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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2026.1764400</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>All roads lead to Rome: integrated physiological and transcriptomic analysis of cacao drought response reveals different ways to achieve tolerance in two hybrid clones</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Osorio Zambrano</surname><given-names>Mayra Andreina</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<contrib contrib-type="author">
<name><surname>Rodr&#xed;guez P&#xe9;rez</surname><given-names>Loyla</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Papatheodorou</surname><given-names>Irene</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
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<name><surname>Ter&#xe1;n</surname><given-names>Wilson</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><label>1</label><institution>Plant and Crop Biology, Department of Biology, Pontificia Universidad Javeriana</institution>, <city>Bogot&#xe1;</city>,&#xa0;<country country="co">Colombia</country></aff>
<aff id="aff2"><label>2</label><institution>Gene Expression Team, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus</institution>, <city>Hinxton</city>,&#xa0;<country country="gb">United Kingdom</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Mayra Andreina Osorio Zambrano, <email xlink:href="mailto:osorio.mayra@javeriana.edu.co">osorio.mayra@javeriana.edu.co</email>; Wilson Ter&#xe1;n, <email xlink:href="mailto:wteran@javeriana.edu.co">wteran@javeriana.edu.co</email></corresp>
<fn fn-type="present-address" id="fn003">
<p>&#x2020;Present address: Irene Papatheodorou, Earlham Institute, Norwich Research Park, Norwich, United Kingdom</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-18">
<day>18</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1764400</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>23</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Osorio Zambrano, Rodr&#xed;guez P&#xe9;rez, Papatheodorou and Ter&#xe1;n.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Osorio Zambrano, Rodr&#xed;guez P&#xe9;rez, Papatheodorou and Ter&#xe1;n</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-18">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Global warming poses significant challenges to agriculture through increased extreme weather events, such as the water deficit, affecting the establishment and yield of crops like cacao and all its value chain. Understanding the complex drought response mechanisms in cacao through integrated methodologies is crucial for developing strategies to enhance crop resilience to this stress.</p>
</sec>
<sec>
<title>Methods</title>
<p>Here, we evaluated the response to a 52 days-long water deficit stress of three commercial cacao hybrid clones: EET8, ICS60 and TSH565 combining growth and physiological parameters with transcriptomic profiles.</p>
</sec>
<sec>
<title>Results</title>
<p>TSH565 and EET8 clones exhibited the highest drought-stress tolerance through different strategies, being able to cope with stress and to better recovery after rewatering. TSH565 showed stomatal limitation but maintained unimpaired photosynthesis under drought. This clone also displayed water use efficiency and relative water content levels comparable to the watered control group, and its total dry weight exceeded that of EET8 and ICS60 under stress. Transcriptomic profiling of TSH565 indicated upregulation of genes encoding aquaporins, PSII proteins, proteins of the antioxidant system and several enzymes participating in the synthesis of osmo-protective secondary metabolites, seemingly contributing to its tolerance. In contrast, EET8 experienced both stomatal limitation and impaired photosynthetic machinery upon the same stress. Its higher stomatal conductance led to a concomitant increased water loss with a significant decrease in leaf water potential. Transcriptomic profiling revealed the activation of numerous biological processes and metabolic pathways, including key hub transcription factors probably responsible for inducing several downstream effector genes, ultimately driving to its stress tolerance. The induction of genes related to acclimation to low water potential and photoprotection was vital for the survival of this clone.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Despite these differences, ABA metabolism and signaling pathways played a significant role in the drought stress tolerance of both clones. Osmoprotection, osmotic adjustment, and antioxidant response appear to be part of the core strategy of <italic>T. cacao</italic>&#x2019;s tolerance to water deficit stress. This research provides valuable insights into the distinct molecular mechanisms underlying drought-stress tolerance in cacao plants. Specifically, it identifies stress-tolerance candidate genes of breeding value, as well as for <italic>T. cacao</italic> germplasm characterization, conservation and selection.</p>
</sec>
</abstract>
<kwd-group>
<kwd>photosynthesis</kwd>
<kwd>RNA-Seq</kwd>
<kwd><italic>Theobroma cacao</italic></kwd>
<kwd>tolerance candidate genes</kwd>
<kwd>water deficit stress</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research was funded by the Vice-presidency for Research of the Pontificia Universidad Javeriana, under the following research grant: Project ID 7939 and ID 9823. MO was the recipient of the graduate student fellowship program &#x201c;Formaci&#xf3;n de Capital Humano de Alto Nivel para el Departamento de Norte de Santander&#x201d; ID 753 awarded by the Gobernaci&#xf3;n de Norte de Santander and MINCIENCIAS (Ministerio de Ciencia, Tecnolog&#xed;a e innovaci&#xf3;n). MO&#x2019;s research secondment at EMBL-EBI was funded by the CABANA project (Global Challenges Research Fund, UK-AID).</funding-statement>
</funding-group>
<counts>
<fig-count count="7"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="155"/>
<page-count count="20"/>
<word-count count="11566"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Plant Abiotic Stress</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Cacao (<italic>Theobroma cacao</italic> L.) is a perennial crop native to the Amazon basin which grows in tropical rainforests across America, Africa, and Asia (<xref ref-type="bibr" rid="B102">Motamayor et&#xa0;al., 2002</xref>). Cacao beans are the raw material to produce chocolate, cocoa butter, confections, beverages and cosmetics with high pharmaceutical industry interest (<xref ref-type="bibr" rid="B67">Katz et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B123">Scapagnini et&#xa0;al., 2014</xref>). Cacao cropping has a significant high and increasing commercial value in global market (<xref ref-type="bibr" rid="B114">Quintero R and D&#xed;az Morales, 2004</xref>; <xref ref-type="bibr" rid="B14">Bartley, 2005</xref>; <xref ref-type="bibr" rid="B141">Wickramasuriya and Dunwell, 2018</xref>), with world production exceeding 5.6 million tons in 2023 (<xref ref-type="bibr" rid="B44">FAO, 2023</xref>) and a chocolate industry valued at $100 billion US Dollar in 2021, projected to grow by 4.5% to 5.5% annually until 2027 (<xref ref-type="bibr" rid="B16">Bermudez et&#xa0;al., 2022</xref>). Cocoa farming supports over 50 million people worldwide, with approximately 6 million smallholder farmers, relying on plots smaller than 5 ha for their livelihood (<xref ref-type="bibr" rid="B102">Motamayor et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B108">Osorio-Guar&#xed;n et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B66">Juby et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Bermudez et&#xa0;al., 2022</xref>).</p>
