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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2023.1223778</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>Global transcriptome profiling reveals root- and leaf-specific responses of barley (<italic>Hordeum vulgare</italic> L.) to H<sub>2</sub>O<sub>2</sub>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Bhattacharyya</surname>
<given-names>Sabarna</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2211518"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Giridhar</surname>
<given-names>Maya</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2359636"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Meier</surname>
<given-names>Bastian</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/926981"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Peiter</surname>
<given-names>Edgar</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/27388"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vothknecht</surname>
<given-names>Ute C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/384405"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chigri</surname>
<given-names>Fatima</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2296016"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute for Cellular and Molecular Botany, University of Bonn</institution>, <addr-line>Bonn</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Leibniz Institute for Food Systems Biology at the Technical University of Munich</institution>, <addr-line>Freising</addr-line>, <country>Germany</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Institute of Agricultural and Nutritional Sciences, Faculty of Natural Sciences III, Martin Luther University Halle-Wittenberg</institution>, <addr-line>Halle</addr-line>, <country>Germany</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Umesh K. Reddy, West Virginia State University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Sareena Sahab, Department of Economic Development Jobs Transport and Resources, Australia; Manohar Chakrabarti, The University of Texas Rio Grande Valley, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Fatima Chigri, <email xlink:href="mailto:fchigri@uni-bonn.de">fchigri@uni-bonn.de</email>
</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;These authors share senior authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1223778</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Bhattacharyya, Giridhar, Meier, Peiter, Vothknecht and Chigri</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Bhattacharyya, Giridhar, Meier, Peiter, Vothknecht and Chigri</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>In cereal crops, such as barley (<italic>Hordeum vulgare</italic> L.), the ability to appropriately respond to environmental cues is an important factor for yield stability and thus for agricultural production. Reactive oxygen species (ROS), such as hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>), are key components of signal transduction cascades involved in plant adaptation to changing environmental conditions. H<sub>2</sub>O<sub>2</sub>-mediated stress responses include the modulation of expression of stress-responsive genes required to cope with different abiotic and biotic stresses. Despite its importance, knowledge of the effects of H<sub>2</sub>O<sub>2</sub> on the barley transcriptome is still scarce. In this study, we identified global transcriptomic changes induced after application of 10&#xa0;mM H<sub>2</sub>O<sub>2</sub> to five-day-old barley plants. In total, 1883 and 1001 differentially expressed genes (DEGs) were identified in roots and leaves, respectively. Most of these DEGs were organ-specific, with only 209 DEGs commonly regulated and 37 counter-regulated between both plant parts. A GO term analysis further confirmed that different processes were affected in roots and leaves. It revealed that DEGs in leaves mostly comprised genes associated with hormone signaling, response to H<sub>2</sub>O<sub>2</sub> and abiotic stresses. This includes many transcriptions factors and small heat shock proteins. DEGs in roots mostly comprised genes linked to crucial aspects of H<sub>2</sub>O<sub>2</sub> catabolism and oxidant detoxification, glutathione metabolism, as well as cell wall modulation. These categories include many peroxidases and glutathione transferases. As with leaves, the H<sub>2</sub>O<sub>2</sub> response category in roots contains small heat shock proteins, however, mostly different members of this family were affected and they were all regulated in the opposite direction in the two plant parts. Validation of the expression of the selected commonly regulated DEGs by qRT-PCR was consistent with the RNA-seq data. The data obtained in this study provide an insight into the molecular mechanisms of oxidative stress responses in barley, which might also play a role upon other stresses that induce oxidative bursts.</p>
</abstract>
<kwd-group>
<kwd>barley</kwd>
<kwd>H<sub>2</sub>O<sub>2</sub>
</kwd>
<kwd>oxidative stress</kwd>
<kwd>RNA-sequencing</kwd>
<kwd>reactive oxygen species (ROS)</kwd>
<kwd>transcriptome profiling</kwd>
<kwd>stress response</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="111"/>
<page-count count="19"/>
<word-count count="8468"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Functional and Applied Plant Genomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>In aerobic organisms, reactive oxygen species (ROS) are generated as by-products of certain metabolic pathways in plant organelles such as chloroplasts, mitochondria, and peroxisomes (<xref ref-type="bibr" rid="B34">Huang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B90">Smirnoff and Arnaud, 2019</xref>). Because of their high reactivity with cellular components, aerobic organisms have developed systems for enzymatic ROS removal based on the activity of ascorbate peroxidase (APX), superoxide dismutase (SOD), and catalase (CAT) as well as non-enzymatic antioxidative systems such as ascorbic acid, proline, and glutathione (GSH) (<xref ref-type="bibr" rid="B22">Foyer and Noctor, 2003</xref>; <xref ref-type="bibr" rid="B1">Ahmad et&#xa0;al., 2010</xref>). Plants also actively produce ROS as part of signaling cascades that coordinate the appropriate responses to environmental stimuli and contribute to stress tolerance (<xref ref-type="bibr" rid="B77">Pei et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B110">Zhu, 2016</xref>; <xref ref-type="bibr" rid="B64">Mohanta et&#xa0;al., 2018</xref>). It is proposed that systemic communication <italic>via</italic> redox systems is very fundamental to all photosynthetic organisms.</p>
<p>The ROS species hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>) has been shown to play a role in various processes such as cell differentiation, senescence, and cell wall formation (<xref ref-type="bibr" rid="B39">K&#xe4;rk&#xf6;nen and Kuchitsu, 2015</xref>; <xref ref-type="bibr" rid="B82">Ribeiro et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B109">Zeng et&#xa0;al., 2017</xref>). It is generated from superoxide in various cellular compartments as well as the apoplast as a result of a highly conserved superoxide dismutation reaction (<xref ref-type="bibr" rid="B90">Smirnoff and Arnaud, 2019</xref>). H<sub>2</sub>O<sub>2</sub> is also known to be transported across the cell membrane by specific aquaporins (<xref ref-type="bibr" rid="B7">Bienert et&#xa0;al., 2007</xref>) and to participate in long distance cell signaling (<xref ref-type="bibr" rid="B63">Mittler et&#xa0;al., 2011</xref>). Exogenous treatment with H<sub>2</sub>O<sub>2</sub> has been shown to increase the tolerance of plants to abiotic stress by regulating multiple stress-responsive pathways and expression of genes including heat shock proteins and genes involved in abscisic acid (ABA) biosynthesis (<xref ref-type="bibr" rid="B102">Wahid et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B97">Terzi et&#xa0;al., 2014</xref>). An activation of ROS-dependent signaling by H<sub>2</sub>O<sub>2</sub> causes the accumulation of defense proteins such as ROS-scavenging enzymes, transcription factors (TFs), and other response factors (<xref ref-type="bibr" rid="B33">Hossain et&#xa0;al., 2015</xref>), and it thus increases the tolerance of plants to abiotic stress. For example, certain HEAT SHOCK TRANSCRIPTION FACTORS (HSFs) have been suggested to serve as sensors that perceive H<sub>2</sub>O<sub>2</sub> and regulate the expression of oxidative stress response genes (<xref ref-type="bibr" rid="B62">Miller and Mittler, 2006</xref>).</p>
<p>An early transcriptomic approach pursued to elucidate the effect of H<sub>2</sub>O<sub>2</sub> was performed in <italic>Arabidopsis thaliana</italic> cell suspension cultures and showed that various TFs, hormone-associated pathways, and genes associated with other vital metabolic pathways like photosynthesis and fatty acid biosynthesis were affected (<xref ref-type="bibr" rid="B17">Desikan et&#xa0;al., 2001</xref>). Other studies revealed the role of H<sub>2</sub>O<sub>2</sub> as a signaling molecule in a variety of plant species and under various conditions. For instance, H<sub>2</sub>O<sub>2</sub> is involved in the response of plants to a variety of environmental cues, such as salt stress in tomato (<xref ref-type="bibr" rid="B49">Li et&#xa0;al., 2019</xref>), heat stress in rice (<xref ref-type="bibr" rid="B104">Wang et&#xa0;al., 2014</xref>), chilling stress in mung beans and manila grass (<xref ref-type="bibr" rid="B108">Yu et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B103">Wang et&#xa0;al., 2010</xref>), copper stress in maize and mung bean (<xref ref-type="bibr" rid="B28">Guzel and Terzi, 2013</xref>; <xref ref-type="bibr" rid="B21">Fariduddin et&#xa0;al., 2014</xref>), and many more (<xref ref-type="bibr" rid="B41">Khan et&#xa0;al., 2018</xref>).</p>
<p>Barley is one of the oldest cultivated cereal crops and has a high tolerance to stresses like salt, drought, and heat (<xref ref-type="bibr" rid="B66">Munns et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B83">Rollins et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B27">G&#xfc;rel et&#xa0;al., 2016</xref>). Whereas changes in the barley transcriptome upon those stresses have been analyzed (<xref ref-type="bibr" rid="B36">Janiak et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B72">Osthoff et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B69">Nefissi Ouertani et&#xa0;al., 2021</xref>), a global transcriptome analysis in response to H<sub>2</sub>O<sub>2</sub> has not been performed yet.</p>
<p>In the present study, we used RNA sequencing (RNA-Seq) to analyze changes in the transcriptome of barley roots and leaves upon application of H<sub>2</sub>O<sub>2</sub>. This analysis identified a total of 1001 and 1883 differentially expressed genes (DEGs) in response to H<sub>2</sub>O<sub>2</sub> in leaves and roots, respectively. Comparative and quantitative analyses of gene expression patterns revealed commonly regulated key genes related to H<sub>2</sub>O<sub>2</sub> stress between both tissues, nine of which were further confirmed by qRT-PCR analysis. The data obtained in this study contribute to the understanding of molecular mechanisms of oxidative stress response in barley, which might also play a role upon other stresses that induce oxidative bursts.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Plant material and growth conditions</title>
<p>Barley plants <italic>(Hordeum vulgare</italic> cultivar Golden Promise) were grown in pots filled with water-soaked vermiculite in a climate-controlled growth chamber under long-day conditions with 16&#xa0;h light at 20&#xb0;C and a light intensity of 120 &#xb5;mol photons m<sup>-2</sup> s<sup>-1</sup> (Philips TLD 18W of alternating 830/840 light color temperature) and 8&#xa0;h darkness at 18&#xb0;C for five days.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>H<sub>2</sub>O<sub>2</sub> application and RNA isolation</title>
