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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Fungal Biol.</journal-id>
<journal-title>Frontiers in Fungal Biology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Fungal Biol.</abbrev-journal-title>
<issn pub-type="epub">2673-6128</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/ffunb.2025.1643880</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Fungal Biology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Microbial communities from distinct <italic>Vitis</italic> species shape volatile profiles of fermenting juices while preserving varietal typicity</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Raymond Eder</surname>
<given-names>Mar&#xed;a Laura</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Fari&#xf1;a</surname>
<given-names>Laura</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Carrau</surname>
<given-names>Francisco</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Rosa</surname>
<given-names>Alberto Luis</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Laboratorio de Gen&#xe9;tica y Biolog&#xed;a Celular y Molecular, Departamento de Farmacolog&#xed;a Otto Orsingher, Facultad de Ciencias Qu&#xed;micas, Universidad Nacional de C&#xf3;rdoba</institution>, <addr-line>C&#xf3;rdoba</addr-line>,&#xa0;<country>Argentina</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Departamento de Agroalimentos, Facultad de Ciencias Agropecuarias, Universidad Nacional de C&#xf3;rdoba</institution>, <addr-line>C&#xf3;rdoba</addr-line>,&#xa0;<country>Argentina</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>&#xc1;rea Enolog&#xed;a y Biotecnolog&#xed;a de Fermentaciones, Facultad de Qu&#xed;mica, Universidad de la Rep&#xfa;blica</institution>, <addr-line>Montevideo</addr-line>,&#xa0;<country>Uruguay</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laboratorio de Biotecnolog&#xed;a de Aromas, Facultad de Qu&#xed;mica, Universidad de la Rep&#xfa;blica</institution>, <addr-line>Montevideo</addr-line>,&#xa0;<country>Uruguay</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Instituto de Farmacolog&#xed;a Experimental de C&#xf3;rdoba (IFEC-CONICET)</institution>, <addr-line>C&#xf3;rdoba</addr-line>,&#xa0;<country>Argentina</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2833862/overview">Athanasia Koliadima</ext-link>, University of Patras, Greece</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/223210/overview">Angela Capece</ext-link>, University of Basilicata, Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/326902/overview">Laura Pulcini</ext-link>, Council for Agricultural Research and Economics &#x2013; Research Centre for Viticulture and Enology CREA-VE, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Alberto Luis Rosa, <email xlink:href="mailto:alrosa@unc.edu.ar">alrosa@unc.edu.ar</email>; Mar&#xed;a Laura Raymond Eder, <email xlink:href="mailto:mlraymondeder@unc.edu.ar">mlraymondeder@unc.edu.ar</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>6</volume>
<elocation-id>1643880</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Raymond Eder, Fari&#xf1;a, Carrau and Rosa.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Raymond Eder, Fari&#xf1;a, Carrau and Rosa</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>Spontaneously fermenting grape juices represent complex ecosystems resulting from the dynamic interaction between the unique characteristics of a grape varietal and its indigenous associated microbiota. The extent to which specific grape variety volatile compounds versus microbially derived ones shape wine identity remains incompletely understood. In this work, we explored this issue by characterizing the volatile compound profiles at early stages of fermentation of the highly aromatic Isabella (<italic>V. labrusca</italic> L.) grape juice, conducted by native microbial communities prepared from either Isabella (homologous fermentation) or Malbec (<italic>V. vinifera</italic> L., heterologous fermentation) grapes. Results revealed that microbial starters derived from <italic>V. labrusca</italic> L. and <italic>V. vinifera</italic> L. markedly influenced the volatile profiles of the resulting fermented Isabella grape juices. Joint analysis of volatile profiles from Malbec and Isabella juices fermented with the same set of <italic>Vitis</italic>-specific microbial communities showed that, despite the strong influence of the microbial consortia, the fermented juices retained traits consistent with their original grape varietal identity. Characterization and identification of cultivable yeast species in these homologous and heterologous fermentations of Isabella grape juice showed <italic>H. uvarum</italic>, <italic>H. opuntiae</italic>, and <italic>S. bacillaris</italic> as dominant species in Malbec and Isabella microbial ecosystems. Our results highlight the potential of this innovative experimental approach to examine the relative roles of microbial communities and grape varietals in shaping wine identity. Moreover, they show that different <italic>Vitis</italic>-specific microbiota can distinctly influence the volatile profiles of a fermenting grape juice without altering its varietal identity.</p>
</abstract>
<kwd-group>
<kwd>
<italic>terroir</italic>
</kwd>
<kwd>non-<italic>Saccharomyces</italic>
</kwd>
<kwd>volatile profile</kwd>
<kwd>fermentation</kwd>
<kwd>Isabella</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="58"/>
<page-count count="13"/>
<word-count count="6253"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Fungal Genomics and Evolution</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Wine fermentation is a complex process where the interplay between grape juice and its associated microbial populations, derived from both the vineyard and winery environments, shapes the chemical and sensory profiles of the resulting wine (<xref ref-type="bibr" rid="B6">Belda et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B13">de Celis et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B22">Garc&#xed;a-Izquierdo et&#xa0;al., 2024</xref>). Yeasts are particularly important in alcoholic fermentation, where they convert sugars into alcohol and carbon dioxide, while also producing various secondary metabolites that contribute to the wine&#x2019;s flavor and aroma (<xref ref-type="bibr" rid="B36">Maicas and Mateo, 2023</xref>; <xref ref-type="bibr" rid="B55">Wang et&#xa0;al., 2023</xref>). The indigenous yeast communities that develop during spontaneous grape must fermentations are shaped by annual environmental conditions in the vineyard, agricultural practices, intrinsic factors of the grapevine, &#x2014;including the physicochemical properties of the grape must, &#x2014; and winemaking techniques (<xref ref-type="bibr" rid="B54">Varela and Borneman, 2016</xref>; <xref ref-type="bibr" rid="B26">Griggs et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B34">Liszkowska and Berlowska, 2021</xref>; <xref ref-type="bibr" rid="B13">de Celis et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B36">Maicas and Mateo, 2023</xref>). A consistent pattern of species emerges in the yeast population: non-<italic>Saccharomyces</italic> yeasts dominate the initial phase of fermentation, while <italic>Saccharomyces cerevisiae</italic> becomes the predominant species as fermentation progresses (<xref ref-type="bibr" rid="B7">Bezerra-Bussoli et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B18">Drumonde-Neves et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B11">Cili&#xe3;o Filho et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B45">Raymond Eder et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B43">2018</xref>; <xref ref-type="bibr" rid="B8">Borren and Tian, 2021</xref>; <xref ref-type="bibr" rid="B13">de Celis et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B50">Torres-Guardado et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B36">Maicas and Mateo, 2023</xref>). Non-<italic>Saccharomyces</italic> yeasts, which are predominant on grape skins, are introduced into the must during grape crushing and play a significant role in the early fermentation stages, producing various secondary metabolites that strongly impact the organoleptic characteristics of wine (<xref ref-type="bibr" rid="B31">Kamilari et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B39">Morata et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B52">Tufariello et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B48">Romano et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B50">Torres-Guardado et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B36">Maicas and Mateo, 2023</xref>; <xref ref-type="bibr" rid="B55">Wang et&#xa0;al., 2023</xref>).</p>