<p><italic>T. cacao</italic> requires humid tropical climates with 1200&#x2013;2000 mm annual of evenly distributed rainfall (<xref ref-type="bibr" rid="B58">Hernandez et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B94">Mensah et&#xa0;al., 2023a</xref>). However, increasingly frequent dry seasons often due to global warming reduce productivity and causes economic losses (<xref ref-type="bibr" rid="B93">Medina and Laliberte, 2017</xref>; <xref ref-type="bibr" rid="B46">Farrell et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B79">Lahive et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B57">Hebbar et&#xa0;al., 2020</xref>). Soil moisture below 60% fails to meet crop water demand and causes severe drought increasing the risk of permanent wilting when soil water content falls below 25% and soil matric potential reaches -1.5 MPa (<xref ref-type="bibr" rid="B5">Alvim and Alvim, 1977</xref>; <xref ref-type="bibr" rid="B100">Moser et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B20">Carr and Lockwood, 2011</xref>; <xref ref-type="bibr" rid="B95">Mensah et&#xa0;al., 2023b</xref>, <xref ref-type="bibr" rid="B94">2023a</xref>). Drought reduces root water potential to -1.35 MPa and leaf water potential (&#x3c8;<sub>leaf</sub>) to -1.5 MPa, preventing the plants from meeting its water requirements and inducing water deficit stress (<xref ref-type="bibr" rid="B53">Gilbert and Medina, 2016</xref>). Water deficit disrupts mineral nutrient absorption and transport, inhibiting photosynthesis, respiration, and photoassimilate distribution; in addition, it causes stomatal closure which, combined with all the above, reduces the plant growth (<xref ref-type="bibr" rid="B23">Chaves et&#xa0;al., 2009</xref>). This stress also increases xylem vessel density, thereby reducing water transport and cell turgor, and disrupting cell division and elongation (<xref ref-type="bibr" rid="B69">Khan et&#xa0;al., 2018</xref>). These alterations impair plant development and ultimately affect flowering and grain filling (<xref ref-type="bibr" rid="B4">Almeida and Valle, 2007</xref>; <xref ref-type="bibr" rid="B100">Moser et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B49">Gateau-Rey et&#xa0;al., 2018</xref>).</p>
<p>To combat drought and maintain homeostasis, plants respond through multiple mechanisms, including: reduced stomatal conductance and increased water use efficiency, which minimize water loss; increased antioxidant activity to reduce the accumulation of harmful reactive oxygen species (ROS); osmotic adjustment and increased root biomass, in addition to foliar senescence, helping plants to absorb more water and reduce water intensive foliage (<xref ref-type="bibr" rid="B99">Moradi, 2016</xref>; <xref ref-type="bibr" rid="B68">Kaur and Asthir, 2017</xref>; <xref ref-type="bibr" rid="B76">Kumar et&#xa0;al., 2018</xref>). In Cacao plants, stomatal closure and a higher root/shoot ratio have been described as crucial for conserving water and improving absorption capacity (<xref ref-type="bibr" rid="B122">Santos et&#xa0;al., 2014</xref>).</p>
<p>Abscisic acid (ABA) plays a key role in tolerance to dehydration by inducing stomatal closure andactivating transcription factors (e.g., AREB, DREB) that regulate effector genes associated with acclimation mechanisms (<xref ref-type="bibr" rid="B33">Deng et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B18">Cabuslay et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B73">Kozlowski and Pallardy, 2002</xref>; <xref ref-type="bibr" rid="B127">Shinozaki and Yamaguchi-Shinozaki, 2007</xref>). The process begins when root cells sense drought stress and release ABA, which then moves through the plant vascular system (<xref ref-type="bibr" rid="B56">Hauser et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B77">Kuromori et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B133">Takahashi et&#xa0;al., 2020</xref>). ABA accumulation triggers secondary messengers and activate TF, leading to the expression of stress responsive genes, including those encoding tonoplast proteins such as aquaporins (<xref ref-type="bibr" rid="B77">Kuromori et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B109">Osorio Zambrano et&#xa0;al., 2021</xref>). An ABA-independent pathway also exists, in which other TF activate effector genes (<xref ref-type="bibr" rid="B145">Yamaguchi-Shinozaki and Shinozaki, 2006</xref>; <xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B64">Jain et&#xa0;al., 2018</xref>). These genes produce proteins with metabolic and structural functions that establish plants&#x2019; systemic drought response. Plants lacking these tolerance mechanisms enter permanent wilting and eventually die under severe drought (<xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B64">Jain et&#xa0;al., 2018</xref>).</p>
<p>Unravelling these molecular mechanisms is crucial for identifying candidate tolerance genes as a base for conservation, selection, and breeding programs. This knowledge paves the way for developing climate-resilient crops that can withstand the increasing frequency of drought events caused by irregular rainfall patterns (<xref ref-type="bibr" rid="B152">You et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B82">Li et&#xa0;al., 2024</xref>).</p>
<p>Transcriptomic approaches like RNA sequencing provide valuable insights into gene expression changes associated with plant responses to environmental stressors such as drought (<xref ref-type="bibr" rid="B36">Dossa et&#xa0;al., 2017</xref>). These tools have been widely applied in model plants and major crops to elucidate regulatory networks and stress-responses mechanisms, and to identify genes involved in water stress tolerance (<xref ref-type="bibr" rid="B106">Oono et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B154">Zenda et&#xa0;al., 2019</xref>). Although numerous studies have reported plant stress responses using physiological or transcriptomic methods, few have combined both. In non-model species such as cacao, the molecular mechanisms underlying drought-stress response remain poorly understood. Despite its economic importance, and the availability of a reference genome (<xref ref-type="bibr" rid="B101">Motamayor et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B9">Argout et&#xa0;al., 2017</xref>), molecular studies in cacao are limited, with few reports on transcriptomic responses to water deficit (<xref ref-type="bibr" rid="B8">Argout et&#xa0;al., 2008</xref>).</p>
<p>To address this gap, we applied an integrated approach combining growth and physiological characterization with transcriptomic (RNA-seq) profiling in three commercial cacao clones with different genetic backgrounds. These hybrid clones were selected based on a previous physiological screening that identified different levels of drought tolerance among clones (<xref ref-type="bibr" rid="B109">Osorio Zambrano et&#xa0;al., 2021</xref>).</p>