<p>Five-day-old seedlings were harvested and washed carefully to remove any remaining vermiculite prior to submersion in 10 mM H<sub>2</sub>O<sub>2</sub> (Carl Roth, Germany) or ddH<sub>2</sub>O (control) for three hours. The duration of H<sub>2</sub>O<sub>2</sub> treatment was selected based on previous studies, which showed that at this time point H<sub>2</sub>O<sub>2</sub> induced the strongest changes in the expression of most of the H<sub>2</sub>O<sub>2</sub>-responsive genes (<xref ref-type="bibr" rid="B17">Desikan et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B92">Stanley Kim et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B30">Hieno et&#xa0;al., 2019</xref>). Subsequently, seedlings were carefully rinsed with ddH<sub>2</sub>O and dissected into roots and leaves. Samples were shock-frozen in liquid nitrogen and homogenized using a sterile, ice-cold mortar and pestle. Total RNA was extracted using the Quick-RNA miniprep Kit (Zymo Research, USA) according to the manufacturer&#x2019;s instructions. The yield and purity of extracted RNA was determined with a NABI Nanodrop UV/Vis Spectrophotometer (MicroDigital, South Korea). The integrity of the extracted RNA was verified by separation of the 28S and 18S rRNA bands on a 1% agarose gel.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>RNA-sequencing and data analyses</title>
<p>RNA sequencing was performed on three biological replicates for each treatment. Each replicate furthermore consisted of pooled material from three plants. Library preparation and transcriptome sequencing (3&#x2019; mRNA sequencing) were carried out at the NGS Core Facility (Medical Faculty at the University of Bonn, Germany) using a NOVASEQ 6000 (Illumina, USA) with a read length of 1x100 bases and an average sequencing depth of &gt;10 million raw reads per sample (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). 3&#x2019; end sequencing libraries were prepared using the QuantSeq protocol (<xref ref-type="bibr" rid="B65">Moll et&#xa0;al., 2014</xref>). Briefly, oligo dT priming were followed by synthesis of the complementary first strand without any prior removal of ribosomal RNA. After successful introduction of Illumina specific adapter sequences, the resulting cDNA was further purified with magnetic beads. The unpaired reads were processed for quality control using fastQC and cutAdapt (<xref ref-type="bibr" rid="B60">Martin, 2011</xref>) in order to trim any remaining adapter sequences. They were then aligned using Tophat2 software (<xref ref-type="bibr" rid="B98">Trapnell et&#xa0;al., 2012</xref>) against a <italic>H. vulgare</italic> IBSC v2 reference genome obtained from Ensembl (<ext-link ext-link-type="uri" xlink:href="http://plants.ensembl.org/info/data/ftp/index.html">http://plants.ensembl.org/info/data/ftp/index.html</ext-link>) using a Bowtie index (<xref ref-type="bibr" rid="B47">Langmead and Salzberg, 2012</xref>) created with the help of the reference genome (in FASTA format; the individual FASTA files of the chromosomes were concatenated using the &#x201c;cat&#x201d; command in UNIX shell). The alignment with Tophat2 was performed on an Ubuntu 18.04 LTS operating system, in a UNIX shell environment. Every step after alignment was performed using R 4.0.0 (<xref ref-type="bibr" rid="B81">R Core Team, 2020</xref>). Gene counts from the aligned BAM files were generated using featureCounts function in RStudio (<xref ref-type="bibr" rid="B52">Liao et&#xa0;al., 2014</xref>). Differential gene expression analyses was carried out using DESeq2 (<xref ref-type="bibr" rid="B56">Love et&#xa0;al., 2014</xref>). The p-values were corrected using the False Discovery Rate (FDR) method (<xref ref-type="bibr" rid="B5">Benjamini and Hochberg, 1995</xref>) and subsequently the FDR and the log<sub>2</sub>FC cutoffs were set to 0.01 and 1, respectively. Principal Component Analyses (PCA) plots were prepared with the raw gene counts for all samples and replicates using the tidyverse and ggplot2 packages. The volcano plots and heatmaps were generated using the EnhancedVolcano and Pheatmap packages, respectively. In addition, transcript per million (TPM) values of each gene were calculated using a separate function designed in the R environment (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S1</bold>
</xref>). With common regulated DEGs, a clustering was performed with four predefined clusters based on FDR and log<sub>2</sub>FC cutoffs of 0.01 and 0.5, respectively. The first and second cluster consisted of commonly down- and up-regulated genes, respectively, while the third and fourth cluster contained counter-regulated genes between leaves and roots of barley. The clusters were then represented as heatmaps using the pheatmap package and line plots using the ggpubr package.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of total reads and aligned reads in the RNA-seq samples from barley roots and leaves obtained under H<sub>2</sub>O<sub>2</sub> treatment and control conditions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Sample</th>
<th valign="middle" align="center">Replicate</th>
<th valign="middle" align="center">Total Reads</th>
<th valign="middle" align="center">Aligned Reads</th>
<th valign="top" align="center">% Aligned Reads</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">
<bold>root control</bold>
</td>
<td valign="middle" align="center">RC1</td>
<td valign="middle" align="center">15222810</td>
<td valign="middle" align="center">12333400</td>
<td valign="bottom" align="center">81.02</td>
</tr>
<tr>
<td valign="middle" align="center"/>
<td valign="middle" align="center">RC2</td>
<td valign="middle" align="center">13555021</td>
<td valign="middle" align="center">10223311</td>
<td valign="bottom" align="center">75.42</td>
</tr>
<tr>
<td valign="middle" align="center"/>
<td valign="middle" align="center">RC3</td>
<td valign="middle" align="center">12544002</td>
<td valign="middle" align="center">9988003</td>
<td valign="bottom" align="center">79.62</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>leaf control</bold>
</td>
<td valign="middle" align="center">LC1</td>
<td valign="middle" align="center">12392862</td>
<td valign="middle" align="center">9242908</td>
<td valign="bottom" align="center">74.58</td>
</tr>
<tr>
<td valign="middle" align="center"/>
<td valign="middle" align="center">LC2</td>
<td valign="middle" align="center">14067426</td>
<td valign="middle" align="center">10125991</td>
<td valign="bottom" align="center">71.98</td>
</tr>
<tr>
<td valign="middle" align="center"/>
<td valign="middle" align="center">LC3</td>
<td valign="middle" align="center">12314839</td>
<td valign="middle" align="center">9224084</td>
<td valign="bottom" align="center">74.90</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>root + H<sub>2</sub>O<sub>2</sub>
</bold>
</td>
<td valign="middle" align="center">RT1</td>
<td valign="middle" align="center">12123370</td>
<td valign="middle" align="center">8559783</td>
<td valign="bottom" align="center">70.61</td>
</tr>
<tr>
<td valign="middle" align="center"/>
<td valign="middle" align="center">RT2</td>
<td valign="middle" align="center">13079745</td>
<td valign="middle" align="center">9303393</td>
<td valign="bottom" align="center">71.13</td>
</tr>
<tr>
<td valign="middle" align="center"/>
<td valign="middle" align="center">RT3</td>
<td valign="middle" align="center">12698432</td>
<td valign="middle" align="center">10154310</td>
<td valign="bottom" align="center">79.97</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>leaf + H<sub>2</sub>O<sub>2</sub>
</bold>
</td>
<td valign="middle" align="center">LT1</td>
<td valign="middle" align="center">13222658</td>
<td valign="middle" align="center">11555866</td>
<td valign="bottom" align="center">87.39</td>
</tr>
<tr>
<td valign="middle" align="center"/>
<td valign="middle" align="center">LT2</td>
<td valign="middle" align="center">14555200</td>
<td valign="middle" align="center">12333012</td>
<td valign="bottom" align="center">84.73</td>
</tr>
<tr>
<td valign="middle" align="center"/>
<td valign="middle" align="center">LT3</td>
<td valign="middle" align="center">12220331</td>
<td valign="middle" align="center">10214419</td>
<td valign="bottom" align="center">83.59</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>For each treatment three biological replicates were performed, each containing the combined RNA from three plants. LC-Leaf control, LT-Leaf H<sub>2</sub>O<sub>2</sub> treated, RC-Root control, and RT-Root H<sub>2</sub>O<sub>2</sub> treated.</p>
</table-wrap-foot>
</table-wrap>
<p>Gene ontology (GO) and enrichment analyses were carried out using shinyGO (<xref ref-type="bibr" rid="B25">Ge et&#xa0;al., 2020</xref>). Categories were chosen as significant if the FDR was less than 0.05 (<xref ref-type="bibr" rid="B5">Benjamini and Hochberg, 1995</xref>). Homology searches against the <italic>A. thaliana</italic> genome were carried out using the BaRT (Barley Reference Transcript) tool available on <ext-link ext-link-type="uri" xlink:href="http://www.ics.hutton.ac.uk">www.ics.hutton.ac.uk</ext-link> (<xref ref-type="bibr" rid="B61">Mascher et&#xa0;al., 2017</xref>) based on a E-value cutoff of 1e<sup>-30</sup>.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Quantification of transcript levels by qRT-PCR</title>
<p>qRT-PCR was performed with three replicates for each sample. Each replicate consisted of the pooled RNA material from three different plants. Synthesis of first strand cDNA for qRT-PCR was carried out from at least 1 &#xb5;g of total RNA using the RevertAid first strand cDNA synthesis kit (Thermo Fisher Scientific, USA) with oligo-dT<sub>18</sub> primers following the manufacturer&#x2019;s instructions. The quality of cDNA was assessed using a NABI UV/Vis Nanodrop Spectrophotometer. Gene expression was quantified in 48-well plates using a BioRad CFX 96 real-time PCR detection system (BioRad, Germany) and a SYBR Green PCR master mix (Thermo Fisher Scientific, USA). All forward and reverse primers used for qRT-PCR are listed in <xref ref-type="supplementary-material" rid="ST2">
<bold>Supplementary Table S2</bold>
</xref>. Data were quantified using the BioRad CFX Maestro software, and the expression was estimated using the 2<sup>&#x2013;&#x3b4;&#x3b4;Ct</sup> method (<xref ref-type="bibr" rid="B55">Livak and Schmittgen, 2001</xref>) after normalization against the two reference genes <italic>HvACTIN</italic> and <italic>HvGAPDH</italic>, as the C<sub>q</sub> values of both genes were unchanged upon H<sub>2</sub>O<sub>2</sub> treatment. Data were analyzed statistically with one-way analysis of variance (ANOVA) and Tukey&#x2019; Post-Hoc HSD test using the agricolae and tidyverse packages, respectively. Graphs were prepared using the ggpubr package.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>H<sub>2</sub>O<sub>2</sub> staining and microscopic analyses</title>
<p>Staining of hydrogen peroxide in barley leaves and roots was performed with 2&#x2019;,7&#x2019;-dichlorodihydrofluorescein diacetate (H<sub>2</sub>-DCFDA; Thermo Fisher Scientific, USA) based on a modified protocol (<xref ref-type="bibr" rid="B40">Kaur et&#xa0;al., 2016</xref>). Briefly, five-day-old barley seedlings were treated with either 10 mM H<sub>2</sub>O<sub>2</sub> or ddH<sub>2</sub>O (control) for 3 hours. Afterwards, the seedlings were briefly rinsed and treated with 10&#xa0;&#xb5;M H<sub>2</sub>-DCFDA prepared from a 4&#xa0;mM stock dissolved in DMSO for 1 hour in the dark. After staining, seedlings were washed, and roots and leaves were mounted separately on a microscopy slide. 2&#x2019;,7&#x2019;-Dichlorfluorescein (DCF) fluorescence was analyzed using a Leica SP8 Lightning confocal laser scanning microscope (Leica Microsystems, Germany). For excitation, an argon laser with a wavelength of 488 nm was used, and emission of 517-527 nm was detected using a HyD Detector. Fluorescence intensity was quantified in regions of interest (ROI) using the integrated LASX software.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Differential gene expression in leaves and roots of barley in response to application of H<sub>2</sub>O<sub>2</sub>
</title>
<p>To investigate the transcriptomic modulation in barley (<italic>Hordeum vulgare</italic> cv. Golden Promise) in response to oxidative stress, five-day-old plants were exposed for three hours to 10&#xa0;mM H<sub>2</sub>O<sub>2</sub> or to ddH<sub>2</sub>O as control (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). H<sub>2</sub>-DCFDA staining confirmed that H<sub>2</sub>O<sub>2</sub> penetrated both roots and leaves (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1B, C</bold>
