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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.2023.1099375</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>Molecular changes in phenolic compounds in <italic>Euglena gracilis</italic> cells grown under metal stress</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Bernard</surname>
<given-names>Eve</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gu&#xe9;guen</surname>
<given-names>C&#xe9;line</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/35674"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Department of Chemistry, Universit&#xe9; de Sherbrooke</institution>, <addr-line>Sherbrooke, QC</addr-line>, <country>Canada</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Baifei Huang, Hunan Institute of Technology, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Amrik Singh Ahluwalia, Eternal University, India; Andrzej Bajguz, University of Bia&#x142;ystok, Poland</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: C&#xe9;line Gu&#xe9;guen, <email xlink:href="mailto:celine.gueguen@usherbrooke.ca">celine.gueguen@usherbrooke.ca</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1099375</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Bernard and Gu&#xe9;guen</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Bernard and Gu&#xe9;guen</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>Metal presence in the aquatic ecosystem has increased and diversified over the last decades due to anthropogenic sources. These contaminants cause abiotic stress on living organisms that lead to the production of oxidizing molecules. Phenolic compounds are part of the defense mechanisms countering metal toxicity. In this study, the production of phenolic compounds by <italic>Euglena gracilis</italic> under three different metal stressors (i.e. cadmium, copper, or cobalt) at sub-lethal concentration was assessed using an untargeted metabolomic approach by mass spectrometry combined with neuronal network analysis (i.e. <italic>Cytoscape</italic>). The metal stress had a greater impact on molecular diversity than on the number of phenolic compounds. The prevalence of sulfur- and nitrogen-rich phenolic compounds were found in Cd- and Cu-amended cultures. Together these results confirm the impact of metallic stress on phenolic compounds production, which could be utilized to assess the metal contamination in natural waters.</p>
</abstract>
<kwd-group>
<kwd>cytoscape</kwd>
<kwd>metals</kwd>
<kwd>EC50,metabolites</kwd>
<kwd>polyphenol</kwd>
<kwd>HPLC-ESI-qTOF</kwd>
</kwd-group>
<contract-sponsor id="cn001">Universit&#xe9; de Sherbrooke<named-content content-type="fundref-id">10.13039/100009874</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="3"/>
<ref-count count="70"/>
<page-count count="8"/>
<word-count count="3555"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Plant Metabolism and Chemodiversity</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The contamination of aquatic ecosystems has become a global concern (<xref ref-type="bibr" rid="B17">Feng et&#xa0;al., 2021</xref>) and can cause adverse impacts on aquatic ecosystems and human health (<xref ref-type="bibr" rid="B64">Stumm and Morgan, 1996</xref>). Some metals, such as Cu, and Co, play a significant role in the functioning of algae as an important component of enzymes and photosynthetic systems. These essential metals are necessary for growth and development, but elevated concentrations can have detrimental physiological effects on the physiology, morphology, and biochemistry of cells (<xref ref-type="bibr" rid="B40">Mathur et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B12">Deng et al., 2020</xref>; <xref ref-type="bibr" rid="B51">Nguyen et al., 2023</xref>). Their excess can cause adverse physiological effects. Other metals, such as Cd(II), are often reported in water bodies because of their numerous applications in industrial processes (<xref ref-type="bibr" rid="B8">Bulgariu and Bulgariu, 2005</xref>; <xref ref-type="bibr" rid="B7">Blanco-Vieites et&#xa0;al., 2022</xref>), but do not play any role in the cell metabolism process. Their presence can cause the inhibition of cell growth, disturbance of the photosynthesis process, and changes in cell permeability (<xref ref-type="bibr" rid="B67">Watanabe and Suzuki, 2002</xref>; <xref ref-type="bibr" rid="B5">Bergsten-Torralba et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B23">He et&#xa0;al., 2021</xref>).</p>
