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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Fungal Biol.</journal-id>
<journal-title>Frontiers in Fungal Biology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Fungal Biol.</abbrev-journal-title>
<issn pub-type="epub">2673-6128</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/ffunb.2022.897954</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Fungal Biology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Comparative Genomics Reveals a Single Nucleotide Deletion in <italic>pksP</italic> That Results in White-Spore Phenotype in Natural Variants of <italic>Aspergillus fumigatus</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gibbons</surname><given-names>John G.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/73713"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>D&#x2019;Avino</surname><given-names>Paolo</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1065513"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname><given-names>Shu</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1150711"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cox</surname><given-names>Grace W.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rinker</surname><given-names>David C.</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fortwendel</surname><given-names>Jarrod R.</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Latge</surname><given-names>Jean-Paul</given-names>
</name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/23383"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Food Science, University of Massachusetts</institution>, <addr-line>Amherst, MA</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Molecular and Cellular Biology Graduate Program, University of Massachusetts</institution>, <addr-line>Amherst, MA</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Organismic &amp; Evolutionary Biology Graduate Program, University of Massachusetts</institution>, <addr-line>Amherst, MA</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Biological Sciences, Vanderbilt University</institution>, <addr-line>Nashville, TN</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center</institution>, <addr-line>Memphis, TN</addr-line>, <country>United States</country></aff>
<aff id="aff6"><sup>6</sup><institution>Aspergillus Unit, Institut Pasteur</institution>, <addr-line> Paris</addr-line>, <country>France</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Paula Gon&#xe7;alves, New University of Lisboa, Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ra&#xfa;l A. Ortiz-Merino, KU Leuven, Belgium; Marco A. Coelho, Duke University, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: John G. Gibbons, <email xlink:href="mailto:jggibbons@umass.edu">jggibbons@umass.edu</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Fungal Genomics and Evolution, a section of the journal Frontiers in Fungal Biology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>3</volume>
<elocation-id>897954</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Gibbons, D&#x2019;Avino, Zhao, Cox, Rinker, Fortwendel and Latge</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Gibbons, D&#x2019;Avino, Zhao, Cox, Rinker, Fortwendel and Latge</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><italic>Aspergillus fumigatus</italic> is a potentially deadly opportunistic human pathogen. <italic>A. fumigatus</italic> has evolved a variety of mechanisms to evade detection by the immune system. For example, the conidium surface is covered in a layer of 1,8-dihydroxynaphthalene (DHN) melanin which masks the antigen macrophages use for recognition. DHN melanin also protects conidia from ultraviolet radiation and gives <italic>A. fumigatus</italic> conidia their characteristic green-grayish color. Here, we conducted genomic analysis of two closely related white-spore natural variants of <italic>A. fumigatus</italic> in comparison to two closely related green-spore isolates to identify a genetic basis of the white-spore phenotype. Illumina whole-genome resequencing data of the four isolates was used to identify variants that were shared in the white-spore isolates and different from both the green-spore isolates and the Af293 reference genome (which is also a green-spore isolate). We identified 4,279 single nucleotide variants and 1,785 insertion/deletions fitting this pattern. Among these, we identified 64 variants predicted to be high impact, loss-of-function mutations. One of these variants is a single nucleotide deletion that results in a frameshift in <italic>pksP</italic> (<italic>Afu2g17600</italic>), the core biosynthetic gene in the DHN melanin encoding gene cluster. The frameshift mutation in the white-spore isolates leads to a truncated protein in which a phosphopantetheine attachment site (PP-binding domain) is interrupted and an additional PP-binding domain and a thioesterase domain are omitted. Growth rate analysis of white-spore and green-spore isolates at 37&#xb0;C and 48&#xb0;C revealed that white-spore isolates are thermosensitive. Growth rate of <italic>A. fumigatus</italic> Af293 and a <italic>pksP</italic> null mutant in the Af293 background suggests <italic>pksP</italic> is not directly involved in the thermosensitivity phenotype. Further, our study identified a mutation in a gene (<italic>Afu4g04740)</italic> associated with thermal sensitivity in yeasts which could also be responsible for the thermosensitivity of the white-spore mutants. Overall, we used comparative genomics to identify the mutation and protein alterations responsible for the white-spore phenotype of environmental isolates of <italic>A. fumigatus</italic>.</p>
</abstract>
<kwd-group>
<kwd>Aspergillus</kwd>
<kwd>albinism</kwd>
<kwd>genomics</kwd>
<kwd>pksP gene</kwd>
<kwd>1,8-Dihydroxynaphthalene (DHN) melanin </kwd>