</xref> and <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). RNA was then extracted separately from roots and leaves, and RNA-seq analysis was carried out on three biological replicates per tissue and treatment, each comprising the pooled RNA from three different plants (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S1</bold>
</xref>). On average approximately 13 million total reads were obtained per sample. About 75-85% of these reads could be aligned to the barley reference genome (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). To assess the main variances within the dataset, a principal component analysis (PCA) was performed. The result showed that PC1 (X-axis), which separates the samples by tissue, represents the largest variation in our dataset compared to PC2 (Y-axis), which separates the samples by treatment (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Consequently, the differential gene expression analysis was separately performed for the leaf and root samples.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Experimental design to analyze the transcriptional changes of barley plants to oxidative stress. <bold>(A)</bold> Schematic representation of the study design. Five-day-old barley plants were treated with either 10 mM H<sub>2</sub>O<sub>2</sub> or water (control) for three hours. After the treatment, leaves and roots were separated, RNA was extracted, and three independent biological replicates, each containing the pooled RNA from three plants, were submitted to RNA-Seq analyses. The raw reads obtained were subjected to quality control and aligned against the barley reference genome. Based on raw gene counts, a differential expression analysis was carried out using DESeq2. <bold>(B)</bold> Uptake of H<sub>2</sub>O<sub>2</sub> in roots (upper panel) and leaves (lower panel) visualized by H<sub>2</sub>-DCFDA. Green fluorescence of the 2&#x2019;,7&#x2019;-Dichlorfluorescein (DCF) was observed using a Leica SP8 lightning confocal laser scanning microscope. BF: bright field; bar: 100 &#xb5;m. <bold>(C)</bold> Quantification of fluorescence intensity of H<sub>2</sub>-DCFDA relative to untreated control tissues. Each dot represents the average of five regions of interests (ROIs). ROIs were taken from two independent images from three biological replicates (n=6). Statistical analysis was carried out using the two-tailed t-test (*** = P&lt;0.001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1223778-g001.tif"/>
</fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Differentially expressed genes (DEGs) in H<sub>2</sub>O<sub>2</sub>-treated and untreated barley plants. <bold>(A)</bold> Principal component analysis of the RNAseq data showing the homogeneity of the different samples. PC1 (X axis) separates the samples by tissue while PC2 (Y axis) separates the samples by treatment. <bold>(B)</bold> Volcano plots of the DEGs in leaves (upper panel) and roots (lower panel). The X axis represents the fold change (Log<sub>2</sub>FC) of the DEGs (H<sub>2</sub>O<sub>2</sub> <italic>vs.</italic> control), whereas the Y axis represents the statistical significance (log<sub>10</sub>FDR). Pink dots indicate genes that fit the DESeq criteria of FDRand &#x2502;Log<sub>2</sub>FCin&#x2502;, while beige dots represent DEGs that fit only Log<sub>2</sub>FC. N.S.: not significant <bold>(C)</bold> Venn diagram representing DEGs (DESeq, adjusted to FDR&lt;0.01 and &#x2502;Log<sub>2</sub>FC&#x2502;&#x2265;1) between H<sub>2</sub>O<sub>2</sub>-treated and untreated samples in leaves and roots. Arrows indicate up- and down-regulation. &#x2018;O&#x2019; indicates counter-regulated genes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1223778-g002.tif"/>
</fig>
<p>Differentially expressed genes (DEGs) between H<sub>2</sub>O<sub>2</sub>-treated and control samples were identified based on fold change (FC) &#x2502;Log<sub>2</sub>FC&#xa0;&#x2265;&#xa0;1&#x2502; and FDR&#xa0;&lt;&#xa0;0.01 (<xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table S3</bold>
</xref>). A total number of 2884 DEGs were detected across both tissues. H<sub>2</sub>O<sub>2</sub> application clearly resulted in stronger transcriptional changes in roots compared to leaves (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Of the 1883 DEGs detected in roots, 701 were up- and 1182 were down-regulated, while in leaves 1001 DEGs were identified with 546 up- and 455 down-regulated (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). Among all DEGs only 75 and 134 were commonly up- and down-regulated, respectively, in both tissues, while 37 were counter-regulated.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Gene ontology analyses</title>
<p>GO classification was used to identify the 20 most significant biological process categories within the DEGs. The results show that not only the number of genes, but also the biological processes affected by H<sub>2</sub>O<sub>2</sub> were clearly different between leaves and roots (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). In leaves, GO terms associated with genes that showed the highest fold change were related to protein complex oligomerization, response to H<sub>2</sub>O<sub>2</sub> and jasmonate. Further categories with lower fold change but often higher number of genes comprised quite global stress effects associated with different, mostly abiotic stimuli, but also wounding (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). In roots, many of the enriched GOs were associated with response to oxygenic stress including H<sub>2</sub>O<sub>2</sub> catabolism, glutathione and ROS metabolism, or cellular oxidant detoxification as well as with cell wall modulation (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Gene ontology (GO) enrichment analysis to identify biological processes associated with the DEGs (FDR&lt;0.01) of H<sub>2</sub>O<sub>2</sub>-treated <italic>vs.</italic> control samples in <bold>(A)</bold> leaves and <bold>(B)</bold> roots of barley.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1223778-g003.tif"/>
</fig>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Differentially expressed genes in barley leaves in response to H<sub>2</sub>O<sub>2</sub>
</title>
<p>In barley leaves, the most highly enriched GO term category upon exposure to H<sub>2</sub>O<sub>2</sub> was the response to H<sub>2</sub>O<sub>2</sub> and protein complex oligomerization (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Both categories consist of the same SMALL HEAT SHOCK PROTEINS (SHSP domain-containing proteins) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). SHSPs are ubiquitous in prokaryotic and eukaryotic organisms and function as chaperone proteins involved in the response to many abiotic stresses (<xref ref-type="bibr" rid="B3">Basha et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B106">Waters, 2013</xref>). Their expression levels were shown in different plant species to increase upon stress and to enhance stress tolerance. Here, barley leaves exposed to H<sub>2</sub>O<sub>2</sub> showed an increased expression of SHSPs, except for the 18.8 kDa class V heat shock protein (HORVU2Hr1G046370), which was down-regulated. All of the differentially regulated SHSPs have close orthologs in Arabidopsis (<xref ref-type="bibr" rid="B51">Li and Liu, 2019</xref>) with the majority being orthologous to <italic>AtHSP17.6II</italic> (At5g12020).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Selected DEGs associated with top GO terms in leaves of barley in response to H<sub>2</sub>O<sub>2</sub>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">
<italic>Category</italic>
</th>
<th valign="middle" align="center">
<italic>Gene ID</italic>
</th>
<th valign="middle" align="center">
<italic>log<sub>2</sub>FC</italic>
</th>
<th valign="middle" align="center">
<italic>Functional protein</italic>
</th>
<th valign="middle" align="center">
<italic>Predicted ortholog in</italic> A.&#xa0;thaliana</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left" style="background-color:#f2f2f2">
<bold>Response to H<sub>2</sub>O<sub>2</sub>/ protein complex oligomerization</bold>
</td>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G046370</td>
<td valign="middle" align="center">-3.74</td>
<td valign="middle" align="center">SHSP domain-containing protein</td>
<td valign="middle" align="center">AT4G21870<break/>(AtHSP15.4)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G020500</td>
<td valign="middle" align="center">2.24</td>
<td valign="middle" align="center">SHSP domain-containing protein</td>
<td valign="middle" align="center">AT5G12020/AT5g12030 (AtHSP17.6)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G020490</td>
<td valign="middle" align="center">3.03</td>
<td valign="middle" align="center">SHSP domain-containing protein</td>
<td valign="middle" align="center">AT5G12020/AT5g12030 (AtHSP17.6)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G020390</td>
<td valign="middle" align="center">1.267</td>
<td valign="middle" align="center">SHSP domain-containing protein</td>
<td valign="middle" align="center">AT5G12020/AT5g12030<break/>(AtHSP17.6)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU0Hr1G020420</td>
<td valign="middle" align="center">1.54</td>
<td valign="middle" align="center">SHSP domain-containing protein</td>
<td valign="middle" align="center">AT5G37670<break/>(AtHSP15.7)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G020520</td>
<td valign="middle" align="center">1.84</td>
<td valign="middle" align="center">SHSP domain-containing protein</td>
<td valign="middle" align="center">AT5G12020/AT5g12030<break/>(AtHSP17.6)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU6Hr1G082360</td>
<td valign="middle" align="center">2.98</td>
<td valign="middle" align="center">SHSP domain-containing protein</td>
<td valign="middle" align="center">At1G54050<break/>(AtHSP17.4)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#f2f2f2">
<bold>Response to jasmonic acid</bold>
</td>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU5Hr1G062290</td>
<td valign="middle" align="center" style="background-color:#ffffff">2.34</td>
<td valign="middle" align="center" style="background-color:#ffffff">TIFY domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT1G74950<break/>(AtJAZ12)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU4Hr1G076850</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.80</td>
<td valign="middle" align="center" style="background-color:#ffffff">TIFY domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU5Hr1G098090</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.21</td>
<td valign="middle" align="center" style="background-color:#ffffff">Uncharacterized protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT1G13280<break/>(AtAOC4)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU7Hr1G118010</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.44</td>
<td valign="middle" align="center" style="background-color:#ffffff">Oxidored FMN domain-containing</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT1G76680<break/>(AtOPR1)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU2Hr1G004230</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.55</td>
<td valign="middle" align="center" style="background-color:#ffffff">Oxidored FMN domain- containing</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT1G76690<break/>(AtOPR2)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU6Hr1G081000</td>
<td valign="middle" align="center">0.76</td>
<td valign="middle" align="center">Allene oxide synthase</td>
<td valign="middle" align="center">AT5G42650<break/>(AtCYP74A/AtAOS)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#f2f2f2">
<bold>Response to abiotic stimulus/ osmotic stress/ hormones</bold>
</td>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff">
<bold>Auxin</bold>
</td>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU7Hr1G084940</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.81</td>
<td valign="middle" align="center" style="background-color:#ffffff">Auxin responsive protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT4G14550<break/>(AtIAA14/AtSLR)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU5Hr1G087880</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.48</td>
