: terminal inverted repeat; SSR: simple sequence repeat. Number: the number of repeats obtained; Length: total length of the predicted repeat sequence; Rate (%): the proportion of repeats in the total genome.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>We predicted 39,465 genes by the Ab initio method, 56,999 genes by the Homology-based method, and 24,998 by RNA-seq. Finally, a total of 57,599 genes were integrated with the prediction results obtained by the above three methods by using the software package EVM v1.1.1 (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). A total of 723 tRNA, 306 rRNA, 194 miRNA, and 5,392 pseudogenes were also predicted. 94.11% of the genes could be annotated into NR, GO, KOG, KEGG, and other databases (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>The statistics information of the predicted genes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Method</th>
<th valign="middle" align="center">Software</th>
<th valign="middle" align="center">Species</th>
<th valign="middle" align="center">Gene number</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="5" align="left">Ab initio</td>
<td valign="middle" align="center">Genscan</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">36,995</td>
</tr>
<tr>
<td valign="middle" align="center">Augustus</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">33,891</td>
</tr>
<tr>
<td valign="middle" align="center">GlimmerHMM</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">72,642</td>
</tr>
<tr>
<td valign="middle" align="center">GeneID</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">51,130</td>
</tr>
<tr>
<td valign="middle" align="center">SNAP</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">48,464</td>
</tr>
<tr>
<td valign="middle" rowspan="5" align="left">Homology-based</td>
<td valign="middle" rowspan="5" align="center">GeMoMa</td>
<td valign="middle" align="center">Oryza_sativa_9311</td>
<td valign="middle" align="center">47,215</td>
</tr>
<tr>
<td valign="middle" align="center">Oryza_sativa_MSU7</td>
<td valign="middle" align="center">60,679</td>
</tr>
<tr>
<td valign="middle" align="center">Oryza_sativa_rapdb</td>
<td valign="middle" align="center">38,019</td>
</tr>
<tr>
<td valign="middle" align="center">Oryza_sativa_R498</td>
<td valign="middle" align="center">52,424</td>
</tr>
<tr>
<td valign="middle" align="center">Arabidopsis_thaliana</td>
<td valign="middle" align="center">22,123</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">RNAseq</td>
<td valign="middle" align="center">TransDecoder</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">57,661</td>
</tr>
<tr>
<td valign="middle" align="center">GeneMarkS-T</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">30,053</td>
</tr>
<tr>
<td valign="middle" align="center">PASA</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">34,939</td>
</tr>
<tr>
<td valign="middle" align="left">Integration</td>
<td valign="middle" align="center">EVM</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">57,599</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Method: The strategy used in gene prediction; Software: Software used for gene prediction; Species: Species. Gene number: The number of genes predicted.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>The statistics information of the annotated genes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Annotation database</th>
<th valign="middle" align="center">Annotated number</th>
<th valign="middle" align="center">Percentage (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">COG_Annotation</td>
<td valign="middle" align="center">12,901</td>
<td valign="middle" align="center">22.40</td>
</tr>
<tr>
<td valign="middle" align="left">GO_Annotation</td>
<td valign="middle" align="center">38,790</td>
<td valign="middle" align="center">67.34</td>
</tr>
<tr>
<td valign="middle" align="left">KEGG_Annotation</td>
<td valign="middle" align="center">9,038</td>
<td valign="middle" align="center">15.69</td>
</tr>
<tr>
<td valign="middle" align="left">KOG_Annotation</td>
<td valign="middle" align="center">20,498</td>
<td valign="middle" align="center">35.59</td>
</tr>
<tr>
<td valign="middle" align="left">Pfam_Annotation</td>
<td valign="middle" align="center">32,058</td>