</kwd-group>    <contract-num rid="cn001">R21AI137485</contract-num>    <contract-sponsor id="cn001">National Institutes of Health<named-content content-type="fundref-id">10.13039/100000002</named-content>
</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="11"/>
<word-count count="5043"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p><italic>A. fumigatus</italic> is an opportunistic human pathogen responsible for the highest number of deaths and for the second highest number of infections of any fungal species (<xref ref-type="bibr" rid="B32">Latge, 1999</xref>; <xref ref-type="bibr" rid="B10">Brown et&#xa0;al., 2012</xref>). <italic>A. fumigatus</italic> primarily causes infections in individuals with compromised immune systems (<xref ref-type="bibr" rid="B32">Latge, 1999</xref>). Individuals with blood, bone marrow, and lymph node cancers, patients who have recently undergone solid organ transplantation surgery, and recipients of hematopoietic stem cell transplantation are at highest risk for invasive aspergillosis, the most serious and systemic form of <italic>A. fumigatus</italic> infection (<xref ref-type="bibr" rid="B53">Steinbach et&#xa0;al., 2012</xref>).</p>
<p><italic>A. fumigatus</italic> has evolved a collection of immune evasion and immune adaptation strategies that occur at the conidial and hyphal developmental stages (<xref ref-type="bibr" rid="B60">van de Veerdonk et&#xa0;al., 2017</xref>). For instance, the conidium surface is covered in a hydrophobic protein layer and a layer of 1,8-dihydroxynaphthalene (DHN) melanin. These molecules mask the immunogenic carbohydrate &#x3b2;(1,3)-glucan, which immune cells use for recognition (<xref ref-type="bibr" rid="B15">Couger et&#xa0;al., 2018</xref>). In addition, DHN-melanin enables <italic>A. fumigatus</italic> conidia to resist phagocytosis (<xref ref-type="bibr" rid="B33">Latge et&#xa0;al., 2017</xref>). Indeed, the conidia of DHN-melanin mutants are phagocytosed at significantly higher rates than wild-type conidia (<xref ref-type="bibr" rid="B38">Luther et&#xa0;al., 2007</xref>).</p>
<p>DHN-melanin accounts for the greenish-gray color of <italic>A. fumigatus</italic> conidia and is synthesized by a six gene cluster on chromosome 2 (<italic>abr2</italic>, <italic>abr1</italic>, <italic>ayg1</italic>, <italic>arp2</italic>, <italic>arp1</italic> and <italic>pksP</italic>) (<xref ref-type="bibr" rid="B24">Heinekamp et&#xa0;al., 2012</xref>). PksP produces naphthopyrone from acetyl-CoA and malonyl-CoA. Naphthopyrone is next shortened by Ayg1, reduced by Arp2 and Arp1, and finally oxidatively polymerized by Abr2 to form DHN-melanin (<xref ref-type="bibr" rid="B56">Tsai et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B57">Tsai et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B21">Fujii et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B54">Sugareva et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B24">Heinekamp et&#xa0;al., 2012</xref>). Interestingly, single knockout mutants of <italic>abr2</italic>, <italic>abr1</italic>, <italic>ayg1</italic>, <italic>arp2</italic>, <italic>arp1</italic> and <italic>pksP</italic> produce slightly different spore color phenotypes, with <italic>&#x394;pskP</italic> resulting in a complete loss of pigmentation (white conidia) (<xref ref-type="bibr" rid="B24">Heinekamp et&#xa0;al., 2012</xref>).</p>
<p>White-spore variants of <italic>A. fumigatus</italic> are occasionally clinically or environmentally isolated (<xref ref-type="bibr" rid="B49">Sarfati et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B3">Balajee et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B15">Couger et&#xa0;al., 2018</xref>), and could lead to misidentification, as green conidia color is a conserved characteristic of <italic>A. fumigatus</italic> (<xref ref-type="bibr" rid="B55">Sugui et&#xa0;al., 2014</xref>). Here, we aimed to understand the genetic basis of two natural <italic>A. fumigatus</italic> isolates displaying the white-spore phenotype. We sequenced the genomes of these isolates and compared them to two closely related <italic>A. fumigatus</italic> isolates that produce the typical greenish-gray spores.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title><italic>A. fumigatus</italic> Isolates, Culturing, DNA Extraction</title>
<p><italic>A. fumigatus</italic> IP_23 (originally known as CBS 386.75) and IP_24 (originally known as CBS 110.46) were obtained from the Westerdijk Fungal Biodiversity Institute (KNAW) of the Netherlands (<xref ref-type="bibr" rid="B49">Sarfati et&#xa0;al., 2002</xref>). IFM47072 and IFM59985 are clinical isolates originally isolated from Japan (<xref ref-type="bibr" rid="B64">Zhao et&#xa0;al., 2021</xref>). Isolates were grown on potato dextrose agar (PDA) plates at 37&#xb0;C for 72 hours. DNA was isolated directly from spores using the MasterPure yeast DNA purification kit following the manufacturer&#x2019;s instructions, with several minor modifications, as previously described (<xref ref-type="bibr" rid="B65">Zhao et&#xa0;al., 2019</xref>), and as follows. Spores were collected with wash-store solution (49.9% glycerol, 50% potato dextrose broth and 0.1% Tween-20), centrifuged at 14,000 RPM for 5 minutes, and the supernatant was discarded. Next, 300&#xa0;ml of yeast cell lysis solution was added to the spores along with 0.4&#xa0;ml of 1.0 &#x3bc;m diameter silica beads. Cell lysis was carried out on a Biospec Mini-BeadBeater-8 at medium intensity for 8 minutes. One &#x3bc;l of RNase was added to the cell lysis solution and incubated at 65&#xb0;C for 30 minutes. DNA purification was conducted according to the manufacturer&#x2019;s instructions for the remainder of the protocol.</p>
</sec>
<sec id="s2_2">
<title>Whole-Genome Sequencing and Assembly</title>