<td valign="middle" align="center" style="background-color:#ffffff">Auxin responsive protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT5G65980<break/>(AtPILS7)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU7Hr1G033820</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.22</td>
<td valign="middle" align="center" style="background-color:#ffffff">Auxin responsive protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT1G19220<break/>(AtARF19)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU1Hr1G086070</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.00</td>
<td valign="middle" align="center" style="background-color:#ffffff">Auxin responsive protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU1Hr1G086070</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.00</td>
<td valign="middle" align="center" style="background-color:#ffffff">Auxin responsive protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU6Hr1G058890</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.52</td>
<td valign="middle" align="center" style="background-color:#ffffff">Auxin response factor</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT4G30080<break/>(AtARF16)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU7Hr1G077110</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.62</td>
<td valign="middle" align="center" style="background-color:#ffffff">Auxin responsive protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU5Hr1G093580</td>
<td valign="middle" align="center" style="background-color:#ffffff">-2.40</td>
<td valign="middle" align="center" style="background-color:#ffffff">Auxin responsive protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT3G04730<break/>(AtIAA16)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff">
<bold>Abcisic acid</bold>
</td>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU7Hr1G085130</td>
<td valign="middle" align="center" style="background-color:#ffffff">2.34</td>
<td valign="middle" align="center" style="background-color:#ffffff">Multiple protein bridging factor</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT3G24500<break/>(AtMBF1c)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU7Hr1G035500</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.58</td>
<td valign="middle" align="center" style="background-color:#ffffff">bZIP domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT4G34000<break/>(AtABF3/AtbZIP37)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU3Hr1G069590</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.37</td>
<td valign="middle" align="center" style="background-color:#ffffff">HSF_domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT3G24520<break/>(AtHsfC1)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU6Hr1G028790</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.30</td>
<td valign="middle" align="center" style="background-color:#ffffff">WRKY domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT4G31800<break/>(AtWRKY18)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU5Hr1G115100</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.03</td>
<td valign="middle" align="center" style="background-color:#ffffff">GRAM domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">At5G13200<break/>(AtGEML5/AtGER5/AtGRE5)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff">
<bold>other</bold>
</td>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU5Hr1G097560</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.62</td>
<td valign="middle" align="center" style="background-color:#ffffff">HTH MYB domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT2G38090</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU3Hr1G085180</td>
<td valign="middle" align="center" style="background-color:#ffffff">1.26</td>
<td valign="middle" align="center" style="background-color:#ffffff">MYB domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU6Hr1G091700</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.13</td>
<td valign="middle" align="center" style="background-color:#ffffff">Ethylene receptor domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT3G04580<break/>(AtEIN4)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU4Hr1G077310</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.31</td>
<td valign="middle" align="center" style="background-color:#ffffff">AP2/ERF domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU4Hr1G000700</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.92</td>
<td valign="middle" align="center" style="background-color:#ffffff">AP2/ERF domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT3G23240<break/>(AtERF092/AtERF1b)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU3Hr1G010190</td>
<td valign="middle" align="center" style="background-color:#ffffff">-3.31</td>
<td valign="middle" align="center" style="background-color:#ffffff">AP2/ERF domain-containing protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT1G68840<break/>(AtEDF2/AtRAV2/AtTEM2)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#f1f1f1">
<bold>Photosynthesis</bold>
</td>
<td valign="middle" align="center" style="background-color:#f1f1f1"/>
<td valign="middle" align="center" style="background-color:#f1f1f1"/>
<td valign="middle" align="center" style="background-color:#f1f1f1"/>
<td valign="middle" align="center" style="background-color:#f1f1f1"/>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU6Hr1G091660</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.67</td>
<td valign="middle" align="center" style="background-color:#ffffff">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT2G34420<break/>(AtLHCb1.5)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU1Hr1G088920</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.37</td>
<td valign="middle" align="center" style="background-color:#ffffff">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT2G34420<break/>(AtLHCb1.5)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU7Hr1G040370</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.16</td>
<td valign="middle" align="center" style="background-color:#ffffff">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT2G34420<break/>(AtLHCb1.5)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU6Hr1G047870</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.11</td>
<td valign="middle" align="center" style="background-color:#ffffff">Ribulose bisphosphate carboxylase LSU</td>
<td valign="middle" align="center" style="background-color:#ffffff">ATCG00490<break/>(RubisCo LSU)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center" style="background-color:#ffffff">HORVU5Hr1G109250</td>
<td valign="middle" align="center" style="background-color:#ffffff">-1.07</td>
<td valign="middle" align="center" style="background-color:#ffffff">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center" style="background-color:#ffffff">AT1G29930<break/>(AtLHCb1.3)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU5Hr1G109260</td>
<td valign="middle" align="center">-0.93</td>
<td valign="middle" align="center">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center">AT2G34420<break/>(AtLHCb1.5)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G040780</td>
<td valign="middle" align="center">-0.92</td>
<td valign="middle" align="center">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center">AT5G54270<break/>(AtLHCb3)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU1Hr1G078380</td>
<td valign="middle" align="center">-0.91</td>
<td valign="middle" align="center">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center">AT2G34420<break/>(AtLHCb1.5)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G060880</td>
<td valign="middle" align="center">-0.87</td>
<td valign="middle" align="center">PsbP domain-containing protein</td>
<td valign="middle" align="center">AT1G06680<break/>(AtPsP1)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU5Hr1G100140</td>
<td valign="middle" align="center">-0.81</td>
<td valign="middle" align="center">PSI-F</td>
<td valign="middle" align="center">AT1G31330<break/>(AtPsaF)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU7Hr1G046320</td>
<td valign="middle" align="center">-0.72</td>
<td valign="middle" align="center">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center">AT3G54890<break/>(AtLHCa1)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G009210</td>
<td valign="middle" align="center">-0.71</td>
<td valign="middle" align="center">PSI subunit V</td>
<td valign="middle" align="center">AT4G12800<break/>(AtPsaL)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU1Hr1G088870</td>
<td valign="middle" align="center">-0.68</td>
<td valign="middle" align="center">Chlorophyll a-b binding protein</td>
<td valign="middle" align="center">AT2G34430<break/>(AtLHCb1.4)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>An enrichment was also found for genes involved in hormone biosynthesis and signaling, especially jasmonate, auxin, and abscisic acid (ABA). Jasmonate-related DEGs were represented by the specific GO-term category &#x2018;response to jasmonic acid&#x2019;. This category comprised two up-regulated TIFY domain-containing proteins with no direct homologs in Arabidopsis (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The TIFY domain is also known as ZIM domain which is present in members of the transcriptional repressor JASMONATE ZIM-domain (JAZ) family, key elements in the jasmonate signaling pathway (<xref ref-type="bibr" rid="B15">Chung and Howe, 2009</xref>; <xref ref-type="bibr" rid="B76">Pauwels and Goossens, 2011</xref>). This category also includes genes that encode for enzymes involved in jasmonate biosynthesis (<xref ref-type="bibr" rid="B86">Schaller and Stintzi, 2009</xref>; <xref ref-type="bibr" rid="B8">Bittner et&#xa0;al., 2022</xref>) such as ALLENE OXIDE CYCLASE (<italic>AOC</italic>), and OXOPHYTODIENOATE-REDUCTASE (<italic>OPR</italic>) as well as ALLENE OXIDE SYNTHASE (<italic>AOS</italic>) but with a FC less than 2 (FC 1.69, Log<sub>2</sub>FC=0.76). By contrast, genes related to other hormone signaling pathways were found redundantly interspersed in the two GO terms &#x2018;response to abiotic stimulus&#x2019; and &#x2018;response to salt stress&#x2019; (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). With regard to auxin, a number of orthologs to auxin-responsive genes from Arabidopsis, especially IAA-type TFs, were found. Similar to the jasmonate signaling pathway, H<sub>2</sub>O<sub>2</sub> seems to affect the auxin pathway differentially since both, up- and down-regulated DEGs, were identified. All components related to the phytohormone ABA were up-regulated and those related to APETALA2/ETHYLENE RESPONSIVE FACTOR (<italic>AP2/ERF</italic>) domain-containing proteins, known to be involved in abiotic stress responses and associated with various hormones, were down-regulated. Similar to the GO term categories related to auxin, both sets comprise mostly orthologs to TFs or co-regulators known in Arabidopsis (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<p>In leaves, genes associated with photosynthesis light harvesting in photosystem I, were also affected, however, the category did not appear in the top GOs since for several of the genes the FC was less than 2 but mostly higher than 1.5 (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>; Log<sub>2</sub>FC between 0.5 and 1). This category contained mostly down-regulated DEGs, including several orthologs of Arabidopsis LHCII trimer components, i.e., genes encoding for LHCb1 and LHCb3, and the LHCa1 protein. It furthermore comprised orthologs to the photosystem I subunits PSAF and PSAL but also the oxygen evolving complex subunit PSBP-1 and the large subunit of RIBULOSE-1,4-BISPHOSPHATE-CARBOXYLASE/OXYGENASE (Rubisco) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Differentially expressed genes in barley roots in response to H<sub>2</sub>O<sub>2</sub>
</title>
