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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>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2024.1383914</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>Pangenomics of flax fungal parasite <italic>Fusarium oxysporum</italic> f. sp. <italic>lini</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Logachev</surname>
<given-names>Anton</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Kanapin</surname>
<given-names>Alexander</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Rozhmina</surname>
<given-names>Tatyana</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Stanin</surname>
<given-names>Vladislav</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Bankin</surname>
<given-names>Mikhail</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Samsonova</surname>
<given-names>Anastasia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Orlova</surname>
<given-names>Ekaterina</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Samsonova</surname>
<given-names>Maria</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Mathematical Biology and Bioinformatics Laboratory, Peter the Great St.Petersburg Polytechnic University</institution>, <addr-line>Saint Petersburg</addr-line>, <country>Russia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Center for Computational Biology, Peter the Great St. Petersburg Polytechnic University</institution>, <addr-line>Saint Petersburg</addr-line>, <country>Russia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Flax Institute, Federal Research Center for Bast Fiber Crops</institution>, <addr-line>Torzhok</addr-line>, <country>Russia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Inmaculada Larena, Instituto Nacional de Investigaci&#xf3;n y Tecnolog&#xed;a Agraria y Alimentaria (INIA-CSIC), Spain</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Kang Zhang, Chinese Academy of Agricultural Sciences, China</p>
<p>Jose M. Diaz-Minguez, University of Salamanca, Spain</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Maria Samsonova, <email xlink:href="mailto:m.samsonova@spbstu.ru">m.samsonova@spbstu.ru</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1383914</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Logachev, Kanapin, Rozhmina, Stanin, Bankin, Samsonova, Orlova and Samsonova</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Logachev, Kanapin, Rozhmina, Stanin, Bankin, Samsonova, Orlova and Samsonova</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>To assess the genomic diversity of <italic>Fusarium oxysporum</italic> f. sp. <italic>lini</italic> strains and compile a comprehensive gene repertoire, we constructed a pangenome using 13 isolates from four different clonal lineages, each exhibiting distinct levels of virulence. Syntenic analyses of two selected genomes revealed significant chromosomal rearrangements unique to each genome. A comprehensive examination of both core and accessory pangenome content and diversity points at an open genome state. Additionally, Gene Ontology (GO) enrichment analysis indicated that non-core pangenome genes are associated with pathogen recognition and immune signaling. Furthermore, the <italic>Folini</italic> pansecterome, encompassing secreted proteins critical for fungal pathogenicity, primarily consists of three functional classes: effector proteins, CAZYmes, and proteases. These three classes account for approximately 3.5% of the pangenome. Each functional class within the pansecterome was meticulously annotated and characterized with respect to pangenome category distribution, PFAM domain frequency, and strain virulence assessment. This analysis revealed that highly virulent isolates have specific types of PFAM domains that are exclusive to them. Upon examining the repertoire of <italic>SIX</italic> genes known for virulence in other formae speciales, it was found that all isolates had a similar gene content except for two, which lacked <italic>SIX</italic> genes entirely.</p>
</abstract>
<kwd-group>
<kwd>Fusarium wilt</kwd>
<kwd>flax</kwd>
<kwd>pangenome</kwd>
<kwd>
<italic>Fusarium oxysporum</italic>
</kwd>
<kwd>virulence</kwd>
<kwd>effectors</kwd>
<kwd>
<italic>SIX</italic> genes</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="4"/>
<equation-count count="1"/>
<ref-count count="94"/>
<page-count count="17"/>
<word-count count="8760"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Plant Pathogen Interactions</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Fusarium wilt of flax is a disease that affects many areas worldwide, caused by a specific type of <italic>Fusarium oxysporum</italic> Schlecht., a fungus in the Ascomycota phylum (<xref ref-type="bibr" rid="B20">Gordon, 2017</xref>; <xref ref-type="bibr" rid="B92">Zhang and Ma, 2017</xref>). This special form (i.e., forma specialis, f. sp.) of <italic>Fusarium oxysporum</italic> is known to infect only flax (<xref ref-type="bibr" rid="B5">Baayen et&#xa0;al., 2000</xref>).</p>
<p>Flax is an excellent source of oil and fiber. Oilseed flax is rich in unsaturated fatty acids, lignins, easily digestible proteins, dietary fiber, vitamins, and minerals. It is also used in the production of paints, resins, printing inks, varnishes, and linoleum. Fiber flax varieties are used as the base material to produce textiles and composites. The Fusarium wilt causes substantial economic damage, as it leads to a reduction in both seed productivity and fiber quality (<xref ref-type="bibr" rid="B37">Kommedahl et&#xa0;al., 1970</xref>; <xref ref-type="bibr" rid="B12">Dean et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B41">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B67">Rozhmina et&#xa0;al., 2022</xref>).</p>
<p>
<italic>Fusarium oxysporum</italic> displays several peculiar features that distinguish it from the other <italic>Fusarium</italic> species. Indeed, the phenomenon of sexual reproduction has not yet been observed in <italic>Fusarium oxysporum</italic> despite the presence of the conserved mating-type genes (either <italic>MAT1&#x2013;1</italic> or <italic>MAT1&#x2013;2</italic>) that are typical of sexual species (<xref ref-type="bibr" rid="B91">Yun et&#xa0;al., 2000</xref>). On top of this, <italic>Fusarium oxysporum</italic> exhibits a polymorphic lifestyle that varies across genotypes from soil saprophytes to endophytic strains and to specialized parasites capable of infecting plants, as well as animals, including humans (<xref ref-type="bibr" rid="B12">Dean et&#xa0;al., 2012</xref>). The lifestyle is mainly set by genetics, however switching between different lifestyles may result from a loss of dispensable chromosomes or be triggered by parasexual processes.</p>
<p>Phytopathogenic <italic>Fusarium oxysporum</italic> strains are usually found in soil as saprophytes. Nonetheless, when environmental conditions are right, they infect plants by penetrating roots and by colonizing vascular tissues (<xref ref-type="bibr" rid="B20">Gordon, 2017</xref>). Strains with the same host range are grouped in a forma specialis. Most <italic>Fusarium oxysporum</italic> special forms are restricted to a single plant species, yet some may infect several species, which are either close relatives or at least belong to one family (<xref ref-type="bibr" rid="B36">Kistler, 1997</xref>; <xref ref-type="bibr" rid="B55">O&#x2019;Donnell et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B16">Edel-Hermann and Lecomte, 2019</xref>). To date, around 100 forms of <italic>Fusarium oxysporum</italic> (<xref ref-type="bibr" rid="B12">Dean et&#xa0;al., 2012</xref>) have been identified, with <italic>Fusarium oxysporum</italic> f. sp <italic>lini</italic> (<italic>Folini</italic>) being one of them. The strains of <italic>Folini</italic> have been separated into several clades, implying that its pathogenicity is of a clonal origin (<xref ref-type="bibr" rid="B70">Samsonova et&#xa0;al., 2021</xref>).</p>
<p>Recently it has been shown that in <italic>Fusarium oxysporum</italic> strains the estimated genome size varies from 54 Mb to 77 Mb, while the number of chromosomes ranges from 9 to 20 (<xref ref-type="bibr" rid="B48">Ma et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B18">Fokkens et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B33">Kanapin et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B87">Wang et&#xa0;al., 2020</xref>). Importantly, all sequenced <italic>Fusarium oxysporum</italic> chromosomes, even those assembled with the Hi-C data (<xref ref-type="bibr" rid="B18">Fokkens et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B87">Wang et&#xa0;al., 2020</xref>), are predicted pseudomolecules. Only in a handful of them the concordance with physical chromosomes was examined (<xref ref-type="bibr" rid="B4">Ayukawa et&#xa0;al., 2018</xref>). The predicted gene count in different <italic>Fusarium oxysporum</italic> genomes vary between 13K and 18K, with the average number of predicted gene models being 17K. Yet, mapping transcriptome sequencing data to <italic>F. oxysporum</italic> f. sp. <italic>lycopersici</italic> genome assembly, built with LRS technology data, predicted 50% more gene models (<xref ref-type="bibr" rid="B75">Sun et&#xa0;al., 2022</xref>)</p>
<p>Comparative synteny analysis reveals that <italic>Fusarium oxysporum</italic> genome has a complex structure encompassing conservative (i.e., conservative or core chromosomes) and variable parts (i.e., dispensable or accessory chromosomes). The latter is lineage-specific, meaning that it either exhibits poor syntenic alignment with other <italic>Fusarium oxysporum</italic> genomes from distinct lineages (<xref ref-type="bibr" rid="B48">Ma et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B89">Williams et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B3">Armitage et&#xa0;al., 2018</xref>) or does not align to them at all. The dispensable genome has a low density of genes and a high abundance of transposons. It has a high number of variants and undergoes rapid evolutionary changes. On the other hand, conservative chromosomes have a higher gene density, a lower density of repetitive regions and SNPs. Also, they contain a larger number of genes related to primary metabolism (<xref ref-type="bibr" rid="B3">Armitage et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B90">Yang et&#xa0;al., 2020</xref>).</p>