<p>IFM47072 and IFM59985 were previously sequenced and whole-genome Illumina data is available through the NCBI Sequence Read Archive under run accession numbers SRR11977809 and SRR11977822, respectively (<xref ref-type="bibr" rid="B64">Zhao et&#xa0;al., 2021</xref>). 150-bp paired-end libraries were constructed and sequenced for IP_23 and IP_24 by Novogene on an Illumina NovaSeq 6000 sequencer. Trim_Galore v0.4.2 was used to remove residual adaptor sequences and trim reads at low-quality sites using the parameters &#x201c;&#x2013;paired&#x201d;, &#x201c;&#x2013;stringency 1&#x201d;, &#x201c;&#x2013;quality 30&#x201d; and &#x201c;&#x2013;length 50&#x201d; (<xref ref-type="bibr" rid="B39">Martin, 2011</xref>). Read sets were then error corrected and assembled using SPAdes v3.13.1 with the &#x201c;&#x2013;careful&#x201d; parameter and K-mer sizes of 55, 77, and 99 (<xref ref-type="bibr" rid="B4">Bankevich et&#xa0;al., 2012</xref>). Genome assemblies for IP_23 and IP_24 are available through NCBI accession numbers JALLAH000000000 and JALLAI000000000, respectively. Assembly quality, using the genome assembly as input, was assessed with BUSCO v5 using the &#x201c;eurotiomycetes_odb10&#x201d; ortholog set through the gVolante v2.0.0 server (<xref ref-type="bibr" rid="B50">Simao et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B44">Nishimura et&#xa0;al., 2017</xref>). Gene prediction was performed with Augustus v3.3.2 (<xref ref-type="bibr" rid="B52">Stanke and Waack, 2003</xref>) using the following parameters &#x201c;&#x2013;strand=both&#x201d;, &#x201c;&#x2013;genemodel=complete&#x201d;, &#x201c;&#x2013;gff3=on&#x201d;, &#x201c;&#x2013;codingseq=1&#x201d;, &#x201c;&#x2013;protein=1&#x201d;, &#x201c;&#x2013;uniqueGeneId=true&#x201d;, and &#x201c;&#x2013;species=aspergillus_fumigatus&#x201d;.</p>
</sec>
<sec id="s2_3">
<title>Phylogenetic Relationship of Isolates</title>
<p>We previously sequenced the genomes of IFM47072 and IFM59985 and inferred their evolutionary relationship with 74 additional isolates (<xref ref-type="bibr" rid="B64">Zhao et&#xa0;al., 2021</xref>). This analysis revealed four major <italic>A. fumigatus</italic> populations. We selected a minimum of four individuals from each population and included IFM47072, IFM59985, IP_23 (386.75) and IP_24 (110.46) to infer the phylogenetic relationship between samples. Briefly, GATK v4.0.6.0 was used to call SNVs across all samples relative to the Af293 reference genome using the best practice pipeline for &#x201c;Germline short variant discovery&#x201d; (<xref ref-type="bibr" rid="B59">Van der Auwera et&#xa0;al., 2013</xref>). Next, hard filtering was carried out to reduce false positives using the &#x201c;VariantFiltration&#x201d; function with the following parameters: &#x201c;QD &lt; 25.0 || FS &gt; 5.0 || MQ &lt; 55.0 || MQRankSum &lt; &#x2212;0.5 || ReadPosRankSum &lt; &#x2212;2.0 || SOR &gt; 2.5&#x201d;. Hard filtering parameters were determined following the &#x201c;Hard-filtering germline short variants&#x201d; protocol (<uri xlink:href="https://gatk.broadinstitute.org/hc/en-us/articles/360035890471-Hard-filtering-germline-short-variants">https://gatk.broadinstitute.org/hc/en-us/articles/360035890471-Hard-filtering-germline-short-variants</uri>). To reduce linkage between SNVs, we used VCFtools v0.1.14 to space SNV markers by a minimum of 3.5 Kb using the following option &#x201c;&#x2013;thin 3500&#x201d;. Phylogenetic analysis of an alignment of 7,386 SNVs was conducted in MEGAX v10.0.5 (<xref ref-type="bibr" rid="B31">Kumar et&#xa0;al., 2018</xref>). We used model test in MEGAX to predict the best fit nucleotide substitution model, which was determined as the model with the lowest Bayesian Information Criterion (BIC) value. The general time reversible (GTR) gamma substitution model, with 100 bootstrap replicates, was used to construct the maximum likelihood phylogenetic tree.</p>
</sec>
<sec id="s2_4">
<title>Read Mapping, Variant Detection and Variant Annotation</title>
<p>Quality and adapter trimmed read sets from <italic>A. fumigatus</italic> IP_23, IP_24, IFM47072 and IFM59985 were mapped against the <italic>A. fumigatus</italic> Af293 reference genome (Genbank Assembly Accession number: GCA_000002655.1) (<xref ref-type="bibr" rid="B43">Nierman et&#xa0;al., 2005</xref>) using BWA-MEM v0.7.15 (<xref ref-type="bibr" rid="B34">Li and Durbin, 2009</xref>). Joint variant calling (SNVs and indels) was conducted using freebayes v1.3.1 with the default settings with the exception of setting ploidy to haploid (&#x2013;ploidy = 1) (<xref ref-type="bibr" rid="B22">Garrison and Marth, 2012</xref>). While the vast majority of indels consisted of 1 or 2 bps (68%), indels as large as 49 bp were identified.</p>
<p>We implemented several filtering steps to prioritize the identification of variants putatively associated with the white-spore phenotype (depicted in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). We identified 51,551 SNVs and 15,183 indels that differed in at least one sample relative to the Af293 reference genome. Next, we narrowed our candidate list by identifying variants that were (i) identical in IP_23 and IP_24, (ii) different from the Af293 genotype, and (iii) different from the IFM47072 and IFM59985 genotypes (4,279 SNVs and 1,785 indels) (<xref ref-type="supplementary-material" rid="SM1"><bold>Data Sheet S1</bold></xref>). Finally, we further filtered our candidate variant list by prioritizing variants annotated as &#x201c;high impact&#x201d; using SnpEff v4.3t with the <italic>A. fumigatus</italic> Af293 reference genome annotation (<xref ref-type="bibr" rid="B13">Cingolani et&#xa0;al., 2012</xref>) (19 SNVs and 45 indels). <italic>Saccharomyces cerevisae</italic> and <italic>Schizosaccharomyces pombe</italic> orthologs of the <italic>A. fumigatus</italic> candidate genes were identified using FungiDB (<xref ref-type="bibr" rid="B51">Stajich et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B5">Basenko et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s2_5">
<title>Analysis of DHN-Melanin Gene Cluster</title>