<p>In barley roots, the most enriched GO terms are associated with response to oxidative stress and detoxification (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). This is also evident by the fact that many DEGs within those GO terms are class-III peroxidases, catalases, or genes related to glutathione metabolism, which were grouped together as a category named &#x2018;Detoxification of H<sub>2</sub>O<sub>2</sub>&#x2019; (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). In plants, class-III peroxidases have been described in association with a wide variety of biotic and abiotic stresses along with plant defense mechanisms (<xref ref-type="bibr" rid="B2">Almagro et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B87">Shigeto and Tsutsumi, 2016</xref>). While most peroxidases were up-regulated, some were down-regulated along with a number of glutathione transferases, an ascorbate peroxidase (<italic>APX</italic>), and <italic>CATALASE 1</italic>. We also found strong up-regulation of the genes for two putative detoxification efflux carriers/multidrug and toxic compound extrusion (<italic>DTX/MATE</italic>) transporters. These metabolite transporters have been described to be associated with plant stress responses and overexpression of a gene encoding a cotton DXT protein in Arabidopsis reduced stress-induced levels of H<sub>2</sub>O<sub>2</sub> (<xref ref-type="bibr" rid="B57">Lu et&#xa0;al., 2019</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Selected DEGs associated with top GO terms in roots of barley in response to H<sub>2</sub>O<sub>2</sub>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">
<italic>Category</italic>
</th>
<th valign="middle" align="center">
<italic>Gene ID</italic>
</th>
<th valign="middle" align="center">
<italic>log<sub>2</sub>FC</italic>
</th>
<th valign="middle" align="center">
<italic>Functional annotation</italic>
</th>
<th valign="middle" align="center">
<italic>Predicted ortholog in</italic> A.&#xa0;thaliana</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left" style="background-color:#f2f2f2">
<bold>Response to H<sub>2</sub>O<sub>2</sub>
</bold>
</td>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
<td valign="middle" align="center" style="background-color:#f2f2f2"/>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU0Hr1G020420</td>
<td valign="middle" align="center">-1.21</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">AT5G37670<break/>(AtHSP15.7)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G077710</td>
<td valign="middle" align="center">-1.59</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">AT4G10250<break/>(AtHSP22)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G006940</td>
<td valign="middle" align="center">-2.24</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">No ortholog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G020390</td>
<td valign="middle" align="center">-1.92</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">AT5G12020<break/>(AtHSP17.6II)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G020490</td>
<td valign="middle" align="center">-2.79</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">AT5G12020<break/>(AtHSP17.6II)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G020520</td>
<td valign="middle" align="center">-2.96</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">AT5G12020<break/>(AtHSP17.6II)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU4Hr1G015170</td>
<td valign="middle" align="center">-3.2</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">AT4G10250<break/>(AtHSP22)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU4Hr1G060720</td>
<td valign="middle" align="center">-1.34</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">AT3G46230<break/>(AtHSP17.4)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU4Hr1G060760</td>
<td valign="middle" align="center">-2.88</td>
<td valign="middle" align="center">SHSP domain containing protein</td>
<td valign="middle" align="center">AT1G53540<break/>(AtHSP17.6C)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU6Hr1G008640</td>
<td valign="middle" align="center">-2.55</td>
<td valign="middle" align="center">Catalase</td>
<td valign="middle" align="center">AT1G20630<break/>(AtCAT1)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU7Hr1G014870</td>
<td valign="middle" align="center">-1.54</td>
<td valign="middle" align="center">ABC transporter domain containing protein</td>
<td valign="middle" align="center">AT1G31770<break/>(AtABCG14)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#f1f1f1">
<bold>Detoxification of H<sub>2</sub>O<sub>2</sub>
</bold>
</td>
<td valign="middle" align="center" style="background-color:#f1f1f1"/>
<td valign="middle" align="center" style="background-color:#f1f1f1"/>
<td valign="middle" align="center" style="background-color:#f1f1f1"/>
<td valign="middle" align="center" style="background-color:#f1f1f1"/>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff">
<bold>H<sub>2</sub>O<sub>2</sub> catabolism</bold>
</td>
<td valign="middle" align="center">HORVU7Hr1G039550</td>
<td valign="middle" align="center">3.97</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT1G05260<break/> (AtPRX3)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G026640</td>
<td valign="middle" align="center">3.65</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT1G05260<break/>(AtPRX3)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU7Hr1G010280</td>
<td valign="middle" align="center">3.598</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT4G11290<break/>(AtPRX39)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU1Hr1G016730</td>
<td valign="middle" align="center">2.96</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT2G18140<break/>(AtPRX14)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G018550</td>
<td valign="middle" align="center">2.91</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT5G05340<break/>(AtPRX52)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU7Hr1G039590</td>
<td valign="middle" align="center">2.74</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT1G05260<break/>(AtPRX3)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G018530</td>
<td valign="middle" align="center">2.60</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT5G05340<break/>(AtPRX52)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU7Hr1G039570</td>
<td valign="middle" align="center">2.21</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT1G05260<break/>(AtPRX3)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU0Hr1G002840</td>
<td valign="middle" align="center">2.17</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT4G11290<break/>(AtPRX39)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G100610</td>
<td valign="middle" align="center">2.07</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT5G17820<break/>(AtPRX57/AtPRXR10)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU1Hr1G016770</td>
<td valign="middle" align="center">2.01</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT4G11290<break/>(AtPRX39)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G026590</td>
<td valign="middle" align="center">1.93</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT4G11290<break/>(AtPRX39)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G026520</td>
<td valign="middle" align="center">1.84</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT4G11290<break/>(AtPRX39)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G026540</td>
<td valign="middle" align="center">1.83</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT4G11290<break/>(AtPRX39)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU6Hr1G026600</td>
<td valign="middle" align="center">1.67</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT5G05340<break/>(AtPRX52)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU7Hr1G039560</td>
<td valign="middle" align="center">1.52</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT1G05260<break/>(AtPRX3)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU1Hr1G016870</td>
<td valign="middle" align="center">-1.84</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT5G66390<break/>(AtPRX72/AtPRXR8)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G124930</td>
<td valign="middle" align="center">-1.99</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT1G71695<break/>(AtPRX12/AtPRXR6)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU4Hr1G022280</td>
<td valign="middle" align="center">-2.15</td>
<td valign="middle" align="center">Peroxidase</td>
<td valign="middle" align="center">AT5G05340<break/>(AtPRX52)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff">
<bold>Glutathione metabolism</bold>
</td>
<td valign="middle" align="center">HORVU6Hr1G063830</td>
<td valign="middle" align="center">-1.47</td>
<td valign="middle" align="center">Glutathione peroxidase</td>
<td valign="middle" align="center">AT4G11600<break/>(AtGPX6/AtGPXL6)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU5Hr1G006330</td>
<td valign="middle" align="center">-1.17</td>
<td valign="middle" align="center">Glutathione transferase</td>
<td valign="middle" align="center">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU1Hr1G049230</td>
<td valign="middle" align="center">-1.28</td>
<td valign="middle" align="center">Glutathione transferase</td>
<td valign="middle" align="center">AT2G29470<break/>(AtGSTU3)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU1Hr1G021140</td>
<td valign="middle" align="center">-1.36</td>
<td valign="middle" align="center">Glutathione transferase</td>
<td valign="middle" align="center">AT3G62760<break/>(AtGSTF13)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU6Hr1G011120</td>
<td valign="middle" align="center">-2.16</td>
<td valign="middle" align="center">GST_C terminal domain-containing protein</td>
<td valign="middle" align="center">AT4G19880</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU5Hr1G006330</td>
<td valign="middle" align="center">-1.17</td>
<td valign="middle" align="center">Glutathione transferase</td>
<td valign="middle" align="center">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU1Hr1G049070</td>
<td valign="middle" align="center">-2.86</td>
<td valign="middle" align="center">GST_N terminal domain-containing protein</td>
<td valign="middle" align="center">AT1G10370<break/>(AtGSTU17)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff">
<bold>Response to ROS / Detoxification</bold>
</td>
<td valign="middle" align="center">HORVU4Hr1G057170</td>
<td valign="middle" align="center">-1.31</td>
<td valign="middle" align="center">APX domain-containing protein</td>
<td valign="middle" align="center">AT1G07890<break/>(AtAPX1/AtC3H)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU6Hr1G008640</td>
<td valign="middle" align="center">-2.55</td>
<td valign="middle" align="center">Catalase</td>
<td valign="middle" align="center">AT1G20630<break/>(AtCAT1)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU4Hr1G011690</td>
<td valign="middle" align="center">2.26</td>
<td valign="middle" align="center">DTX/MATE metabolite transporter</td>
<td valign="middle" align="center">AT3G26590<break/>(AtDTX29)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU0Hr1G022350</td>
<td valign="middle" align="center">-4.09</td>
<td valign="middle" align="center">DTX/MATE metabolite transporter</td>
<td valign="middle" align="center">AT5G52450<break/>(AtDTX16)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#f2f2f2">
<bold>Cell wall</bold>
</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU4Hr1G028720</td>
<td valign="middle" align="center">2.70</td>
<td valign="middle" align="center">Xyloglucan endotransglucosylase/ hydrolase</td>
<td valign="middle" align="center">AT5G13870<break/>(AtXTH5/AtXTR12)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G010800</td>
<td valign="middle" align="center">2.37</td>
<td valign="middle" align="center">ExpansinA11</td>
<td valign="middle" align="center">AT1G20190<break/>(AtEXPA11)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G116470</td>
<td valign="middle" align="center">2.07</td>
<td valign="middle" align="center">Pectin acetylesterase</td>
<td valign="middle" align="center">no homolog</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G016820</td>
<td valign="middle" align="center">2.04</td>
<td valign="middle" align="center">Xyloglucan endotransglucosylase/ hydrolase</td>
<td valign="middle" align="center">AT5G57550<break/>(AtXTH25)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU2Hr1G120100</td>
<td valign="middle" align="center">1.47</td>