<p>We hypothesized that, despite the apparent similar tolerance observed for the three selected clones, they would display distinct physiological and molecular response to water deficit. Specifically, we propose that drought resilience in cacao is mediated by clone-specific response mechanisms involving a coordinated regulation of stress-responsive genes, primary and secondary metabolism, and other functional pathways. This integrative framework enabled the identification of candidate genes and functional categories associated with drought tolerance, providing insights into the molecular and physiological mechanisms underlying water stress responses in cacao.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Plant material</title>
<p>This study was conducted at Bambusa Station (Geoambiente SAS) in Pacho, Cundinamarca, Colombia (5&#xb0; 07&#xb4; 50&#xb4;&#xb4; north and 74&#xb0;09&#xb4;30&#xb4;&#xb4; west, at 1350 m.a.s.l). Water deficit response of three <italic>T. cacao</italic> commercial clones: EET8, ICS60 and TSH565 were evaluated. These three clones were chosen based on a previous screening study involving other commercial clones which identified contrasting physiological responses to DS (<xref ref-type="bibr" rid="B109">Osorio Zambrano et&#xa0;al., 2021</xref>). Furthermore, these three clones have different genetic background and belong to the most recommended cocoa clones to be planted and commercialized in Colombia with a 20-30-year projection scope (<xref ref-type="bibr" rid="B19">Cardona, 2010</xref>).</p>
<p>Under greenhouse-controlled conditions, five-month-old grafted plants were sown in 10 L black plastic bags filled with silty loam soil (pH 6.5) supplemented with charcoal slag. In accordance with the results of the soil analysis, each plant was fertilized with 5 mL of Agroplus<sup>&#xae;</sup> (Fundases) and 5 g of 15-15-15 (N: P: K) Nutrimon<sup>&#xae;</sup> (Mon&#xf3;meros Colombo Venezolanos, SA) per liter of water. All the plants were watered to field capacity until the water deficit treatment began. During the experiment, environmental data was recorded using a HOBO 8 climatic station (HBOware<sup>&#xae;</sup>) installed at 0.3 m from the ground. The daily air temperature ranged from 18 to 33 &#xb0;C, with an average of 24 &#xb0;C, while the average relative humidity was 78%. The average vapor pressure deficit (VPD) was 1.1 kPa using the method proposed by <xref ref-type="bibr" rid="B2">Allen et&#xa0;al. (2006)</xref> (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figures&#xa0;1A, B</bold></xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Experimental design and induction of water stress</title>
<p>The treatments were distributed in a split-plot arrangement under a randomized complete block design with three replications; the two water treatments were evaluated in the main plot: the field capacity (well-watered: WW) and drought-stress (DS) treatments. In the subplot, three clones were evaluated: EET8, ICS60 and TSH565 with twelve plants of each clone per subplot. For the WW control treatment, the plants were maintained at 70% of volumetric content of water (VWC) in the soil, measured at 20 cm depth with a TDR-150 (Spectrum technologies<sup>&#xae;</sup>). The &#x3a8;<sub>leaf</sub> was recorded predawn with a Sch&#xf6;lander pressure chamber (PMS Model 615, Fresno, CA, United States) and ranged from -0.2 to -0.4 MPa under WW treatment, which is adequate for healthy cacao plants (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;2B</bold></xref>) (<xref ref-type="bibr" rid="B31">De Almeida et&#xa0;al., 2016</xref>). In the DS treatment, irrigation was suspended for 52 days until the average soil VWC dropped to 25% (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;2A</bold></xref>) and the &#x3a8;<sub>leaf</sub> reached -3.0 to -3.5 MPa, indicative of a severe stress (<xref ref-type="bibr" rid="B3">Almeida et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B31">De Almeida et&#xa0;al., 2016</xref>) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;2B</bold></xref>). This day was marked as Day 52 (D52) as plants showed visible wilting (maximum stress point). After D52, the plants were rehydrated to a soil VWC of 70% within 24 h. Physiological parameters were recorded seven days later Day 59 (D59) to assess recovery.</p>
<p>For the transcriptomic analysis, on D52, the two most contrasting clones in physiological response to DS were selected. The samples of the third and fourth fully expanded leaves were collected from six plants on EET8 and TSH565 clones under WW and DS treatments, which were immediately frozen in liquid nitrogen and stored in the dark at -80 &#xb0;C for the subsequent extraction of total RNA.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Physiological parameters evaluated</title>
<p>Measurements were taken on the third or fourth fully expanded leaf of each plant at D52 and D59 following previously established protocols (<xref ref-type="bibr" rid="B109">Osorio Zambrano et&#xa0;al., 2021</xref>). &#x3a8;<sub>leaf</sub> was measured predawn between 05:00 and 06:30 h using a Scholander pressure chamber (PMS Model 615, Fresno, CA, United States), and relative water content in the leaf (RWC) was calculated as RWC (%) = [(FW &#x2212; DW)/(TW &#x2212; DW)] &#xd7; 100 where FW is fresh weight, TW is turgid weight, and DW is dry weight, in six plants per treatment (n = 6). After the onset of stress, net photosynthesis (A), and stomatal conductance (g<italic><sub>s</sub></italic>) were measured between 09:00 and 12:00 h using a LI-6400XT Portable Photosynthesis System measurement system (LI-COR Biosciences Inc. NE, United States) in nine plants per treatment (n = 9). Chlorophyll fluorescence (F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic>) was measured on the same leaves where A was recorded (n = 9) previously dark-adapted, between 16:00 and 19:00 h using a Junior-PAM modulated fluorometer (Walz<sup>&#xae;</sup>, Effeltrich, Germany) whose parameters were calculated with WinControl-3 software (Heinz Walz GmbH Inc., Effeltrich, Germany). Data of A and g<sub>s</sub> were used to calculate the efficiency of intrinsic water use (WUE<italic><sub>i</sub></italic>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Growth parameters</title>
<p>At D59 after irrigation resumption of DS plants, nine plants per treatment (n = 9)were harvested to determine dry mass for various plants parts: root weight (DWr), stem weight (DWs), leaf weight (DWl) and total dry weight (DWTo). The same plants used in the gas exchange evaluation were fragmented and dried at 70 &#xb0;C in an oven (Thermolyne<sup>&#xae;</sup>, USA) until a constant dry weight was achieved. All weights were recorded using an analytical balance (Adventurer Ohaus<sup>&#xae;</sup>, USA).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical and multivariate analyses</title>