<td valign="middle" align="center">55.66</td>
</tr>
<tr>
<td valign="middle" align="left">Swissprot_Annotation</td>
<td valign="middle" align="center">24,932</td>
<td valign="middle" align="center">43.29</td>
</tr>
<tr>
<td valign="middle" align="left">TrEMBL_Annotation</td>
<td valign="middle" align="center">54,193</td>
<td valign="middle" align="center">94.09</td>
</tr>
<tr>
<td valign="middle" align="left">nr_Annotation</td>
<td valign="middle" align="center">54,007</td>
<td valign="middle" align="center">93.76</td>
</tr>
<tr>
<td valign="middle" align="left">All_Annotated</td>
<td valign="middle" align="center">54,206</td>
<td valign="middle" align="center">94.11</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Annotation database: the annotation database. Annotated number: the number of genes annotated to the corresponding database; Percentage (%): indicates the percentage of genes annotated to the database.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<title>Sequence variants of the genes controlling grain length</title>
<p>We investigated the sequence variations in 19 cloned genes controlling grain size, including <italic>GW2</italic> (<xref ref-type="bibr" rid="B83">Song et&#xa0;al., 2007</xref>), <italic>GS2</italic> (<xref ref-type="bibr" rid="B33">Hu et&#xa0;al., 2015</xref>), <italic>qTGW2</italic> (<xref ref-type="bibr" rid="B74">Ruan et&#xa0;al., 2020</xref>), <italic>BG1</italic> (<xref ref-type="bibr" rid="B59">Liu et&#xa0;al., 2015</xref>), <italic>OsLG3</italic> (<xref ref-type="bibr" rid="B117">Yu et&#xa0;al., 2017</xref>), <italic>OsLG3b</italic> (<xref ref-type="bibr" rid="B116">Yu et&#xa0;al., 2018</xref>), <italic>GS3</italic> (<xref ref-type="bibr" rid="B16">Fan et&#xa0;al., 2006</xref>), <italic>qTGW3</italic> (<xref ref-type="bibr" rid="B31">Hu et&#xa0;al., 2018</xref>), <italic>GS5</italic> (<xref ref-type="bibr" rid="B49">Li et&#xa0;al., 2011</xref>), <italic>GW5</italic> (<xref ref-type="bibr" rid="B105">Weng et&#xa0;al., 2008</xref>), <italic>GS6</italic> (<xref ref-type="bibr" rid="B88">Sun et&#xa0;al., 2013</xref>), <italic>GW6</italic> (<xref ref-type="bibr" rid="B80">Shi et&#xa0;al., 2020</xref>), <italic>TGW6</italic> (<xref ref-type="bibr" rid="B36">Ishimaru et&#xa0;al., 2013</xref>), <italic>GW6a</italic> (<xref ref-type="bibr" rid="B84">Song et&#xa0;al., 2015</xref>), <italic>GL6</italic> (<xref ref-type="bibr" rid="B99">Wang et&#xa0;al., 2019</xref>), <italic>GLW7</italic> (<xref ref-type="bibr" rid="B81">Si et&#xa0;al., 2016</xref>), <italic>GW7</italic> (<xref ref-type="bibr" rid="B100">Wang et&#xa0;al., 2015</xref>), <italic>qGW8</italic> (<xref ref-type="bibr" rid="B103">Wang et&#xa0;al., 2012</xref>), and <italic>GS9</italic> (<xref ref-type="bibr" rid="B124">Zhao et&#xa0;al., 2018a</xref>), to explain the long grain of QG10. A total of five grain size elite alleles (<italic>qTGW2<sup>Nipponbare</sup>
</italic>, <italic>qTGW3<sup>Nanyangzhan</sup>
</italic>, <italic>GW5<sup>IR24</sup>
</italic>, <italic>GW6<sup>Suyunuo</sup>
</italic>, and <italic>qGW8<sup>Basmati385</sup>
</italic>) were identified controlling grain size in QG10 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The <italic>qTGW2</italic> allele in QG10 was identical to Nipponbare having the key variants (G/A) at -1818 bp in the promoter region (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). The <italic>qTGW3</italic> allele in QG10 had the key splicing-site mutation as Nanyangzhan, which was a long-grain <italic>indica</italic> rice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). The <italic>GW5</italic> allele in QG10 was found without the critical loss of the 1,212 bp deletion mutation as IR24 a long narrow grain <italic>indica</italic> rice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). The <italic>GW6</italic> allele in QG10 had the key mutation (6 bp) as Suyunuo, which was a wider grain <italic>indica</italic> rice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D</bold>
</xref>). The <italic>qGW8</italic> allele in QG10 had the five variants as Basmati385, a long narrow grain <italic>indica</italic> rice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3E</bold>