<td valign="middle" align="center">Endoglucanase</td>
<td valign="middle" align="center">AT1G48930<break/>(AtGH9C1/AtCEL6)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G016800</td>
<td valign="middle" align="center">1.44</td>
<td valign="middle" align="center">Xyloglucan endotransglucosylase/ hydrolase</td>
<td valign="middle" align="center">AT5G57550<break/>(AtXTH25)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU5Hr1G118270</td>
<td valign="middle" align="center">1.43</td>
<td valign="middle" align="center">Cellulose synthase</td>
<td valign="middle" align="center">AT5G64740<break/>(AtCESA6/AtIRX2)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU7Hr1G093680</td>
<td valign="middle" align="center">1.27</td>
<td valign="middle" align="center">Expansin</td>
<td valign="middle" align="center">AT4G38210<break/>(AtEXPA20)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU7Hr1G098370</td>
<td valign="middle" align="center">1.55</td>
<td valign="middle" align="center">Xyloglucan endotransglycosylase</td>
<td valign="middle" align="center">AT4G25810<break/>(AtXTH23/AtXTR6)</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:#ffffff"/>
<td valign="middle" align="center">HORVU3Hr1G091360</td>
<td valign="middle" align="center">257</td>
<td valign="middle" align="center">Pectin esterase</td>
<td valign="middle" align="center">AT5G09760&#xa0;<break/>(AtPME51)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As in leaves, the most highly enriched GO term category in roots upon exposure to H<sub>2</sub>O<sub>2</sub> was the response to H<sub>2</sub>O<sub>2</sub>, albeit with very few genes (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Similar to leaves, this category includes several SHSP domain-containing proteins, but in contrast to leaves, they were down-regulated (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). All of the differentially regulated SHSPs have close orthologs in Arabidopsis, with several of them being orthologous to AtHSP17.6. This category contains also down-regulated catalase and ABC transporter containing domain proteins.</p>
<p>H<sub>2</sub>O<sub>2</sub> treatment also induced up-regulation of components of cell wall biogenesis and modulation, such as xyloglucan endotransglucosylase/hydrolase, expansin, endo-1,4-beta glucanase, pectin acetyl esterase, and cellulose synthase (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>) that were found interspersed in several GO term categories. Indeed, H<sub>2</sub>O<sub>2</sub> and peroxidases were shown to be involved in cell wall remodeling upon environmental stress (<xref ref-type="bibr" rid="B96">Tenhaken, 2015</xref>).</p>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Common DEGs of leaves and roots in response to H<sub>2</sub>O<sub>2</sub>
</title>
<p>As described above, we identified a total of 246 common DEGs between leaves and roots of barley when using a &#x2502;log<sub>2</sub>FC&#xa0;&#x2265;&#xa0;1&#x2502;cutoff (<xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table S3</bold>
</xref>, <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). For several genes, we noticed that they were differentially regulated in both tissues, however, in one tissue they showed an expression with a FC&gt;2 (&#x2502;log<sub>2</sub>FC&#xa0;&#x2265;&#xa0;1&#x2502;) while in the other tissue a FC less than 2 but higher as 1.5 Thus, for (&#x2502;log<sub>2</sub>FC&#xa0;between 1 and 0.5&#x2502;) was detected. determination of commonly regulated genes in leaves and roots we used a cutoff of Log<sub>2</sub>FC&#x2265;0.5 and listed these genes separately in <xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table S3</bold>
</xref>. Using this cut-off, a total 349 common DEGs were identified between roots and leaves of barley (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure S2</bold>
</xref>; <xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table S3</bold>
</xref>). Of these, 116 and 176 genes were up- and down-regulated, respectively, while 58 genes showed counter-regulation. These common DEGs were organized in four clearly distinguishable clusters (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>), with either commonly down- (cluster 1) and up-regulated (cluster 2) genes or genes up-regulated in leaves but down-regulated in roots (cluster 3) and <italic>vice versa</italic> (cluster 4). Heat maps and line plots were constructed to visualize the changes in gene expression pattern for each cluster (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, B</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Clustering of DEGs commonly regulated or counter-regulated in leaves and roots of barley upon H<sub>2</sub>O<sub>2</sub> treatment (|Log<sub>2</sub>FC|&#x2265;0.5 and FDR&lt;0.01). <bold>(A)</bold> Heat map showing the Log<sub>2</sub>FC associated with each gene in leaves and roots. <bold>(B)</bold> Line plot showing the mean &#xb1; SE of the |Log<sub>2</sub>FC| associated with each cluster in leaves and roots.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1223778-g004.tif"/>
</fig>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Commonly up- and down-regulated genes</title>
<p>Cluster 1 contains DEGs commonly down-regulated in leaves and roots upon H<sub>2</sub>O<sub>2</sub> treatment (<xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table S3</bold>
</xref>), among them members of important transcription factors such as <italic>AP2/ERF</italic>, <italic>WRKY</italic>, <italic>CBF1</italic>, <italic>NAC</italic>, and <italic>HD-ZIP HOMEOBOX</italic> (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table S4</bold>
</xref>, <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). Cluster 1 also comprises orthologs to the Arabidopsis sugar transporters <italic>SWEET10</italic> and <italic>SWEET5</italic>. Other transporters were orthologs to the phosphate transporter <italic>PHT1;7</italic> and the aquaporin <italic>TIP4;1</italic>. TIP aquaporins in plants had been shown to not only transport water molecules but also other molecules like H<sub>2</sub>O<sub>2</sub> (<xref ref-type="bibr" rid="B44">Kurowska et&#xa0;al., 2020</xref>). In addition to components of oxidative stress, detoxification or cell wall biogenesis and modification that were already discussed in chapter 3.2.2, cluster 1 also contained several kinases including orthologs to the <italic>CYSTEINE-RICH RECEPTOR-LIKE PROTEIN KINASES</italic> (CRKs), <italic>CRK29</italic> and <italic>CRK25</italic>. <italic>CRKs</italic> are presented in Arabidopsis by a large gene family with over 40 members and have been associated with various abiotic and biotic stresses (<xref ref-type="bibr" rid="B10">Bourdais et&#xa0;al., 2015</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Selected DEGs commonly regulated in leaves and roots of barley upon H<sub>2</sub>O<sub>2</sub> treatment. Down-regulated <bold>(A)</bold> and up-regulated <bold>(B)</bold> genes are grouped by functional category and presented with their Arabidopsis orthologs. TFs, transcription factors.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1223778-g005.tif"/>
</fig>
<p>Cluster 2 contains DEGs commonly up-regulated in leaves and roots (<xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table S3</bold>
</xref>). Interestingly, it contains TFs of similar families as cluster 1, like <italic>WRKY</italic> and <italic>AP2/ERF</italic> but also orthologs of the LOB DOMAIN CONTAINING PROTEIN 41 (<italic>LBD41</italic>) from Arabidopsis (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table S4</bold>
</xref>; <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). DEGs associated with primary metabolism like amino acid and nucleic acid metabolism were also found in cluster 2. Genes associated with primary metabolism were also shown to be up-regulated in other transcriptome studies associated with abiotic stress (<xref ref-type="bibr" rid="B31">Hirai et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B104">Wang et&#xa0;al., 2014</xref>) and DEGs found in cluster 2 do not seem to be related to any specific metabolic pathway. Two MITOGEN-ACTIVATED PROTEIN KINASEs (MAPKs) identified in cluster 2 are orthologs to <italic>AtMAPKKK16</italic> and <italic>AtMAPKKK17</italic>, both of which were shown to be regulated by ABA (<xref ref-type="bibr" rid="B105">Wang et&#xa0;al., 2011</xref>).</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Counter-regulated genes</title>
<p>Cluster 3 consists of 42 DEGs up-regulated in leaves and down-regulated in roots of barley upon H<sub>2</sub>O<sub>2</sub> treatment (<xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table S3</bold>
</xref>). Nine of these DEGs are orthologs to different small heat shock proteins from Arabidopsis (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table S4</bold>
</xref>; <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The cluster furthermore comprises an assorted set of genes whose orthologs in Arabidopsis are connected with various metabolic pathways and hormone signaling.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Selected counter-regulated DEGs in leaves and roots upon H<sub>2</sub>O<sub>2</sub> treatment. Genes up-regulated in leaves and down-regulated in roots are grouped by functional category and presented with their Arabidopsis orthologs. Metabo., metabolism; sig., signaling.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1223778-g006.tif"/>
</fig>
<p>Cluster 4 consists of only 15 genes and no common functional categories were found (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table S4</bold>
</xref>). However, they include genes, whose Arabidopsis orthologs have been associated with hormones, or cell wall modification, i.e. the <italic>COPPER-CONTAINING AMINE OXIDASE 3 (CUAO3)</italic> that was suggested to be involved in stress response since it was up-regulated upon treatment with several hormones or flagellin (<xref ref-type="bibr" rid="B79">Planas-Portell et&#xa0;al., 2013</xref>).</p>
<p>Overall, clusters 3 and 4 show very few genes previously described to be associated with oxidative stress.</p>
</sec>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>qRT-PCR confirmation of selected DEGs</title>
<p>In order to confirm the results obtained from RNA-seq analyses, we performed quantitative RT-PCRs (qRT-PCR) on some of the identified DEGs. For these, we selected several DEGs that showed common regulation in leaves and roots in our dataset and which, based on their functional annotation, could be related to oxidative stress (<xref ref-type="supplementary-material" rid="ST5">
<bold>Supplementary Table S5</bold>
</xref>). Orthologs to some of them had already been shown to play an important role in H<sub>2</sub>O<sub>2</sub> and ROS-related signaling not only in Arabidopsis but also in important crops like wheat, maize, and rice (<xref ref-type="bibr" rid="B80">Polidoros et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B68">Mylona et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B93">Steffens, 2014</xref>; <xref ref-type="bibr" rid="B20">Dudziak et&#xa0;al., 2019</xref>). They also represent different levels of regulation, some being among the most highly up- or down-regulated genes and other showing a much more subtle response. These genes represent different gene ontologies, and encode for a catalase, a peroxidase, a glutathione S-transferase, several TFs, a MAPKKK, and a xyloglucan endotransglucosyalase, a protein involved in cell wall modification. As shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> and in <xref ref-type="supplementary-material" rid="ST5">
<bold>Supplementary Table S5</bold>