<p>One of the cellular responses to metal stress can induce the production of harmful oxidative molecules, such as free radicals and reactive oxygen species (ROS), which can upset the redox balance causing oxidative stress and leading to cellular damage and even apoptosis (<xref ref-type="bibr" rid="B32">Le&#xf3;n-Vaz et&#xa0;al., 2021</xref>). The defense system implements diverse mechanisms of action to regain homeostasis, which is crucial for normal cell activity. The production of exogenous and endogenous compounds with antioxidant properties, like glutathione, carotenoids, and polyphenols, can help scavenge oxidizing molecules (<xref ref-type="bibr" rid="B54">Poljsak, 2011</xref>; <xref ref-type="bibr" rid="B53">Pisoschi and Pop, 2015</xref>). The energy cost to synthesize them is relatively high but is necessary to preserve cell integrity and limit cellular damage.</p>
<p>Phenolic compounds often referred to as polyphenols, are secondary metabolites (<xref ref-type="bibr" rid="B33">Lindner and Pleissner, 2019</xref>) synthesized by organisms through the shikimate and phenylpropanoid metabolic pathways in response to external stimuli (<xref ref-type="bibr" rid="B57">Randhir et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B60">Sharma et&#xa0;al., 2019</xref>). These metabolites play an essential role in defense mechanisms against oxidative species (<xref ref-type="bibr" rid="B48">Naikoo et&#xa0;al., 2019</xref>). The presence of hydroxyl and carboxyl groups helps chelate metals and thus reduces oxidative stress (<xref ref-type="bibr" rid="B42">Michalak, 2006</xref>; <xref ref-type="bibr" rid="B30">Korzeniowska et&#xa0;al., 2020</xref>). There has been a growing interest in recent years for these important natural antioxidants and their chelating ability but only a few reports have focused on the analysis of bioactive phenolic compounds and their implication in algal growth under metal stress (<xref ref-type="bibr" rid="B52">Onofrejov&#xe1; et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B58">Rico et&#xa0;al., 2013</xref>).</p>
<p>Growth under metallic stress can increase the production of chelating metabolites (<xref ref-type="bibr" rid="B3">Alvil&#xe9;s et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B24">Holguin and Schaub, 2013</xref>; <xref ref-type="bibr" rid="B38">Mangal et&#xa0;al., 2019</xref>). Previous studies have observed an enhancement of the phenylpropanoid metabolic pathway, thus the number of phenolic compounds under various stress conditions (<xref ref-type="bibr" rid="B42">Michalak, 2006</xref>; <xref ref-type="bibr" rid="B59">&#x160;amec et&#xa0;al., 2021</xref>). Cadmium (Cd) is a non-essential metal extremely toxic to living organisms causing significant negative effects on the diverse metabolic pathways, growth, and photosynthesis (<xref ref-type="bibr" rid="B55">Qian et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B45">Monteiro et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B10">Cerventes-Garcia et&#xa0;al., 2016</xref>) and is easily absorbed and accumulated by the organisms (<xref ref-type="bibr" rid="B25">Jamers et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B21">Griboff et&#xa0;al., 2018</xref>). Copper (Cu) is an essential metal used in numerous physiological processes but becomes toxic at higher concentrations (<xref ref-type="bibr" rid="B18">Gaetke and Chow, 2003</xref>; <xref ref-type="bibr" rid="B58">Rico et&#xa0;al., 2013</xref>) leading to DNA damage (<xref ref-type="bibr" rid="B43">Mittler, 2002</xref>; <xref ref-type="bibr" rid="B28">Knauert and Knauer, 2008</xref>). Cobalt (Co) is also an essential metal and a constituent of vitamin B12 required for cellular growth (<xref ref-type="bibr" rid="B1">Adam and Garnier-Laplace, 2003</xref>; <xref ref-type="bibr" rid="B13">dos Reis et&#xa0;al., 2021</xref>). In presence of high concentrations of Co(II), the syntheses of chlorophyll a and chlorophyll b (<xref ref-type="bibr" rid="B15">El-Sheekh et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B16">Fathi et&#xa0;al., 2008</xref>) and RNA (<xref ref-type="bibr" rid="B50">Nowicka, 2022</xref>) is disturbed.</p>
<p>This study aims to assess the molecular composition of phenolic compounds produced by the eukaryotic <italic>Euglena gracilis</italic> cells under metal stress (Cd, Co, Cu) using an untargeted metabolomic approach. The protist, <italic>Euglena gracilis</italic>, can tolerate elevated metal contaminations (ppm range; <xref ref-type="bibr" rid="B70">Zhang et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B68">Winters et&#xa0;al., 2017</xref>) <italic>via</italic> the production of a range of chelating metabolites that complex metals ions into a tolerable physiological form (<xref ref-type="bibr" rid="B69">Zenk, 1996</xref>; <xref ref-type="bibr" rid="B27">Khatiwada et&#xa0;al., 2020</xref>). An untargeted metabolomic approach will be used to assess the changes in the phenolic profiles in response to the metal stress.</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>Cell growth and biomass harvesting</title>