</xref>). Tracing the origin of these genes, it was found that <italic>qTGW3</italic> (Nanyangzhan type), <italic>GW5</italic> (IR24 type), <italic>GW6</italic> (Suyunuo type), and <italic>qGW8</italic> (Basmati385 type) belonged to <italic>indica</italic> subspecies, while <italic>qTGW2</italic> (Nipponbare type) were mainly derived from <italic>japonica</italic> subspecies. In addition, these genes controlling grain type are all rare genotypes in <italic>japonica</italic> rice and have important application value in long grain type <italic>japonica</italic> rice breeding.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The allelic information of sequence variants in qTGW2 <bold>(A)</bold>, qTGW3 <bold>(B)</bold>, GW5 <bold>(C)</bold>, GW6 <bold>(D)</bold>, and qGW8 <bold>(E)</bold> controlling grain size.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1134308-g003.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Sequence variants of the genes controlling cold tolerance</title>
<p>Cold tolerance is the key agricultural trait controlling rice production and geographic distribution. We investigated the sequence variations in 10 cloned genes controlling cold tolerance, including <italic>bZIP73</italic> (<xref ref-type="bibr" rid="B58">Liu et&#xa0;al., 2018</xref>), <italic>COLD1</italic> (<xref ref-type="bibr" rid="B61">Ma et&#xa0;al., 2015</xref>), <italic>Ctb1</italic> (<xref ref-type="bibr" rid="B75">Saito et&#xa0;al., 2010</xref>), <italic>CTB2</italic> (<xref ref-type="bibr" rid="B53">Li et&#xa0;al., 2021b</xref>), <italic>CTB4a</italic> (<xref ref-type="bibr" rid="B120">Zhang et&#xa0;al., 2017</xref>), <italic>HAN1</italic> (<xref ref-type="bibr" rid="B64">Mao et&#xa0;al., 2019</xref>), <italic>ltt1</italic> (<xref ref-type="bibr" rid="B109">Xu et&#xa0;al., 2020</xref>), <italic>OsLTPL159</italic> (<xref ref-type="bibr" rid="B125">Zhao et&#xa0;al., 2020</xref>), <italic>qLTG3-1</italic> (<xref ref-type="bibr" rid="B17">Fujino et&#xa0;al., 2008</xref>), and <italic>qPSR10</italic> (<xref ref-type="bibr" rid="B107">Xiao et&#xa0;al., 2018</xref>), to explain the high cold tolerance of QG10. A total of four elite alleles (<italic>COLD1<sup>Nipponbare</sup>
</italic>, <italic>bZIP73<sup>Nipponbare</sup>
</italic>, <italic>CTB4a<sup>Kunmingxiaobaigu</sup>
</italic>, and <italic>CTB2<sup>Kunmingxiaobaigu</sup>
</italic>) were identified as controlling cold tolerance in QG10 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). The <italic>COLD1</italic> allele in QG10 was identical to Nipponbare to have the key SNP in the fourth exon region (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). The <italic>bZIP73</italic> allele in QG10 was found having the key SNP mutation (G/A) as Nipponbare (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). The <italic>CTB4a</italic> allele in QG10 was found to have the ten mutations as Kunmingxiaobaigu, which was a cold tolerance variety from Yunnan Province (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). The <italic>CTB2</italic> allele in QG10 was found also have the ten key SNPs as Kunmingxiaobaigu (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). The <italic>COLD1</italic> (Nipponbare type) and <italic>bZIP73</italic> (Nipponbare type) all belong to <italic>japonica</italic> subspecies. The <italic>CTB4a</italic> (Kunmingxiaobaigu type) and <italic>CTB2</italic> (Kunmingxiaobaigu type) were all rare alleles in Northeast <italic>japonica</italic> rice and have important application value in Northeast <italic>japonica</italic> rice breeding.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The allelic information of sequence variants in COLD1 <bold>(A)</bold>, bZIP73 <bold>(B)</bold>, CTB4a <bold>(C)</bold>, and CTB2 <bold>(D)</bold> controlling cold tolerance in rice.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1134308-g004.tif"/>
</fig>
</sec>
<sec id="s3_6">
<title>Sequence variants of the genes controlling early heading</title>