</xref>, the log<sub>2</sub>FC changes observed with the different techniques were often quite close and, in all cases, the results of the qRT-PCR matched the trend observed in the RNA-seq data.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Analyses of transcript levels for selected candidate genes by qRT-PCR. Data represent means &#xb1; SE of three biological replicates (n=3), each having two technical repeats. Transcript levels were normalized to <italic>HvACTIN</italic> and <italic>HvGAPDH</italic>. Letters represent significant differences estimated using one-way ANOVA and Tukey&#x2019;s Post-Hoc HSD test (P&lt;0.05). Potential functions of the genes inferred from orthologous genes in Arabidopsis are indicated in brackets.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1223778-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In plants, H<sub>2</sub>O<sub>2</sub> is a crucial ROS which plays a dual role as a harmful by-product of cell metabolism and as a secondary messenger that affects development and growth. Complex cross-talk between H<sub>2</sub>O<sub>2</sub> and other signaling molecules, such as Ca<sup>2+</sup> ions and hormones, plays a key role in regulating different biological processes that contribute to the response to various biotic and abiotic stresses (<xref ref-type="bibr" rid="B78">Peiter, 2016</xref>; <xref ref-type="bibr" rid="B85">Saxena et&#xa0;al., 2016</xref>). Despite its importance, very little is known about H<sub>2</sub>O<sub>2</sub>-induced changes of the transcriptome in barley. In this study, an analysis of the barley transcriptome in response to H<sub>2</sub>O<sub>2</sub> was performed using next generation sequencing. First, a suitable concentration of H<sub>2</sub>O<sub>2</sub> that was shown to initiate a stress response in barley was selected on basis of previously performed experiments (<xref ref-type="bibr" rid="B18">Dodd et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B26">Giridhar et&#xa0;al., 2022</xref>). An increase in cytosolic Ca<sup>2+</sup> ([Ca<sup>2+</sup>]<sub>cyt</sub>) is one of the first responses of plants to most biotic and abiotic stresses (<xref ref-type="bibr" rid="B18">Dodd et&#xa0;al., 2010</xref>) that in turn leads to downstream stimulus-specific cellular responses. H<sub>2</sub>O<sub>2</sub> was shown to induce such transient changes of [Ca<sup>2+</sup>]<sub>cyt</sub> with 10 mM eliciting the highest response in barley roots and leaves (<xref ref-type="bibr" rid="B26">Giridhar et&#xa0;al., 2022</xref>). Staining of intact plants with the ROS indicator H<sub>2</sub>-DCFDA confirmed that the exogenously applied H<sub>2</sub>O<sub>2</sub> penetrated into both organs (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1B, C</bold>
</xref>, <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). To exclude natural degradation of RNA and changes of the transcriptome driven by processes such as senescence or tillering, five-day-old barley plants were used. Growth of monocotyledonous leaves is initiated from the base and the leaf blade shows developmental gradients, i.e., disappearance of poly (A+) RNA levels along the developing blade (<xref ref-type="bibr" rid="B29">Hellmann et&#xa0;al., 1995</xref>). Moreover, plant senescence is a natural process known to be initiated by ROS that in turn activates transcription factors interacting with senescence associated genes (<xref ref-type="bibr" rid="B6">Bieker et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B88">Shimakawa et&#xa0;al., 2020</xref>). Thus, the growth conditions and plant age used in the analysis ensure as much as possible a solely treatment-dependent change of the transcriptome.</p>
<p>Overall, the RNA-seq analysis showed that under the chosen conditions H<sub>2</sub>O<sub>2</sub> caused more transcriptional changes in roots compared to leaves (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Most of the identified DEGs were found exclusively in one of the two plant parts, further confirming organ-specific responses. While this difference may be in part due to a difference in H<sub>2</sub>O<sub>2</sub> penetration into roots and leaves, it is more likely caused by differential response of the two tissues to H<sub>2</sub>O<sub>2</sub> signals and/or oxidative stress. Only about 10% of the DEGs were found to be up- and down-regulated in leaves as well as in roots, some of which showed counter-regulation. This difference in response is also mirrored by the GO terms associated with the identified DEGs that only showed a minor overlap (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<sec id="s4_1">
<label>4.1</label>
<title>Leaf-specific transcriptomic changes in response to H<sub>2</sub>O<sub>2</sub>
</title>
<p>Our data showed that several genes encoding for small heat shock proteins (SHSPs) were up-regulated by H<sub>2</sub>O<sub>2</sub> in barley leaves (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). In barley, the roles of several HSPs in response to a diverse range of abiotic stimuli have been characterized (<xref ref-type="bibr" rid="B32">Hlav&#xe1;&#x10d;kov&#xe1; et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Chaudhary et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B46">Landi et&#xa0;al., 2019</xref>). HSPs have also been shown to play crucial roles during abiotic stresses such as cold and heat in other important crop genera, like rice, maize, and wheat (<xref ref-type="bibr" rid="B99">ul Haq et&#xa0;al., 2019</xref>). SHSPs are a subgroup of HSPs defined by their size and a conserved &#x3b1;-crystalline C-terminal domain. They are known to form oligomeric complexes and prevent denatured proteins from aggregation until they can be refolded by other HSPs. They have been speculated to interact with transcription factors of the HEAT SHOCK FACTOR (HSF) family to create the HSP-HSF complex, alteration of which can drive essential reactions in response to ROS (<xref ref-type="bibr" rid="B19">Driedonks et&#xa0;al., 2015</xref>). The SHSPs in our data set belong to subfamilies with close orthologs in Arabidopsis, i.e. HSP17.6, 15.4, 15.7, and 17.4 (<xref ref-type="bibr" rid="B51">Li and Liu, 2019</xref>). HSP17.6 and HSP15.7 have been shown to be localized in the peroxisomes in Arabidopsis (<xref ref-type="bibr" rid="B58">Ma et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B50">Li et&#xa0;al., 2017</xref>). Peroxisomes are one of the main subcellular compartments in which ROS are produced by processes such as &#xdf;-oxidation and photorespiration, and which are crucial for antioxidant defense (<xref ref-type="bibr" rid="B84">Sandalio et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B16">del R&#xed;o and L&#xf3;pez-Huertas, 2016</xref>). Additionally, <italic>HSP17.4</italic> and <italic>17.6</italic> have been shown to exhibit increased transcript levels during periods of abiotic stress in Arabidopsis (<xref ref-type="bibr" rid="B94">Swindell et&#xa0;al., 2007</xref>). Thus, the induction of these HSPs points to a potential role of these proteins in increasing the tolerance to oxidative stress also in barley leaves. The single down-regulated SHSP is an ortholog to <italic>AtHSP15.4</italic>, for which this contrary behavior upon stress was already described (<xref ref-type="bibr" rid="B89">Siddique et&#xa0;al., 2008</xref>).</p>
<p>Not surprising, considering the well-established juxtaposition between ROS production and photosynthesis, the application of H<sub>2</sub>O<sub>2</sub> negatively affected several photosynthetic components (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The most affected group represents chlorophyll a/b binding proteins orthologous to various light-harvesting complex proteins of the LHCb-type and to a component of the light-harvesting complex I, LHCa1, of Arabidopsis. Down-regulation of LHCb-type proteins upon oxidative stress has been previously described (<xref ref-type="bibr" rid="B91">Staneloni et&#xa0;al., 2008</xref>). It is likely part of an established photoprotection mechanism to alleviate increased ROS levels generated when the photosynthesis reaction becomes unbalanced, e.g., under high light conditions.</p>
<p>The role of phytohormones like ABA and jasmonate in response to several biotic and abiotic stimuli has been extensively studied in plants (<xref ref-type="bibr" rid="B101">Verma et&#xa0;al., 2016</xref>). In our data, several genes related to jasmonate signaling were found to be down-regulated (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), including an ortholog of Arabidopsis <italic>12-OXOPHYTODIENOATE REDUCTASE</italic> (<italic>OPR</italic>). The OPR3 protein of Arabidopsis has been denoted as one of the most crucial enzymes in jasmonate synthesis, which converts 12-oxophytodieonic acid (<italic>cis</italic>-OPDA) to OPC8:0 in peroxisomes (<xref ref-type="bibr" rid="B8">Bittner et&#xa0;al., 2022</xref>). However, recent studies highlighted the role of an OPR3-independent pathway for jasmonic acid (JA) biosynthesis, involving an OPR2-mediated alternative bypass <italic>via</italic> dinor-OPDA (dnOPDA) and 4,5-didehydro-JA, which is then converted to JA (<xref ref-type="bibr" rid="B13">Chini et&#xa0;al., 2018</xref>). Interestingly, we found a down-regulation of the barley ortholog of <italic>OPR2</italic> in leaves, the consequence of which remains speculative due to the unclear role of the OPR3-independent bypass pathway. By contrast, genes coding for <italic>ALLENE OXIDE CYCLASE</italic> (<italic>AOC</italic>) and <italic>ALLENE OXIDE SYNTHASE</italic> (<italic>AOS</italic>) were up-regulated in leaves. These enzymes catalyze the generation of both <italic>cis</italic>-OPDA and dnOPDA, which in turn would increase OPDA production for both pathways. This is interesting, because OPDA is believed to have an independent regulatory function both on transcription (similar to JA-Ile), but also on protein activity by OPDadylation. Moreover, OPDA-mediated signaling seems closely associated with thiol metabolism and redox-mediated processes (<xref ref-type="bibr" rid="B9">B&#xf6;ttcher and Weiler, 2007</xref>; <xref ref-type="bibr" rid="B71">Ohkama-Ohtsu et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B8">Bittner et&#xa0;al., 2022</xref>). Also related to jasmonate signaling are two TIFY domain-containing proteins that were induced in response to H<sub>2</sub>O<sub>2</sub> (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The TIFY domain is found in members of the JASMONATE ZIM DOMAIN (JAZ)-type transcriptional repressors involved in jasmonate signaling (<xref ref-type="bibr" rid="B15">Chung and Howe, 2009</xref>; <xref ref-type="bibr" rid="B76">Pauwels and Goossens, 2011</xref>). However, no regulation of TFs associated with jasmonate signaling was detected in our data set.</p>
<p>By contrast, many of the genes associated with other phytohormones, e.g. auxins and ABA, encode TFs or other proteins involved in transcription regulation (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Several of these genes belong to the large family of AP2/ERF-type TFs, members of which have been associated with environmental stresses including hypoxia and oxidative stress. While mostly associated with ethylene, AP2/ERF function is also connected to ABA, gibberellic acid, cytokinin, and brassinosteroids (<xref ref-type="bibr" rid="B107">Xie et&#xa0;al., 2019</xref>). The largest group of genes associated with hormones relates to auxin (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), the role of which is mostly associated with development and growth. However, experimental evidence linked auxin also to oxidative stress, especially auxin-mediated stress-dependent cell proliferation including the RSL-type TF ROOT HAIR DEFECTIVE SIX-LIKE4 (RSL4) that targets NADPH oxidases also known as respiratory burst oxidase homologs (RBOHs) and secreted plant-specific type III peroxidases that impact apoplastic ROS homeostasis and in turn stimulate root hair cell elongation (<xref ref-type="bibr" rid="B74">Pasternak et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B35">Iglesias et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B59">Mangano et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Root-specific transcriptomic changes in response to H<sub>2</sub>O<sub>2</sub>
</title>
<p>In roots, many DEGs were found to be associated with the detoxification of H<sub>2</sub>O<sub>2</sub> (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>), especially peroxidases and genes related to glutathione metabolism. <italic>GLUTATHIONE TRANSFERASES (GSTs)</italic> and <italic>GLUTATHIONE PEROXIDASES (GTPs)</italic> have both been shown to be involved in plant stress responses (<xref ref-type="bibr" rid="B4">Bela et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B70">Nianiou-Obeidat et&#xa0;al., 2017</xref>). However, somewhat surprisingly, our data showed clear down-regulation of several <italic>GSTs</italic> and <italic>GTPs</italic> along with other key players associated with H<sub>2</sub>O<sub>2</sub> detoxification such as orthologs of Arabidopsis <italic>ASCORBATE PEROXIDASE</italic> 1 (<italic>APX1</italic>) and <italic>CATALASE 1(CAT1)</italic>. Moreover, two putative <italic>DETOXIFICATION EFFLUX CARRIERS/MULTIDRUG AND TOXIC COMPOUND EXTRUSION</italic> (DXT/MATE) proteins were strongly up-regulated in roots. The MATE family proteins facilitate the efflux of various compounds including substances, such as hormones or flavonoids, that improve adaptation to stress (<xref ref-type="bibr" rid="B43">Ku et&#xa0;al., 2022</xref>).</p>