<p>The <italic>Euglena gracilis</italic> strain CPCC469 purchased from the Canadian Phycological Culture Centre (University of Waterloo, Canada) was grown in pre-combusted 250 mL Erlenmeyer flasks containing 100 mL of modified acid medium (MAM; <xref ref-type="bibr" rid="B6">Bernard and Gu&#xe9;guen, 2022</xref>) supplemented with 5 g L<sup>-1</sup> of glutamic acid at pH 3. The photoautotrophic cultivation was carried out at 25&#xb0;C under illumination 16:8 h (light: dark) at 2800 Lumens Sylvania<sup>&#xae;</sup> fluorescent lamp (2x F32W-GRO-LUX). The euglenoid cells in the exponential growth phase (initial cell density of 1.0 x 10<sup>6</sup> cell mL<sup>-1</sup>; in biological duplicate) were exposed to a single metal solution (i.e., Cd(NO<sub>3</sub>)<sub>2</sub>,4H<sub>2</sub>O or Cu(SO<sub>4</sub>),5H<sub>2</sub>O or Co(NO<sub>3</sub>)<sub>2</sub>, 6H<sub>2</sub>O; SigmaAdrich) with nominal concentrations ranging from 4x10<sup>-5</sup> to 20 ppm for Cd(II), from 3x10<sup>-5</sup> to 130 ppm for Cu(II), and from 2x10<sup>-5</sup> to 10<sup>3</sup> ppm for Co(II). A triplicate control culture (no metal added) was also conducted under the same condition. A hemocytometer-based trypan blue assay and a light microscope (Leica DM500) were used to quantify living cells in each replicate. The metal concentration required to cause cell death in half of the cells (EC50) was calculated using OriginPro 2020.</p>
<p>To assess the molecular composition of phenolic compounds, <italic>Euglena gracilis</italic> cells were exposed to the EC50-72h of the metal. After 72h the biomass was harvested, centrifuged, thoroughly washed with Milli-Q water, and freeze-dried for subsequent analysis.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Phenolic compounds extraction and HPLC separation</title>
<p>The freeze-dried biomass (50 mg) was sonicated for 1h in an ultrasonic bath. The phenolic compounds were then extracted with a mixture of aqueous methanol (85%), 2,3-ter-butyl-4-hydroxyanisol (2 g L<sup>-1</sup>), and formic acid (0.1%). After centrifugation (4900 rpm, 30 min), the supernatant was evaporated with a rotary evaporator at 30&#xb0;C. Resuspension was done in methanol (20%) and acidified water (1% formic acid) followed by filtration using a 0.2-&#xb5;m polyethersulfone filter. Phenolic compounds were separated by gradient elution high-performance liquid chromatography (HPLC) coupled with a diode array detector. The chromatographic separation was performed according to <xref ref-type="bibr" rid="B6">Bernard and Gu&#xe9;guen (2022)</xref>, using a reversed-phase column. Three chromatographic fractions were collected: 4.2-4.7 min (fraction 1; F1), 6.8-7.3 min (fraction 2; F2), and 10.8-11.3 min (fraction 3; F3) for MS analysis.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Mass spectrometry analysis</title>
<p>Catechin (<italic>m/z</italic> = 289.072; 4&#xb5;mol L<sup>-1</sup> in 50:50 v/v MeOH: Milli-Q water) was added to all the chromatographic fractions as an internal standard (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). The chromatographic fractions were then introduced into an electrospray ion source by direct infusion with a flow rate of 300 &#xb5;L h<sup>-1</sup> and ionized in a negative mode (source capillary voltage -5000 V). The MS analysis was done using a MAXIS time&#x2013;of-flight mass spectrometer (Bruker). The signal acquisition was done across an <italic>m/z</italic> range of 100-1000 over 2 min lapse and in duplicate for each sample. An external standard (sodium formate) was used for instrumental calibration from day to day. MS grade methanol was infused between each sample to minimize sample carryover. A blank sample spectrum was also acquired every 10 samples and all <italic>m/z</italic> found in the blank were removed in the subsequent sample spectra. Spectral processing was conducted using Bruker compass DataAnalysis (v4.4) where a mass list was generated at S/N &gt; 4 and a relative intensity cut-off of 0.1%. The formulas, corresponding to <italic>m/z</italic> within a 10 ppm mass error, were then attributed using the SmartFormula (DataAnalysis v4.4) with the following criteria: <sup>12</sup>C(1-50), <sup>1</sup>H(1-100), <sup>16</sup>O(1-30), <sup>14</sup>N(0-2), <sup>32</sup>S(0-2). Only <italic>m/z</italic> present in both replicate samples was kept for the phenolic analysis. Phenolic compounds were defined as 0.6&lt; H/C&lt; 1.5 and 0.3&lt; O/C&lt; 0.85 (<xref ref-type="bibr" rid="B31">Kuhnert et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Ngoc et&#xa0;al., 2019</xref>) and modified aromaticity index (AImod) inferior to 0.67 (<xref ref-type="bibr" rid="B29">Koch and Dittmar, 2016</xref>).</p>