<p>Because DHN melanin is the molecule responsible for the greenish pigment in wild-type <italic>A. fumigatus</italic> spores, we focused on variants in the DHN melanin encoding gene cluster (<xref ref-type="bibr" rid="B24">Heinekamp et&#xa0;al., 2012</xref>). This gene cluster contains 6 genes (<italic>Afu2g17530</italic>, <italic>Afu2g17540</italic>, <italic>Afu2g17550</italic>, <italic>Afu2g17560</italic>, <italic>Afu2g17580</italic> and <italic>Afu2g17600</italic>). We used the &#x201c;intersect&#x201d; function in bedtools v2.29.2 (<xref ref-type="bibr" rid="B48">Quinlan and Hall, 2010</xref>) to identify SNVs and indels for which genotypes were identical in the white-spore isolates, different from Af293, and different from the green-spore isolates. We focused on <italic>pksP</italic> (<italic>Afu2g17600</italic>) because it contained 3 candidate SNVs (all synonymous variants in the <italic>pksP</italic> gene on chromosome 2: 4687866, 4688908 and 4691782) and 2 candidate indels (one intron variant chromosome 2: 4692683 and one frameshift variant chromosome 2: 4692995) (<xref ref-type="supplementary-material" rid="SM1"><bold>Data Sheet 1</bold></xref>).</p>
<p>The <italic>pksP</italic> gene was extracted from the IP_23, IP_24, IFM47072, IFM59985 and Af293 genomes using the samtools &#x201c;faidx&#x201d; function (<xref ref-type="bibr" rid="B35">Li et&#xa0;al., 2009</xref>). <italic>pksP</italic> sequences were aligned with MAFFT using the default settings (<xref ref-type="bibr" rid="B27">Katoh and Standley, 2013</xref>). Alignments were visualized in BioEdit (<xref ref-type="bibr" rid="B23">Hall et&#xa0;al., 2011</xref>), variants were visually inspected, and the coding region was extracted and translated. PksP protein domains were predicted in white-spore and green-spore isolates using the PFAM webserver (<uri xlink:href="http://pfam.xfam.org/search/sequence">http://pfam.xfam.org/search/sequence</uri>) (<xref ref-type="bibr" rid="B19">El-Gebali et&#xa0;al., 2019</xref>).</p>
</sec>
<sec id="s2_6">
<title>Protein Modeling of White-Spore PksP</title>
<p>The Alphafold2 model (<xref ref-type="bibr" rid="B26">Jumper et&#xa0;al., 2021</xref>) for <italic>A. fumigatus</italic> PksP was downloaded from EMBL-EBI (<uri xlink:href="https://alphafold.ebi.ac.uk/entry/Q4WZA8">https://alphafold.ebi.ac.uk/entry/Q4WZA8</uri>) along with the corresponding predicted aligned error (PAE) file. The model was pruned of low confidence residues (pLDDT&lt; 50). The PAE of the deleted domains were then evaluated for inter-residue confidence. Within the truncated region, each of the three terminal domains (two phosphopantetheine attachment site (PP-binding) and one thioesterase) are well supported in their internal residue placement (pLDDT &gt; 70) and structural arrangement (PAE &lt; 5 &#xc5;).</p>
<p>Crystal structure of the thioesterase domain of <italic>Aspergillus parasiticus</italic> PksA was downloaded from PDB (3ILS) (<xref ref-type="bibr" rid="B29">Korman et&#xa0;al., 2010</xref>). Structural superposition between the crystal structure and the AlphaFold2 predicted thioesterase domain of <italic>A. fumigatus</italic> PksP was performed using Chimera Matchmaker (<xref ref-type="bibr" rid="B41">Meng et&#xa0;al., 2006</xref>). Hydrogen bond identification was done in UCSC Chimera (version 1.15, FindHBond), using the rotamer orientation predicted by AlphaFold2. Hydrogen bonds were predicted only between residues having both high absolute confidence (pLDDT &gt; 70) and precise relative placement (PAE &lt; 5 &#xc5;).</p>
</sec>
<sec id="s2_7">
<title>Measurement of Growth Rate at 37&#xb0;C and 48&#xb0;C</title>
<p>We compared growth rate on minimal media (MM) at 37&#xb0;C and 48&#xb0;C, to examine whether our natural albino variants displayed thermotolerance phenotypes, as previously described for albino strains isolated from the Brazilian rainforest (<xref ref-type="bibr" rid="B15">Couger et&#xa0;al., 2018</xref>). <italic>Aspergillus</italic> MM was prepared as previously described (<xref ref-type="bibr" rid="B16">Cove, 1966</xref>). For each isolate, ~10<sup>5</sup> spores were inoculated onto the center of MM agar plates and incubated at 37&#xb0;C for 2 days and 48&#xb0;C for 3 days in darkness. Experiments were conducted in triplicate and at the conclusion of the experiment colony diameter was measured with digital calipers. Because colony shape is often slightly irregular, we took two random measurements of diameter per plate and averaged these values. Additionally, to assess whether the putative non-functionality of IP_23 and IP_24 PksP contributes to growth patterns at optimal or thermal stress conditions, we performed the same experiment described above, with <italic>A. fumigatus</italic> Af293 and the Af293 <italic>&#x394;pksP</italic> null mutant (which produces white conidia) generated as previously described (<xref ref-type="bibr" rid="B1">Al Abdallah et&#xa0;al., 2017</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Genome Assembly of White-Spore and Green-Spore Isolates</title>
<p>Genome assemblies for IP_23 (386.75), IP_24 (110.46), IFM47072 and IFM59985 were generated with SPAdes (<xref ref-type="bibr" rid="B4">Bankevich et&#xa0;al., 2012</xref>). Genome size, as indicated by the cumulative length of the genome assemblies, was highly similar across the four isolates and ranged from 28.36 Mb &#x2013; 28.80 Mb (Table S1). We used Augustus to predict gene models in each assembly, and similarly, found highly comparable gene numbers (8,855 &#x2013; 8,908) (Table S1). We used BUSCO to assess genome completeness for each assembly and found that &gt;97% of genes were completely recovered using the eurotiomycetes_odb10 dataset (<xref ref-type="bibr" rid="B50">Simao et&#xa0;al., 2015</xref>). These results reflect high quality genome assemblies.</p>
</sec>
<sec id="s3_2">
<title>Phylogenetic Relationship of White Spore Isolates</title>