<p>Understanding the dynamics of indigenous microbial communities of fermenting grape juices and musts is a central focus in enology, given its significance for both scientific research and industrial applications (<xref ref-type="bibr" rid="B40">Padilla et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B53">Varela, 2016</xref>; <xref ref-type="bibr" rid="B26">Griggs et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B13">de Celis et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B36">Maicas and Mateo, 2023</xref>; <xref ref-type="bibr" rid="B22">Garc&#xed;a-Izquierdo et&#xa0;al., 2024</xref>). An increasing number of studies point to a relationship between the grape microbiome and <italic>terroir</italic>, which includes factors such as soil composition, climate, and annual precipitation, suggesting that specific microbial populations may contribute to the regional identity of wines (<xref ref-type="bibr" rid="B41">Pretorius, 2017</xref>, <xref ref-type="bibr" rid="B42">2020</xref>; <xref ref-type="bibr" rid="B35">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B26">Griggs et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B31">Kamilari et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B56">Zhang et&#xa0;al., 2023a</xref>). Moreover, it has been suggested that particular grape varieties harbor microbiomes involving specific yeast strains or species, influencing the unique characteristics of fermented grape juices (<xref ref-type="bibr" rid="B4">Baffi et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B7">Bezerra-Bussoli et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B32">Lederer et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B45">Raymond Eder et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B43">2018</xref>, <xref ref-type="bibr" rid="B44">2025</xref>; <xref ref-type="bibr" rid="B46">Raymond Eder and Rosa, 2019</xref>). We have recently suggested that <italic>Vitis</italic>-specific microbial communities play a critical role in shaping the identity of grape juice fermentations (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). However, it remains unclear how strongly a grape varietal&#x2013;specific indigenous microbial community influences the final organoleptic properties of a given wine, how <italic>terroir</italic>-associated microbial signatures contribute to the wine&#x2019;s identity and profile, and to what extent alternative microbiotas&#x2014;such as those from different vintages or experimentally introduced from other <italic>Vitis</italic> species (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>)&#x2014;can alter the fermentation profile of a given grape varietal.</p>
<p>Although the OIV (International Organization of Vine and Wine) primarily recognizes <italic>Vitis vinifera</italic> L. as the species designated for vinification, other <italic>Vitis</italic> species and their hybrids are also used in winemaking, particularly in non-European countries (<xref ref-type="bibr" rid="B14">De la Fuente Lloreda, 2018</xref>). These non-<italic>vinifera Vitis</italic> species represent underexplored microbial ecosystems in enology and may serve as a potential source of yeasts with unique fermentative properties of both academic and industrial relevance (<xref ref-type="bibr" rid="B18">Drumonde-Neves et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B45">Raymond Eder et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B43">2018</xref>; <xref ref-type="bibr" rid="B46">Raymond Eder and Rosa, 2019</xref>). Moreover, we have recently proposed that they can serve as powerful tools for studying the impact of indigenous microbiota on the aromatic profiles of fermenting grape juices (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). Building on the use of this innovative experimental system, in this study we investigate the impact of the indigenous microbiota of Malbec grapes&#x2014;a conventional <italic>V. vinifera</italic> L. varietal used in winemaking&#x2014;versus the native microbiota of Isabella grapes (<italic>V. labrusca</italic> L.), on the volatile profile at early stages of fermentation of Isabella grape juices.</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>Grape juice fermentations</title>
<p>Grapes from Isabella (<italic>Vitis labrusca</italic> L.) and Malbec (<italic>Vitis vinifera</italic> L.) were harvested from two closely located, small vineyards (i.e., ~1.5 Ha each), with intermixed rows of both varietals (<xref ref-type="bibr" rid="B43">Raymond Eder et&#xa0;al., 2018</xref>), in Colonia Caroya, Argentina, during the 2021 vintage. Isabella and Malbec grape juice supernatants (~3.5 l each), collected after centrifugation of filtered musts (5000 rpm for 10&#xa0;min at 20&#xb0;C), were pasteurized (60&#xb0;C, 30&#xa0;min) (<xref ref-type="bibr" rid="B37">Malletroit et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B19">Englezos et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). The corresponding Isabella (<italic>I</italic>) and Malbec (<italic>M</italic>) sedimented fractions, which contain their native microbial communities (i.e., <italic>Imc</italic> and <italic>Mmc</italic>, respectively) were each suspended into 400&#xa0;ml of pasteurized Isabella grape juice (<italic>Igj</italic>) to reconstitute homologous (<italic>Igj</italic>/<italic>Imc</italic>) or heterologous (<italic>Igj</italic>/<italic>Mmc</italic>) fermenting ecosystems (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). Fermentations were performed in triplicate for each condition (<italic>Igj</italic>/<italic>Imc</italic> and <italic>Igj</italic>/<italic>Mmc</italic>) in 500&#xa0;ml Erlenmeyer flasks, sealed with air locks, without agitation, at 25&#xb0;C. Aliquots were collected from 0 to 96 hours (T0 to T96) for volatile, physicochemical, and microbial analyses, as previously described (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> presents a schematic overview of the experimental design.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Experimental design flow-chart. 10 kg of Isabella and Malbec grapes were crushed, filtered, and the juices were centrifuged (5000 rpm, 10 min). The supernatant Isabella grape juice (<italic>Igj</italic>) was divided into 380 ml aliquots and pasteurized (60&#xb0;C, 30 min). The Isabella (<italic>Imc</italic>) and Malbec (<italic>Mmc</italic>) sediments were resuspended in pasteurized Isabella juice and used to inoculate the pasteurized <italic>Igj</italic>. Triplicate fermentations were conducted for each <italic>Igj/Imc</italic> and <italic>Igj/Mmc</italic> at 25&#xb0;C without agitation in Erlenmeyer flasks with air locks. Samples were taken every 24h from T0-T144. Appropriate dilutions of T0, T48, and T96 samples were plated and after incubation for 4 days at 25&#xb0;C, yeast colonies were counted, isolated and identified. At T0 and T96 volatile compound levels (&#xb5;g/l) were assessed by GC-MS.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-06-1643880-g001.tif">
<alt-text content-type="machine-generated">Diagram showing the fermentation process of Isabella and Malbec grapes. Grape juices from both types undergo centrifugation. Isabella microbial communities (Imc) are combined with Isabella grape juice (Igj) for fermentation. Similarly, Malbec microbial communities (Mmc) are used. Samples are taken at different times for volatile and yeast analyses. Laboratory equipment like test tubes and flasks are depicted.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Volatile compounds identification and quantification</title>
<p>Volatile compounds were extracted by HS-SPME-GC-MS using an automatic injector AOAC-6000 Shimadzu, according to the methodology exposed by <xref ref-type="bibr" rid="B23">Garde-Cerd&#xe1;n et&#xa0;al. (2018)</xref>. GC-MS analyses were conducted using a Shimadzu GC-20 plus gas chromatograph coupled to a Shimadzu QP 2020 mass spectrometer with a DW-Wax 30 (Agilent Technologies J&amp;W, Santa Clara, CA, USA) bonded fused silica capillary column, coated with poly(ethylene glycol). The experimental conditions were performed according to <xref ref-type="bibr" rid="B17">Dellacassa et&#xa0;al. (2017)</xref> as follows: column temperature, 40&#xb0;C for 8&#xa0;min, rising to 180&#xb0;C at 3&#xb0;C/min, then to 230&#xb0;C at 20&#xb0;C/min; injector temperature, 250&#xb0;C; detector temperature, 250&#xb0;C; injection mode: splitless (2&#xa0;min); carrier gas, hydrogen, 30 kPa. GC-MS instrumental procedures, using an internal standard (1&#x2010;heptanol), were applied for quantitative purposes (<xref ref-type="bibr" rid="B17">Dellacassa et&#xa0;al., 2017</xref>). Volatile compounds were identified by comparison of Kovats indices (KI, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Volatile compounds in <italic>Igj</italic> at T0 and in <italic>Igj/Imc</italic> and <italic>Igj/Mmc</italic> at T96.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Compounds</th>
<th valign="middle" rowspan="2" align="center">KI</th>
<th valign="middle" colspan="3" align="center">
<italic>Igj</italic>
</th>
<th valign="middle" colspan="3" align="center">
<italic>Igj/Imc</italic>
</th>
<th valign="middle" colspan="3" align="center">
<italic>Igj/Mmc</italic>
</th>
</tr>
<tr>
<th valign="middle" align="center">Mean</th>
<th valign="middle" align="center">SD</th>
<th valign="middle" align="center">Group</th>
<th valign="middle" align="center">Mean</th>
<th valign="middle" align="center">SD</th>
<th valign="middle" align="center">Group</th>
<th valign="middle" align="center">Mean</th>
<th valign="middle" align="center">SD</th>
<th valign="middle" align="center">Group</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="11" align="left">Higher alcohols</th>
</tr>
<tr>
<td valign="middle" align="left">Isoamyl alcohol</td>
<td valign="middle" align="center">1221</td>
<td valign="middle" align="center">13,79</td>
<td valign="middle" align="center">0,86</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">198,12</td>
<td valign="middle" align="center">104,82</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">93,56</td>
<td valign="middle" align="center">31,79</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" align="left">3-etoxy-1-propanol</td>
<td valign="middle" align="center">1378</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,53</td>
<td valign="middle" align="center">0,22</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,67</td>
<td valign="middle" align="center">0,59</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">2-Ethyl-1-hexanol</td>
<td valign="middle" align="center">1490</td>
<td valign="middle" align="center">1,07</td>
<td valign="middle" align="center">0,22</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,69</td>