<p>The abundance-based diversity (DA) values were calculated based on the Gini-Simpson index (<xref ref-type="bibr" rid="B20">Gotelli and Chao, 2013</xref>) and adapted to molecular mixtures (equation 1). It helps describe the distribution of phenolic compounds across formulas by considering the number of formulas identified and their relative intensity (<xref ref-type="bibr" rid="B41">Mentges et&#xa0;al., 2017</xref>). The index ranges from 0 to 1 and represents the probability that randomly chosen formulas to differ from one another (<xref ref-type="bibr" rid="B41">Mentges et&#xa0;al., 2017</xref>).</p>
<disp-formula>
<label>(Eq1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>A</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where N is the total number of formulas in the data set, p<sub>i</sub> represents the sum-normalized signal intensity of the i-th formula and i represents each of the formulas of the data set.</p>
<p>The different atomic ratios (O/C, H/C, S/C, and N/C) were calculated based on the formula attributed to each phenolic compound found in the different samples. The double-bond equivalent (DBE, equation 2) represents the sum of instaurations and rings in a molecule (<xref ref-type="bibr" rid="B29">Koch and Dittmar, 2016</xref>). The modified aromaticity index (AImod, equation 3) is used to calculate the potential heteroatom contribution, particularly oxygen, to the double bond in a molecule (<xref ref-type="bibr" rid="B29">Koch and Dittmar, 2016</xref>).</p>
<disp-formula>
<label>(Eq2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>B</mml:mi>
<mml:mi>E</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>+</mml:mo>
<mml:mi>C</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>O</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(Eq3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>d</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>+</mml:mo>
<mml:mi>C</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>O</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>O</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Metabolites network analysis</title>
<p>The network analysis was conducted using the Cytoscape software with the MettaNetter application (<xref ref-type="bibr" rid="B35">Longnecker and Kujawinski, 2016</xref>). This type of neuronal network analysis allows the visualization of HR-MS m/z and the quantification of their interactions (<xref ref-type="bibr" rid="B26">Jourdan et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B61">Smoot et&#xa0;al., 2011</xref>). Briefly, the complete list of phenolic <italic>m/z</italic> was imported into Cytoscape where each <italic>m/z</italic> was treated as a node (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>). A pre-defined list of common metabolites found in living cells including chemical building blocks of organic molecules, such as amino acid and nucleic acid was also imported (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>; <xref ref-type="bibr" rid="B35">Longnecker and Kujawinski, 2016</xref>; <xref ref-type="bibr" rid="B39">Mangal et&#xa0;al., 2017</xref>). The exact mass differences between nodes were then calculated and defined as edges if they matched any of the listed metabolites within a &#xb1;2 ppm error (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>). Networks of metabolites between <italic>m/z</italic> were then created and visualized. The relative abundance of each metabolite is reported here.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analysis</title>
<p>The Shapiro-Wilk normality test was performed followed by the Wilcoxon nonparametric (R studio). A significant difference was considered at the level of p&lt; 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results|discussion">
<label>3</label>
<title>Results and discussion</title>
<sec id="s3_1">
<label>3.1</label>
<title>Metal toxicity</title>