<p>An analysis of variance (ANOVA) was performed to determine the effect of treatments (WW and DS) and clones (EET8, ICS60 and TSH565), on the response of the physiological and growth parameters. An LSD test was subsequently performed to assess significant differences (P &#x2264; 0.05). Statistical analyses were performed with Statistix 9<sup>&#xae;</sup> software (Analytical software, USA).</p>
<p>A multivariate approach was applied to explore joint variation of transcriptomic and physiological traits. A two-step Principal Component Analysis (PCA) was first conducted on variance- stabilized (VST) transcriptomic data using Deseq2 package in R (<xref ref-type="bibr" rid="B88">Love et&#xa0;al., 2014</xref>), and the first five principal components (PCs) (explaining &gt; 83% of the variance), were combined with scaled physiological and growth-related variables for an integrated analysis. Finally, a Multiple Factor Analysis (MFA) was performed integrating transcriptomic and physiological datasets to reveal overall patterns among samples and treatments, using the FactoMineR package in R (<xref ref-type="bibr" rid="B80">L&#xea; et&#xa0;al., 2008</xref>).</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Transcriptomic analysis:</title>
<sec id="s2_6_1">
<label>2.6.1</label>
<title>RNA extraction and transcriptome sequencing</title>
<p>Total RNA was extracted according to previously reported protocols (<xref ref-type="bibr" rid="B21">Chang et&#xa0;al., 1993</xref>) with some modifications described previously (<xref ref-type="bibr" rid="B109">Osorio Zambrano et&#xa0;al., 2021</xref>). The purity and integrity of the RNA were verified with a Bioanalyzer 2100 (Agilent Technologies<sup>&#xae;</sup>). The RNA samples of the three individuals (n = 3) per clone and treatment that presented the highest values of RNA integrity (RIN &gt; 6) were selected for the construction of the cDNA sequencing libraries (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;8</bold></xref>). A total of 12 cDNA libraries were indexed and generated after polyA RNA enrichment using the NEBNext<sup>&#xae;</sup> Ultra&#x2122; kit (New England BioLabs) and were subsequently sequenced with paired ends of 150 bp using a HiSeq platform (Illumina, Inc.).</p>
</sec>
<sec id="s2_6_2">
<label>2.6.2</label>
<title>Bioinformatic analysis</title>
<sec id="s2_6_2_1">
<label>2.6.2.1</label>
<title>Processing of RNA-seq reads and mapping to the reference genome</title>
<p>The quality control (QC) of the reads was carried out according to previously reported flowcharts (<xref ref-type="bibr" rid="B149">Yaya Lancheros et&#xa0;al., 2021</xref>) using FastQC and MultiQC tools (<xref ref-type="bibr" rid="B6">Andrews, 2010</xref>; <xref ref-type="bibr" rid="B42">Ewels et&#xa0;al., 2016</xref>). Cutadapt (<xref ref-type="bibr" rid="B91">Martin, 2011</xref>), and SortMeRna (<xref ref-type="bibr" rid="B72">Kopylova et&#xa0;al., 2012</xref>) were used to remove low-quality reads (Phred score &lt; Q30) and those with low complexity, adapters, and contaminants (rRNA and bacterial, fungal and human). The trimmed or filtered reads were then aligned to the reference genome of <italic>T. cacao</italic> Criollo Belize B97-61/B2 (Criollo_cocoa_genome_V2, assembly GCA_000208745.2; <xref ref-type="bibr" rid="B9">Argout et&#xa0;al., 2017</xref>), using HISAT2 with default parameters. This program was also used in the construction of the reference genome index (<xref ref-type="bibr" rid="B70">Kim et&#xa0;al., 2015</xref>). The sequences and annotations of the genome were obtained from the Ensembl Plants database version 45 with the use of the BioMart tool (<xref ref-type="bibr" rid="B71">Kinsella et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B60">Howe et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s2_6_2_2">
<label>2.6.2.2</label>
<title>Differential expression and over-representation analysis</title>
<p>The gene expression levels for each clone under WW and DS treatment were estimated by counting the number of reads mapped per gene (raw counts) using the FeatureCounts tool (<xref ref-type="bibr" rid="B84">Liao et&#xa0;al., 2014</xref>). Subsequent normalization and differential expression analysis was carried out with the DEseq2 package (<xref ref-type="bibr" rid="B88">Love et&#xa0;al., 2014</xref>) by calculating, for each gene, the log<sub>2</sub> fold change (Log<sub>2</sub>FC) of the expression level between the plants under DS and control plants (WW), applying a generalized linear model (GLM) and the Wald statistical test. The Benjamini-Hochberg method was applied subsequently by default in Deseq2 to calculate the false discovery rate (FDR) and adjusted P value (P adj.). Genes with significant differential expression were considered those that presented a value of P adj. &#x2264; 0.05. For the Over-Representation Analysis (ORA), the genes with both significant differential expression, and Log<sub>2</sub>FC absolute values &gt; 2 were selected.</p>
<p>These differentially expressed genes (DEGs) were subjected to functional ORA via Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses using the AgriGO tool (<xref ref-type="bibr" rid="B135">Tian et&#xa0;al., 2017</xref>), iDEP and g:Profiler, respectively (<xref ref-type="bibr" rid="B50">Ge et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B116">Raudvere et&#xa0;al., 2019</xref>). To extract the enriched GO terms, singular enrichment analysis (SEA) was used, with Fisher&#x2019;s statistical test (P adj. &#x2264; 0.05). For the KEGG analysis, the g:SCS algorithm recommended by g:Profiler was used (<xref ref-type="bibr" rid="B116">Raudvere et&#xa0;al., 2019</xref>). KEGG pathway and enrichment graphics were generated with SRPLOT (<xref ref-type="bibr" rid="B134">Tang et&#xa0;al., 2023</xref>).</p>
</sec>
</sec>
<sec id="s2_6_3">
<label>2.6.3</label>
<title>Validation of gene expression via qRT&#x2013;PCR</title>
<p>The expression of DEGs that were identified as tolerance candidate genes based on their molecular and cellular functions, as well as their log<sub>2</sub>FC values and statistical significance, was validated via RT-qPCR. RT-qPCR analysis of the selected genes was performed according to previously reported protocols (<xref ref-type="bibr" rid="B109">Osorio Zambrano et&#xa0;al., 2021</xref>) using a Quant Studio 3 Real-Time PCR System (Applied Biosystems, CA, USA). The relative expression levels of the selected genes were normalized with respect to the expression level of the ubiquitin gene via the comparative Ct method (2 <sup>&#x2212;&#x394;&#x394;Ct</sup>) (<xref ref-type="bibr" rid="B112">Pfaffl, 2001</xref>). The experiment was carried out in five independent biological replicates (individuals) per treatment (n = 5) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;6</bold></xref>). The list of primers designed and used in this validation is presented <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;3</bold></xref>. The reference gene used was selected after three-gene stability analysis using RefFinder platform which integrates the &#x394;Ct method, geNorm, NormFinder, and BestKeeper (<xref ref-type="bibr" rid="B144">Xie et&#xa0;al., 2023</xref>). Each algorithm generated a stability ranking based on variation among Cq values, and RefFinder calculated the geometric mean of the ranking scores to obtain a comprehensive stability value, which was used to identify the most stable reference gene for normalization and was consistent with results previously obtained in cocoa plants (<xref ref-type="bibr" rid="B47">Gallego et&#xa0;al., 2018</xref>) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;6</bold></xref>). Data from the validation of candidate drought-tolerance genes is available in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;3</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>6</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>7</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>9</bold></xref>.</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Physiological response to water deficit</title>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Leaf water potential</title>