<p>We previously performed population genomic analysis of 76 clinical <italic>A. fumigatus</italic> isolates from Japan and identified 4 major populations (<xref ref-type="bibr" rid="B64">Zhao et&#xa0;al., 2021</xref>). To examine the relationship of IP_23 and IP_24 to these isolates, we conducted phylogenetic analysis with at least 4 individuals from each population. Our analysis again confirmed the presence of 4 populations (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). IP_23 and IP_24 clustered within population 1 and were closely related to IFM47072 and IFM59985 (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Thus, we focused our comparative genomic analysis on the white-spore isolates IP_23 and IP_24, and the closely related green-spore isolates IFM47072 and IFM59985 (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). We identified 10,950 SNV sites in which IFM47072 and IFM59985 differed in genotype and 2,129 SNV sites in which IP_23 and IP_24 differed in genotype, suggesting IFM47072 and IFM59985 and IP_23 and IP_24 are closely related but not clones.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Phylogenetic relationship of white-spore isolates IP_23 and IP_24. Maximum likelihood phylogenetic tree of 7,386 SNVs. The tree is rooted at the midpoint and bootstrap values are provided at each node. Colored clades represent population structure assignments as previously described (Zhao et&#xa0;al., 2021). IP_23 and IP_24, which produce white spores, and IFM4702 and IFM59985, which produce green spores, are members of population 1. Isolates were grown on potato dextrose agar for 7 days at 37&#xb0;C for imaging.</p>
</caption>
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</fig>
</sec>
<sec id="s3_3">
<title>Identification of Candidate Variants Associated With White-Spore Phenotype</title>
<p>We used FreeBayes to perform joint genotyping of IP_23, IP_24, IFM47072 and IFM59985 relative to the Af293 genome. We identified 51,551 SNVs and 15,183 indels that differed in at least one sample relative to the Af293 reference genome. Next, we narrowed our candidate list by identifying variants that were (i) identical in IP_23 and IP_24, (ii) different from the Af293 genotype, and (iii) different from the IFM47072 and IFM59985 genotypes. This approach yielded 4,279 SNVs and 1,785 indels (<xref ref-type="supplementary-material" rid="SM1"><bold>Data Sheet S1</bold></xref>). Next, we predicted the putative functional effects of these candidate variants using SnpEff (<xref ref-type="bibr" rid="B13">Cingolani et&#xa0;al., 2012</xref>). We hypothesized that the white-spore phenotype was the result of a loss-of-function mutation and further prioritized candidate variants that were annotated as &#x201c;High Impact&#x201d; by SnpEff (i.e., loss of stop codon, gain of stop codon, loss of start codon, splice donor variant, and splice acceptor variant). We identified 19 SNVs and 45 indels annotated as putative high impact mutations (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>, <xref ref-type="supplementary-material" rid="SM2"><bold>Data Sheet S2</bold></xref>). One of the 64 candidate high impact variants was present in the biosynthetic gene in the DHN-melanin gene cluster (<italic>pksP</italic>, Afu2g17600), and was annotated as a frameshift variant (<xref ref-type="supplementary-material" rid="SM2"><bold>Data Sheet S2</bold></xref>). This variant, which is only present in IP_23 and IP_24, is a single nucleotide deletion in the fifth exon of <italic>pksP</italic> and results in a premature stop codon yielding a predicted protein length of 1,686 amino acids in the white-spore isolates compared to 2,148 amino acids in the green-spore isolates (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>). To confirm this variant, which was identified through a mapping-based approach, we extracted the <italic>pksP</italic> gene from each genome assembly and aligned the sequences. Again, we observed the single nucleotide deletion at position 5,035.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Methodological pipeline to identify candidate variants associated with white-spore phenotype. Reads from IP_23, IP_24, IFM4702 and IFM59985 were independently mapped against the Af293 reference genome and joint genotyping was performed with FreeBayes, resulting in 51,551 SNVs and 15,183 indels. Variants were retained if (i) the variant was identical in IP_23 and IP_24, (ii) the IP_23 and IP_24 variant was different from the Af293 genotype, and (iii) the IP_23 and IP_24 variant was different from the IFM4702 and IFM59985 genotypes (resulting in 4,279 SNVs and 1,785 indels). Lastly, variants were retained if they were annotated as &#x201c;high impact&#x201d; by SnpEff. This process resulted in 19 and 45 candidate SNVs and indels, respectively. The right panel provides an example of our filtering scheme. Gray text signifies variants that did not pass the filtering step.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-03-897954-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Single nucleotide deletion in pksP results in a truncated protein in IP_23 and IP_24. <bold>(A)</bold> Schematic of the <italic>pksP</italic> gene. The arrow represents the direction of transcription, and grey boxes represent exons. <bold>(B)</bold> Alignment of the region containing the single nucleotide deletion in IP_23 and IP_24 isolates. The yellow region highlights the mutation. <bold>(C)</bold> Translated region containing the single nucleotide deletion. The yellow region shows the single nucleotide deletion, resulting frameshift and premature stop codon (*). <bold>(D)</bold> Protein schematic of PksP in the green-spore and white-spore isolates. Colored ellipses represent PFAM domains. The white-spore PksP is truncated and missing 1 and a half PP-binding domains and the thioesterase domain.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-03-897954-g003.tif"/>
</fig>