<td valign="middle" align="center">0,30</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,43</td>
<td valign="middle" align="center">0,17</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">2-nonanol</td>
<td valign="middle" align="center">1530</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">3,84</td>
<td valign="middle" align="center">1,46</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">5,82</td>
<td valign="middle" align="center">0,60</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" align="left">1-octanol</td>
<td valign="middle" align="center">1566</td>
<td valign="middle" align="center">1,08</td>
<td valign="middle" align="center">0,17</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,26</td>
<td valign="middle" align="center">0,58</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,74</td>
<td valign="middle" align="center">0,21</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">2,3-butanediol</td>
<td valign="middle" align="center">1590</td>
<td valign="middle" align="center">0,27</td>
<td valign="middle" align="center">0,01</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,28</td>
<td valign="middle" align="center">1,84</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,99</td>
<td valign="middle" align="center">0,62</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">1-nonanol</td>
<td valign="middle" align="center">1694</td>
<td valign="middle" align="center">4,58</td>
<td valign="middle" align="center">1,43</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">6,21</td>
<td valign="middle" align="center">2,50</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3,54</td>
<td valign="middle" align="center">0,97</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Phenethyl alcohol</td>
<td valign="middle" align="center">1918</td>
<td valign="middle" align="center">14,91</td>
<td valign="middle" align="center">2,86</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">77,48</td>
<td valign="middle" align="center">14,20</td>
<td valign="middle" align="center">c</td>
<td valign="middle" align="center">44,45</td>
<td valign="middle" align="center">6,46</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="right">
<italic>Total higher alcohols</italic>
</td>
<td valign="middle" align="center">35,69</td>
<td valign="middle" align="center">3,81</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">289,40</td>
<td valign="middle" align="center">119,37</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">150,19</td>
<td valign="middle" align="center">38,06</td>
<td valign="middle" align="center">ab</td>
</tr>
<tr>
<th valign="middle" colspan="11" align="left">Acetate esters</th>
</tr>
<tr>
<td valign="middle" align="left">Isoamyl acetate</td>
<td valign="middle" align="center">1125</td>
<td valign="middle" align="center">4,57</td>
<td valign="middle" align="center">0,59</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">81,37</td>
<td valign="middle" align="center">19,72</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">102,78</td>
<td valign="middle" align="center">21,15</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" align="left">Hexyl acetate</td>
<td valign="middle" align="center">1271</td>
<td valign="middle" align="center">10,77</td>
<td valign="middle" align="center">3,54</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">17,05</td>
<td valign="middle" align="center">3,93</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">19,72</td>
<td valign="middle" align="center">17,07</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">(E)-3-Hexenyl acetate</td>
<td valign="middle" align="center">1306</td>
<td valign="middle" align="center">0,72</td>
<td valign="middle" align="center">0,11</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">0,28</td>
<td valign="middle" align="center">0,08</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">0,23</td>
<td valign="middle" align="center">0,07</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" align="left">(Z)-3-Hexenyl acetate</td>
<td valign="middle" align="center">1314</td>
<td valign="middle" align="center">0,60</td>
<td valign="middle" align="center">0,03</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,59</td>
<td valign="middle" align="center">0,17</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,81</td>
<td valign="middle" align="center">0,21</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Heptyl acetate</td>
<td valign="middle" align="center">1382</td>
<td valign="middle" align="center">1,93</td>
<td valign="middle" align="center">0,47</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">0,62</td>
<td valign="middle" align="center">0,20</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">0,94</td>
<td valign="middle" align="center">0,30</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" align="left">Ethyl phenylacetate</td>
<td valign="middle" align="center">1823</td>
<td valign="middle" align="center">1,93</td>
<td valign="middle" align="center">0,47</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">4,50</td>
<td valign="middle" align="center">0,48</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">2,12</td>
<td valign="middle" align="center">0,34</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" align="left">Phenethyl acetate</td>
<td valign="middle" align="center">1822</td>
<td valign="middle" align="center">3,10</td>
<td valign="middle" align="center">0,87</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">56,49</td>
<td valign="middle" align="center">9,57</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">20,76</td>
<td valign="middle" align="center">6,43</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="right">
<italic>Total acetate esters</italic>
</td>
<td valign="middle" align="center">23,61</td>
<td valign="middle" align="center">2,24</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">160,91</td>
<td valign="middle" align="center">33,05</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">147,36</td>
<td valign="middle" align="center">27,83</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<th valign="middle" colspan="11" align="left">Ethyl esters</th>
</tr>
<tr>
<td valign="middle" align="left">Ethyl 2-butenoate</td>
<td valign="middle" align="center">1158</td>
<td valign="middle" align="center">11,09</td>
<td valign="middle" align="center">0,75</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">5,69</td>
<td valign="middle" align="center">1,47</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">4,44</td>
<td valign="middle" align="center">0,65</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" align="left">Ethyl hexanoate</td>
<td valign="middle" align="center">1237</td>
<td valign="middle" align="center">9,58</td>
<td valign="middle" align="center">0,11</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">24,01</td>
<td valign="middle" align="center">17,77</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">11,14</td>
<td valign="middle" align="center">2,35</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Ethyl heptanoate</td>
<td valign="middle" align="center">1323</td>
<td valign="middle" align="center">0,46</td>
<td valign="middle" align="center">0,04</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,36</td>
<td valign="middle" align="center">0,97</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,78</td>
<td valign="middle" align="center">0,25</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Ethyl lactate</td>
<td valign="middle" align="center">1353</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">5,15</td>
<td valign="middle" align="center">1,54</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">7,05</td>
<td valign="middle" align="center">2,11</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" align="left">Ethyl 2-hexenoate</td>
<td valign="middle" align="center">1360</td>
<td valign="middle" align="center">8,14</td>
<td valign="middle" align="center">0,68</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">3,45</td>
<td valign="middle" align="center">0,87</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">2,95</td>
<td valign="middle" align="center">0,33</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" align="left">Ethyl octanoate</td>
<td valign="middle" align="center">1436</td>
<td valign="middle" align="center">2,43</td>
<td valign="middle" align="center">0,23</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">88,84</td>
<td valign="middle" align="center">4,79</td>
<td valign="middle" align="center">c</td>
<td valign="middle" align="center">47,74</td>
<td valign="middle" align="center">9,89</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" align="left">Ethyl 3-hydroxybutyrate</td>
<td valign="middle" align="center">1530</td>
<td valign="middle" align="center">0,85</td>
<td valign="middle" align="center">0,06</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,62</td>
<td valign="middle" align="center">0,10</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,62</td>
<td valign="middle" align="center">0,24</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Ethyl nonanoate</td>
<td valign="middle" align="center">1534</td>
<td valign="middle" align="center">0,59</td>
<td valign="middle" align="center">0,24</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">8,10</td>
<td valign="middle" align="center">3,42</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">3,67</td>
<td valign="middle" align="center">1,26</td>
<td valign="middle" align="center">ab</td>
</tr>
<tr>
<td valign="middle" align="left">Ethyl decanoate</td>
<td valign="middle" align="center">1684</td>
<td valign="middle" align="center">0,77</td>
