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      <title>Unraveling the role nitric oxide in plastidial iron allocation using bioinformatics and multielement clustering</title>
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      <abstractText>Understanding essential transition metal allocation in plants cells is pivotal to decode metal homeostasis in
organelles. In that revealing microscopy X-Ray Fluorescence (μXRF) is a powerful technique, yet indeed
generates a massive amount of data, requiring appropriate bioinformatics in dataset handling. To understand
intracellular Fe allocation in nitric oxide signaling and autophagy compromised Arabidopsis thaliana mesophyll
cells, we applied 20 μm thick cryosection samples. Dataset on the K edge signal of transition metal
distribution were gained at ID21, European Synchrotron Radiation Facility, and analyzed using two
computational approaches. First, sample was analyzed as composed of foreground and background layers,
differentiated by intensity thresholds computing, and morphological operations were applied to improve the
clarity of segmented regions. Focusing on background layer, away from organelles overlapping or noise,
provided detailed structural interpretation of Fe-rich zones. The second approach applied k-means
clustering, treating each pixel as a point in multidimensional element space, where each organelle occupied
a distinct region in this space region based on its characteristic elemental composition and corresponding to
its specific functions. Both approaches independently indicated that compromised lines show altered
plastidial Fe allocation at senescence initiation. This agreement increases the confidence in the biological
findings and in the robustness of each method.
This work was supported by the grant K-146865 of NKFIH, Hungary. Á.S. was supported by the János
Bolyai Scholarship of the Hungarian Academy of Sciences (BO-00113-23-8). We acknowledge the European
Synchrotron Radiation Facility (ESRF) for provision of synchrotron radiation facilities under proposal
number LS-3039.</abstractText>
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(2025) In: Book of Abstracts PLANTMETALS - TRACE METAL METABOLISM IN PLANTS Conference 2025 p. 16</label><template>&lt;div class=&quot;BookChapter Publication short-list&quot;&gt; &lt;div class=&quot;authors&quot;&gt; &lt;span class=&quot;author-name&quot; &gt; Francis, Michel &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; mtid=&quot;10071444&quot;&gt; &lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10071444&quot; target=&quot;_blank&quot;&gt;Gracheva, Maria&lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; mtid=&quot;10076692&quot;&gt; &lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10076692&quot; target=&quot;_blank&quot;&gt;Sági-Kazár, Máté&lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; mtid=&quot;10012272&quot;&gt; &lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10012272&quot; target=&quot;_blank&quot;&gt;Solymosi, Katalin&lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; &gt; Colocho, Hurtarte Luis Carlos &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; &gt; Castillo-Michel, Hiram &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; mtid=&quot;10020056&quot;&gt; &lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10020056&quot; target=&quot;_blank&quot;&gt;Solti, Ádám&lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; &lt;/div &gt;&lt;div class=&quot;title&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36332642&quot; mtid=&quot;36332642&quot; target=&quot;_blank&quot;&gt;Unraveling the role nitric oxide in plastidial iron allocation using bioinformatics and multielement clustering&lt;/a&gt;&lt;/div&gt; &lt;div class=&quot;InBook&quot;&gt;In: Küpper, H (eds.) &lt;span class=&quot;booktitle&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36332640&quot; target=&quot;_blank&quot;&gt;Book of Abstracts PLANTMETALS - TRACE METAL METABOLISM IN PLANTS Conference 2025 &lt;/a&gt;&lt;/span &gt; &lt;/div&gt;&lt;div class=&quot;pub-info&quot;&gt; &lt;span class=&quot;year&quot;&gt;(2025)&lt;/span&gt; &lt;span class=&quot;page&quot;&gt; p. 16 &lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;pub-end&quot;&gt;&lt;div class=&quot;identifier-list&quot;&gt; &lt;span class=&quot;identifiers&quot;&gt; &lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;short-pub-prop-list&quot;&gt; &lt;span class=&quot;short-pub-mtid&quot;&gt; Publication:36332642 &lt;/span&gt; &lt;span class=&quot;status-holder&quot;&gt;&lt;span class=&quot;status-data status-ADMIN_APPROVED&quot;&gt; Admin approved &lt;/span&gt;&lt;/span&gt; &lt;span class=&quot;pub-core&quot;&gt;Core &lt;/span&gt; &lt;span class=&quot;pub-type&quot;&gt;Conference paper (Abstract ) &lt;/span&gt; &lt;!