<p>Metal toxicity varies between different aquatic microorganisms species because of the variability of defense mechanisms and capacity to limit the metal concentration in cellular compartments thus restraining damages. The EC50 values for Cd, Cu, and Co were 2.7 &#xb1; 1.0 ppm, 16.0 &#xb1; 2.2 ppm, and 190.7 &#xb1; 39.9 ppm, respectively (r<sup>2</sup> &gt; 0.88; <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The toxicity of Cd for two microalgae <italic>Chlorella elliposoidea</italic> and <italic>Raphidocelis subcapitata</italic> microalgae were between 0.09 and 0.43 ppm (<xref ref-type="bibr" rid="B37">Magdaleno et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B13">dos Reis et&#xa0;al., 2021</xref>) whereas the EC50 of Cu<sup>2+</sup> and Co<sup>2+</sup> were reported to be 0.048 and 0.030 ppm for <italic>Pseudokirchneriella subcapitata</italic> (<xref ref-type="bibr" rid="B2">Al-Hasawi et&#xa0;al., 2020</xref>). The <italic>E. gracilis</italic> EC50 values were higher than the EC50 of other aquatic organisms confirming the good tolerance of <italic>E. gracilis</italic> to metal (<xref ref-type="bibr" rid="B46">Moreno-S&#xe1;nchez et&#xa0;al., 2017</xref>). As expected, the lower EC50 values were found for the non-essential metal Cd whereas higher EC50 values were associated with the essential metal Co. Cd was reported to inhibit the synthesis of chlorophyll and carotenoids and the enzymes involved in CO<sub>2</sub> fixation in many algal species (<xref ref-type="bibr" rid="B47">Nagajyoti et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B23">He et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Mo et&#xa0;al., 2022</xref>) whereas the harmful effects for Cu and Co are related to the production of reactive oxygen species and lipids (<xref ref-type="bibr" rid="B62">Stauber and Florence, 1987</xref>; <xref ref-type="bibr" rid="B13">dos Reis et&#xa0;al., 2021</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Concentration-response curves for Euglena gracilis cells exposed to <bold>(A)</bold> Cd, <bold>(B)</bold> Cu, and <bold>(C)</bold> Co.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1099375-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Metal effects on phenolic compound production</title>
<p>The three chromatographic fractions (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S4</bold>
</xref>) did not show any significant trends between fractions for the elemental ratios (O/C, H/C, N/C, and S/C) and indices (modified aromaticity index, double bond equivalent, nominal oxidation state of carbon). All phenolic compounds reported in this study are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplemental Table S1</bold>
</xref>. Significant trends were found when the phenolic compound fractions (F1+F2+F3) were combined. The relative abundance and number of phenolic compounds were significantly lower in the control than in the metal cultures (p&lt; 0.05; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). For example, the relative intensity of phenolic compounds accounted for 2.04 &#xb1; 0.11% in the control compared to 2.88 &#xb1; 0.10 and 3.02 &#xb1; 0.13 in metal cultures (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The metal exposure led to a significant increase in phenolic compound production for all metals, consistent with the implication of phenolic compounds in stress mitigation (<xref ref-type="bibr" rid="B59">&#x160;amec et&#xa0;al., 2021</xref>). Interestingly, no significant differences were found in relative intensity and number of phenolics between the three metal treatments (p &gt; 0.05). This means that exposure at EC50 values for metals leads to comparable concentration and abundance of phenolic compounds and thus similar cellular oxidative stress.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<bold>(A)</bold> Relative intensity and <bold>(B)</bold> number of cellular polyphenols in control (CTRL) and metal treatments. Different superscript letters indicate significant differences (p&lt;0.05) determined by the Wilcoxon test.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1099375-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Molecular diversity of phenolic compounds</title>
<p>The abundance-based diversity (DA) of the metal cultures spanned from 0.9985 &#xb1; 0.0002 to 0.9988 &#xb1; 0.0002 which is significantly lower than in the control culture (0.9992 &#xb1; 0.0001; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Larger values of DA indicate higher diversity, which means that the control culture had significantly higher diversity than the metal cultures. The phenolic compounds are involved in growth, cell division, and other activities but in a period of intense metal stress, cells are in survival mode pausing the majority of cell activities and favoring defense mechanisms (<xref ref-type="bibr" rid="B42">Michalak, 2006</xref>; <xref ref-type="bibr" rid="B59">&#x160;amec et&#xa0;al., 2021</xref>). In contrast, the control culture showed a greater phenolic DA to maintain a variety of cellular processes for which less specific phenolic compounds are required. Since DA