<td valign="middle" align="center">0,32</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">141,41</td>
<td valign="middle" align="center">8,83</td>
<td valign="middle" align="center">c</td>
<td valign="middle" align="center">65,11</td>
<td valign="middle" align="center">29,10</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" align="left">Ethyl dodecanoate</td>
<td valign="middle" align="center">1822</td>
<td valign="middle" align="center">0,16</td>
<td valign="middle" align="center">0,08</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">119,10</td>
<td valign="middle" align="center">89,29</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">43,69</td>
<td valign="middle" align="center">21,73</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Ethyl hexadecanoate</td>
<td valign="middle" align="center">2270</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">7,37</td>
<td valign="middle" align="center">3,44</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">3,11</td>
<td valign="middle" align="center">1,11</td>
<td valign="middle" align="center">ab</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="right">
<italic>Total ethyl esters</italic>
</td>
<td valign="middle" align="center">34,06</td>
<td valign="middle" align="center">2,44</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">405,09</td>
<td valign="middle" align="center">117,50</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">190,30</td>
<td valign="middle" align="center">62,85</td>
<td valign="middle" align="center">ab</td>
</tr>
<tr>
<th valign="middle" colspan="11" align="left">C6 compounds</th>
</tr>
<tr>
<td valign="middle" align="left">Hexanol</td>
<td valign="middle" align="center">1368</td>
<td valign="middle" align="center">46,64</td>
<td valign="middle" align="center">3,01</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">38,50</td>
<td valign="middle" align="center">12,00</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">30,73</td>
<td valign="middle" align="center">4,65</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">(E)-3-hexen-1-ol</td>
<td valign="middle" align="center">1372</td>
<td valign="middle" align="center">0,67</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,54</td>
<td valign="middle" align="center">0,23</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,44</td>
<td valign="middle" align="center">0,07</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">(Z)-3-hexen-1-ol</td>
<td valign="middle" align="center">1388</td>
<td valign="middle" align="center">0,86</td>
<td valign="middle" align="center">0,10</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">0,59</td>
<td valign="middle" align="center">0,12</td>
<td valign="middle" align="center">ab</td>
<td valign="middle" align="center">0,33</td>
<td valign="middle" align="center">0,05</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="right">
<italic>Total C6 compounds</italic>
</td>
<td valign="middle" align="center">48,17</td>
<td valign="middle" align="center">2,91</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">39,64</td>
<td valign="middle" align="center">12,34</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">31,50</td>
<td valign="middle" align="center">4,77</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<th valign="middle" colspan="11" align="left">Terpenes</th>
</tr>
<tr>
<td valign="middle" align="left">limonene</td>
<td valign="middle" align="center">1190</td>
<td valign="middle" align="center">0,66</td>
<td valign="middle" align="center">0,24</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,17</td>
<td valign="middle" align="center">0,49</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,05</td>
<td valign="middle" align="center">0,23</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Linalol</td>
<td valign="middle" align="center">1558</td>
<td valign="middle" align="center">1,20</td>
<td valign="middle" align="center">0,35</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">2,03</td>
<td valign="middle" align="center">0,64</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,22</td>
<td valign="middle" align="center">0,18</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">4-terpineol</td>
<td valign="middle" align="center">1630</td>
<td valign="middle" align="center">0,59</td>
<td valign="middle" align="center">0,11</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,79</td>
<td valign="middle" align="center">0,24</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,68</td>
<td valign="middle" align="center">0,11</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">alpha terpineol</td>
<td valign="middle" align="center">1718</td>
<td valign="middle" align="center">2,30</td>
<td valign="middle" align="center">0,65</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3,68</td>
<td valign="middle" align="center">1,58</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">2,31</td>
<td valign="middle" align="center">0,63</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Nerol</td>
<td valign="middle" align="center">1810</td>
<td valign="middle" align="center">0,14</td>
<td valign="middle" align="center">0,08</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,98</td>
<td valign="middle" align="center">0,52</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,49</td>
<td valign="middle" align="center">0,04</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">(E,E)-Farnesol</td>
<td valign="middle" align="center">2350</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,77</td>
<td valign="middle" align="center">0,53</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,22</td>
<td valign="middle" align="center">0,10</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" colspan="2" align="right">
<italic>Total terpens</italic>
</td>
<td valign="middle" align="center">4,89</td>
<td valign="middle" align="center">1,43</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">9,42</td>
<td valign="middle" align="center">3,94</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">5,96</td>
<td valign="middle" align="center">1,05</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<th valign="middle" colspan="11" align="left">Miscelaneous</th>
</tr>
<tr>
<td valign="middle" align="left">2-heptanone</td>
<td valign="middle" align="center">1180</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">0,83</td>
<td valign="middle" align="center">0,53</td>
<td valign="middle" align="center">ab</td>
<td valign="middle" align="center">1,57</td>
<td valign="middle" align="center">0,56</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" align="left">Acetoin</td>
<td valign="middle" align="center">1266</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">3,03</td>
<td valign="middle" align="center">2,15</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">2,02</td>
<td valign="middle" align="center">1,24</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">2-nonanone</td>
<td valign="middle" align="center">1395</td>
<td valign="middle" align="center">0,28</td>
<td valign="middle" align="center">0,03</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">3,44</td>
<td valign="middle" align="center">1,72</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">12,08</td>
<td valign="middle" align="center">3,08</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" align="left">Benzaldehyde</td>
<td valign="middle" align="center">1540</td>
<td valign="middle" align="center">6,98</td>
<td valign="middle" align="center">2,59</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">1,01</td>
<td valign="middle" align="center">0,36</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">0,98</td>
<td valign="middle" align="center">0,45</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" align="left">Acetophenone</td>
<td valign="middle" align="center">1670</td>
<td valign="middle" align="center">0,40</td>
<td valign="middle" align="center">0,38</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,15</td>
<td valign="middle" align="center">0,23</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,02</td>
<td valign="middle" align="center">0,38</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Methyl salicylate</td>
<td valign="middle" align="center">1735</td>
<td valign="middle" align="center">0,58</td>
<td valign="middle" align="center">0,10</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,97</td>
<td valign="middle" align="center">0,19</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,06</td>
<td valign="middle" align="center">0,63</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">(Z)-Methyl cinnamate</td>
<td valign="middle" align="center">2080</td>
<td valign="middle" align="center">0,64</td>
<td valign="middle" align="center">0,29</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1,19</td>
<td valign="middle" align="center">0,58</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0,48</td>
<td valign="middle" align="center">0,11</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Methyl antranilate</td>
<td valign="middle" align="center">2255</td>
<td valign="middle" align="center">0,06</td>
<td valign="middle" align="center">0,00</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">0,25</td>
<td valign="middle" align="center">0,03</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">0,05</td>
<td valign="middle" align="center">0,01</td>
<td valign="middle" align="center">a</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="right">
<italic>Total miscelaneous</italic>
</td>
<td valign="middle" align="center">8,93</td>
<td valign="middle" align="center">3,33</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">11,87</td>