-- &amp;&amp; !record.category.scientific --&gt; &lt;span class=&quot;pub-category&quot;&gt;Scientific&lt;/span&gt; &lt;/div&gt; &lt;/div&gt; &lt;/div&gt;</template><template2>&lt;div class=&quot;BookChapter Publication long-list&quot;&gt; &lt;div class=&quot;authors&quot;&gt; &lt;img title=&quot;Forrásközlemény&quot; style=&quot;float: left&quot; src=&quot;/frontend/resources/grid/publication-core-icon.png&quot;&gt; &lt;div class=&quot;autype autype0&quot;&gt; &lt;span class=&quot;author-name&quot; &gt;Francis Michel &lt;/span&gt; ;&amp;nbsp;&amp;nbsp;&amp;nbsp; &lt;span class=&quot;author-name&quot; mtid=&quot;10071444&quot;&gt;&lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10071444&quot; target=&quot;_blank&quot;&gt;Gracheva Maria (&lt;span class=&quot;authorship-author-name&quot;&gt;Gracheva Maria&lt;/span&gt; &lt;span class=&quot;authorAux-mtmt&quot;&gt; Mössbauer Spectroscopy&lt;/span&gt;) &lt;/a&gt; &lt;/span&gt; ;&amp;nbsp;&amp;nbsp;&amp;nbsp; &lt;span class=&quot;author-name&quot; mtid=&quot;10076692&quot;&gt;&lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10076692&quot; target=&quot;_blank&quot;&gt;Sági-Kazár Máté (&lt;span class=&quot;authorship-author-name&quot;&gt;Sági-Kazár Máté&lt;/span&gt; &lt;span class=&quot;authorAux-mtmt&quot;&gt; Növénybiológia&lt;/span&gt;) &lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-affil&quot;&gt;&lt;span title=&quot;Eötvös Loránd University&quot;&gt;ELTE&lt;/span&gt;/&lt;span title=&quot;Faculty of Science&quot;&gt;ELU FoS&lt;/span&gt;/&lt;span title=&quot;Institute of Biology&quot;&gt;Bio_I&lt;/span&gt;/Department of Plant Physiology and Molecular Plant Biology&lt;/span&gt; ;&amp;nbsp;&amp;nbsp;&amp;nbsp; &lt;span class=&quot;author-name&quot; mtid=&quot;10012272&quot;&gt;&lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10012272&quot; target=&quot;_blank&quot;&gt;Solymosi Katalin (&lt;span class=&quot;authorship-author-name&quot;&gt;Solymosi Katalin&lt;/span&gt; &lt;span class=&quot;authorAux-mtmt&quot;&gt; növénybiológia&lt;/span&gt;) &lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-affil&quot;&gt;&lt;span title=&quot;Eötvös Loránd University&quot;&gt;ELTE&lt;/span&gt;/&lt;span title=&quot;Faculty of Science&quot;&gt;ELU FoS&lt;/span&gt;/&lt;span title=&quot;Institute of Biology&quot;&gt;Bio_I&lt;/span&gt;/Department of of Plant Anatomy&lt;/span&gt; ;&amp;nbsp;&amp;nbsp;&amp;nbsp; &lt;span class=&quot;author-name&quot; &gt;Colocho Hurtarte Luis Carlos &lt;/span&gt; ;&amp;nbsp;&amp;nbsp;&amp;nbsp; &lt;span class=&quot;author-name&quot; &gt;Castillo-Michel Hiram &lt;/span&gt; ;&amp;nbsp;&amp;nbsp;&amp;nbsp; &lt;span class=&quot;author-name&quot; mtid=&quot;10020056&quot;&gt;&lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10020056&quot; target=&quot;_blank&quot;&gt;Solti Ádám (&lt;span class=&quot;authorship-author-name&quot;&gt;Solti Ádám&lt;/span&gt; &lt;span class=&quot;authorAux-mtmt&quot;&gt; Növénybiológia&lt;/span&gt;) &lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-affil&quot;&gt;&lt;span title=&quot;Eötvös Loránd University&quot;&gt;ELTE&lt;/span&gt;/&lt;span title=&quot;Faculty of Science&quot;&gt;ELU FoS&lt;/span&gt;/&lt;span title=&quot;Institute of Biology&quot;&gt;Bio_I&lt;/span&gt;/Department of Plant Physiology and Molecular Plant Biology&lt;/span&gt; &lt;/div&gt; &lt;/div&gt; &lt;div class=&quot;title&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36332642&quot; target=&quot;_blank&quot;&gt;Unraveling the role nitric oxide in plastidial iron allocation using bioinformatics and multielement clustering&lt;/a&gt;&lt;/div&gt; &lt;div class=&quot;InBook&quot;&gt;&lt;div class=&quot;chapter-in&quot;&gt;In:&lt;/div&gt; &lt;div class=&quot;authors&quot;&gt; &lt;div class=&quot;autype autype-1&quot;&gt; &lt;span class=&quot;author-name&quot; &gt;Küpper H &lt;/span&gt; (eds.) &lt;/div&gt; &lt;/div&gt; &lt;div class=&quot;booktitle&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36332640&quot; target=&quot;_blank&quot;&gt;Book of Abstracts PLANTMETALS - TRACE METAL METABOLISM IN PLANTS Conference 2025 &lt;/a&gt;&lt;/div&gt; &lt;div class=&quot;conference&quot;&gt; Conference: &lt;span class=&quot;location&quot;&gt;České Budějovice, Czech Republic &lt;span class=&quot;conference-date&quot;&gt;2025.09.09. - 2025.09.12.&lt;/span&gt; &lt;/div&gt; : &lt;span class=&quot;page&quot;&gt; p. 16. &lt;/span&gt; &lt;span class=&quot;year&quot;&gt;(2025)&lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;pub-footer&quot;&gt; &lt;span class=&quot;language&quot; xmlns=&quot;http://www.w3.org/1999/html&quot;&gt;Language: English &lt;/span&gt; &lt;span class=&quot;identifiers&quot;&gt; &lt;/span&gt; &lt;div class=&quot;mtid&quot;&gt;&lt;span class=&quot;long-pub-mtid&quot;&gt;Publication: 36332642&lt;/span&gt; | &lt;span class=&quot;status-data status-ADMIN_APPROVED&quot;&gt; Admin approved &lt;/span&gt; &lt;span class=&quot;long-book-mtid&quot;&gt;Book: 36332640&lt;/span&gt; Core | &lt;span class=&quot;type-subtype&quot;&gt;Conference paper ( Abstract ) &lt;/span&gt; | &lt;span class=&quot;pub-category&quot;&gt;Scientific&lt;/span&gt; | &lt;span class=&quot;publication-sourceOfData&quot;&gt;&lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;lastModified&quot;&gt;Last Modified: 2026.02.12. 10:56 Iván Csámer (ELTE TTK kari admin 5) &lt;/div&gt; &lt;/div&gt; &lt;/div&gt;</template2>
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