<p>To gain insight into the functional consequences of the PksP protein truncation, we predicted PFAM protein domains in the green-spore and white-spore PksP proteins. The green-spore PksP contains 8 protein domains (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3D</bold></xref>). However, the last two-and-a-half PksP protein domains are absent in the white-spore protein. These domains include two consecutive PP-binding domains (PF00550) and a thioesterase domain (PF00975) (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3D</bold></xref>).</p>
<p>Structural modeling of the PksP protein using AlphaFold2 (<xref ref-type="bibr" rid="B17">Cramer, 2021</xref>) confirms that the truncation removes several highly structured, C-terminal motifs (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>). The largest of the structural motifs predicted by AlphaFold2 superimposes over the crystal structure of the thioesterase domain of <italic>Aspergillus parasiticus</italic> PksA (<xref ref-type="bibr" rid="B29">Korman et&#xa0;al., 2010</xref>) to sub-angstrom RMSD (RMSD=0.987&#xc5;; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4B</bold></xref>). The truncation also removes six residues (Lysine 1711, Isoleucine 1710, Threonine 1709, Proline 1708, Tyrosine 1691, Arginine 1690) predicted to participate in hydrogen bonding with residues within the remaining portion of the protein (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4C</bold></xref>). Thus, the AlphaFold2 model not only corroborates the thioesterase predictions, it also suggests that the truncation may affect conformational stability within the remaining protein through the removal of hydrogen bond partners.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Structural model of <italic>A. fumigatus</italic> PksP protein. <bold>(A)</bold> The conserved region between the green-spore and white-spore isolates (blue) and the region affected by the frameshift variant observed in the white-spore isolates (yellow and red). The yellow region represents the 6 amino acids altered by the frameshift mutation. The red region represents the portion of PksP deleted in the white-spore isolates; the terminal red-orange region corresponds to the predicted thioesterase domain. <bold>(B)</bold> Structural superposition (0.987&#xc5; RMSD) between the crystal structure of the thioesterase domain of <italic>Aspergillus parasiticus</italic> PksA (gray) and the predicted <italic>A. fumigatus</italic> PksP thioesterase domain (red-orange). <bold>(C)</bold> Hydrogen bonding (dashed lines) within the first PP domain of PksP that aren&#x2019;t in the truncated protein.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-03-897954-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>White-Spore Isolates Are Thermosensitive</title>
<p>Couger et&#xa0;al. (2018) isolated an albino strain of <italic>A. fumigatus</italic> from Brazilian rainforest soil that was thermotolerant (<xref ref-type="bibr" rid="B15">Couger et&#xa0;al., 2018</xref>). To assess whether IP_23 and IP_24 were also thermotolerant, we compared growth rate on minimal media (MM) at 37&#xb0;C and 48&#xb0;C. A one-way ANOVA was performed to compare the effect of temperature on growth rate across green-spore and white-spore isolates, which revealed a significant difference at both temperatures (37&#xb0;C: F-ratio = 86.8, d.f. = 3, p-value = 6.7e-6 and 48&#xb0;C: F-ratio = 899.9, d.f. = 3, p-value = 1.9e-10). A <italic>post-hoc</italic> Tukey&#x2019;s HSD test revealed significant growth rate differences between all green-spore and white-spore comparisons (all p-values &#x2264; 0.0001) but not between green-spore isolates or white-spore isolates (all p-values &#x2265; 0.09). The white-spore isolates grew significantly slower at 37&#xb0;C and 48&#xb0;C (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5A, B</bold></xref>). White-spore isolates did not grow at 48&#xb0;C.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Growth patterns of green-spore and white-spore isolates. Colony diameter of green-spore (green boxplot) and white spore (gray boxplot) isolates after growth at 37&#xb0;C for 2 days <bold>(A)</bold> and 48&#xb0;C for 3 days <bold>(B)</bold>. ~10<sup>5</sup> spores were inoculated in the center of minimal media plates, and colony diameter was measured at the end of the growth period. Each experiment was performed in triplicate. Green-spore isolates grew significantly faster than white-spore isolates at 37&#xb0;C. White-spore isolates did not grow at 48&#xb0;C. All statistical tests between green-spore and white-spore isolates (IP_23 vs. IFM47072, IP_23 vs. IFM59985 IP_24 vs. IFM47072 and IP_24 vs. IFM59985) were significant (all p-values &#x2264; 0.0001). Statistical tests between IP_23 vs. IP_24 and IFM47072 vs. IFM59985 were not significant (p-values &gt; 0.09). Colony diameter of Af293 (green boxplot) and <italic>&#x394;pksP</italic> (null mutant) (white boxplot) at 37&#xb0;C for 2 days <bold>(C)</bold> and 48&#xb0;C for 3 days <bold>(D)</bold>. <italic>&#x394;pksP</italic> growth rate was not significantly different than Af293 at 37&#xb0;C (p-value = 0.15) or 48&#xb0;C (p-value = 0.50).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-03-897954-g005.tif"/>
</fig>
<p>To assess whether PksP functionality directly contributes to the thermosensitivity phenotype in IP_23 and IP_24, we assessed growth rate patterns of <italic>A. fumigatus</italic> Af293 and Af293 <italic>&#x394;pksP</italic> (<xref ref-type="bibr" rid="B1">Al Abdallah et&#xa0;al., 2017</xref>), at 37&#xb0;C and 48&#xb0;C (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5C, D</bold></xref>). We did not observe significant growth rate differences between Af293 and <italic>&#x394;pksP</italic> for either temperature (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5C, D</bold></xref>), suggesting that <italic>pksP</italic> is not directly involved in the thermosensitivity phenotype observed in IP_23 and IP_24.</p>