<p>The heading date is one of the most important factors determining rice distribution and the final yield. We investigated the sequence variations in 11 cloned genes related to early heading under long-day conditions, including <italic>DTH7</italic> (<xref ref-type="bibr" rid="B20">Gao et&#xa0;al., 2014</xref>), <italic>Ghd7</italic> (<xref ref-type="bibr" rid="B110">Xue et&#xa0;al., 2008</xref>), <italic>Ghd8</italic> (<xref ref-type="bibr" rid="B111">Yan et&#xa0;al., 2011</xref>), <italic>Ehd1</italic> (<xref ref-type="bibr" rid="B14">Doi et&#xa0;al., 2004</xref>), <italic>Ehd3</italic> (<xref ref-type="bibr" rid="B66">Matsubara et&#xa0;al., 2011</xref>), <italic>Ehd4</italic> (<xref ref-type="bibr" rid="B22">Gao et&#xa0;al., 2013</xref>), <italic>Hd1</italic> (<xref ref-type="bibr" rid="B113">Yano et&#xa0;al., 2000</xref>), <italic>Hd3a</italic> (<xref ref-type="bibr" rid="B43">Kojima et&#xa0;al., 2002</xref>), <italic>Hd6</italic> (<xref ref-type="bibr" rid="B90">Takahashi et&#xa0;al., 2001</xref>), <italic>Hd16</italic> (<xref ref-type="bibr" rid="B30">Hori et&#xa0;al., 2013</xref>), and <italic>Hd17</italic> (<xref ref-type="bibr" rid="B65">Matsubara et&#xa0;al., 2012</xref>). Among these heading date genes, only the <italic>DTH7</italic>, <italic>Ghd7</italic>, and <italic>Hd1</italic> haplotypes were found to have non-functional alleles. The <italic>DTH7</italic> allele in QG10 was found to have the three mutations as Kitaake, which originated at the northern limit of rice cultivation in Hokkaido, Japan (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). Kitaake is reported insensitive to day length, short in stature, and completes its life cycle in about 9 weeks (<xref ref-type="bibr" rid="B37">Jain et&#xa0;al., 2019</xref>). The <italic>Ghd7</italic> allele in QG10 was found having the critical mutations as Hejiang19, which is an early-maturity rice variety in Heilongjiang Province (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). The <italic>Hd1</italic> allele in QG10 was found to have the non-functional allele as Longgeng31, which is the major plant rice variety in Heilongjiang Province (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). These results indicated that the heading gene combinations of <italic>Hd1</italic>, <italic>DTH7</italic>, and <italic>Ghd7</italic> determined the early heading in QG10 in the northernmost province of China.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The allelic information of sequence variants in DTH7 <bold>(A)</bold>, Ghd7 <bold>(B)</bold>, and Hd1 <bold>(C)</bold> controlling heading date in rice.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1134308-g005.tif"/>
</fig>
</sec>
<sec id="s3_7">
<title>Sequence variants of the genes controlling disease resistance</title>
<p>Blast is one of the most devastating rice diseases in Heilongjiang Province. We investigated the sequence variations in 14 cloned rice blast-resistant genes, including <italic>Pi5</italic> (<xref ref-type="bibr" rid="B47">Lee et&#xa0;al., 2009</xref>), <italic>Pi21</italic> (<xref ref-type="bibr" rid="B19">Fukuoka et&#xa0;al., 2009</xref>), <italic>Pi36</italic> (<xref ref-type="bibr" rid="B56">Liu et&#xa0;al., 2007</xref>), <italic>Pi37</italic> (<xref ref-type="bibr" rid="B54">Lin et&#xa0;al., 2007</xref>), <italic>Pi54</italic> (<xref ref-type="bibr" rid="B79">Sharma et&#xa0;al., 2010</xref>), <italic>Pi56</italic> (<xref ref-type="bibr" rid="B57">Liu et&#xa0;al., 2013</xref>), <italic>Pia</italic> (<xref ref-type="bibr" rid="B68">Okuyama et&#xa0;al., 2011</xref>), <italic>Pish</italic> (<xref ref-type="bibr" rid="B89">Takahashi et&#xa0;al., 2010</xref>), <italic>Pit</italic> (<xref ref-type="bibr" rid="B28">Hayashi and Yoshida, 2009</xref>), <italic>Pita</italic> (<xref ref-type="bibr" rid="B4">Bryan et&#xa0;al., 2000</xref>), <italic>Pigm</italic> (<xref ref-type="bibr" rid="B13">Deng et&#xa0;al., 2017</xref>), <italic>Pid2</italic> (<xref ref-type="bibr" rid="B8">Chen et&#xa0;al., 2006</xref>), <italic>Pid3</italic> (<xref ref-type="bibr" rid="B78">Shang et&#xa0;al., 2009</xref>), and <italic>Pid4</italic> (<xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2018</xref>), to explain the blast resistance. Finally, only two blast resistance genes, <italic>Pia</italic> and <italic>Pid4</italic>, were found in QG10. The <italic>Pia</italic> allele in QG10 was found to have the resistant genotype as Akihikari, which encodes a nucleotide-binding site (NBS) and a C-terminal leucine-rich repeat (LRR) domain protein (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). The <italic>Pid4</italic> allele in QG10 was found to have the resistant genotype as Digu, which encodes a coiled-coil nucleotide-binding site leucine-rich repeat (CC-NBS-LRR) protein (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). The <italic>Pia</italic> (Akihikari type) was the major blast-resistant gene in Northeast China. The <italic>Pid4</italic> (Digu type) was a rare allele in <italic>japonica</italic> rice and has important application value in Northeast <italic>japonica</italic> rice breeding.