<p>The &#x3a8;<sub>leaf</sub> values for the WW group ranged from -0.3 to -0.4 MPa, indicating sufficient hydration. In contrast, under DS, the &#x3a8;<sub>leaf</sub> dropped to an average of -2.5 MPa. All clones showed significant differences in their &#x3a8;<sub>leaf</sub> between treatments (P &#x2264; 0.05). This was accompanied by a significant decrease in soil VWC to 25% (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;2A</bold></xref>). At D52, the &#x3a8;<sub>leaf</sub> between clones varied: TSH565 and ICS60 had significantly greater &#x3a8;<sub>leaf</sub> (-2.3 MPa) compared to EET8 (-2.93 MPa). After rehydration (D59), the &#x3a8;<sub>leaf</sub> of the clones under DS recovered to values like those of WW plants indicating that although the three clones experienced a severe water deficit of 52 days, they were able to recover to almost their initial hydric state, which is a trait of drought tolerance (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Effect of water deficit (DS) on <bold>(A)</bold> leaf water potential (&#x3a8;<sub>leaf</sub>), <bold>(B)</bold> relative water content in the leaf (%RWC), and <bold>(C)</bold> maximum quantum efficiency of PSII (F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic>), in the <italic>T. cacao</italic> clones EET8, ICS60 and TSH565. Values are means &#xb1; SD (n = 6 for &#x3a8;<sub>leaf</sub> and RWC; n = 9 for F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic>). Significant differences are denoted with different letters produced by two-way ANOVA (clone &#xd7; treatment). WW: plants irrigated at field capacity; DS: plants subjected to water deficit. D52, day of maximum stress; D59, day on which the measurements were made after 7 days of rehydration.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1764400-g001.tif">
<alt-text content-type="machine-generated">Three grouped bar graphs labeled A, B, and C compare three cacao genotypes (EET8, ICS60, TSH565) under different water treatments: D52 (WW), D52 (DS), D59 R (WW), and D59 R (DS). Graph A shows leaf water potential (Ψ_leaf, MPa), with D52 (DS) displaying the lowest values, especially for EET8. Graph B presents relative water content (% RWC), with highest values in D59 R groups and notable drops in D52 (DS). Graph C displays Fv/Fm (chlorophyll fluorescence), lowest for EET8 in D52 (DS), while other treatments maintain similar values. Error bars and significance letters are shown for each bar. A color legend identifies each genotype.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Relative leaf water content</title>
<p>For WW plants, the RWC was greater (62%) for TSH565 than for EET8 (56%) and ICS60 (58%). At D52, only clones EET8 and ICS60 showed significantly reduced RWC values (P &#x2264; 0.05) compared to their respective control group (WW): 47% and 49% decrease respectively, whereas TSH565 showed a RWC like unstressed plants. At D59, the EET8 and ICS60 plants subjected to DS reached RWC values like those of their controls, with no differences between clones or between treatments (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>).</p>
</sec>
<sec id="s3_1_3">
<label>3.1.3</label>
<title>Leaf gas exchange and intrinsic water use efficiency</title>
<p>A and <italic>g<sub>s</sub></italic> were significantly lower (P &#x2264; 0.05) in DS plants than in the WW plants (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>). In WW plants, A was similar between clones: 4.61; 5.0 and 4.87 &#xb5;moles of CO<sub>2</sub> m<sup>-2</sup>s<sup>-1</sup> for EET8, ICS60 and TSH565, respectively, whereas under DS, A was almost completely inhibited by 97% (0.13 &#xb5;mol of CO<sub>2</sub> m<sup>-2</sup>s<sup>-1</sup>) in EET8 and ICS60 clones, while was 91% reduced (0.32 &#xb5;mol of CO<sub>2</sub> m<sup>-2</sup> s<sup>-1</sup>) in TSH565. Interestingly, after rehydration at D59, A recovered around 50% of the values exhibited by their respective control plants in the EET8 and ICS60 clones, while TSH565 exhibited a full recovery, with similar photosynthetic rates to those of its respective controls (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>). On the other hand, the <italic>g<sub>s</sub></italic> was reduced on average by 85% under DS with respect to the WW plants: dropping in average from 0.113 mol H<sub>2</sub>O m<sup>-2</sup>s<sup>-1</sup> to an average of 0.015 m<sup>-2</sup>s<sup>-1</sup>. As was observed for A, at D59, EET8 and ICS60 presented <italic>g<sub>s</sub></italic> values of approximately 50% of the value recorded for the control plants, whereas TSH565 recovered similar <italic>g<sub>s</sub></italic> values as the WW plants (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Effect of water deficit (DS) on <bold>(A)</bold> net photosynthesis, <bold>(B)</bold> stomatal conductance <bold>(C)</bold> intrinsic efficient use of water <bold>(D)</bold> dry mass by organs and total mass in the <italic>T. cacao</italic> clones EET8, ICS60 and TSH565. The values are the means &#xb1; SD (n = 9). Significant differences are denoted with different letters produced by two-way ANOVA (clone &#xd7; treatment). WW: plants irrigated at field capacity; DS: plants subjected to water deficit. D52, day of maximum stress; D59, day on which the measurements were made after 7 days of rehydration.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1764400-g002.tif">
<alt-text content-type="machine-generated">Figure containing four grouped bar graphs comparing physiological parameters among three genotypes (EET8, ICS60, TSH565) under different water treatments. Panels show photosynthetic rate (A), stomatal conductance (gs), intrinsic water use efficiency (WUEi), and total dry weight. Error bars and statistical significance letters are present for each group.</alt-text>
</graphic></fig>
<p>Likewise, at D52, the WUE<italic><sub>i</sub></italic> was significantly lower (P &#x2264; 0.05) in the clones subjected to DS than in WW, whose values were 42 &#xb5;mol of CO<sub>2</sub> mol H<sub>2</sub>O<sup>-1</sup> for EET8 and ICS60, and 45 &#xb5;mol of CO<sub>2</sub> mol H<sub>2</sub>O<sup>-1</sup> for TSH565. Under DS, WUE<italic><sub>i</sub></italic> was reduced on average by 81% in EET8 and ICS60, whereas TSH565 showed only 29% reduction, with significant differences (P &#x2264; 0.05) between the clones. At D59, the WUE<italic><sub>i</sub></italic> of all clones recovered to the values of the WW plants, without differences between clones or water treatment groups (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2C</bold></xref>).</p>