<p>To provide additional insight into variants and/or genes that may contribute to the thermosensitivity phenotype, we identified <italic>S. cerevisiae</italic> orthologs for the 57 candidate genes containing the 64 high impact mutations described earlier (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). We observed a 1 bp insertion resulting in a frameshift in <italic>Afu4g04740</italic> in IP_23 and IP_24 (Chr4: 1,336,071) (<xref ref-type="supplementary-material" rid="SM2"><bold>Datasheet 2</bold></xref>). The <italic>S. cerevisiae</italic> ortholog of <italic>Afu4g04740</italic> is <italic>SRM1</italic>, and mutants of <italic>SRM1</italic> (also known as <italic>prp20</italic>) are temperature sensitive (<xref ref-type="bibr" rid="B61">Vijayraghavan et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B20">Fleischmann et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B14">Clement et&#xa0;al., 2006</xref>). In addition, null mutants of <italic>pim1</italic>, the <italic>Schizosaccharomyces pombe</italic> ortholog of <italic>Afu4g04740</italic>, are also thermosensitive (<xref ref-type="bibr" rid="B40">Matsuo et&#xa0;al., 2011</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Here, we investigated the genetic underpinnings of a white-spore phenotype in two natural isolates of <italic>A. fumigatus</italic> by comparing their genomes to two closely related isolates with the wild-type green-spore phenotype (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). We identified 64 candidate variants that were identical in the white-spore genomes and different in the Af293 reference genome and the closely related genomes of the green-spore isolates (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>, <xref ref-type="supplementary-material" rid="SM2"><bold>Data Sheet S2</bold></xref>). One of these candidate variants was a single nucleotide deletion in the <italic>pksP</italic> gene which results in a frameshift mutation and a truncated PksP protein (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3</bold></xref>, <xref ref-type="fig" rid="f4"><bold>4</bold></xref>). We also observed that white-spore isolates were thermosensitive, and provide insight into a variant in a candidate gene that may influence this phenotype (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>).</p>
<p>Contrary to a previous study, which observed increased thermotolerance in a natural white-spore isolate of <italic>A. fumigatus</italic> (<xref ref-type="bibr" rid="B15">Couger et&#xa0;al., 2018</xref>), IP_23 and IP_24 were thermosensitive compared to green-spore isolates (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5A, B</bold></xref>). First, we explored whether the putatively non-functional copy of PksP in IP_23 and IP_24 was driving this phenotype. We performed growth rate analysis of <italic>A. fumigatus</italic> Af293 and a null <italic>pksP</italic> mutant in the Af293 background. We did not observe a difference in growth rate between Af293 and <italic>&#x394;pksP</italic> at 37&#xb0;C or 48&#xb0;C (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5C, D</bold></xref>), which suggests PksP is not involved in the thermosensitivity phenotype. Next, we examined the high impact candidate variants that are shared in IP_23 and IP_24 and different from Af293, IFM4702 and IFM59985. We identified one gene, <italic>Afu4g04740</italic>, that contained a frameshift variant for which deletion mutants in the <italic>S. cerevisave</italic> and <italic>S. pombe</italic> orthologs displayed temperature sensitivity phenotypes (<xref ref-type="bibr" rid="B61">Vijayraghavan et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B20">Fleischmann et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B14">Clement et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B40">Matsuo et&#xa0;al., 2011</xref>). <italic>SRM1</italic>, the <italic>S. cerevisae</italic> ortholog of <italic>Afu4g04740</italic>, enables guanyl-nucleotide exchange factor activity. <italic>SRM1</italic> null mutants in <italic>S. cerevisae</italic> and <italic>S. pombe</italic>, display reduced growth at high temperatures (<xref ref-type="bibr" rid="B14">Clement et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B40">Matsuo et&#xa0;al., 2011</xref>). While it is clear that <italic>SRM1</italic> interacts at specific chromatin regions allowing nuclear pore complexes to modify chromatin organization (<xref ref-type="bibr" rid="B18">Dilworth et&#xa0;al., 2005</xref>), the mechanism between <italic>SRM1</italic> and temperature sensitivity is less apparent. In light of these results, <italic>Afu4g04740</italic> represents an interesting future candidate gene to target in <italic>A. fumigatus</italic> to assess its role in thermosensitivity.</p>
<p>The frameshift mutation in <italic>pksP</italic> results in the loss the one and a half phosphopantetheine attachment site (PP-binding) domains and a thioesterase domain (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>). The PP-binding domains are involved in transporting the secondary metabolite substrate and chain intermediates to the catalytic centers during the biosynthesis of polyketides (<xref ref-type="bibr" rid="B45">Pihet et&#xa0;al., 2009</xref>). Interestingly, a portion of the <italic>pksP</italic> PP-binding domain in <italic>Aspergillus luchuensis</italic> was also deleted in industrial and artificially mutated albino strains compared to strains with wild-type spore color, which suggests a critical functional role for this domain in PksP function (<xref ref-type="bibr" rid="B62">Yamamoto et&#xa0;al., 2021</xref>). Additionally, previous studies have established the essentiality of the thioesterase domain in PksP for naphthopyrone synthesis (<xref ref-type="bibr" rid="B58">Vagstad et&#xa0;al., 2012</xref>). Specifically, the thioesterase domain catalyzes bond formation between C2 and C7 during the biosynthesis of 1,3,6,8-tetrahydroxynaphthalene (THN) (<xref ref-type="bibr" rid="B58">Vagstad et&#xa0;al., 2012</xref>). In agreement with our findings, a previous study identified a nonsense mutation and independent frameshift mutations in white-spore isolates of <italic>A. fumigatus</italic> that led to protein truncations and losses of the (i) PP-binding domains and the thioesterase domain, and (ii) the thioesterase domain (<xref ref-type="bibr" rid="B45">Pihet et&#xa0;al., 2009</xref>).</p>