<p>The majority of well-studied <italic>Fusarium oxysporum</italic> genomes are characterized with 11 conservative chromosomes, with the number of dispensable chromosomes ranging between 1 and 8 (<xref ref-type="bibr" rid="B33">Kanapin et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B87">Wang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B70">Samsonova et&#xa0;al., 2021</xref>). Remarkably, the dispensable chromosomes may dissipate with little consequence to the fungus&#x2019;s survival, but with a measurable detrimental effect on its virulence. Upon re-acquisition of such chromosomes, the virulence of the fungus is likely to increase (<xref ref-type="bibr" rid="B48">Ma et&#xa0;al., 2010</xref>). These dispensable chromosomes, also referred to as pathogenic-specific chromosomes, contain specific effector genes that are essential for the successive suppression of the host plant immunity (<xref ref-type="bibr" rid="B3">Armitage et&#xa0;al., 2018</xref>). The pathogenic-specific chromosomes were found in several special forms including ff. spp. <italic>lycopersici</italic>, <italic>cepae</italic>, <italic>radicis-cucmerineum</italic> and <italic>fragariae</italic> (<xref ref-type="bibr" rid="B83">van Dam et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B43">Li et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B26">Henry et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B69">Sakane et&#xa0;al., 2023</xref>). Notably, the horizontal transfer of the whole chromosome or its part into a non-pathogenic strain Fo47 have been registered previously for ff. spp. <italic>lycopersici</italic> and <italic>radicis</italic>-<italic>cucumerinum</italic> (<xref ref-type="bibr" rid="B48">Ma et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B85">Vlaardingerbroek et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B83">van Dam et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B43">Li et&#xa0;al., 2020a</xref>, <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2020b</xref>). The resulting transformed strains can induce the same disease symptoms as the donor strains on the corresponding host plants. The <italic>Folini</italic> strain MI39 has 11 conservative and 4 dispensable chromosomes, among which chromosomes 12, 13 or 15 are potentially pathogenic-specific chromosomes due to the presence of <italic>SIX</italic> genes encoding specific effectors. However, a focused experiment is required to validate this fact (<xref ref-type="bibr" rid="B33">Kanapin et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B70">Samsonova et&#xa0;al., 2021</xref>).</p>
<p>The set of genes in the dispensable parts of the individual <italic>Fusarium oxysporum</italic> genomes varies significantly between ff. spp (<xref ref-type="bibr" rid="B59">Plissonneau et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B29">Jangir et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B68">Sabahi et&#xa0;al., 2021</xref>), clonal lineages and surprisingly also within a single f. sp (<xref ref-type="bibr" rid="B13">de Sain and Rep, 2015</xref>; <xref ref-type="bibr" rid="B84">van Dam et&#xa0;al., 2016</xref>), probably due to their polyphyletic origin (<xref ref-type="bibr" rid="B92">Zhang and Ma, 2017</xref>). Capturing the whole set of genes either of <italic>Fusarium oxysporum</italic> or a single f. sp. within <italic>Fusarium oxysporum</italic> is of paramount importance for understanding the mechanisms underlying genome evolution and plasticity, especially for addressing various questions regarding parasite&#x2019;s adaptation to the host plant, as key determinants of pathogenicity are often functionally redundant and are encoded by genes not shared among all lineages or ff. spp (<xref ref-type="bibr" rid="B82">van Dam et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B23">Guallar et&#xa0;al., 2022</xref>)</p>
<p>Pangenome research (<xref ref-type="bibr" rid="B6">Badet and Croll, 2020</xref>; <xref ref-type="bibr" rid="B7">Badet et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B2">Alouane et&#xa0;al., 2021</xref>), which refers to the characterization of the complete set of genes of a species or an infra-species taxa, is crucial for pinpointing the virulence factors of fungal isolates. We conducted an analysis of the pangenome of 13 <italic>Folini</italic> isolates that belong to 4 clonal lineages with varying virulence. Our study mainly focused on the functional diversity and content of the pansecretome, a collection of secreted proteins that are crucial for the fungus&#x2019;s pathogenicity. Notably, our findings indicate that strongly and moderately virulent strains have a different range of PFAM domains in non-core pansecretome groups.</p>
<p>Our research has revealed that all <italic>Folini</italic> strains have the same set of <italic>SIX</italic> genes, with the exception of two strains that had no <italic>SIX</italic> genes at all. This suggests that various fungal isolates possess different virulence factors to counteract plant defense mechanisms, and that while the presence of <italic>SIX</italic> genes is likely a contributing factor to strain virulence, it is not the only factor at play.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Material and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>
<italic>Folini</italic> strains virulence and VCG</title>
<p>The <italic>Folini</italic> strains under investigation were provided by the Federal Crop Research Institute, city of Torzhok, Tver&#x2019; region, Russia. Their virulence was assessed under greenhouse conditions using reference cultivars (Tost 3, Tvertza, A-29) with contrasting susceptibility to Fusarium wilt. Mitcherlich vessels were filled with healthy soil by 2/3 of the height. Next, a pure fungal culture was introduced into each vessel (40 grams per vessel), covered with soil and abundantly watered. The seeds of a reference cultivar were sown on the fifth &#x2013; sixth day after the inoculation.</p>
<p>The pure culture inoculum of a strain was prepared by growing it on the beer-wort agar-agar medium with subsequent incubation on the oat grain substrate (the grain-to-water ratio of 1 to 1.75). After three, maximum four, weeks&#x2019; time, once the substrate had been completely colonized and the macro and microconidia had formed, the pathogen was introduced into the soil.</p>
<p>The severity of the disease in &#x430; reference cultivar was evaluated during harvest after the onset of the phase of early yellow ripeness. The DSS (Disease Severity Score) grades ranged from 0 to 3, where 0 stands for a healthy plant, 1 indicates a partial plant browning or stem browning from one side, 2 matches a fully browned plant with bolls, and, finally, 3 corresponds to a fully browned plant that collapses before the formation of bolls. Based on these grades the disease severity index (DSI) was calculated according to the formula generally accepted in the phytopathology field:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mi mathvariant="bold-italic">I</mml:mi>
<mml:mo mathvariant="bold">=</mml:mo>
<mml:mo mathvariant="bold">&#xa0;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo mathvariant="bold">&#x2211;</mml:mo>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">A</mml:mi>
<mml:mi mathvariant="bold-italic">K</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo mathvariant="bold">&#xa0;</mml:mo>
<mml:mn mathvariant="bold">100</mml:mn>
<mml:mo mathvariant="bold">%</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>a</italic> - is the number of plants with the same DSS; <italic>b</italic> &#x2013; is the estimated DSS; <italic>A</italic> is the total number of plants and <italic>K</italic> is the highest DSS grade (i.e., grade 3). A strain was considered strongly virulent, if DSI value exceeds 50%, moderately virulent, if the DSI value is in the range from 20% to 50%, and, finally, weakly virulent in those cases, where the DSI&#x2002;&#x2264; 20%. Three flax cultivars representing contrasted disease susceptibility groups, namely highly resistant A-29, moderately resistant Tvertza and the highly susceptible Tost3 were used to classify <italic>Folini</italic> strains into strong, moderate and weakly virulent groups.</p>
<p>Vegetative Compatibility groups are determined in accordance with the adapted method first introduced by Puhalla (<xref ref-type="bibr" rid="B61">Puhalla, 1985</xref>). The modifications are as follows: to recover nitrogen-nonutilizing (<italic>nit</italic>) mutants we used PDA supplemented with potassium chlorate (15 g/l) and sucrose (20 g/l) as a chlorate-containing medium.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Genome sequencing, assembly and analysis</title>
<p>Fusarium oxysporum strains F200, F365, F418 were grown in Chapek broth medium (30 g/l sucrose, 2 g/l sodium nitrate, 1 g/l potassium monohydrogen phosphate, 0.5 g/l magnesium sulfate, 0.5 g/l potassium chloride, 0.01 g/l ferrous sulfate). DNA was extracted with NucleoSpin Plant II (Macherey-Nagel, Germany) with the addition of RNAse A. DNA sequencing of the F418 genome was conducted at BGI (Hong Kong, China), with 100x coverage by PacBio RS II System and 30x coverage by Illumina HighSeq. Both the remaining 2 isolates i.e., F200 and F365 were sequenced with 30x coverage using Illumina HighSeq (paired-end reads, 150 bp). Hybrid assembly of the F418 genome was performed in three steps: (1) the initial assembly of PacBio contigs was performed with Canu package (v. 1.4) using the default settings (<xref ref-type="bibr" rid="B38">Koren et&#xa0;al., 2017</xref>); (2) further polishing and correction of the assembly was done with Pilon software (v. 1.23) (<xref ref-type="bibr" rid="B86">Walker et&#xa0;al., 2014</xref>) using sequencing reads generated by Illumina HighSeq; (3) the guided chromosome-level assembly was constructed with MI39 reference genome using RagTag program (version 2.1) (<xref ref-type="bibr" rid="B1">Alonge et&#xa0;al., 2022</xref>).</p>
<p>An assembly of genomes sequenced with short reads (Illumina) only includes two steps: contigs assembly with abyss-pe program from the ABYSS package (version 2.1.5) (<xref ref-type="bibr" rid="B73">Simpson et&#xa0;al., 2009</xref>), and reference-guided assembly using MI39 reference genome. To ensure the uniformity of data processing the genomes of previously published strains F329, F324, F282, and F287 (<xref ref-type="bibr" rid="B33">Kanapin et&#xa0;al., 2020</xref>) were reassembled with RagTag package (<xref ref-type="bibr" rid="B1">Alonge et&#xa0;al., 2022</xref>). Besides the genomes of the strains sequenced in (<xref ref-type="bibr" rid="B15">Dvorianinova et&#xa0;al., 2021</xref>) (i.e., F456, F476, F482, F483, F525) and newly sequenced strains F200 and F365 were constructed with abyss-pe and RagTag using MI39 as a reference. The quality of every genome assembly was assessed with the QUAST program (version 5.0.2) (<xref ref-type="bibr" rid="B25">Gurevich et&#xa0;al., 2013</xref>). Short reads of 12 <italic>Folini</italic> strains were aligned to the MI39 reference genome using bwa-mem (<xref ref-type="bibr" rid="B42">Li and Durbin, 2009</xref>) with default parameters.</p>
<p>To accomplish gene prediction and functional annotation of the proteins, we used BUSCO (v 4.0.4) (<xref ref-type="bibr" rid="B72">Seppey et&#xa0;al., 2019</xref>) with parameters &#x201c;&#x2013;augustus&#x201d; and &#x201c;-l hypocreales_odb10&#x201d;, respectively. Variant calling for the alignments was completed with NGSEP version 4.0 (<xref ref-type="bibr" rid="B78">Tello et&#xa0;al., 2022</xref>) Synteny analysis was done using Satsuma2 program (<xref ref-type="bibr" rid="B22">Grabherr et&#xa0;al., 2010</xref>).</p>