</sec>
<sec id="s3_1_4">
<label>3.1.4</label>
<title>Chlorophyll fluorescence</title>
<p>At D52, F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic> decreased to 0.537 (P &#x2264; 0.05) in EET8 compared with F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic> of WW plants (0.725). A similar reduction pattern was observed for ICS60, with a F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic>dropping from 0.757 (WW) to 0.632 (DS). Although both values indicate photoinhibition, an F<sub>v</sub>/F<sub>m</sub> close to 0.5 (EET8) reflects a more critical physiological state than 0.6 (ICS60). Interestingly, in TSH565, F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic> was not significantly reduced (LSD, P &gt; 0.05); between WW and DS groups. Similarly, at D59, the F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic> of EET8 and ICS60 clones recovered in average 92% of the baseline value of WW, whereas TSH565, recovered the reference values of the control plants (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1C</bold></xref>).</p>
</sec>
<sec id="s3_1_5">
<label>3.1.5</label>
<title>Growth parameters</title>
<p>Under DS, the accumulation of DWt was significantly reduced for clones EET8 and ICS60, with values 43% and 53% lower, respectively, compared to WW plants. This decrease was approximately 12% for clone TSH565 and was not statistically significant. For EET8 and ICS60 plants subjected to DS, the DWr, DWs and DWl were all reduced, indicating affectation of growth in all their organs, whereas for TSH565, only DWl was reduced, passing from 7.55 g to 4.57 g (39.5% reduction). Comparatively, for EET8, this decrease was 67%, ranging from 10.08g (WW) to 3.28g (DS), while ICS60 showed 70% reduction, ranging from 11.64g (WW) to 3.42g (DS). For these clones, the DWr, also decreased 30% and 40% respectively under DS, exhibiting a similar reduction of their DWs (28% and 35%, respectively) compared to WW plants. In contrast with TSH565, DWr and DWs did not differ between treatments (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2D</bold></xref>).</p>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Transcriptomic analysis of <italic>T. cacao</italic> under DS</title>
<p>Although ICS60 and EET8 showed statistically similar responses for several physiological parameters, their absolute F<sub>v</sub>/F<sub>m</sub> values revealed different levels of photochemical impairment under DS. TSH565 maintained F<sub>v</sub>/F<sub>m</sub> values closer to those expected for non-stressed plants, indicating minimal photochemical damage, ICS60 showed intermediate F<sub>v</sub>/F<sub>m</sub> values, whereas EET8 exhibited the lowest Fv/Fm values, approaching the critical range associated with severe photosystem impairment. Regarding their genetic backgrounds, TSH565 (a Trinitarian hybrid) and EET8 (an Ecuadorian &#x201c;Criollo&#x201d; hybrid) are also more genetically divergent than any of them with ICS60, which is a Trinitarian x &#x201c;Criollo&#x201d; hybrid. Therefore, transcriptomic profiling carried out on the most genotypically and phenotypically contrasting clones: TSH565 and EET8, to capture the largest physiologically meaningful contrast in cacao drought response.</p>
<p>Paired-end sequencing of the 12 RNA-seq libraries generated a total of 354 million raw read pairs (106.2 Gb). After quality trimming, the same number of read pairs were preserved, as only a very small fraction of low-quality bases and residual adapter sequences were removed from the reads ends due to the overall high quality of the sequencing data (Q = 37). On average, each library contained 29.5 million clean reads pairs. The sequences were aligned to the Criollo Belize V2 reference genome with a mapping percentage of 92% on average, resulting in an average coverage per gene of 120X. Similarly, on average, 88% of the readings from each library were assigned to one of the 24561 genes present in the EnsemblPlants database of the reference genome used (<xref ref-type="bibr" rid="B71">Kinsella et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B60">Howe et&#xa0;al., 2020</xref>) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>).</p>
<p>Quality assessment of transcriptomic data included PCA and hierarchical clustering, which showed clear separation by treatment and genotype, with enhanced genotype discrimination under drought stress versus control conditions, revealing distinct stress-responsive transcriptomic profiles. Diagnostic evaluation of expression data via MA plot confirmed proper normalization without technical biases, while Volcano plot analysis showed appropriate distribution of DEGs without anomalous patterns in significance or expression fold-changes, validating the dataset for differential expression analysis and biological interpretation (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;7</bold></xref>).</p>
<p>DE analysis (DS vs. WW plants) was performed for TSH565 and EET8 clones and log<sub>2</sub>FC was calculated for each gene. DEGs were filtered according to their significance (P adj. &#x2264; 0.05). A similar number of DEGs was found for both clones, with slightly fewer DEGs for EET8 (4634) than for TSH565 (4643). Among the DEGs, 2222 and 2106 genes were upregulated, whereas 2412 and 2537 genes were downregulated in EET8 and TSH565, respectively (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>). Common DEGs were identified between the clones, and others were specific to each clone. Among the genes shared, 1042 were upregulated and 1180 downregulated, whereas for the DEGs exclusive to TSH565, 1064 were upregulated and 1357 downregulated, while for EET8, 1180 were upregulated and 1232 downregulated (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Differential gene expression analysis of <italic>T. cacao</italic> TSH565 and EET8 clones subjected to 52 days of water deficit. <bold>(A)</bold> Bar graph of all the DEGs (P adj. &#x2264; 0.05) upregulated (red) and downregulated (blue) in the two clones under DS (compared to WW condition) <bold>(B)</bold> Venn diagrams show the number of shared and unique DEGs upregulated and downregulated under DS.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1764400-g003.tif">
<alt-text content-type="machine-generated">Bar graph and Venn diagrams compare differentially expressed genes (DEGs) between EET8 and TSH565. Bar graph shows upregulated and downregulated DEG counts. Venn diagrams display overlaps for upregulated and downregulated genes.</alt-text>
</graphic></fig>