ranges from 0 to 1, it is possible to observe a great diversity of phenolic compounds produced by <italic>E. gracilis</italic> for all cultures (<xref ref-type="bibr" rid="B9">Caso and Gil, 1988</xref>; <xref ref-type="bibr" rid="B56">Rai and Kim, 2020</xref>). The diversity values were relatively high in all samples (over 0.99) compared to diversity values in previous population diversity studies of archaea, algae, and bacteria (0.1-0.96; <xref ref-type="bibr" rid="B36">Madigou et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Liu et&#xa0;al., 2020</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Abundance-based diversity (DA) of cellular phenolic compounds in control and metal treatments (cadmium, copper, and cobalt). Different superscript letters indicate significant differences (p&lt;0.05) determined by the Wilcoxon test.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1099375-g003.tif"/>
</fig>
<p>The weighted average <italic>m/z</italic> (<italic>m/z</italic>(wa)) of phenolic compounds was 408.04 &#xb1; 10.42 in the control culture and 388.67 &#xb1; 7.27 to 403.29 &#xb1; 6.47 in metal-stressed cultures (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). No significant difference in <italic>m/z</italic>(wa) was found between control and metal treatments, and between metal treatments, suggesting that the metal stress did not play a significant role in the <italic>m/z</italic>(wa) of produced phenolics. The stressed cells produced smaller phenolic compounds because the focus is to limit cellular damages caused by the exposition to metals causing oxidative stress. Thus, the energy is used for defense mechanisms instead of being used to produce complex metabolites (<xref ref-type="bibr" rid="B22">Hadacek and Bachmann, 2015</xref>; <xref ref-type="bibr" rid="B4">Anjitha et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B17">Feng et&#xa0;al., 2021</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Weighted average <italic>m/z</italic> of cellular phenolic compounds found in control and metal treatments (cadmium, copper, and cobalt). Different superscript letters indicate significant differences (p&lt;0.05) determined by the Wilcoxon test.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1099375-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Molecular characteristics of phenolic compounds under metallic stress</title>
<p>In terms of elemental ratios (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A-D</bold>
</xref>), significant differences in the elemental ratios of the phenolic compounds were found. The phenolic compounds had significantly lower O/C, H/C, and N/C ratios in the Cd-treatment than in the control (p&lt; 0.05). The Co-treatment showed significantly higher H/C, N/C, and S/C ratios than the control (p&lt; 0.05). The differences for the Cd-treatment suggested that the cellular phenolics were less oxygenated, more unsaturated, and N-poor in this treatment. The unsaturation was also confirmed by the higher DBE (0.86 &#xb1; 0.15, <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5E</bold>
</xref>) and AImod (0.390 &#xb1; 0.011, <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5F</bold>
</xref>) in the Cd-treatment. It is worth noticing that the cellular phenolic produced in the Co-amended cultures showed the opposite profile with a predominance of oxygenated (high O/C), saturated (high H/C), N enriched (high N/C) and S enriched (high S/C) compared to the control and Cu treatment. Together these results showed that the phenolic profile was metal specific.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Weighted elemental <bold>(A)</bold> O/C, <bold>(B)</bold> H/C, <bold>(C)</bold> N/C, and <bold>(D)</bold> S/C ratios, <bold>(E)</bold> DBE, and <bold>(F)</bold> AImod of cellular phenolic compounds in control, cadmium, copper, and cobalt treatments. Different superscript letters indicate significant differences (p&lt;0.05) determined by the Wilcoxon test.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1099375-g005.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Network analysis of phenolic compounds</title>