<p>Protein orthogroups were identified with silix software (version 1.3.0) (<xref ref-type="bibr" rid="B50">Miele et&#xa0;al., 2011</xref>), where the minimum percent of identity to accept blast hits for building families has been set to 0.8. The pangenome accumulation curves were plotted using R vegan package&#x2019;s specaccum function (<xref ref-type="bibr" rid="B56">Oksanen et&#xa0;al., 2018</xref>)</p>
<p>Candidate secreted proteins were identified in three steps. First, secretory signal peptides were predicted using signalP tool (version 5.0) (<xref ref-type="bibr" rid="B54">Nielsen et&#xa0;al., 2019</xref>). Then, the TMHMM (v2.0) program was used to keep proteins without a transmembrane domain or with a single transmembrane domain in the N-terminal signal peptide (<xref ref-type="bibr" rid="B39">Krogh et&#xa0;al., 2001</xref>). Lastly, PredGPI was applied to remove sequences containing GPI (glycosylphosphatidylinositol) anchors (<xref ref-type="bibr" rid="B57">Pierleoni et&#xa0;al., 2008</xref>). Subsequently, the secretomes were screened for CAZymes using a stand-alone version of DBCan2 suite (<xref ref-type="bibr" rid="B94">Zheng et&#xa0;al., 2023</xref>) and for effector genes using EffectorP software (version 3.0) (<xref ref-type="bibr" rid="B74">Sperschneider and Dodds, 2022</xref>). <italic>SIX</italic> genes were not accounted for in the BUSCO program&#x2019;s prediction, leading to their inclusion in the final count. Putative peptidases and peptidase inhibitors were predicted using the MEROPS database (<xref ref-type="bibr" rid="B63">Rawlings et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Phylogenetic analysis</title>
<p>For the purposes of phylogenetic analysis, EF-1&#x3b1; gene sequences were selected from 53 strains. These include 13 <italic>Folini</italic> genomes from this study, 20 strains of <italic>Folini</italic> available from the NCBI repositories, and 19 strains of different <italic>F. oxysporum</italic> ff. spp. and <italic>F. solani, F. graminearum, F. verticelloides</italic>, and <italic>F. avenaceum</italic> were used as an outgroup (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). First, the sequences were aligned with CLC Sequence Viewer tool (<ext-link ext-link-type="uri" xlink:href="http://www.qiagenbioinformatics.com">http://www.qiagenbioinformatics.com</ext-link>). Next, the maximum likelihood phylogeny tree was constructed with the Tamura-Nei model using 1000 bootstrap replicates, as implemented in the IQ-TREE tool (<xref ref-type="bibr" rid="B51">Minh et&#xa0;al., 2020</xref>).</p>
<p>A phylogenetic analysis of <italic>SIX</italic> genes was done using sequences from 13 <italic>Folini</italic> strains and other special forms of <italic>F. oxysporum</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). All the sequences were obtained from the NCBI database (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/nucleotide/">https://www.ncbi.nlm.nih.gov/nucleotide/</ext-link>) and aligned with the aforementioned the CLC Sequence Viewer. Again, a consensus tree was built using IQ-TREE (<xref ref-type="bibr" rid="B51">Minh et&#xa0;al., 2020</xref>) with bootstrap support (1000 replicates). The following substitution models for each of the trees constructed were in use: <italic>SIX1</italic> -TNe+G4, <italic>SIX7</italic> - K2P+I, <italic>SIX10</italic> - K2P+G4, <italic>SIX12</italic> - K2P, <italic>SIX13</italic> - K2P.</p>
<p>The whole-genome SNP-based phylogeny (as identified in the 12 <italic>Folini</italic> genomes) was inferred by MEGAX software (version 10.1.8) (<xref ref-type="bibr" rid="B76">Tamura et&#xa0;al., 2021</xref>), where the MI39 genome served as a reference.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>RNA isolation and differential gene expression analysis</title>
<p>Seedlings of the Fusarium wilt-resistant flax cultivar Atalante, as well as the seedlings of the susceptible cultivar LM98, were infected with the fungus strain MI39. RNA isolation from infected and uninfected plants was performed in three independent replicates on days 3 and 5 post-inoculation. Thus, RNA was obtained from 21 samples in total, where each sample includes material collected from three to five roots. Total RNA from infected roots was isolated using the RNeasy Mini Kit (QIAGEN, Germany). The isolated transcripts were sequenced on the DNBSEQ platform at the Beijing Genome Institute (BGI) (paired-end, 100 bp reads). The resulting data was filtered using SOAPnuke (<xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2017</xref>). To assess read abundance for reference transcriptomes of both flax (GCA_000224295.2) and <italic>Folini</italic> (MI39 strain) (<xref ref-type="bibr" rid="B9">Bray et&#xa0;al., 2016</xref>) the Kalisto tool (v.0.44.0) with bootstrap support for 100 samples and a k-mer length of 31 nucleotides was applied. Further downstream analysis was conducted using the sleuth package (version 0.30.1) (<xref ref-type="bibr" rid="B58">Pimentel et&#xa0;al., 2016</xref>). Transcripts characterized with low coverage values (i.e., 5 reads in either half or more than half of the samples undergoing the comparison) were filtered out and excluded from further consideration.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Analysis of the <italic>SIX</italic> genes</title>
<p>
<italic>Fusarium</italic> cultures were grown in Chapek Broth medium for a week in a shaker incubator at 25&#xb0;C and 100 rpm. Then mycelia were concentrated and rinsed twice in sterile water by centrifugation (3200 rpm) for as long as 15&#xa0;min at 4&#xb0;C. Next, the washed mycelia were collected, placed into mortars and dried in a thermostat at 32&#xb0;C for 24 hours. The product was then powdered with sterile pestles. To extract DNA from the mycelial powder, we used DNeasy Plant Mini Kit (Qiagen) in accordance with the manufacturer&#x2019;s recommendations. DNA quality was assessed by Qubit 4.0 fluorimeter (Thermo Fisher Scientific) and electrophoresis in 1% agarose gel with subsequent visualization by GelDoc system (Bio-Rad). Finally, we ran PCRs with specific oligonucleotide primers (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>) to evaluate expression levels of <italic>SIX1 &#x2014; SIX 14</italic> genes in each strain. Likewise, PCR products were documented by electrophoresis in 1% agarose gel using the GelDoc system (Bio-Rad).</p>
<p>Nucleotide sequences of genes <italic>SIX1, SIX7, SIX10, SIX12</italic> and <italic>SIX13</italic> were extracted from Genbank. Homologous loci in <italic>Folini</italic> genomes were identified with the blast+ tool. The resulting homology regions were analyzed with the MIT GENSCAN web server (<xref ref-type="bibr" rid="B10">Burge and Karlin, 1998</xref>) and the FindORF tool from the NCBI web server. The predicted polypeptides were aligned to the homologous regions to visualize introns with CLC Sequence Viewer (QIAGEN Aarhus).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>
<italic>Folini</italic> strains and genomes</title>
<p>Ten <italic>Folini</italic> strains were isolated from flax straw or from vegetative plants cultivated in the Tver region (Russia). In addition, two isolates, F200 and F456, came from the Netherlands and France correspondingly, while the F365 strain was obtained from China (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Three flax cultivars distinguished by contrasting disease susceptibility, namely A-29 - highly resistant, Tvertza - moderately resistant and, finally, Tost 3 &#x2013; the highly susceptible type, were used to estimate strain virulence under greenhouse conditions by calculating the Disease Severity Index (DSI) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), where the DSI is a normalized proportion of genotypes with identical disease symptoms (see Section 2.1). Thus, <italic>Folini</italic> strains F282, F287, F324, F329, F483 and MI39 were classified as strongly virulent, while strains F200, F365, F418, F456, and F482 belog to the weak virulence group. Finally, strains F476 and F525 developed a moderate response to infection.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>
<italic>Folini</italic> strain characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Strain</th>
<th valign="middle" align="center">Origin</th>
<th valign="middle" align="center">Virulence</th>
<th valign="middle" align="center">Sequencing</th>
<th valign="middle" align="center">Genome size (Mbp)</th>
<th valign="middle" align="center">Chromosome number</th>
<th valign="middle" align="center">Gene number</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">MI39</td>
<td valign="middle" align="center">Torzhok distr.</td>
<td valign="middle" align="center">strong</td>
<td valign="middle" align="center">Illumina+PacBio</td>
<td valign="middle" align="center">69,5</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 234</td>
</tr>
<tr>
<td valign="middle" align="center">F200</td>
<td valign="middle" align="center">the Netherlands</td>
<td valign="middle" align="center">weak</td>
<td valign="middle" align="center">Illumina</td>
<td valign="middle" align="center">64,0</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 352</td>
</tr>
<tr>
<td valign="middle" align="center">F282</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">strong</td>
<td valign="middle" align="center">Illumina</td>
<td valign="middle" align="center">64,2</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 207</td>
</tr>
<tr>
<td valign="middle" align="center">F287</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">strong</td>
<td valign="middle" align="center">Illumina</td>
<td valign="middle" align="center">64,1</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 304</td>
</tr>
<tr>
<td valign="middle" align="center">F324</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">strong</td>
<td valign="middle" align="center">Illumina</td>
<td valign="middle" align="center">65,7</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 300</td>
</tr>
<tr>
<td valign="middle" align="center">F329</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">strong</td>
<td valign="middle" align="center">Illumina</td>
<td valign="middle" align="center">64,9</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">14 332</td>
</tr>
<tr>
<td valign="middle" align="center">F365</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">weak</td>
<td valign="middle" align="center">Illumina</td>
<td valign="middle" align="center">57,1</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 395</td>
</tr>
<tr>
<td valign="middle" align="center">F418</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">weak</td>
<td valign="middle" align="center">Illumina+PacBio</td>