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The allelic information of sequence variants in Pia <bold>(A)</bold>, Pid4 <bold>(B)</bold>, and STV11 <bold>(C)</bold> controlling disease resistance in rice.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1134308-g006.tif"/>
</fig>
<p>Rice stripe virus (RSV), an RNA virus belonging to the genus <italic>Tenuivirus</italic> and transmitted by small brown planthoppers, causes one of the most destructive rice diseases (<xref ref-type="bibr" rid="B102">Wang et&#xa0;al., 2014</xref>). RSV has become more and more serious in Heilongjiang province in recent years. But, almost the majority of <italic>japonica</italic> varieties cultivated in Heilongjiang are highly susceptible to RSV (<xref ref-type="bibr" rid="B102">Wang et&#xa0;al., 2014</xref>). The <italic>STV11</italic> was the first cloned resistant gene of RSV, which encodes a sulfotransferase (<italic>OsSOT1</italic>) catalyzing the conversion of salicylic acid (SA) into sulphonated SA (SSA) (<xref ref-type="bibr" rid="B102">Wang et&#xa0;al., 2014</xref>). The <italic>STV11</italic> allele in QG10 was found to have the resistant genotype as Kasalath, which is a high-resistance <italic>indica</italic> landrace (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>). The <italic>STV11<sup>QG10</sup>
</italic> was a useful resistant gene in <italic>japonica</italic> rice breeding.</p>
</sec>
<sec id="s3_8">
<title>Sequence variants of fragrance, fertilizer use efficiency and other yield related genes</title>
<p>Fragrant rice is popular among consumers worldwide because its market price is much higher than that of nonfragrant rice. Fragrant was found to be controlled by <italic>BADH2</italic> in rice (<xref ref-type="bibr" rid="B9">Chen et&#xa0;al., 2008</xref>). The <italic>BADH2</italic> in QG10 was the typical <italic>badh2-E2</italic> type of a 7-bp deletion as DHX2 that caused fragrance (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). We also investigated the sequence variations in three cloned grain number genes (<italic>Gn1a</italic> (<xref ref-type="bibr" rid="B3">Ashikari et&#xa0;al., 2005</xref>), <italic>GNP1</italic> (<xref ref-type="bibr" rid="B106">Wu et&#xa0;al., 2016</xref>), and <italic>SPIKE</italic> (<xref ref-type="bibr" rid="B18">Fujita et&#xa0;al., 2013</xref>)), and three lodging-resistance genes (<italic>Sd1</italic> (<xref ref-type="bibr" rid="B85">Spielmeyer et&#xa0;al., 2002</xref>), <italic>SCM2</italic> (<xref ref-type="bibr" rid="B69">Ookawa et&#xa0;al., 2010</xref>), and <italic>SCM3</italic> (<xref ref-type="bibr" rid="B114">Yano et&#xa0;al., 2014</xref>)). Only the <italic>SCM3</italic> allele in QG10 was found to have the key allele as Chugoku117, which is a stronger culms rice variety in Japan (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). There was no elite grain number gene found in QG10. <italic>NRT1.1B</italic> is a key gene controlling the nitrogen-use efficiency (NUE) in rice (<xref ref-type="bibr" rid="B33">Hu et&#xa0;al., 2015</xref>). The <italic>NRT1.1B</italic> allele in QG10 was found to have the <italic>indica</italic> variation, which has higher nitrate absorption activity (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>The allelic sequence variants of BADH2 <bold>(A)</bold>, SCM3 <bold>(B)</bold>, and NRT1.1B <bold>(C)</bold> in rice.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1134308-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Indica genome introgression and large SVs were found in Qigeng10</title>
<p>