<p>The largest set of genes whose expression was affected in response to H<sub>2</sub>O<sub>2</sub> belongs to class III plant type peroxidases (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>), whose role in plant defense mechanisms in response to a wide variety of biotic and abiotic stresses is well established. They play an important role in the cellular redox homeostasis upon stress. In addition, they also catalyze the oxidation of a variety of substrates and have been linked to processes involved in cell wall stability, including lignin and suberin polymerization in response to stress (<xref ref-type="bibr" rid="B42">Kidwai et&#xa0;al., 2020</xref>). Thus, the up-regulation of these peroxidases in roots upon H<sub>2</sub>O<sub>2</sub> treatment is in line with the up-regulation of genes involved in cell wall metabolism observed in this study. Some components of the cell wall architecture, particularly the xyloglucans, have been shown to play an important role in imparting abiotic stress tolerance by coordinating with hormonal and other signaling cascades. For example, a xyloglucan galactosyl transferase from Arabidopsis, SHORT ROOT IN SALT MEDIUM 3 (RSA3), was shown to play a crucial role under salt stress by assembling actin microfilaments and thus preventing ROS accumulation induced by disruption of actin microfilaments (<xref ref-type="bibr" rid="B14">Cho et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B48">Li et&#xa0;al., 2013</xref>). Also the role of xyloglucan modifying enzymes along with expansins in loosening and expanding the cell wall network upon abiotic stresses has already been described (<xref ref-type="bibr" rid="B96">Tenhaken, 2015</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Commonly and counter-regulated DEGs in responses to H<sub>2</sub>O<sub>2</sub>
</title>
<p>Overall, leaves and roots showed very unique transcriptional responses upon H<sub>2</sub>O<sub>2</sub> treatment. Not only the number of DEGs was much higher in roots compared to leaves, the change in transcription also affected a quite different set of genes (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>). Nevertheless, there are DEGs that were found in both plant parts (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). These 349 DEGs were further divided into four clusters, depending on their expression pattern. Looking at the two larger clusters, the commonly up- or down-regulated DEGs (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, <xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table S3</bold>
</xref> and S4), certain patterns in the functional categories can be observed. Both clusters include TFs from different families. This is not unexpected and highlights their versatility in differentially regulating genes as an important part of all stress responses (<xref ref-type="bibr" rid="B37">Javed et&#xa0;al., 2020</xref>). However, of the TFs identified in this study, only few have previously been associated with oxidative stress, such as an Arabidopsis ortholog to <italic>HORVU2Hr1G066080</italic> and <italic>HORVU3Hr1G016320</italic>, the <italic>LOB DOMAIN CONTAINING PROTEIN 41 (LBD41)</italic>, that was previously identified in relation with low-oxygen endurance or high-light-induced increase in H<sub>2</sub>O<sub>2</sub> (<xref ref-type="bibr" rid="B67">Mustroph et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B100">Vanderauwera et&#xa0;al., 2011</xref>). However, some were found associated with stresses, such as herbivory, that include ROS-mediated signaling or mutations that cause increased levels of ROS (<xref ref-type="bibr" rid="B75">Paudel et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B23">Garcia et&#xa0;al., 2016</xref>).</p>
<p>Several transporters were found commonly down-regulated (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table S4</bold>
</xref> and <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). The aquaporin encoded by HORVU4Hr1G085250 is orthologous to the <italic>TONOPLAST INTRINSIC PROTEIN 4;1 (TIP4;1)</italic> of Arabidopsis and rice. Aquaporins not only transport water but also other molecules including H<sub>2</sub>O<sub>2</sub>. <italic>TIP4;1</italic> from barley was shown to be up-regulated by ABA in roots and gibberellic acid in shoots (<xref ref-type="bibr" rid="B53">Ligaba et&#xa0;al., 2011</xref>). Moreover, its expression was also up-regulated upon drought (<xref ref-type="bibr" rid="B45">Kurowska et&#xa0;al., 2019</xref>). Also sugar transporters of the SWEET-type and PHT1.7 phosphate transporters have been demonstrated to play a role in abiotic stress tolerance and showed variable expression patterns under stress conditions (<xref ref-type="bibr" rid="B11">Cao et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B24">Gautam et&#xa0;al., 2022</xref>).</p>
<p>We also found common down-regulation of orthologs to <italic>RECEPTOR-LIKE PROTEIN KINASES(RLKs)</italic> from different subfamilies, i.e., WAK, LLR, CRK and RLCK (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table S4</bold>
</xref> and <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). Experimental evidence suggests that RKLs are a vital part of the growth-defense trade-off, i.e. by facilitating the cross-talk between different phytohormones (<xref ref-type="bibr" rid="B111">Zhu et&#xa0;al., 2023</xref>). However, of the specific <italic>RLKs</italic> found commonly down-regulated in barley leaves and roots, only the pepper ortholog of <italic>WAKL20</italic> was described in relation to stress (<xref ref-type="bibr" rid="B111">Zhu et&#xa0;al., 2023</xref>). DEGs connected to various facets of primary metabolism were found commonly up-regulated (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table S4</bold>
</xref> and <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). While several of them are involved in pathways that play a role in stress responses, an obvious connection between these specific DEGs is lacking. Overall, even if no clear connection to oxidative stress exists, many of the commonly regulated DEGs have been described or postulated previously to be involved in stress tolerance mechanisms.</p>
<p>A very small number of DEGs was found counter-regulated upon treatment with H<sub>2</sub>O<sub>2</sub> (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table S4</bold>
</xref> and <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>), the majority of which showing up-regulation in leaves and down-regulation in roots. Several of those genes are connected to aspects of metabolism and hormone signaling, and some orthologous genes of other plant species, such as <italic>SERAT1</italic>, <italic>OSM34</italic>, and <italic>UGT74D1</italic> of tomato, grapevine and Arabidopsis have been previously connected to stress, ABA signaling, or auxin (<xref ref-type="bibr" rid="B95">Tavares et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Jin et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B73">Park and Kim, 2021</xref>; <xref ref-type="bibr" rid="B54">Liu et&#xa0;al., 2022</xref>). Remarkably, this cluster also includes a group of nine <italic>HSPs</italic>, and this different expression in leaves and roots raises questions about their specific role in stress response in the different tissues.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>Plant adaptation to changing environmental cues requires acclimation, enabling them to fulfil their lifecycle. This adaptation is based to a large extent on substantial changes on transcriptional level. Our data reveal that H<sub>2</sub>O<sub>2</sub> modulates the expression of a wide range of genes within the barley genome. The results provide first insights into the significant role of H<sub>2</sub>O<sub>2</sub> in altering cellular activities in this important crop species. However, in which manner all these genes are coordinated within the cell to provide an appropriate response during stress-induced H<sub>2</sub>O<sub>2</sub> increase is an important question that needs to be addressed in further research. Many of them have previously been associated to stress responses in barley or more often <italic>via</italic> their orthologs in Arabidopsis or other crops. This reveals a high degree of similarity in the responses of these plants to situations where cellular H<sub>2</sub>O<sub>2</sub> levels increase either as a toxic by-product of stress or as a dedicated signaling molecule. Other genes identified in this screen have so far not been associated with stress. As important redox molecules participating in plant cell signaling, developmental processes stress responses, as well as causing oxidative damage, uncovering the effect of ROS generally and H<sub>2</sub>O<sub>2</sub> specifically on gene expression provides good insights into the molecular mechanisms of oxidative stress responses in barley. Such understanding might increase our ability to improve stress resistance in barley and other crops to optimize crop performance and productivity in present and future environmental climate challenges. Particularly, the highest up- or down-regulated genes in our dataset in both tissues were mostly uncharacterized and information on the exact nature of the genes is missing. These data can be used to guide future studies aimed to functionally characterize novel stress-related genes using state-of-the-art experimental designs including generation of mutants and ectopic expression lines. This will enable us to better understand H<sub>2</sub>O<sub>2</sub> mediated regulation of adaptive processes not only in barley but also in other crops and might thus support targeted breeding of more resilient crops.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories (<uri xlink:href="https://www.ncbi.nlm.nih.gov/sra/PRJNA973626">https://www.ncbi.nlm.nih.gov/sra/PRJNA973626</uri>).</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SB contributed to conceptualization, investigation (responsible for most experimental work), formal analysis (responsible for all bioinformatic analysis), validation, visualization, and writing - original draft as well as review &amp; editing. MG contributed to investigation. BM contributed to validation (qRT-PCR) and writing - review &amp; editing. EP contributed to supervision and writing - review and editing. UV contributed to conceptualization, validation, funding acquisition, project administration, supervision, and writing - review &amp; editing. FC contributed to conceptualization, formal analysis, validation, visualization, supervision, and writing - original draft as well as review &amp; editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the Deutsche Forschungsgemeinschaft (DFG, INST 217/939-1 FUGG to UV and GRK 2064 to MG and UV).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank the NSG Core Facility of the Medical Faculty at the University of Bonn for providing support. We would also like to thank Elena Ulland Rodriguez for technical assistance.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" 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.2023.1223778/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2023.1223778/full#supplementary-material</ext-link></p>
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<supplementary-material xlink:href="Image_2.tif" id="SF2" mimetype="image/tiff"/>
<supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_2.xlsx" id="ST2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_3.xlsx" id="ST3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_4.xlsx" id="ST4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_5.xlsx" id="ST5" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
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