<td valign="middle" align="center">64,9</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 200</td>
</tr>
<tr>
<td valign="middle" align="center">F456</td>
<td valign="middle" align="center">France</td>
<td valign="middle" align="center">weak</td>
<td valign="middle" align="center">Illumina+NanoPore</td>
<td valign="middle" align="center">55,7</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 334</td>
</tr>
<tr>
<td valign="middle" align="center">F476</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">moderate</td>
<td valign="middle" align="center">Illumina+NanoPore</td>
<td valign="middle" align="center">57,9</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 260</td>
</tr>
<tr>
<td valign="middle" align="center">F482</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">weak</td>
<td valign="middle" align="center">Illumina+NanoPore</td>
<td valign="middle" align="center">53,2</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 466</td>
</tr>
<tr>
<td valign="middle" align="center">F483</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">strong</td>
<td valign="middle" align="center">Illumina+NanoPore</td>
<td valign="middle" align="center">53,7</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 087</td>
</tr>
<tr>
<td valign="middle" align="center">F525</td>
<td valign="middle" align="center">Tver&#x2019; distr.</td>
<td valign="middle" align="center">moderate</td>
<td valign="middle" align="center">Illumina+NanoPore</td>
<td valign="middle" align="center">59,5</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">14 382</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Strain virulence and VCGs.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Strain</th>
<th valign="middle" colspan="3" align="left">DSI, %</th>
<th valign="middle" rowspan="2" align="left">VCG</th>
</tr>
<tr>
<th valign="middle" align="left">Tost 3</th>
<th valign="middle" align="left">Tvertza</th>
<th valign="middle" align="left">A-29</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">F282</td>
<td valign="middle" align="left">69,9</td>
<td valign="middle" align="left">27,8</td>
<td valign="middle" align="left">12,3</td>
<td valign="middle" align="left">004416</td>
</tr>
<tr>
<td valign="middle" align="left">F287</td>
<td valign="middle" align="left">66,6</td>
<td valign="middle" align="left">19,5</td>
<td valign="middle" align="left">16,7</td>
<td valign="middle" align="left">004416</td>
</tr>
<tr>
<td valign="middle" align="left">F324</td>
<td valign="middle" align="left">69,9</td>
<td valign="middle" align="left">24,2</td>
<td valign="middle" align="left">15,4</td>
<td valign="middle" align="left">004416</td>
</tr>
<tr>
<td valign="middle" align="left">F329</td>
<td valign="middle" align="left">72,7</td>
<td valign="middle" align="left">29,9</td>
<td valign="middle" align="left">8,0</td>
<td valign="middle" align="left">004416</td>
</tr>
<tr>
<td valign="middle" align="left">MI39</td>
<td valign="middle" align="left">86,3</td>
<td valign="middle" align="left">25,3</td>
<td valign="middle" align="left">6,5</td>
<td valign="middle" align="left">004416</td>
</tr>
<tr>
<td valign="middle" align="left">F200</td>
<td valign="middle" align="left">12,5</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">004416</td>
</tr>
<tr>
<td valign="middle" align="left">F365</td>
<td valign="middle" align="left">15,6</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">004415</td>
</tr>
<tr>
<td valign="middle" align="left">F418</td>
<td valign="middle" align="left">18,3</td>
<td valign="middle" align="left">5,6</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">004417</td>
</tr>
<tr>
<td valign="middle" align="left">F456</td>
<td valign="middle" align="left">16,7</td>
<td valign="middle" align="left">19,0</td>
<td valign="middle" align="left">0,2</td>
<td valign="middle" align="left">004417</td>
</tr>
<tr>
<td valign="middle" align="left">F482</td>
<td valign="middle" align="left">20,0</td>
<td valign="middle" align="left">15,3</td>
<td valign="middle" align="left">1,0</td>
<td valign="middle" align="left">004418</td>
</tr>
<tr>
<td valign="middle" align="left">F476</td>
<td valign="middle" align="left">31,4</td>
<td valign="middle" align="left">15,1</td>
<td valign="middle" align="left">6,2</td>
<td valign="middle" align="left">004417</td>
</tr>
<tr>
<td valign="middle" align="left">F525</td>
<td valign="middle" align="left">32,0</td>
<td valign="middle" align="left">14,1</td>
<td valign="middle" align="left">14,7</td>
<td valign="middle" align="left">004416</td>
</tr>
<tr>
<td valign="middle" align="left">F483</td>
<td valign="middle" align="left">62.4</td>
<td valign="middle" align="left">15,3</td>
<td valign="middle" align="left">12,7</td>
<td valign="middle" align="left">Not available</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The ability of the hyphae of two individual fungal isolates to fuse and form viable heterokaryons (i.e., vegetative compatibility) may be considered indirect evidence of genetic similarity (<xref ref-type="bibr" rid="B36">Kistler, 1997</xref>; <xref ref-type="bibr" rid="B35">Katan and Primo, 1999</xref>). Because of the above, we interrogated 11 <italic>Folini</italic> strains to determine Vegetative Compatibility (VCG) groups (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Of the four VCGs revealed, the largest of them, i.e., group &#x201c;004416&#x201d; contains seven strains, including MI39. The next group by size, the &#x201c;004417&#x201d;, has three members, while groups &#x201c;004415&#x201d; and &#x201c;004418&#x201d; are represented by one strain each (F365 and F482, correspondingly).</p>
<p>The MI39 reference genome was constructed from PacBio long reads and was later polished and corrected using short sequencing reads generated by Illumina technology as described in (<xref ref-type="bibr" rid="B33">Kanapin et&#xa0;al., 2020</xref>). Out of the 29 scaffolds, 20 scaffolds of the resulting reference genome assembly have been identified as chromosomes based on their homology to the <italic>Fusarium oxysporum</italic> f. sp. <italic>lycopersici</italic> reference genome and the similarity of the genome assemblies of other <italic>F. oxysporum</italic> f. sp. <italic>lini</italic> isolates, as elaborated in (<xref ref-type="bibr" rid="B33">Kanapin et&#xa0;al., 2020</xref>). The provisional attribution of the <italic>Folini</italic> chromosomes into two genomic compartments has been facilitated by the syntenic analyses of the MI39 strain that were previously reported (<xref ref-type="bibr" rid="B33">Kanapin et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B70">Samsonova et&#xa0;al., 2021</xref>). Consequently, chromosomes 1 &#x2013; 11 and 16 &#x2013; 19 are assigned to the conservative part, whereas chromosomes 12 &#x2013;15 and 20 are allocated to the variable compartment.</p>
<p>We used the MI39 genome as a reference to reassemble the genomes of 12 <italic>Folini</italic> strains sequenced by different methods (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The sizes of assembled genomes vary from 53.2 to 69.5 Mbp, with average GC content equal to 48.1%. The N50 value ranges from 28,09 to 173,71 kbp. Both numbers of predicted chromosomes and gene models are similar across thirteen <italic>Folini</italic> genomes, with the latter ranging from 14,087 to 14,395. The majority of the strain genomes are comprised of twenty chromosomes, while F329 has nineteen of them in the predicted karyotype.</p>
<p>To gain insight into patterns of synteny and orthology across <italic>Folini</italic> isolates we compared MI39 and F418 strains as a) their genome sequences resulted from hybrid <italic>de novo</italic> genome assembly, and b) the isolates demonstrate contrasting pathogenic potential. Specifically, MI39 is a highly virulent strain, while F418 exhibit weak virulence. To analyze syntenic patterns, we ran GENESPACE (<xref ref-type="bibr" rid="B46">Lovell et&#xa0;al., 2022</xref>) software on MI39 and F418 genome assemblies. The conservative chromosomes of the above strains are similar in size, while the dispensable chromosomes of the MI39 isolate, namely, chromosomes 12&#x2013;15, differ in length from their counterparts in F418 (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, B</bold>
</xref>). As expected, the conservative chromosome sets of MI39 and F418 strains demonstrate a high degree of similarity in gene order. Also, the conservation pattern did not change once <italic>F. oxysporum</italic> Fo47 endophytic strain was added to the analysis (<xref ref-type="bibr" rid="B87">Wang et&#xa0;al., 2020</xref>). However, we observed at least eight whole chromosome inversions in the Fo47 genome (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>A comparison of the MI39 and F418 genome assemblies. <bold>(A)</bold> The GENESPACE syntenic map (i.e., riparian plot) of syntenic regions in the genome comparison of the <italic>Folini</italic> MI39 and F418 strains and Fo47 endophytic strain. <bold>(B)</bold> Circos plot (<xref ref-type="bibr" rid="B40">Krzywinski et&#xa0;al., 2009</xref>) presenting syntenic regions between MI39 and F418 dispensable chromosomes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383914-g001.tif"/>
</fig>
<p>The dispensable chromosomes of fungal pathogens are associated with virulence and host-specificity (<xref ref-type="bibr" rid="B19">Frantzeskakis et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B80">Torres et&#xa0;al., 2020</xref>). Syntenic analysis of dispensable chromosomes in MI39 and F418 isolates revealed chromosomes 15 and 14 as the most and least conserved ones, respectively. Chromosome 15 showed the highest level (64.3%) of similarity in gene order between the aforementioned strains. In contrast, chromosome 14 shares syntenic blocks with dispensable chromosomes 13, 14, and 15 and core chromosomes 1, 6, and 8. It is also longer in MI39 as compared to F418. (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Similarly, other accessory chromosomes of MI39 share syntenic blocks with core and non-homologous dispensable chromosomes of F418, as shown in <xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, B</bold>
</xref>.</p>