<p>Next, to functionally annotate the common DEGs between clones, an Over Representation Analysis (ORA) based on both GO terms was performed (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>). The GO biological process terms enriched in the 1042 DS-upregulated DEGs, common to both clones, were associated with stress response and regulation of gene expression at different levels: epigenetic, regulation of gene silencing, mRNA metabolic processes, and RNA processing. In addition, intracellular transport, such as transport to and from the nucleus, as well as transport between the endoplasmic reticulum (ER) and the Golgi apparatus mediated by vesicles (COPII), together with cellular development processes were enriched. The main enriched molecular function term was binding to mRNA and, in general, binding to other molecules, and the main enriched cellular compartments terms were the nucleus, vesicles (COPII) that transport substances from the ER to the Golgi apparatus, RNA polymerase complexes, and transferase complexes (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Over representation analysis of GO terms and KEGG pathways in the response of <italic>T. cacao</italic> to water deficit. <bold>(A)</bold> GO terms enriched in the upregulated DEGs under DS (P adj. &#x2264; 0.05) common to the clones TSH565 and EET8. <bold>(B)</bold> KEGG pathways enriched in the upregulated and downregulated genes (log<sub>2</sub>FC &#x2265; 2) under DS in the two clones evaluated.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1764400-g004.tif">
<alt-text content-type="machine-generated">Panel A shows a bubble plot with gene ontology terms on the y-axis and significance (negative log10 p-value) on the x-axis; bubble color gradates from blue to red with shape and size indicating class and count. Panel B is a grouped horizontal bar chart displaying KEGG pathway enrichment for upregulated (red) and downregulated (blue) genes, with bubble sizes representing gene counts and bar length encoding significance.</alt-text>
</graphic></fig>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Identification of candidate genes involved in tolerance to DS</title>
<p>To identify differences in the responses of each clone to DS, the DEGs were further explored by applying a minimum threshold on the absolute value of the log<sub>2</sub>FC &gt; 2. With this filter, there were 328 upregulated genes in TSH565 and 404 genes in EET8. Among this set of genes, 136 were common to both clones, whereas 192 and 268 genes were unique to TSH565 and EET8, respectively. The total number of genes downregulated in clone TSH565 was 699, and 782 in EET8. Among these, 332 genes were common to both clones, whereas 367 were unique to clone TSH565 and 450 were unique to clone EET8.</p>
<p>The upregulated and downregulated genes in response to DS were analyzed via KEGG pathway ORA analysis: interestingly, the phenylpropanoid biosynthesis pathway was upregulated in both clones (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4B</bold></xref>). Additionally, in the EET8 clone, different metabolic pathways, the metabolism of amino acids and nucleotides, and the metabolism of starch and sucrose were also well represented among up-regulated genes. With respect to the DS -downregulated genes, the plant&#x2013;pathogen interaction pathway was represented among the common downregulated DEGs. More specifically, the plant hormone signal transduction pathway was downregulated in EET8, whereas in TSH565, the biosynthesis of flavonoids was significantly represented among the downregulated genes (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4B</bold></xref>).</p>
<p>Using the filtered genes, the GO analysis of the common upregulated genes revealed that the biological process terms response to stress, response to stimuli, defense response, response to levels of oxygen, and biosynthesis of flavonoids were the most represented. The enriched molecular function terms were binding to other molecules and catalytic functions. Overall, the genes with the greatest change in expression, which are shared by both clones, were related to the stress response (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;3A</bold></xref>).</p>
<p>Regarding downregulated biological processes common to both clones, GO ORA analysis revealed genes related to terms like cell morphogenesis, cell wall biogenesis, response to osmotic stress and abiotic stimulus and response to salt stress; the enriched cellular component term was the extracellular region (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;3B</bold></xref>). In accordance with these findings, DS caused downregulation of genes associated with growth processes, as well as a response to other types of stress, suggesting that DS negatively affects these processes similarly in both clones.</p>
<p>The GO analysis of the 192 upregulated genes in TSH565 revealed only two overrepresented biological process terms: response to stimuli and response to stress. The enriched molecular function terms were related to binding unfolded proteins and the activity of protein kinases (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5A</bold></xref>). Several genes within these categories are annotated as components of ABA-related signaling pathways.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>GO terms enriched in the genes associated with response to water deficit in each clone. <bold>(A)</bold> GO terms enriched in upregulated genes (log<sub>2</sub>FC &#x2265; 2) in response to DS in clone TSH565. <bold>(B)</bold> GO terms enriched in genes with upregulated (log<sub>2</sub>FC &#x2265; 2) in response to DS in the EET8 clone.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1764400-g005.tif">
<alt-text content-type="machine-generated">Panel A shows two dot plots for gene ontology enrichment with “response to stress” and “response to stimulus” in the biological process category, and “protein kinase activity” and “unfolded protein binding” in the molecular function category. Dot color represents significance (from green to red), while size indicates gene count. Panel B presents an expanded dot plot with more enriched gene ontology terms across biological process, cellular component, and molecular function categories, also color-coded by significance and sized by count.</alt-text>
</graphic></fig>
<p>The GO analysis of the downregulated genes in TSH565 revealed that the biological process terms flavonoid metabolism, shoot development, response to jasmonic acid, leaf morphogenesis, and responses to external stimuli, among others, were overrepresented (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;4A</bold></xref>).</p>
<p>On the other hand, in EET8 clone, ORA of GO terms revealed up-regulation of genes related to biological process like response to chemical stimulus, response to osmotic stress, response to hydrogen peroxide, response to lack of water, response to saline stress, response to abiotic stimulus, response to stress, response to stimulation by ABA, defense response, response to growth regulators such as ethylene and gibberellins, and secondary metabolic processes, among others (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5B</bold></xref>). The enriched molecular function terms associated with these processes included binding to other molecules, catalytic functions, and the activity of transcription factors. Importantly, same genes could be involved in various processes, such as stress response, response to stimulation by ABA, and response to lack of water and abiotic stress. For instance, several transcription factors were found among the upregulated DEGs for this clone: NAC, WRKY, MYB, ERF/AP2, SRG1, CRF2, bHLH, Zinc finger_C2H2, ARF5, IAA6, and ERF114, which are all associated with the response to water deficit in plants and the ABA-dependent and ABA-independent pathways.</p>