<td valign="middle" align="center">3,37</td>
<td valign="middle" align="center">ab</td>
<td valign="middle" align="center">19,25</td>
<td valign="middle" align="center">2,29</td>
<td valign="middle" align="center">b</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="right">
<italic>Total volatile compounds</italic>
</td>
<td valign="middle" align="center">155,35</td>
<td valign="middle" align="center">16,16</td>
<td valign="middle" align="center">a</td>
<td valign="middle" align="center">916,34</td>
<td valign="middle" align="center">289,56</td>
<td valign="middle" align="center">b</td>
<td valign="middle" align="center">544,55</td>
<td valign="middle" align="center">136,85</td>
<td valign="middle" align="center">ab</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*Kovats Index. Identities confirmed by comparing mass spectra and linear retention indices with those of authentic standards supplied by Aldrich (Milwaukee, WI, USA) and Fluka (Buchs, Switzerland), or reported in the literature. Values (&#x3bc;g/l) correspond to the mean of two (<italic>Igj</italic> T0) or three (<italic>Igj/Imc</italic> and <italic>Igj/Mmc</italic>) replicas &#xb1; SD. Values with a common letter are not significantly different (p &gt;0.05).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>An ANOVA was conducted on the chemical and volatile compounds data obtained for the different treatments and replicas. Principal Component Analysis (PCA) was performed using InfoStat (InfoStat, FCA, Universidad Nacional de C&#xf3;rdoba, Argentina) to differentiate between samples and identify contributing compounds. A Hierarchical Cluster Analysis (HCA) was performed using Euclidean distances calculated from the average volatile profiles of each fermenting condition. Clustering was performed using the complete linkage method. The resulting dendrogram was constructed using base R functions (dist and hclust) and visualized with the <italic>dendextend</italic> package for enhanced customization.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Yeast identification from Isabella fermentations</title>
<p>Yeasts were isolated from Isabella homologous and heterologous fermentations at different time points (T0, T48, and T96 h) by plating pooled samples on YPD-Cm [yeast extract 1.0% (w/v), peptone 2.0% (w/v), glucose 2.0% (w/v), agar 2.0% (w/v), chloramphenicol 10 &#xb5;g/ml] and YPD-Cm-Cx agar [yeast extract 1% (w/v), peptone 2% (w/v), glucose 2% (w/v), agar 2% (w/v), chloramphenicol 10 &#xb5;g/ml, cycloheximide 0.5 &#xb5;g/ml] to estimate total and non-<italic>Saccharomyces</italic> populations, respectively (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). Predominant yeast species were randomly selected from high-dilution YPD-Cm plates using a grid-based method to ensure unbiased isolation (<xref ref-type="bibr" rid="B45">Raymond Eder et&#xa0;al., 2017</xref>). Colonies were purified, stored in glycerol stocks, and subsequently identified by PCR-RFLP and/or sequencing of the 5.8S-ITS rDNA region. Restriction profiles were generated using <italic>Hinf I</italic> and <italic>CfoI</italic>, and representative isolates were confirmed by Sanger sequencing, with species assignment based on &#x2265;99% identity to reference sequences in NCBI BLAST. Identified yeast strains were deposited in GenBank (NCBI) under the accession numbers OP584257, OP584258, OP584259, OP584260, OP584261, OP584262, OP584263, and OP584265.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Physicochemical and volatile analyses of Isabella grape juice</title>
<p>High nitrogen compounds levels, such as &#x3b1; Amino (171.1&#xa0;&#xb1;&#xa0;4.3 mg/l), NH<sub>4</sub>
<sup>+</sup> (77.8&#xa0;&#xb1;&#xa0;4.2 mg/l), and yeast assimilable nitrogen-YAN- (235.5&#xa0;&#xb1;&#xa0;7.8 mg/l) were found in the <italic>Igj</italic>, as well as a total acidity value of 2.9&#xa0;&#xb1;&#xa0;0.0 g/l, a density of 1.083&#xa0;&#xb1;&#xa0;0.001 g/ml, and 19.1&#xa0;&#xb1;&#xa0;0.4&#xb0;Brix. Volatile compounds in the <italic>Igj</italic> at T0 were analyzed using GC-MS (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). The detected compounds exclude bound volatiles and potential artifacts arising from enzymatic treatments used for their release, thus accurately reflecting the aroma-active profile of a fresh grape juice (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). The recognized profile of <italic>Igj</italic> is distinguished by the presence of the two correlated aroma terpenes &#x3b1;-terpineol/linalool, a characteristic marker of the Isabella varietal, along with a high proportion of alcohols, particularly hexanol, phenethyl alcohol, isoamyl alcohol, and 1-nonanol, followed by some ethyl esters of medium chain fatty acids (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). Ethyl 3-hydroxybutyrate and methyl anthranilate, previously identified as free volatile aroma compounds in Isabella grape samples (<xref ref-type="bibr" rid="B24">Ghaste et&#xa0;al., 2015</xref>), were also recognized in the analyzed grape juices. In particular, methyl anthranilate is associated with the perception of foxiness in <italic>V. labrusca</italic> L. grapes (<xref ref-type="bibr" rid="B46">Raymond Eder and Rosa, 2019</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Isabella grape juice fermentations</title>
<p>Indigenous microbial communities from Isabella (<italic>Imc</italic>) and Malbec (<italic>Mmc</italic>) grapes were prepared as indicated (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>) (see also <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). As recently reported, the centrifugation process enabled effective collection of the cultivable yeast community; additionally, the pasteurized grape juices showed no detectable presence of cultivable yeasts (i.e., &lt;10 CFU/ml) (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). The mild pasteurization applied (i.e., 60&#xb0;C for 30 minutes) is much less intense than other processes studied (i.e., 81.5 &#xb1; 0.5&#xb0;C for 450&#xa0;min) (<xref ref-type="bibr" rid="B37">Malletroit et&#xa0;al., 1991</xref>), preserving the sensory profile of the grape juice (<xref ref-type="bibr" rid="B37">Malletroit et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>).</p>
<p>The pasteurized <italic>Igj</italic> was inoculated with <italic>Imc</italic> and <italic>Mmc</italic> and their effect on the volatile profiles of fermenting <italic>Igj</italic> were evaluated from both homologous (<italic>Igj</italic>/<italic>Imc</italic>) and heterologous (<italic>Igj</italic>/<italic>Mmc</italic>) fermentations. After four days of fermentation (i.e., T96), a total of forty-three compounds, including acetates, alcohols, esters, and terpenes, were identified and quantified in <italic>Igj</italic> (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). Significant differences in the overall volatile compound concentrations were observed between <italic>Igj</italic>/<italic>Imc</italic> T0 and T96 fermentations (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). The varietal compounds (E)-3-hexenyl acetate, heptyl acetate, ethyl 2-butenoate, ethyl 2-hexenoate, identified in <italic>Igj</italic> T0 samples, were found in lower concentrations at T96. At this fermenting time, the most abundant compounds in both conditions were isoamyl alcohol, phenethyl alcohol, isoamyl acetate, phenethyl acetate, ethyl octanoate, ethyl decanoate, and ethyl dodecanoate (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The compounds ethyl lactate, ethyl hexadecanoate, 2-nonanol, (E,E)-farnesol, 2-heptanone, and acetoin were identified only at T96. The terpenic and C6 compounds identified in Isabella grape juices showed no significant differences between fermenting times (i.e., T0 and T96; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Significant differences were found for ethyl octanoate, ethyl decanoate, phenethyl alcohol, phenethyl acetate, and ethyl phenylacetate, which were quantified in higher concentrations in the homologous fermentations (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Concentration of volatile compounds (&#xb5;g/l) determined by GC-MS in Isabella grape juice (T0) and after 96 h of fermentation using <italic>Imc</italic> (T96 Imc) and <italic>Mmc</italic> (T96 Mmc) as inocula. Total ethyl ester <bold>(A)</bold>, acetate ester <bold>(B)</bold>, higher alcohol <bold>(C)</bold>, and volatile <bold>(D)</bold> compound concentrations (see <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Values are means &#xb1; SD (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). Significant differences (p &lt;0.05) are marked with an asterisk *.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-06-1643880-g002.tif">
<alt-text content-type="machine-generated">Bar graphs A to D display concentrations of different compounds (ethyl esters, acetate esters, higher alcohols, and volatile compounds) across three samples: T0 Igj, T96 Imc, and T96 Mmc. Each graph highlights significant differences with asterisks, indicating higher concentrations in T96 Imc compared to T0 Igj.</alt-text>
</graphic>
</fig>