<p>Recent genomic analysis of an albino <italic>A. fumigatus</italic> strain isolated from the Brazillian rainforest was conducted (<xref ref-type="bibr" rid="B15">Couger et&#xa0;al., 2018</xref>). Analysis of the DHN-melanin gene cluster revealed interruption of the cluster by a ~28 Kb region of fungal and unknown origin. PCR amplification of conserved regions in wild-type <italic>A. fumigatus</italic> isolates suggested additional structural variation in the <italic>pksP</italic> region. All genes in the <italic>pskP</italic> gene cluster were either lowly expressed or not expressed (<xref ref-type="bibr" rid="B15">Couger et&#xa0;al., 2018</xref>). Thus, convergent mutations in <italic>pksP</italic> can lead to the loss of conidia pigmentation.</p>
<p>Our results, and the work of others (<xref ref-type="bibr" rid="B49">Sarfati et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B3">Balajee et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B15">Couger et&#xa0;al., 2018</xref>), suggest that the loss of spore pigmentation is naturally variable in <italic>A. fumigatus</italic>. Understanding the ecology driving these patterns of variation is an important step in determining why albinism may be maintained in natural populations. For instance, DHN-melanin is involved in protecting the cell from ultra-violet (UV) radiation, and it is conceivable to hypothesize that selective pressure maintaining DHN-melanin production may be relaxed in environments where UV exposure is reduced. An ecological survey of UV-B radiation revealed that levels were significantly lower near the forest floor compared to the outer canopy (<xref ref-type="bibr" rid="B11">Brown et&#xa0;al., 1994</xref>). Thus, it would be interesting to investigate whether rates of albinism in <italic>A. fumigatus</italic> are elevated in environments where UV radiation is relatively low. Relaxed selection for loss of protective pigmentation in low UV environments has occurred in a variety of organisms including humans (<xref ref-type="bibr" rid="B25">Jablonski, 2004</xref>), coconut crabs (<xref ref-type="bibr" rid="B12">Caro, 2021</xref>), and many cave animals (<xref ref-type="bibr" rid="B46">Protas et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B47">Protas et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B7">Bilandzija et&#xa0;al., 2012</xref>). Interestingly, DHN-melanin deficient mutants of two clinical isolates of <italic>A. fumigatus</italic> were more sensitive to UV-C radiation (<xref ref-type="bibr" rid="B8">Blachowicz et&#xa0;al., 2020</xref>). However, the DHN-melanin deficient mutant of a strain collected from the International Space Station, where UV-C radiation is elevated, was not more sensitive to UV-C. This observation suggests mechanisms independent from DHN-melanin can contribute to UV-C tolerance.</p>
<p>Our study demonstrates the utility of using comparative genomic analysis on closely related but phenotypically distinct isolates. This approach could be further applied to identify genes governing stress resistance or virulence, phenotypes which have been repeatedly demonstrated to be variable among isolates of <italic>A. fumigatus</italic> (<xref ref-type="bibr" rid="B42">Mondon et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B6">Ben-Ami et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B2">Alshareef and Robson, 2014</xref>; <xref ref-type="bibr" rid="B30">Kowalski et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B28">Keizer et&#xa0;al., 2021</xref>). Our comparative genomics approach (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>) could also be applied to chemical mutagenesis screens in which the genomes of phenotypically distinct mutants are directly compared to their parental strains (<xref ref-type="bibr" rid="B9">Bok et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B36">Li et&#xa0;al., 2016</xref>), and evolve and resequence experiments in which an isolate is continuously cultured in a controlled environment and the genome sequence of the adapted lineage is directly compared to the parental strain (<xref ref-type="bibr" rid="B37">Long et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B63">Zhang et&#xa0;al., 2017</xref>).</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: <uri xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</uri>, SRR16944308 <uri xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</uri>, SRR16944307.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author Contributions</title>
<p>JGG oversaw the project, designed the analysis, carried out some of the genomic analysis, and lead the manuscript writing. PD conducted genomic analysis and edited the manuscript. SZ sequenced the genomes, conducted some genomic analysis, conducted  growth rate analysis and edited the manuscript. GWX conducted growth rate analysis. DCR conducted protein modeting analysis and edited the manuscript. JRF generated the pksP mutant and edited the manuscript. JPL provided strains and edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This research was supported by grant R21AI137485 from the National Institutes of Health and National Institutes of Allergy and Infectious Diseases (NIAID) to JG which supported JG and SZ.</p>
</sec>
<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>
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<p>Computational analysis was conducted on the Massachusetts Green High Performance Computing Center (MGHPCC).</p>
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<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/ffunb.2022.897954/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/ffunb.2022.897954/full#supplementary-material</ext-link>
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