<p>We performed the phylogenetic analysis to resolve the relationships and estimate genetic distances between <italic>Folini</italic> strains. Two phylogenetic trees were constructed: (1) a maximum likelihood (ML) tree for EF-1&#x3b1; sequence data for a group of 50 isolates, including 13 <italic>Folini</italic> genomes from this study, 20 <italic>Folini</italic> isolates from NCBI database (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/nucleotide/">https://www.ncbi.nlm.nih.gov/nucleotide/</ext-link>), and 26 different <italic>F. oxysporum</italic> ff. spp. isolates, while 4 other <italic>Fusarium</italic> species were used as an outgroup (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>, <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), and (2) a neighbor-joining (NJ) cladogram based on a whole-genome SNP set for 12 <italic>Folini</italic> strains and MI39 genome as a reference (see <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). On both trees, most of the strains clustered into two distinct clades, while F482 appeared to form a separate branch. It is worth noting that the F365 isolate was in a separate branch on the NJ tree, but grouped together with other isolates obtained from flax and cotton plants on the ML tree, forming a clade.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Phylogeny of <italic>Folini</italic> isolates. <bold>(A)</bold> The phylogeny of <italic>F</italic>. <italic>oxysporum</italic> isolates infecting flax and various other hosts as inferred with the maximum likelihood algorithm run on EF-1&#x3b1; gene sequences. <bold>(B)</bold> Neighbor-joining tree for 12 <italic>Folini</italic> genomes generated with whole-genome sets of SNPs as discovered in respective sequences.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383914-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>
<italic>Folini</italic> pangenome</title>
<p>To estimate the genomic diversity of <italic>Folini</italic> strains and gain insight into its gene repertoire, we constructed a pangenome by clustering 185,853 proteins identified in the 13 <italic>Folini</italic> genomes. We thus detected 17,731 non-redundant orthologous protein clusters (othogroups), of which 9388 (53%) are core orthogroups shared among all genomes (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Moreover, 4095 (23%) of all orthogroups are present in some but not all genomes (i.e., accessory orthogroups) and 24% of the orthogroups (4248) are singletons composed of genes found in one of the genomes only. Curiously, F482 and F365 strains have the highest proportion of singletons, 837 and 608 genes, respectively, while the lowest proportion of singletons (144 and 180 genes) is detected in F282 and F324 isolates, respectively. The rest of the strains contain comparable numbers of singletons in the interval sandwiched by 212 and 399 genes.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Pangenome of the <italic>Folini</italic> strains. <bold>(A)</bold> The flower plot shows the numbers of core proteins (center), accessory proteins (annulus) and singletons (petals) encoded by the genomes of the 13 <italic>Folini</italic> strains. <bold>(B)</bold> The <italic>Folini</italic> pangenome accumulation curves. <bold>(C)</bold> Functional annotation of core, accessory and singleton proteins.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383914-g003.tif"/>
</fig>
<p>The gene accumulation curve (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>) demonstrates that the number of core genes continually decreases with the addition of new genomes. On the contrary, pangenome size, defined as a total number of non-redundant orthologous protein clusters, grows steadily with the iterative addition of new genomes, which eventually characterizes the <italic>Folini</italic> genome as open one.</p>
<p>The GO enrichment analysis (FDR&lt; 0.001) of the core, accessory and singleton proteins encoded by the <italic>Folini</italic> pangenome reveals clear differences in their functions (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). The core proteins are significantly enriched in terms associated with basic cellular and molecular functions, such as microtubule-based movement, ribosome, structural constituent of the ribosome, vesicle-mediated transport, spliceosomal complex, and chromatin remodeling. As expected, the accessory proteins demonstrate enrichment of GO categories linked to pathogenicity and defense mechanisms (e.g. channel activity, D&#x2212;arabinono&#x2212;1,4&#x2212;lactone oxidase activity, hydrolase activity, phosphorylation, polygalacturonase activity, primary amine oxidase activity, protein ADP&#x2212;ribosylation, serine-type peptidase activity, transmembrane signaling receptor activity), as well as to DNA transposition (e.g. DNA integration, DNA synthesis involved in DNA repair, transposition). Finally, singleton proteins are enriched in terms associated with pathogen recognition and immune signaling, such as cell adhesion, assembly of signal complexes, and protein tyrosine kinase activity.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Pansecretome and virulence</title>
<p>Fungus interaction with the plant immune system, as well as the digestion of plant cells to get nutrients, are accomplished by the secretion of specific proteins that make up an individual secretome (<xref ref-type="bibr" rid="B13">de Sain and Rep, 2015</xref>; <xref ref-type="bibr" rid="B30">Jashni et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Berlemont, 2017</xref>; <xref ref-type="bibr" rid="B32">Kameshwar and Qin, 2018</xref>), which, incidentally, is roughly of the same size in different <italic>Folini</italic> strains. The pansecretome was assembled from 621 orthogroups of secreted proteins (3,5% of the <italic>Folini</italic> pangenome). The core and non-core orthogroups of secreted proteins comprise 40,3% and 59,7% of the pansecretome, i.e., 250 and 371 clusters, respectively. Among the non-core orthogroups, 229 clusters (36,9% of the pansecretome) are assigned to accessory orthogroups, while 142 orthogroups (22,6% of the pansecretome) are singletons.</p>
<p>The pansectretome primarily comprises three functional groups: CAZYmes, effector proteins, and proteases (see <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>), where the non-core orthogroups dominate within each functional class (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>A number of genes encoding secreted proteins, effectors, proteases and CAZYmes found in the individual <italic>Folini</italic> genomes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Strain</th>
<th valign="middle" colspan="4" align="center">Number of genes encoding</th>
</tr>
<tr>
<th valign="middle" align="center">secreted proteins</th>
<th valign="middle" align="center">effectors</th>
<th valign="middle" align="center">proteases</th>
<th valign="middle" align="center">CAZYmes</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">F200</td>
<td valign="middle" align="center">368</td>
<td valign="middle" align="center">110&#xa0;+&#xa0;7*</td>
<td valign="middle" align="center">55</td>
<td valign="middle" align="center">105</td>
</tr>
<tr>
<td valign="middle" align="center">F282</td>
<td valign="middle" align="center">350</td>
<td valign="middle" align="center">109&#xa0;+&#xa0;7</td>
<td valign="middle" align="center">47</td>
<td valign="middle" align="center">99</td>
</tr>
<tr>
<td valign="middle" align="center">F287</td>
<td valign="middle" align="center">359</td>
<td valign="middle" align="center">111&#xa0;+&#xa0;7</td>
<td valign="middle" align="center">48</td>
<td valign="middle" align="center">100</td>
</tr>
<tr>
<td valign="middle" align="center">F324</td>
<td valign="middle" align="center">372</td>
<td valign="middle" align="center">112&#xa0;+&#xa0;7</td>
<td valign="middle" align="center">48</td>
<td valign="middle" align="center">103</td>
</tr>
<tr>
<td valign="middle" align="center">F329</td>
<td valign="middle" align="center">345</td>
<td valign="middle" align="center">105&#xa0;+&#xa0;7</td>
<td valign="middle" align="center">48</td>
<td valign="middle" align="center">101</td>
</tr>
<tr>
<td valign="middle" align="center">F365</td>
<td valign="middle" align="center">356</td>
<td valign="middle" align="center">112</td>
<td valign="middle" align="center">46</td>
<td valign="middle" align="center">94</td>
</tr>
<tr>
<td valign="middle" align="center">MI39</td>
<td valign="middle" align="center">340</td>
<td valign="middle" align="center">108&#xa0;+&#xa0;8</td>
<td valign="middle" align="center">47</td>
<td valign="middle" align="center">93</td>
</tr>
<tr>
<td valign="middle" align="center">F418</td>
<td valign="middle" align="center">342</td>
<td valign="middle" align="center">102&#xa0;+&#xa0;7</td>
<td valign="middle" align="center">49</td>
<td valign="middle" align="center">95</td>
</tr>
<tr>
<td valign="middle" align="center">F456</td>
<td valign="middle" align="center">346</td>
<td valign="middle" align="center">109&#xa0;+&#xa0;7</td>
<td valign="middle" align="center">50</td>
<td valign="middle" align="center">94</td>
</tr>
<tr>
<td valign="middle" align="center">F476</td>
<td valign="middle" align="center">347</td>
<td valign="middle" align="center">105&#xa0;+&#xa0;6</td>
<td valign="middle" align="center">49</td>
<td valign="middle" align="center">96</td>
</tr>
<tr>
<td valign="middle" align="center">F482</td>
<td valign="middle" align="center">367</td>
<td valign="middle" align="center">109</td>
<td valign="middle" align="center">51</td>
<td valign="middle" align="center">112</td>
</tr>
<tr>
<td valign="middle" align="center">F483</td>
<td valign="middle" align="center">349</td>
<td valign="middle" align="center">105&#xa0;+&#xa0;8</td>
<td valign="middle" align="center">51</td>
<td valign="middle" align="center">98</td>
</tr>
<tr>
<td valign="middle" align="center">F525</td>
<td valign="middle" align="center">371</td>
<td valign="middle" align="center">113&#xa0;+&#xa0;6</td>
<td valign="middle" align="center">50</td>
<td valign="middle" align="center">102</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*The number of <italic>SIX</italic> genes in a strain.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>
<bold>(A)</bold> The proportion of core, accessory and singleton orthogroups within the pansecretome functional classes. <bold>(B)</bold> Core, accessory and singleton protein numbers within the CAZYme functional classes: AA, auxiliary activities; GH, glycosyl hydrolases; CE, carbohydrate esterases; PL, polysaccharide lyases; GT, glycosyltransferases; CB, carbohydrate-binding modules. <bold>(C)</bold> Flower plot presenting the number of core (center), accessory (annulus) and singleton (petals) orthogroups in the effectome of the 13 <italic>Folini</italic> strains. <bold>(D)</bold> Heatmap of PFAM domain frequencies observed in core (&#x201c;core&#x201d;) and non-core (&#x201c;single&#x201d; stands for singleton and &#x201c;acc&#x201d; stands for accessory) effectome and in strains with moderate (M) and strong (S) virulence. The intensity of the blue color is proportional to the PFAM domain frequency.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383914-g004.tif"/>
</fig>
<p>We classified CAZYmes into six groups according to their functions and analyzed their abundance and distribution among pansecretome categories (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). The core genes dominate in the most abundant classes, which are glycosyl hydrolases (GH), auxiliary activities (AA) and carbohydrate esterases (CE).</p>