<italic>Japonica</italic>/<italic>Geng</italic> and <italic>Indica</italic>/<italic>Xian</italic> are the two <italic>major</italic> subspecies of Asian cultivated rice (<xref ref-type="bibr" rid="B118">Zhang et&#xa0;al., 2016a</xref>). Owing to long-term differentiation and adaptation, both <italic>Indica</italic> and <italic>Japonica</italic> rice contain many favorable genes. Therefore, combining the favorable genes of the two subspecies has great value for creating genotypes with greater yield potential, stronger stress resistance, and better quality (<xref ref-type="bibr" rid="B25">Gu, 2010</xref>). Over the past 50 years, the combination of plant ideotypes and favorable vigor through hybridization between <italic>indica</italic> and <italic>japonica</italic> rice has greatly contributed to yield improvements in modern <italic>japonica</italic> rice in Northeast China (<xref ref-type="bibr" rid="B92">Tang and Chen, 2021</xref>). In recent years, a series of high-yielding and good-quality <italic>japonica</italic> cultivars have been obtained from hybridization of <italic>Indica</italic>/<italic>Japonica</italic> and the cultivation area of them was more than 4 million ha in Northeast China (<xref ref-type="bibr" rid="B12">Cui et&#xa0;al., 2022</xref>). The new fragrant early <italic>japonica</italic> rice cultivar QG10 was derived from a cross between &#x2018;Wuyoudao4 and Suigeng4&#x2019;, which were all derived from the hybridization of <italic>Indica</italic>/<italic>Japonica</italic>. In recently, <xref ref-type="bibr" rid="B101">Wang et&#xa0;al. (2023)</xref> chose six interrelated modern Chinese temperate <italic>japonica</italic> varieties and six related Japanese <italic>japonica</italic> varieties to investigate genome enhancement in temperate <italic>japonica</italic> varieties during modern breeding. They found many large SVs in Zhonghua11 (ZH11), Liaogeng5 (LG5), and Daohuaxiang2 (DHX2/WYD4). These large-fragment in the same location introgression from <italic>indica</italic> were also found in QG10 on chromosomes 4, 8, and 10 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Several <italic>indica</italic> superior alleles including <italic>qTGW3<sup>Nanyangzhan</sup>
</italic>, <italic>GW5<sup>IR24</sup>
</italic>, <italic>GW6<sup>Suyunuo</sup>
</italic>, <italic>qGW8<sup>Basmati385</sup>
</italic>, <italic>Pid4<sup>Digu</sup>
</italic>, <italic>STV11<sup>Kasalath</sup>
</italic>, <italic>NRT1.1B<sup>IR24</sup>
</italic>, and <italic>badh2-E2</italic> were also be found in QG10. This information indicated that the <italic>indica</italic> genome introgression was common in the modern temperate <italic>japonica</italic> rice breeding in Northeast China. Superior alleles were found in Qigeng10 and had important value for breeding in Northeast China</p>
</sec>
<sec id="s4_2">
<title>Superior alleles were found in Qigeng10 and had important value for breeding in Northeast China</title>
<p>Greater yield potential, stronger stress resistance, and better quality (longer grain and fragrant) are key agronomy traits that directly influence the market price of rice. Consumers in East Asia, including North China, Japan, and Korea tend to prefer longer fragrant <italic>japonica</italic> rice (<xref ref-type="bibr" rid="B60">Lu et&#xa0;al., 2022</xref>). So, the longer fragrant <italic>japonica</italic> rice from Northeast China, represented by Daohuaxiang2 (DHX2/WYD4), is the most famous rice in the Chinese market. QG10 was derived from DHX2 and solved some defects of DHX2 including poor lodging resistance, lack of cold tolerance, weak blast resistance, and late maturity. Therefore, the construction of a high-quality genome of &#x2018;QG10&#x2019; is essential for further improvement of this cultivar or its progenies, as well as accelerating the process of fragrant <italic>japonica</italic> rice breeding, by providing genomic resources that could be directly applied to fragrant <italic>japonica</italic> rice cultivars. In this study, we found five superior alleles (<italic>qTGW2<sup>Nipponbare</sup>
</italic>, <italic>qTGW3<sup>Nanyangzhan</sup>
</italic>, <italic>GW5<sup>IR24</sup>
</italic>, <italic>GW6<sup>Suyunuo</sup>
</italic>, and <italic>qGW8<sup>Basmati385</sup>