<p>The volatile compound profiles of fermented <italic>Igj</italic> using the alternative <italic>Imc</italic> and <italic>Mmc</italic> starters were further analyzed through Principal Component Analysis (PCA). <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> illustrates that PC1 accounted for 49.0% of the variance, while PC2 accounted for 27.4%. This analysis demonstrated a distinct separation between fermented (i.e., T96) and non-fermented (i.e., T0) grape juices. Moreover, among the fermented grape juices, the analysis revealed clustering based on the starter used for fermentation (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). In <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, <italic>Igj/Mmc</italic> fermentations are located in the negative values of PC1, whereas <italic>Igj/Imc</italic> samples cluster together in the positive values of PC1, primarily associated with ethyl esters, which are volatile aroma compounds found in significantly higher quantities under this fermenting condition.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Principal Component Analysis (PCA) performed on the concentration of the volatile compounds identified in the Isabella grape juice at T0 and the <italic>Igj/Imc</italic> and <italic>Igj/Mmc</italic> fermenting conditions at T96 (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Representation of the volatile compounds, the Isabella grape juice at T0 (i.e., <italic>IgjT0</italic>), and three replicas (i.e., A, B, C) of each fermenting condition using <italic>Imc</italic> (i.e., <italic>Igj/ImcA, Igj/ImcB, Igj/ImcC</italic>) or <italic>Mmc</italic> (i.e., <italic>Igj/MmcA, Igj/MmcB, Igj/MmcC</italic>) at T96 in the two first components (PC1 and PC2).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-06-1643880-g003.tif">
<alt-text content-type="machine-generated">Scatter plot showing principal component analysis (PCA) of chemical compounds with two axes: PC1 (49.0%) and PC2 (27.4%). Various colored squares and circles represent different chemical profiles such as IgjT0, Igj/MmcC, and Igj/MmcB. Labels include chemical names like Ethyl 2-hexenoate and Benzaldehyde. Clusters and lines indicate relationships between components and profiles.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Impact of homologous and heterologous microbial starters on the volatile profiles of Malbec and Isabella grape juice</title>
<p>To evaluate the relative influence of the fermentation inoculum and the fermenting grape juice on volatile profiles, we conducted a PCA integrating the volatile profile data obtained in this study from <italic>Igj</italic>/<italic>Imc</italic> and <italic>Igj</italic>/<italic>Mmc</italic> fermentations at T96 with previously published data from Malbec grape juices (<italic>Mgj</italic>) (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>), fermented using the identical <italic>Imc</italic> and <italic>Mmc</italic> inocula as in the present work. All Isabella and Malbec samples were prepared from grapes harvested in the same vintage and processed and fermented in parallel, which enables proper comparison of previous and current datasets (see Materials and Methods section) (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> shows that PC1 counted for 46.2%, while PC2 for the 29.9% of the variance. The PC1 showed a separation between the grape juice used for fermentation, with <italic>Igj</italic> (this work) and <italic>Mgj</italic> (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>) locating at positive and negative values of the graph, respectively. An ANOVA performed on the miscellaneous varietal compounds (i.e., acetophenone, methyl salicylate, 3,5-dimethyl benzaldehyde, (z)-methyl cinnamate, and methyl anthranilate; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>), revealed significant differences among the homologous fermentations (i.e., <italic>Igj/Imc</italic> and <italic>Mgj/Mmc</italic>). However, similar concentrations of these compounds were found in Isabella and Malbec fermentations performed with the heterologous microbial communities (i.e., <italic>Igj/Mmc</italic> and <italic>Mgj/Imc</italic>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>), suggesting that these communities reduce the varietal variability in these fermentations. Regarding the impact of the microbial communities in the volatile profiles, a differentiation among the microbial communities, although to a limited extent in the <italic>Igj</italic> fermentations, is observed in the PC2. In general, the <italic>Imc</italic> replicas were positioned in positive values, while <italic>Mmc</italic> were positioned in negative values in the analysis. To further analyze these results, a hierarchical cluster analysis (HCA) based on Euclidean distances between the average volatile profiles of each fermenting condition was performed and plotted (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>; <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>). The resulting dendrogram shows that the volatile profiles of fermenting grape juices cluster primarily according to the microbial community used as inoculum. Specifically, samples inoculated with the Malbec microbial community (<italic>Mmc</italic>) cluster together (<italic>Mgj</italic>/<italic>Mmc</italic> and <italic>Igj</italic>/<italic>Mmc</italic>), regardless of grape variety, indicating a strong shaping effect of this community. In contrast, the two samples inoculated with the Isabella microbial community (<italic>Imc</italic>) are more distant from each other, with <italic>Mgj</italic>/<italic>Imc</italic> appearing as the most distinct condition overall. These results suggest that the microbial community has a dominant influence on the volatile profile, but the interaction with grape varieties also contributes to the observed variability.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Principal Component Analysis (PCA) performed on the concentration of the volatile compounds identified in the <italic>Igj/Imc</italic> and <italic>Igj/Mmc</italic> fermenting conditions at T96 and the <italic>Mgj/Mmc</italic> and <italic>Mgj/Imc</italic> fermenting conditions at T96 reported in (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Representation of the volatile compounds and the three replicas (i.e., A, B, C) of each fermenting condition at T96 in the two first components (PC1&#xa0;and PC2). Compounds that were not identified at T96 and compounds that did not increase their concentration from T0 to T96 were not considered in this analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-06-1643880-g004.tif">
<alt-text content-type="machine-generated">Scatter plot depicting principal component analysis (PCA) of various chemical compounds. The plot shows two principal components, PC 1 and PC 2, accounting for 46.2 percent and 29.9 percent of the variability, respectively. Different compounds are represented as yellow dots, with labels indicating their names. Colored ellipses and squares highlight groups: blue for Mgj/ImcA and Mgj/ImcB, purple for Mgj/MmcA, Mgj/MmcB, and Mgj/MmcC, green for Igj/ImcB and Igj/ImcA, and pink for Igj/MmcB, Igj/MmcA, and Igj/MmcC. Dotted lines connect each compound to its PCA origin.</alt-text>
</graphic>
</fig>
<p>A factorial ANOVA was performed in order to evaluate the impact of the analyzed factors (i.e., grape juice -either <italic>Igj</italic> or <italic>Mgj</italic>- and inoculum -either <italic>Imc</italic> or <italic>Mmc</italic>-) and their interactions in the volatile profile variabilities. This analysis revealed that there were no significant effects from the interactions between the two factors for any of the volatile compounds identified (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). The grape juice and inoculum, however, significantly impacted 30 and 16 volatile compounds, respectively. The compounds phenethyl alcohol, phenethyl acetate, ethyl nonanoate, ethyl decanoate, ethyl hexadecanoate, and (E,E)-farnesol were the only compounds significantly impacted only by the inoculum. Interestingly, phenethyl acetate, ethyl decanoate, and ethyl hexadecanoate were present in significantly higher concentrations in fermentations performed using <italic>Imc</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>).</p>
<p>These analyses reveal that alternative microbial communities (i.e., <italic>Imc</italic> or <italic>Mmc</italic>) can shape the profile of volatile compounds in ways that allow differentiation between fermentation conditions, while the fermenting grape juices preserve the aromatic typicity and varietal identity of each cultivar (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Yeast communities in fermenting Isabella grape juices</title>
<p>Differential CFU/ml counts obtained from YPD-Cm and YPD-Cm-Cx agar plates (<xref ref-type="bibr" rid="B45">Raymond Eder et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B43">2018</xref>) were used to assess the contributions of total yeasts and non-<italic>Saccharomyces</italic> yeasts, respectively. Results from this analysis revealed that both conditions (i.e., <italic>Igj/Imc</italic> and <italic>Igj/Mmc</italic>) started with similar counts (~1&#x2013;2 x 10<sup>6</sup> CFU/ml), with non-<italic>Saccharomyces</italic> species predominating during the early stages of fermentation (T0 to T96) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>; <xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure S2</bold>
</xref>). <italic>S. cerevisiae</italic> started to become dominant at middle stages of fermentation (i.e., T144; not shown). Based on these results, we focused our analyses of non-<italic>Saccharomyces</italic> species present at early stages of fermentations (i.e., T0 to T96). A total of 140 isolates from <italic>Igj/Imc</italic> and <italic>Igj/Mmc</italic> were isolated and identified (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure S2</bold>
</xref>). <italic>Hanseniaspora opuntiae</italic> and <italic>Hanseniaspora uvarum</italic> were the most common species at early stages of <italic>Igj</italic>/<italic>Imc</italic> and <italic>Igj</italic>/<italic>Mmc</italic> fermentations (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure S2</bold>