<p>The average number of effector proteins identified in individual <italic>Folini</italic> genomes is about 114 (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The <italic>Folini</italic> pansecretome contains 200 effector orthogroups. Of these, 88 are accessory, 40 belong to one isolate only and 72 are conserved between all strains (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). The number of singletons agrees with the phylogenomic relationship between strains. For example, the F482 strain contains the maximum number of singletons (10 orthogroups), while the F365 strain and F456 isolate incorporate 7 and 5 singletons correspondingly. The number of singleton effectors in the remaining ten genomes ranges between 3 and 1.</p>
<p>The <italic>Folini</italic> genome has dual compartmentalization encompassing conserved and dispensable (i.e., lineage-specific) parts. Incidentally, the reference MI39 strain has 116 effector genes (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>), of which 63 and 53 genes belong to core and accessory pansecretome, respectively. F418, the second strain sequenced with LRS technology, has the same number of core effectors and 7 non-core effectors fewer than MI39. The majority of genes encoding these proteins are located on conserved chromosomes, while only 12 and 9 non-core effector genes map to dispensable chromosomes of MI39 and F418 correspondingly.</p>
<p>The expression level of predicted effectors in MI39 mycelia was assessed in both liquid culture and <italic>in planta</italic> by observing the infection progress in seedlings from resistant (Atalante) and susceptible (LM98) flax varieties over time. While all MI39 effectors were expressed, their levels varied. One-third of the effectors showed low expression in both mycelium and infected plants. The remaining effectors are divided into two categories: (1) those present in both the mycelium and the plant and (2) those only found in the plant (as shown in <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>). The effector orthogroups&#x2019; presence-absence heatmap in <italic>Folini</italic> strains indicates a clear separation between strongly and weakly virulent strains (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). Notably, an orthogroup known as FOL004461, consists of eight proteins expressed only <italic>in planta</italic>. Of these proteins, five are present in MI39, as well as in other strongly virulent strains, while two proteins are found in weakly virulent strains, namely F365 and F200, and one is present in the medium virulent strain, F525. These proteins contain three specific PFAM domains: MANEC (PF07502), PAN_3 (PF08277), and PAN_4 (PF14295). PAN domains are ubiquitous in diverse proteins and are involved in protein-protein and protein-carbohydrate interactions (<xref ref-type="bibr" rid="B79">Tordai et&#xa0;al., 1999</xref>), while the MANEC domain may play a pivotal role in the formation of protein complexes that contain various protease activators and inhibitors (<xref ref-type="bibr" rid="B24">Guo et&#xa0;al., 2004</xref>).</p>
<p>We performed a genome-wide annotation of CAZYmes, effector proteins, and proteases using the PFAM database (<xref ref-type="bibr" rid="B52">Mistry et&#xa0;al., 2020</xref>). The results of hierarchical clustering of PFAM domain frequencies computed for strongly and moderately virulent <italic>Folini</italic> isolates in core, accessory and singleton categories highlight a remarkable difference in domain repertoire (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>; <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S2</bold>
</xref>). It is noteworthy that certain PFAM domains are exclusive to specific virulence groups, with most of these domains being encoded by non-core genes. Among strongly virulent strains, the number of unique PFAMs found in CAZYmes and proteases is three times less than in weakly virulent strains (23 and 68 domains, respectively), as presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>. This disparity can be attributed to the close genetic relationship of strongly virulent strains, as evident from most of them being grouped in one clade of the phylogenetic tree (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Despite the significant genetic similarity between strongly and weakly virulent strains, the number of unique PFAM domains found in effectors is similar for both, with 26 and 35, respectively (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>). The PFAM domains found in CAZYmes of strongly virulent strains are commonly found in transmembrane and extracellular proteins, as well as proteins participating in glycoside bond hydrolysis (PF01120, PF07477, PF03632, PF17851, etc.), carbohydrate synthesis (PF05691), and fatty acid metabolism (PF02737). Additionally, weakly virulent strains also possess a functionally similar set of specific domains for CAZYmes, but with the added presence of domains characteristic of methyltransferases (e.g., PF08241, PF13489, PF13649) and host-pathogen recognition (PF13517). The functional diversity of PFAM domains found in effector proteins is particularly high (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>), with strongly virulent strains possessing domains for proteins involved in signaling (PF07645, PF13923) and regulation of transcription (PF05086), while weakly virulent strains exhibit protein domains involved in tyrosine and phenylalanine biosynthesis (PF01817) and chromatin remodeling (PF09011).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>
<italic>SIX</italic> gene analysis</title>
<p>The pathogen&#x2019;s virulence is modulated by cysteine-rich small effector proteins called Secreted in Xylem (SIX) proteins (<xref ref-type="bibr" rid="B64">Rep et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B27">Houterman et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B34">Kashiwa et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B71">Schmidt et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Ma et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B83">van Dam et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B88">Widinugraheni et&#xa0;al., 2018</xref>). SIX proteins were first discovered in xylem sap of tomato plants (<xref ref-type="bibr" rid="B28">Houterman et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B71">Schmidt et&#xa0;al., 2013</xref>). The coding of these proteins is attributed to <italic>SIX</italic> genes belonging to 14 gene families and located on pathogenic-specific chromosomes. Nonetheless, formae speciales have diverse SIX protein profiles and gene sequences (<xref ref-type="bibr" rid="B13">de Sain and Rep, 2015</xref>; <xref ref-type="bibr" rid="B29">Jangir et&#xa0;al., 2021</xref>). Thus, <italic>SIX</italic> genes can be utilized as markers for identifying pathogens.</p>
<p>Surprisingly, we could not find <italic>SIX</italic> genes in two weakly virulent strains (i.e., F365 and F482). Yet, the rest of the 11 <italic>Folini</italic> genomes considered in this study exhibit identical sets of the <italic>SIX</italic> gene families, namely <italic>SIX1, SIX7, SIX10, SIX1</italic>2 and <italic>SIX13</italic>, thus suggesting a conservation of the <italic>SIX</italic> gene repertoire (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>; <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figures S3</bold>
</xref>, <xref ref-type="supplementary-material" rid="SF1">
<bold>S7</bold>
</xref>-<xref ref-type="supplementary-material" rid="SF1">
<bold>S20</bold>
</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>
<italic>SIX</italic> gene repertoires identified in each of the 13 <italic>Folini</italic> genomes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Strain</th>
<th valign="middle" rowspan="2" align="center">Chromosome</th>
<th valign="middle" rowspan="2" align="center">
<italic>SIX1</italic>
</th>
<th valign="middle" colspan="2" align="center">
<italic>SIX7</italic>
</th>
<th valign="middle" rowspan="2" align="center">
<italic>SIX10</italic>
</th>
<th valign="middle" colspan="2" align="center">
<italic>SIX12</italic>
</th>
<th valign="middle" rowspan="2" align="center">
<italic>SIX13</italic>
</th>
</tr>
<tr>
<th valign="middle" align="center">a</th>
<th valign="middle" align="center">b</th>
<th valign="middle" align="center">a</th>
<th valign="middle" align="center">b</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="3" align="center">M39</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+ (x3)</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">F200</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+ (x3)</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">F282, F287, F324, F329</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">F365</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="center">F418</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="center">F456</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">_</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+ (x2)</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">_</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="center">F476</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">F482</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="center">F483</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+ (x2)</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">F525</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">+</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x201c;+&#x201d; and &#x201c;-&#x201d; indicate gene presence or absence, (xn) shows the number of copies.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The <italic>SIX1</italic> gene sequence is identical in all genomes except for F418 and F456. The Six1 protein in the F418 isolate has 12 amino acid substitutions, of which one, at position 238 (glutamate to glutamine), is also present in the Six1 protein of the F456 isolate. Also, there are two paralogs of the <italic>SIX7</italic> gene <italic>(i.e., SIX7a</italic> and <italic>SIX7b)</italic> on chromosomes 12 and 15, respectively (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Interestingly, all <italic>Folini SIX</italic>-containing strains have <italic>SIX7a</italic>, while the MI39 genome has three copies of this gene. We found <italic>SIX7b</italic> gene in genomes of the MI39, F418, F456, F476, F483 and F525 strains. The amino acid sequences of <italic>SIX7a</italic> and <italic>SIX7b</italic> are 82% identical. The <italic>SIX10</italic> gene is situated on chromosome 12 and includes one intron. It encodes two polypeptide variants, one with arginine and the other with glutamine at the C-terminus. Two paralogs of the <italic>SIX12</italic> gene, <italic>SIX12a</italic> and <italic>SIX12b</italic>, are present, with widely varying location and number of copies. Most <italic>Folini</italic> strains, M39, F282, F287, F324, F329 and F418 contain both paralogs. In all strains, except for F456 and F483, <italic>SIX12a</italic> maps to chromosome 12, while <italic>SIX12b</italic> is found on chromosome 13. In the F456 strain, two copies of <italic>SIX12a</italic> are located on chromosome 13, while in the F483, there are two <italic>SIX12a</italic> copies on chromosome 13 and only one copy on chromosome 12. In the F476 and the F525 strains, genes <italic>SIX12b</italic> and <italic>SIX12a</italic> are found on chromosomes 13 and 12, respectively (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). The F200 strain has three copies of the <italic>SIX12b</italic> gene, all of which are located on chromosome 13. The Six12a and Six12b proteins are almost identical, differing only in two positions: 83 and 91. At these positions, Six12a has glutamate and lysine, while Six12b has lysine and asparagine, respectively. The <italic>SIX13</italic> gene has two introns and is always present as a single copy on chromosome 12 (as shown in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). This gene is strongly conserved across strains.</p>