</italic>) controlling long grain size in QG10. To compare the phenotype of different gene haplotypes in rice germplasm, we investigated the grain shape traits and days to heading of 3k cultivars in the website (<ext-link ext-link-type="uri" xlink:href="https://www.rmbreeding.cn/">https://www.rmbreeding.cn/</ext-link>)(<xref ref-type="bibr" rid="B104">Wang et&#xa0;al., 2020</xref>). The results showed that the functional haplotype of QG10 controlling longer and slider grain (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8A-E</bold>
</xref>) and early heading (Figure&#xa0;8f-h). Most of them was belong to the rare alleles for controlling longer grain and were less application in rice breeding in Northeast China. The blast resistant alleles (<italic>Pid4<sup>Digu</sup>
</italic>), RSV allele (<italic>STV11<sup>Kasalath</sup>
</italic>), and NUE allele (<italic>NRT1.1B<sup>IR24</sup>
</italic>) were also belong to the rare alleles for rice breeding in Northeast China. In the future, we will develop molecular assisted markers for the improvement of <italic>japonica</italic> rice varieties in Northeast China, and expanded the gene pool of <italic>japonica</italic> rice in Northeast China.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Comparison of grain shape traits and days to heading between different gene haplotypes in 3k panel.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1134308-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>In this study, we present chromosome-level genome assembly of an early-matured aromatic long-grain <italic>japonica</italic> rice variety Qigeng10 by using a combination of Nanopore and Hi-C platforms. The total assembly size is 378.31Mb with an N50 length of 30.55 Mb. A total of 18 superior haplotypes including five long-grain alleles (<italic>qTGW2<sup>Nipponbare</sup>
</italic>, <italic>qTGW3<sup>Nanyangzhan</sup>
</italic>, <italic>GW5<sup>IR24</sup>
</italic>, <italic>GW6<sup>Suyunuo</sup>
</italic>, and <italic>qGW8<sup>Basmati385</sup>
</italic>), four cold tolerant alleles (<italic>COLD1<sup>Nipponbare</sup>
</italic>, <italic>bZIP73<sup>Nipponbare</sup>
</italic>, <italic>CTB4a<sup>Kunmingxiaobaigu</sup>
</italic>, and <italic>CTB2<sup>Kunmingxiaobaigu</sup>
</italic>), three non-functional heading date alleles (<italic>DTH7<sup>Kitaake</sup>
</italic>, <italic>Ghd7<sup>Hejiang19</sup>
</italic>, and <italic>Hd1<sup>Longgeng31</sup>
</italic>), two blast resistant alleles (<italic>Pia <sup>Akihikari</sup>
</italic> and <italic>Pid4<sup>Digu</sup>
</italic>), a rice stripe virus resistant allele <italic>STV11<sup>Kasalath</sup>
</italic>, a higher nitrate absorption allele <italic>NRT1.1B<sup>IR24</sup>
</italic>, a lodging resistant allele <italic>SCM3<sup>Chugoku117</sup>
</italic>, and the typical aromatic allele <italic>badh2-E2</italic>, were identified in QG10. This information will accelerate the process of fragrant <italic>japonica</italic> rice breeding in Northeast China, by providing genomic resources that could be directly applied to fragrant <italic>japonica</italic> rice cultivars or development of molecular assisted markers for the improvement of <italic>japonica</italic> rice varieties.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The data presented in the study are deposited in the Data Center of Beijing Institute of Genomics(Big) repository, accession number WGS029943 (PRJCA013131; SAMC988458).</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>Conceptualization: SJ and JW. Methodology: SJ. Software: XZ, XY, BM. Validation: SJ, HJ and YW. Formal analysis: JH and KT. Investigation: CL and LW. Resources: JW. Data curation: SJ. Writing&#x2014;original draft preparation: SJ. Writing&#x2014;review and editing: SJ. Visualization: SJ. Project administration: SJ. Funding acquisition: SJ and XZ. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This research was funded by Fundamental Research Funds for the Research Institutes of Heilongjiang Province, Grant/Award Number: CZKYF2021B009, CZKYF2022-1-B004, National Natural Science Foundation of China, Grant/Award Number: 32071889, Key Research and Development Program of Heilongjiang Province, Grant/Award Number: CZ20210090, and Heilongjiang Province Agricultural Science and Technology Innovation Project, Grant/Award Number: 2021QKPY009, 2021CQJC003.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</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>
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