<p>The <italic>Cytoscape</italic> network-based pathway analyses found 21 to 33 different metabolites in the control and stressed cells (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The metabolites were grouped based on the presence of heteroatoms: sulfur (Group 1), nitrogen (Group 2), nitrogen and oxygen (Group 3), and oxygen (Group 4) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The metal-exposed cultures showed a greater abundance of heteroatoms containing metabolites (Groups 1, 3, and 4) because of the specific affinity for a metal type (<xref ref-type="bibr" rid="B63">Sten Ahrland et&#xa0;al., 1958</xref>). The type B metal, Cd, is known to promote sulfur-containing ligands, like cysteine and methionine (Group 1; <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Cobalt, a type-A metal, favors oxygen-containing metabolites (Group 3 - 4; <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Copper presents a less distinct profile favoring metabolites from all groups (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>), which may be explained by the fact that this metal presents a different classification depending on its oxidation state (<xref ref-type="bibr" rid="B14">Duffus, 2002</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Metabolites found by network analysis corresponding to cellular phenolic compounds in control, cadmium, copper, and cobalt treatments. Groups 1-4 represent sulfur-, nitrogen-, nitrogen- and oxygen-, and oxygen-rich metabolites, respectively. The relative intensity is indicated by the color scale.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1099375-g006.tif"/>
</fig>
<p>Glyoxylate (Group 4), a metabolite, involved in the anabolic metabolic pathway derived from the TCA cycle occurring in plants, bacteria, protists, and fungi (<xref ref-type="bibr" rid="B11">Chew and Than, 2021</xref>), is found in both control and metal treatments. The greater abundance of glyoxylate in the control cells confirmed that the metabolic machinery was optimal. Its reduced abundance in metal-stressed cells suggests that the defense mechanisms pathway was put on hold on other basic activities. Another metabolite found in all four cultures is adenine (Group 2), one of the four chemical bases in DNA. Unlike glyoxylate, adenine was more frequently found in metal-exposed cultures. Adenine, is one of the 2 nitrogenous bases of purine, with its derivatives (ATP, NAD, FAD) involved in cellular respiration and protein synthesis (<xref ref-type="bibr" rid="B19">Glavin et&#xa0;al., 2018</xref>). Allantoin, a purine intermediary metabolite can enhance abiotic stress tolerance <italic>via</italic> the activation of abscisic acid metabolism (<xref ref-type="bibr" rid="B66">Watanabe et&#xa0;al., 2014</xref>). Abscisic acid is a phytohormone implicated in normal growth and development in addition to playing a crucial role in integrating stress signals and controlling downstream stress signals (<xref ref-type="bibr" rid="B65">Tutreja, 2007</xref>). This may explain why adenine, <italic>via</italic> its intermediary, occurred more frequently in stress cultures than in the control.</p>
</sec>
</sec>
<sec id="s4" sec-type="conclusion">
<label>4</label>
<title>Conclusion</title>
<p>The study assessed the molecular characteristics of phenolics produced by the eukaryotic <italic>E. gracilis</italic> when exposed to toxic levels of metal. The cellular extracts of metal-stressed cultures presented a significantly higher phenolic abundance than in the control culture, likely the result of the activation of defense mechanisms and the pausing of normal cellular activities. The molecular diversity in phenolic compounds determined by the Gini-Simpson index was significantly reduced to favor syntheses of less complex metabolites involved in metal stress management. The total number of phenolic compounds was similar between the three metal treatments meaning that the inherent metal toxicity did not influence the number of phenolic compounds but rather their molecular composition. The metal stress resulted in significant changes in the elemental ratios, unsaturation levels, and heteroatom abundances of the cellular phenolic compounds. Understanding the impact of metal exposure on phenolic compounds production and composition help identify conditions favoring specific metabolites with specific molecular characteristics.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>EB, research design, experimentation, drafting, and statistical analysis. CG, research design, supervision, and review. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by funding through the Natural Sciences and Engineering Research Council of Canada (RGPIN 341931-2013, RGPIN 2021-03984 and STPGP 521417-2018).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank Asma Farjallah, Philippe Venne, and Ren&#xe9; Gagnon for their help and technical assistance.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2023.1099375/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2023.1099375/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_1.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
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