<p>We characterized the relative location of <italic>SIX</italic> genes in chromosome 12 using the genomes assembled with the LRS technology (M39 and F418 isolates, <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). The analyses revealed several gene clusters of similar architecture.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The <italic>Folini SIX</italic> genes. <bold>(A)</bold>. <italic>SIX</italic> gene mapping to chromosome 12 of MI39 (panels i, ii, iii) and F418 genomes (panels iv, v, vi) assembled with the long-read sequencing technology. Note the similarity of the <italic>SIX7a-SIX12a-SIX10</italic> gene cluster between the genomes and the positioning of the <italic>SIX13</italic> gene. <bold>(B)</bold> Heatmap presenting normalized <italic>SIX</italic> gene expression levels in different genomes, where <italic>Fo</italic> samples correspond to mycelia in liquid culture, AtF stands for Atalante flax cultivar (resistant to infection) on the third and the fifth day post-inoculation, and, finally, LMF shows LM98 flax variety (susceptible) on the third and the fifth day post-inoculation. All experiments were carried out in three biological replicates.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1383914-g005.tif"/>
</fig>
<p>Recent results show that <italic>SIX1</italic> and <italic>SIX13</italic> gene families demonstrate host-related clustering, as revealed by phylogenetic analyses (<xref ref-type="bibr" rid="B70">Samsonova et&#xa0;al., 2021</xref>). Given these findings, we examined the remaining <italic>SIX</italic> genes to check if the aforementioned host-related grouping holds. The <italic>SIX</italic> gene dataset included members from different <italic>F. oxysporum</italic> ff. spp. alongside three other <italic>Folini</italic> isolates from Australia and Canada (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>). The phylogeny analyses conducted on the <italic>SIX7</italic>, <italic>SIX10</italic> and <italic>SIX12</italic> genes demonstrate that the <italic>Folini</italic> isolates are separate from other ff. spp. (see <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figures S4</bold>
</xref>, <xref ref-type="supplementary-material" rid="SF1">
<bold>S5</bold>
</xref>). The phylogeny of the <italic>SIX7</italic> (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S4A</bold>
</xref>) and <italic>SIX12</italic> (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S5</bold>
</xref>) gene families distinctly highlights the difference between <italic>SIX7a</italic> and <italic>SIX7b</italic>, as well as <italic>SIX12a</italic> and <italic>SIX12b</italic> sequence variants, since they occupy separate clades on the trees. We thus conclude that the <italic>SIX7</italic> and <italic>SIX12</italic> gene homologs are of polyphyletic origin. In contrast, as demonstrated in the respective phylogenetic tree, the origin of <italic>SIX10</italic> is monophyletic.</p>
<p>We used RNAseq technology to assess the expression levels of <italic>SIX</italic> genes during the 5-day infection process of flax plants. We conducted this evaluation on seedlings from both resistant (Atalante) and susceptible (LM98) varieties, as shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>. <italic>SIX1</italic> and <italic>SIX13</italic> exhibit higher expression levels than other <italic>SIX</italic> genes. <italic>SIX13</italic> expression in LM98 exhibits variable levels of activity over replicates. In contrast to the Atalante variety, in LM98, it is slightly lower and reaches high levels only by the fifth day. The remaining <italic>SIX</italic> genes (and their copies) are either expressed at low or moderate levels. Interestingly, the latter is detected in two copies of <italic>SIX7a</italic>, a copy of <italic>SIX12</italic> and <italic>SIX10</italic> on day five post-infection in the susceptible flax cultivar.</p>
<p>Thus the characterization of the <italic>SIX</italic> gene diversity in <italic>Folini</italic> strains revealed the conservation of their repertoire: most strains had the same set of <italic>SIX</italic> genes regardless of their virulence status. However two <italic>Folin</italic>i isolates lacked any of the <italic>SIX</italic> genes in spite of weak virulence.</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Mating-type idiomorphs</title>
<p>It is widely accepted that <italic>F. oxysporum</italic> is a species that reproduces asexually (<xref ref-type="bibr" rid="B21">Gordon and Martyn, 1997</xref>). However, the fungus contains a conserved set of genes involved in sexual development and reproduction in other fungi, including mating-type idiomorphs (<xref ref-type="bibr" rid="B91">Yun et&#xa0;al., 2000</xref>). We found that twelve of thirteen <italic>Folini</italic> strains have <italic>MAT1&#x2013;2</italic> idiomorph, while only the F365 strain is <italic>MAT1&#x2013;1</italic> positive (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S6</bold>
</xref>). In all strains considered, the <italic>MAT1&#x2013;2</italic> locus contains two genes oriented in opposite directions at its ends. The first gene is <italic>MAT1&#x2013;2-1</italic>, highly conserved across Sordariomycetes. The second gene encodes a protein exhibiting a high level of homology with Mat1&#x2013;2-3 protein from <italic>F. avenaceum</italic> and hence was identified as <italic>MAT1&#x2013;2-3</italic> (<xref ref-type="bibr" rid="B47">Lys&#xf8;e et&#xa0;al., 2014</xref>) The F482 strain has the truncated version of this gene, <italic>MAT1&#x2013;2-3m</italic>, which lacks the whole third exon and part of the second intron. PCR analysis revealed that <italic>MAT1&#x2013;2-3</italic> and <italic>MAT1&#x2013;2-3m</italic> transcripts in liquid mycelial cultures of MI39 were of the expected gene length.</p>
<p>The F365 strain&#x2019;s <italic>MAT1&#x2013;1</italic> locus conforms to the architecture characteristic of heterothallic Sordariomycetes (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S6</bold>
</xref>), apart from the fact that the <italic>MAT1&#x2013;1-3</italic> gene lacks an intron.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In this study, we created a pangenome for 13 isolates of <italic>F. oxysporum</italic> f. sp. <italic>lini (Folini)</italic> at the intra-species level. An average <italic>Folini</italic> genome contains 14,296 genes, contrary to our baseline assessment of the gene repertoire in the pangenome of 17,731 genes. The number of genes found in the genomes of all isolates considered in this study is even smaller &#x2013; 9,388, which amounts to 54% of the pangenome gene repertoire. Recently, it has been shown that the pangenome of <italic>F. graminearum</italic> is made up of 20,807 non-redundant sequences from 20 isolates. Out of these, 11,560 genes (56%) are non-core genes. Also, the genome of an isolate varies between 12,729 and 13,316 predicted genes (<xref ref-type="bibr" rid="B2">Alouane et&#xa0;al., 2021</xref>). According to a study, the <italic>Z. tritici</italic> pangenome constructed with 19 genomes has about 15,474 orthogroups. However, only 60% of these orthogroups (around 9,193) are present in all studied isolates. Additionally, each genome has a gene count ranging between 11,657 and 12,787 (<xref ref-type="bibr" rid="B7">Badet et&#xa0;al., 2020</xref>). Despite having a larger number of individual genes, which is an average of 20,645, and a larger pangenome size of 34,639 genes (<xref ref-type="bibr" rid="B17">Fayyaz et&#xa0;al., 2023</xref>), the pangenome of 99&#xa0;F<italic>. oxysporum</italic> f. sp. <italic>ciceris</italic> strains still contains a similar number of core genes as 10,435. Given these findings, the number of core genes in the <italic>Folini</italic> genome stands in the same range as in the genomes of <italic>F. oxysporum</italic> f. sp. <italic>ciceris</italic>, <italic>F. graminearum</italic> and <italic>Z. tritici</italic> (10,435, 9,388 and 9,193, respectively). Most notably, as the analyses of enriched GO terms clearly demonstrate (<xref ref-type="bibr" rid="B2">Alouane et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B17">Fayyaz et&#xa0;al., 2023</xref>), proteins attributed to the core part of the above pangenomes are associated with primary metabolism, which points to the conservation of essential gene repertoire in genomes of phytopathogenic mycelial fungi.</p>
<p>Our results demonstrate that the <italic>Folini</italic> pangenome is open and has not yet captured the overall diversity of the f. sp. At present, the <italic>Folini</italic> pangenome captures gene content from 4 clonal lineages. Yet, a survey of vegetative compatibility conducted on 74 isolates in wilt nurseries in western Canada identified 12 vegetative compatibility groups (<xref ref-type="bibr" rid="B53">Mpofu and Rashid, 2001</xref>), thus emphasizing the need for further research, including sequencing of new strains from different regions.</p>
<p>The <italic>Folini</italic> pangenome contains a relatively high proportion of accessory and singleton genes (46%), indicating the presence of considerable genomic diversity within individual isolates. This observation is further supported by the syntenic analyses of the genomes of MI39 and F418, which revealed significant genomic rearrangements in dispensable chromosomes, as shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>. The spectrum of enriched GO terms commonly associated with non-core <italic>Folini</italic> genes highlights their involvement in processes concerned with plant immunity and pathogenicity (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). It is possible to hypothesize that the virulence potential and adaptation of individual strains to the environment is upheld by a high level of genetic variability that is intrinsic to them. It&#x2019;s worth noting that the conjecture is strongly supported by the fact that PFAM domains specific to virulence groups are predominantly encoded by non-core genes (as shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>; <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S2</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>).</p>