</xref>), followed by <italic>Starmerella bacillaris</italic>. Similar results have been obtained when analyzing grape-associated indigenous yeast communities from this ecosystem (<xref ref-type="bibr" rid="B45">Raymond Eder et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B43">2018</xref>, <xref ref-type="bibr" rid="B44">2025</xref>; <xref ref-type="bibr" rid="B46">Raymond Eder and Rosa, 2019</xref>). Even if similarities were found among the main recognized yeast species in the homologous and heterologous fermenting samples (i.e., <italic>Igj</italic>/<italic>Imc</italic> and <italic>Mgj</italic>/<italic>Imc</italic>, respectively), differences in the relative proportion of these yeasts were observed at the analyzed times (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Also, <italic>Igj/Imc</italic> fermentations at T96 revealed the presence of <italic>Torulaspora delbrueckii</italic>, <italic>Hanseniaspora vineae</italic>, and <italic>Pichia terricola</italic> as representative isolates (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). This greater yeast biodiversity, as well as changes in the relative contribution of the main yeast species identified in the fermentations, could help explain the variations observed in the evolving volatile profiles of <italic>Igj</italic>/<italic>Imc</italic> replicates (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Population dynamics of non-<italic>Saccharomyces</italic> (NS) and total yeasts (TY) at initial stages of fermentations (0 to 96 h) of Isabella grape juice (<italic>Igj</italic>) using Isabella (<italic>Imc</italic>) or Malbec (<italic>Mmc</italic>) microbial communities as inocula. Each point represents log<sub>10</sub> CFU/ml &#xb1; SD.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-06-1643880-g005.tif">
<alt-text content-type="machine-generated">Line graph depicting bacterial growth over time in different conditions, showing colony-forming units per milliliter on a logarithmic scale over 96 hours. TY and NS conditions are shown for both Igj/Imc and Igj/Mmc variants. TY conditions generally show higher values than NS, with all lines peaking at 24 hours and decreasing by 96 hours. Error bars indicate variability.</alt-text>
</graphic>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Main represented yeast species at T96 of the three replicas from each fermenting condition. Appropriate dilutions of replicas A, B, and C from <italic>Imc</italic> (left; columns 2&#x2013;4) and <italic>Mmc</italic> (right; columns 6&#x2013;8) conditions were plated individually, and percentages represent the relative contribution of the indicated yeast species.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffunb-06-1643880-g006.tif">
<alt-text content-type="machine-generated">Stacked bar chart shows percentage of yeast isolates in samples labeled Imc A, Imc B, Imc C, Mmc A, Mmc B, and Mmc C. Categories include H. uvarum, S. bacillaris, S. cerevisiae, P. terricola, H. vineae, T. delbrueckii, H. opuntiae. S. bacillaris is predominant in most samples.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Varietal or primary wine flavors originate from the grape variety itself. In addition to the volatile compounds naturally present in grape juice, secondary flavors are developed through alcoholic fermentation via yeast metabolism, which produces higher alcohols, esters, and fatty acids (<xref ref-type="bibr" rid="B9">Carrau et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B8">Borren and Tian, 2021</xref>; <xref ref-type="bibr" rid="B58">Zilelidou and Nisiotou, 2021</xref>; <xref ref-type="bibr" rid="B48">Romano et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B33">Liang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B55">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B56">Zhang et&#xa0;al., 2023a</xref>). In spontaneous fermentations, the complex native microbial community associated to grapes contributes to the final volatile profiles of wines (<xref ref-type="bibr" rid="B40">Padilla et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B6">Belda et&#xa0;al., 2017</xref>). Indigenous grape-associated yeasts species are particularly relevant contributors to the volatile profiles of fermenting juices at early times of fermentation (<xref ref-type="bibr" rid="B30">Jolly et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B41">Pretorius, 2017</xref>; <xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). In addition to yeast, lactic-acid and acetic-acid bacteria, even when present at low concentrations at early times of fermentations, can also contribute to the final volatile compositions of spontaneous fermentations (<xref ref-type="bibr" rid="B5">Barata et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B2">Andorr&#xe0; et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B49">Shimizu et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>).</p>
<p>We have recently demonstrated that microbial communities associated to different <italic>Vitis</italic> species condition the volatile profiles of early-stage Malbec grape juice fermentations (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). In this work, we have extended these studies to analyze the volatile profiles of Isabella grape juices fermented using homologous (Isabella; <italic>V. labrusca</italic> L.) or heterologous (i.e., Malbec; <italic>V. vinifera</italic> L.) native microbial communities. Our analyses consider the profiles of free volatile compounds in grape juices, excluding glycoside-bound volatiles (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). Although bound volatiles contribute to the full aromatic potential of a grape juice &#x2014;upon enzymatic or fermentative release&#x2014; the analyzed free fraction offers a representative expression of varietal identity at the juice stage. Moreover, this approach avoids potential artifacts introduced by exogenous enzymes, yields reproducible data under our standardized conditions, and reveals the aromatic identity of fresh varietal grape juice. This experimental strategy allowed us to perform a joint analysis of the volatile compound datasets obtained from homologous and heterologous fermentations of Malbec (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>) and Isabella (this work) grape juices, conducted with the same starter microbial communities and grape juices samples prepared from grapes harvested in vintage of year 2021 (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>). Taken together, the results presented in this work show that the microbiota shapes the volatile profiles of the fermented Malbec and Isabella juices, which nonetheless retain the identity of their original grape varietal.</p>
<p>It has been reported that Isabella, a varietal from the American-originated <italic>Vitis labrusca</italic> L., is rich in aroma compounds both qualitatively and quantitatively (<xref ref-type="bibr" rid="B24">Ghaste et&#xa0;al., 2015</xref>). Key alcohols and terpenes, including methyl anthranilate, &#x3b2;-phenyl ethanol, ethyl-3-hydroxybutyrate, ethyl-&#x3b2;-hydroxy hexanoate, furaneol, phenylacetaldehyde, tryptophol, and 2-hexenol, have been detected in Isabella grape juices and crushed grapes originating from Brazil and Italy, respectively (<xref ref-type="bibr" rid="B24">Ghaste et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B25">Gomez et&#xa0;al., 2024</xref>). Our analysis revealed that Isabella juice from grapes harvested in the geographic region of C&#xf3;rdoba (Argentina) has a substantial proportion of alcohols, esters, and terpenes, including the previously reported methyl anthranilate, &#x3b2;-phenyl ethanol, ethyl-3-hydroxybutyrate, and methyl salicylate (<xref ref-type="bibr" rid="B24">Ghaste et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B25">Gomez et&#xa0;al., 2024</xref>). Although different techniques of extraction of volatile compounds were used, Isabella juice from C&#xf3;rdoba was found to contain eleven ethyl esters, whereas only two (i.e., ethyl-butanoate and ethyl-metacrylate) and four (i.e., methyl salicylate, methyl anthranilate, methyl-&#x3b2;-hydroxybutyrate, ethyl-3-hydroxyhexanoate) ethyl esters were detected in the Brazilian and Italian studies, respectively (<xref ref-type="bibr" rid="B24">Ghaste et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B25">Gomez et&#xa0;al., 2024</xref>). Previous research on the volatile profiles of Isabella and Ives commercial wines also emphasized the prominent role of ethyl acetate and esters, contributing to their characteristic fruity aroma descriptors (<xref ref-type="bibr" rid="B3">Arcanjo et&#xa0;al., 2018</xref>). In the present study, isoamyl alcohol, phenethyl alcohol, isoamyl acetate, phenethyl acetate, ethyl octanoate, ethyl decanoate, and ethyl dodecanoate emerged as the dominant volatile compounds during the initial stages of fermentation. Interestingly, as it was observed in our recent study of homologous and heterologous fermentation of Malbec grape juice (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>), differences were observed in the volatile profiles of the Isabella fermenting grape juice when using the alternative either Malbec or Isabella associated microbial communities as starters. Homologous fermentations (<italic>Igj</italic>/<italic>Imc</italic>) show higher concentrations of ethyl octanoate, ethyl decanoate, phenethyl alcohol, phenethyl acetate, and ethyl phenylacetate than the heterologous conditions (<italic>Igj</italic>/<italic>Mmc</italic>) (<xref ref-type="bibr" rid="B44">Raymond Eder et&#xa0;al., 2025</xref>).</p>