<p>The genomes of filamentous plant pathogens are divided into two parts - conservative and dispensable, which creates a concept called the &#x201c;two-speed genome&#x201d; (<xref ref-type="bibr" rid="B62">Raffaele et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B80">Torres et&#xa0;al., 2020</xref>). This genome compartmentalization speeds up the evolution of genomic loci on variable chromosomes, which is crucial for virulence. It&#x2019;s worth noting that only a small percentage (0.2%) of core genes are found in the dispensable part of both MI39 and F418 genomes. Meanwhile, the proportion of non-core genes located on these chromosomes is much larger (namely, 23.5% in MI39 and 15.5% in F418 - as shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>). Despite this, most of the genes that encode the preponderate pansecretome classes - CAZYmes, effectors, and proteases are situated in the conservative part of both genomes and depending on the functional category, between 20 and 40 percent of these genes are non-core.</p>
<p>The fungus pansecretome is an indispensable player shaping host-pathogen interactions (<xref ref-type="bibr" rid="B13">de Sain and Rep, 2015</xref>; <xref ref-type="bibr" rid="B30">Jashni et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Berlemont, 2017</xref>; <xref ref-type="bibr" rid="B32">Kameshwar and Qin, 2018</xref>). The <italic>Folini</italic> pansecretome amounts to 3.5% of pangenome and is almost exclusively made of CAZYmes, effector proteins and proteases (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>), which are distributed nonuniformly over core and non-core orthogroups. Glycosyl hydrolases (GH), auxiliary activities (AA), and carbohydrate esterases (CE) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>) are abundant classes in CAZYmes. They are involved in cellulose, hemicelluloses, pectin and lignin degradation and are essential for successful invasion and pathogenesis (<xref ref-type="bibr" rid="B8">Berlemont, 2017</xref>; <xref ref-type="bibr" rid="B32">Kameshwar and Qin, 2018</xref>). Incidentally, the prevalence of the same functional classes over other types of enzymes was also found in ff. spp. infecting legumes (<xref ref-type="bibr" rid="B66">Roy et&#xa0;al., 2020</xref>)</p>
<p>To establish a stable infection, fungi secrete effector proteins that suppress the host&#x2019;s immune response or manipulate the host&#x2019;s cell physiology (<xref ref-type="bibr" rid="B60">Presti et&#xa0;al., 2015</xref>). Somewhat surprisingly, despite their crucial role in understanding the mechanisms driving fungal invasion, the majority of <italic>Folini</italic> effector proteins are still uncharacterized (<xref ref-type="bibr" rid="B29">Jangir et&#xa0;al., 2021</xref>). At present, 14 families of SIX proteins have been identified (<xref ref-type="bibr" rid="B14">Does et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B71">Schmidt et&#xa0;al., 2013</xref>). Most importantly, the repertoire of SIX proteins is diverse in different ff. spp (<xref ref-type="bibr" rid="B84">van Dam et&#xa0;al., 2016</xref>). A selected number of SIX proteins found in <italic>F. oxysporum</italic> ff. spp. <italic>lycopersici</italic>, <italic>cubensis</italic> and <italic>conglutinans</italic> were experimentally shown to enhance virulence and are, therefore, genuine effectors (<xref ref-type="bibr" rid="B64">Rep et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B27">Houterman et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B34">Kashiwa et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Ma et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B45">Li et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B83">van Dam et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B88">Widinugraheni et&#xa0;al., 2018</xref>). An in-depth analysis of the <italic>Folini SIX</italic> genes revealed the conservation of their repertoire since all strains except two isolates contain an identical set of five gene families, namely, <italic>SIX1, SIX7, SIX10, SIX1</italic>2 and <italic>SIX13</italic> (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>; <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S3</bold>
</xref>). Notably, multiple copies of <italic>SIX7</italic> and <italic>SIX12</italic>, along with paralogous genes, exist in various isolates. Furthermore, when infecting flax cultivars with the MI39 strain, we observed <italic>in planta</italic> expression for nearly all <italic>SIX</italic> genes (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). Interestingly, the two mildly virulent strains, F365 and F482, lacked any of the <italic>SIX</italic> genes (<xref ref-type="table" rid="T2">
<bold>Tables&#xa0;2</bold>
</xref>, <xref ref-type="table" rid="T4">
<bold>4</bold>
</xref>). This implies that <italic>SIX</italic> genes are not always present in pathogenic <italic>F. oxysporum</italic> strains. Likewise, the absence of <italic>SIX</italic> genes was reported in two weakly virulent isolates of <italic>F. oxysporum</italic> f. sp. <italic>cepae</italic> (<xref ref-type="bibr" rid="B77">Taylor et&#xa0;al., 2016</xref>), in the genomes of endophytic isolates of <italic>F. oxysporum</italic> f. sp. <italic>ciceris</italic> (<xref ref-type="bibr" rid="B17">Fayyaz et&#xa0;al., 2023</xref>) and the <italic>F. oxysporum</italic> isolates obtained from the diseased pea plants collected from the fields in the UK (<xref ref-type="bibr" rid="B31">Jenkins et&#xa0;al., 2021</xref>). Also, a low frequency of <italic>SIX</italic> genes is observed in natural populations of <italic>F. oxysporum</italic> isolates sampled across the Australian continent (<xref ref-type="bibr" rid="B65">Rocha et&#xa0;al., 2016</xref>). It is possible that the absence of <italic>SIX</italic> genes in <italic>Folini</italic> strains is a result of their distinct origin. However, this seems unlikely as F365 belongs to the same clade as the NRRL36286 that infects flax and the <italic>F. oxysporum</italic> f. sp. <italic>vasinfectum</italic> isolate that infects cotton (as shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Also, no correlation between <italic>SIX</italic> gene presence and virulence was reported for endophytic isolates of <italic>F. oxysporum</italic> f. sp. <italic>ciceris</italic> (<xref ref-type="bibr" rid="B17">Fayyaz et&#xa0;al., 2023</xref>). Thus <italic>F. oxysporum</italic> isolates can be pathogenic in the absence of <italic>SIX</italic> genes, which puts a high priority on analyzing other effectors as potential virulence factors.</p>
<p>
<italic>F. oxysporum</italic> is an exclusively asexual species, though it contains a conserved set of mating-type idiomorphs (<xref ref-type="bibr" rid="B91">Yun et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B20">Gordon, 2017</xref>). We found that 12 of 13 <italic>Folini</italic> strains have <italic>MAT1&#x2013;2</italic> idiomorph, while F365 is the only <italic>MAT1&#x2013;1</italic> positive one (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S6</bold>
</xref>). The predominance of <italic>MAT1&#x2013;2</italic> idiomorph could be due to a geographic factor, as the majority of the strains come from the Tver region in Russia. In contrast to <italic>F. oxysporum</italic> ff. spp. <italic>lycopersici</italic> and <italic>ciceris</italic>, all <italic>MAT1&#x2013;2 Folini</italic> strains contain additional gene <italic>MAT1&#x2013;2-3</italic>. Conservation of <italic>MAT</italic> idiomorphs in <italic>F. oxysporum</italic> goes hand in hand with the conservation of other genes required for sexual reproduction (<xref ref-type="bibr" rid="B91">Yun et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B93">Zhang et&#xa0;al., 2020</xref>). In this context, the evolutionary stability of a functional sex pheromone synthesis and perception pathway is of particular interest (<xref ref-type="bibr" rid="B81">Turr&#xe0; et&#xa0;al., 2015</xref>).</p>
<p>Our study focuses on the gene repertoire of <italic>F. oxysporum</italic> f. sp. <italic>lini</italic>, shedding new light on its genomic diversity. We discovered significant chromosomal rearrangements that are specific to individual genomes. Moreover, our study provides strong support for the hypothesis that <italic>F. oxysporum</italic> isolates utilize different virulence factors during crop infection, allowing them to evade plant defense mechanisms efficiently. Most importantly, our findings clearly demonstrate no relationship between the <italic>SIX</italic> gene content and virulence, which enhances our understanding of the role of <italic>SIX</italic> genes in pathogenicity. However, analysis of the core and accessory pan-genome gene repertoire of <italic>Folini</italic> indicates the open state of the genome and highlights the importance of further research that includes sequencing of new diverse strains from different regions. Charting the <italic>Folini</italic> pangenome blueprint and studying its diversity is an essential and imperative initial step towards uncovering the mechanisms that underlie plant-fungal interactions, and devising new strategies for controlling diseases.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: BioProject, PRJNA630722 and PRJNA721899.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>AL: Investigation, Writing &#x2013; original draft. AK: Conceptualization, Formal Analysis, Methodology, Validation, Writing &#x2013; review &amp; editing. TR: Funding acquisition, Resources, Writing &#x2013; original draft. VS: Validation, Writing &#x2013; original draft. MB: Data curation, Writing &#x2013; original draft. AS: Software, Visualization, Writing &#x2013; review &amp; editing. EO: Project administration, Writing &#x2013; original draft. MS: Writing &#x2013; review &amp; editing, Supervision, Conceptualization, Methodology.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research was funded by Russian Science Foundation, grant number 23&#x2013;16-00037.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank the St. Petersburg State Polytechnic University Centre for Supercomputing (scc.spbstu.ru) for providing excellent computational resources and support for this project. They would also like to express their thanks to the shared services center &#x201c;The analytical center of nano- and biotechnologies of SPbPU&#x201d; for the use of specialized lab equipment.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2024.1383914/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2024.1383914/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
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