<p>The evolution of culturable yeast populations in homologous and heterologous Isabella grape juice fermentations was studied using culture-dependent methods. Although his strategy limits our study to the identification of only cultivable yeast species from the overall fungal, yeast, and bacterial biodiversity in the samples, it is known that cultivable non-<italic>Saccharomyces</italic> yeast species significantly contribute to aromatic profiles in early fermentation stages (<xref ref-type="bibr" rid="B1">Andorr&#xe0; et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B8">Borren and Tian, 2021</xref>; <xref ref-type="bibr" rid="B58">Zilelidou and Nisiotou, 2021</xref>; <xref ref-type="bibr" rid="B48">Romano et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B12">de Celis et&#xa0;al., 2024</xref>). At T0, <italic>Hanseniaspora</italic> spp. (<italic>H. opuntiae</italic> and <italic>H. uvarum</italic>) and, to a lesser extent, <italic>S. bacillaris</italic>, predominated in the fermented juices, consistent with previous studies on yeast communities from this region&#x2019;s spontaneously fermenting musts and reconstituted grape juices (<xref ref-type="bibr" rid="B45">Raymond Eder et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B43">2018</xref>, <xref ref-type="bibr" rid="B44">2025</xref>). As fermentation progressed, from T0 to T96, <italic>Hanseniaspora</italic> spp. dominated the fermentations in <italic>Imc</italic>, while <italic>S. bacillaris</italic> increased its contribution in <italic>Mmc</italic>. It has been recently reported that the dominating yeast species in a fermentation defines its performance and metabolite profile of the resulting wines (<xref ref-type="bibr" rid="B12">de Celis et&#xa0;al., 2024</xref>). In this sense, members of the <italic>Hanseniaspora</italic> genus have been reported to play a significant role in the production of volatile compounds in wine, particularly acetate esters, in a strain-dependent manner (<xref ref-type="bibr" rid="B30">Jolly et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B38">Martin et&#xa0;al., 2018</xref>). Specifically, <italic>H. uvarum</italic> significantly increased ethyl and isoamyl esters and reduced acetate ester concentrations in co-fermentations with <italic>S. cerevisiae</italic> in a strain-specific way (<xref ref-type="bibr" rid="B51">Tristezza et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B28">Hu et&#xa0;al., 2018b</xref>, <xref ref-type="bibr" rid="B27">2018a</xref>; <xref ref-type="bibr" rid="B57">Zhang et&#xa0;al., 2023b</xref>). <italic>H. opuntiae</italic> has been shown to positively influence volatile profiles and sensory characteristics of fermentations, significantly increasing acetate esters, mainly 2-phenylethyl acetate, and ethyl esters levels (<xref ref-type="bibr" rid="B29">Hu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">del Fresno et&#xa0;al., 2022</xref>, <xref ref-type="bibr" rid="B15">2023</xref>; <xref ref-type="bibr" rid="B21">Filippousi et&#xa0;al., 2024</xref>). Moreover, fermentation studies where <italic>Hanseniaspora</italic> spp. were the dominating yeasts, were characterized by higher fusel alcohol acetates production (<xref ref-type="bibr" rid="B12">de Celis et&#xa0;al., 2024</xref>). (i.e., phenethyl alcohol). On the other hand, <italic>S. bacillaris</italic> has been reported to overproduce ethyl and other acetate esters, as well as terpenes (<xref ref-type="bibr" rid="B1">Andorr&#xe0; et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B20">Englezos et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B47">Raymond Eder and Rosa, 2021</xref>). However, elevated levels of these compounds were not detected in the <italic>Igj</italic>/<italic>Mmc</italic> fermentation, where this yeast was dominant at T96. Four other non-<italic>Saccharomyces</italic> species previously recognized in this <italic>terroir</italic> (i.e., <italic>Candida diversa</italic>, <italic>T. delbrueckii</italic>, <italic>H. vineae</italic>, and <italic>P. terricola</italic>) were also isolated at these fermentations. Proposed signature <italic>V. labrusca</italic> L. non-<italic>Saccharomyces</italic> species (i.e., <italic>Candida azymoides</italic>, <italic>Pichia cecembensis</italic>, and <italic>Candida californica</italic>) (<xref ref-type="bibr" rid="B18">Drumonde-Neves et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B45">Raymond Eder et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B43">2018</xref>) were not identified among the limited number of isolates characterized in this study. In addition to the contribution to the volatile profiles of the main yeast species, increased yeast diversity has been linked to greater flavor complexity (<xref ref-type="bibr" rid="B10">Carrau and Henschke, 2021</xref>). In this context, the minor yeast species present at lower abundances in <italic>Igj</italic>/<italic>Imc</italic> may have also contributed to the elevated concentrations of certain volatile compounds. <italic>T. delbrueckii</italic>, for instance, enhances succinic acid, linalool, acetate esters, medium chain fatty acids, and terpenes in aromatic grapes (<xref ref-type="bibr" rid="B30">Jolly et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B54">Varela and Borneman, 2016</xref>). Similarly, <italic>P. terricola</italic> has been reported to release precursors from grape juice, boosting free monoterpenes and norisoprenoids (<xref ref-type="bibr" rid="B30">Jolly et&#xa0;al., 2014</xref>). The apiculate yeast <italic>H. vineae</italic> has been reported to produce terpenes, sesquiterpenes, and high amounts of acetate esters, such as 2-phenylethyl acetate and ethyl acetate, which influence fermentations by producing flavors and increasing sensory complexity (<xref ref-type="bibr" rid="B38">Martin et&#xa0;al., 2018</xref>).</p>
<p>Our results show that microbial communities assembled in different <italic>Vitis</italic> species influence the volatile profiles of early-stage fermentations of different grape juices. Additional data from fermentations using other microbial communities and grape juice varietals would strengthen the conclusion that alternative yeast populations shape the volatile profiles of fermented juice while preserving grape varietal identity. Also, grape fermentations using pure cultures of selected non-<italic>Saccharomyces</italic> strains, and/or pools of selected strains that resemble native microbial communities, could further clarify the specific contributions of individual yeast species and strains to the final volatile profiles of fermented grape juices. Emerging evidence suggest that non-conventional <italic>Vitis</italic> ecosystems may carry unique yeast species or strains not found in <italic>V. vinifera</italic> L., presenting opportunities for the isolation of valuable <italic>Saccharomyces</italic> and non-<italic>Saccharomyces</italic> strains of potential relevance for the winemaking industry.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are publicly available. This data can be found here: NCBI GenBank, accession OP584257, OP584258, OP584259, OP584260, OP584261, OP584262, OP584263, and OP584265.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>MR: Investigation, Writing &#x2013; original draft, Conceptualization, Writing &#x2013; review &amp; editing, Methodology, Validation, Formal analysis, Project administration, Supervision. LF: Software, Investigation, Writing &#x2013; review &amp; editing, Formal Analysis. FC: Supervision, Writing &#x2013; review &amp; editing, Conceptualization. AR: Formal analysis, Validation, Methodology, Project administration, Resources, Supervision, Investigation, Writing &#x2013; review &amp; editing, Conceptualization, Funding acquisition, Writing &#x2013; original draft.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank S. Lauret (Colonia Caroya, Argentina) for assisting us&#xa0;in obtaining Malbec and Isabella grape samples, and H.E. Mart&#xed;nez Beladelli for providing technical assistance during the initial stages of this project. M.L.R.E. held a postdoctoral fellowship of the Consejo Nacional de Investigaciones Cient&#xed;ficas y T&#xe9;cnicas de&#xa0;Argentina (CONICET). A.L.R. is Principal Investigator of CONICET.</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="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If&#xa0;you identify any issues, please contact us.</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&#xa0;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/ffunb.2025.1643880/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/ffunb.2025.1643880/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image1.jpeg" id="SF1" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Dendrogram resulting from hierarchical cluster analysis based on Euclidean distances calculated from the average profiles of volatile compounds in each fermenting condition (i.e., <italic>Igj/Imc</italic>, <italic>Igj/Mmc</italic>, <italic>Mgj/Mmc</italic>, and <italic>Mgj/Imc</italic>) at 96 hours (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>). Each point of the dendrogram represents the centroid of three biological replicates performed in the study.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image2.jpeg" id="SF2" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;2</label>
<caption>
<p>Main represented yeast species at the initial stages of fermentations (0 to 96 h) of Isabella grape juice using Isabella (<italic>Imc</italic>) or Malbec (<italic>Mmc</italic>) microbial communities as inocula. Percentages represent the relative contribution of the indicated yeast species among the colonies obtained at the indicated times of fermentation.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table2.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table3.xlsx" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
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