<p>The GO analysis of the downregulated genes in this clone revealed that the biological process terms regulation of hormone levels, transport of hormones, response to auxins, ethylene, and stimuli, endogenous developmental processes, tropism and gravitropism, and cell wall biogenesis were overrepresented (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;4B</bold></xref>).</p>
<p>Finally, considering the high number of DEGs identified and the great diversity of biological processes involved in the response to DS, either in common or unique to each clone, we performed a non-exhaustive selection of the most functionally relevant DEGs associated with these GO categories and KEGG pathways, which supported the response of tolerance to DS in <italic>T. cacao</italic> (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;1</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>5</bold></xref>). We corroborate these functions through orthologous relationships with genes from other model plant species, and the literature, to propose them as drought-stress tolerance candidate genes in cacao.</p>
<p>Thus, the genes with the greatest log<sub>2</sub>FC under DS were related to osmoprotection, cell growth, synthesis of the ABA precursor, transport, signaling, defense, transcription factors, and protection from oxidative damage via the antioxidant system. Furthermore, a more directed search was conducted on genes related to the antioxidant system, osmolyte biosynthesis and PSII function, based on both the results of this research and previous physiological characterizations of drought response in cacao plants (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>).</p>
<p>Additionally, the differential expression of the genes reported in the literature, as either target genes or interacting partners of those selected based on their relatively high log<sub>2</sub>FC values (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;1</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>2</bold></xref>) was verified. Among the DEGs identified as most relevant (based on significance, Log<sub>2</sub>FC, or literature support), eight genes were selected to validate the RNA-seq expression profile using RT-qPCR (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;5A</bold></xref>). The RT&#x2013;qPCR results were consistent with the RNA-seq data, except for one gene (FER, <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;5C</bold></xref>). Changes in relative expression showed a positive correlation (r = 0.63; P = 0.01) between the two methods (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;5B</bold></xref>), thereby validating the workflow and analytical parameters applied in the DE analysis.</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Response of <italic>T. cacao</italic> to water deficit</title>
<p>Cacao plants respond to water deficit through a complex network that integrates biochemical and molecular processes with an efficient signal transduction system, at both subcellular and systemic scales. This study integrated transcriptomic (RNA-seq), growth and physiological analysis to better understand this complex response, providing valuable insights and contributing to filling a knowledge gap in the cacao tolerance mechanisms to drought, an agronomically important trait that has not been well studied in this crop. Stress due to water deficit was successfully induced in the clones as evidenced by the reached values of VWC, RWC and &#x3a8;<sub>leaf</sub>, values similar to those found in cacao plants growing in field (agroecosystems) under irregular rainfall patterns or prolonged dry season and reported to negatively impact crop productivity (<xref ref-type="bibr" rid="B49">Gateau-Rey et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B63">Jaimez et&#xa0;al., 2021</xref>). The drought tolerance of the clones studied had been confirmed previously (<xref ref-type="bibr" rid="B109">Osorio Zambrano et&#xa0;al., 2021</xref>).</p>
<p>As expected, suspending irrigation for 52 days reduced the VWC to 25%, proposed as the permanent wilting point for cacao plants, corresponding to a soil matric potential of -1.5 MPa (<xref ref-type="bibr" rid="B100">Moser et&#xa0;al., 2010</xref>). Below this threshold, capillary action in the roots is inhibited, water uptake ceases, and the plant cannot recover after rehydration (<xref ref-type="bibr" rid="B100">Moser et&#xa0;al., 2010</xref>). Under DS treatment, the &#x3a8;<sub>leaf</sub> decreased to -2.93 MPa in EET8 and -2.3 MPa in TSH565 and ICS60, evidencing a more pronounced stress in EET8 (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). &#x3a8;<sub>leaf</sub> is an indicator of water status and cellular turgor, which are essential for photosynthesis, survival and growth of plants and are directly related to stomatal closure; here, the g<sub>s</sub> reduced to 0.015 mol H<sub>2</sub>O m<sup>-2</sup>s<sup>-1</sup> on average for all clones (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>). This stomatal closure is associated with the tolerance of cacao to drought, as a well-known drought avoidance mechanism in vascular plants that reduces water loss and delays wilting, but at the expense of CO<sub>2</sub> assimilation and photosynthesis due to stomatal limitation (<xref ref-type="bibr" rid="B4">Almeida and Valle, 2007</xref>; <xref ref-type="bibr" rid="B107">Osakabe et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B55">Haghpanah et&#xa0;al., 2024</xref>).</p>
<p>Consistent with this response, A declined to 0.13 &#xb5;mol of CO<sub>2</sub> m<sup>-2</sup>s <sup>-1</sup> in EET8 and ICS60, while in THS565, A was 0.32 &#xb5;mol of CO<sub>2</sub> m<sup>-2</sup>s<sup>-1</sup> corresponding to reductions of 97% and 91%, respectively. Notably, TSH565 maintained higher RWC (62%, like WW plants), indicating superior water retention capacity and physiological resilience under DS. These findings highlight TSH565 as a more tolerant clone to water deficit.</p>
<p>In EET8 and ICS60, A declined progressively with prolonged DS, accompanied by a nonstomatal limitation associated with the inhibition of the photosynthetic apparatus, as evidenced by a significant reduction in F<sub>v</sub>/F<sub>m</sub>, whereas TSH565 showed minimal change (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1C</bold></xref>). Notably, the strongest physiological contrast was observed between EET8 and TSH565, highlighting differential levels of photoinhibitory damage under DS. In this context, reductions of F<sub>v</sub>/F<sub>m</sub> to 0.5 are considered physiologically more critical than values around 0.6, as they reflect non-linear declines in PSII efficiency associated with structural damage and inactivation of reaction centers rather than reversible regulatory limitations (<xref ref-type="bibr" rid="B92">Maxwell and Johnson, 2000</xref>; <xref ref-type="bibr" rid="B13">Baker, 2008</xref>). The higher tolerance of TSH565 to DS is also corroborated by its ability to maintain higher WUE<italic><sub>i</sub></italic>, which was reduced by only 29% compared with an 84% in EET8 and ICS60, reflecting a greater ability to sustain photosynthesis under water limitation (<xref ref-type="bibr" rid="B105">Oguz et&#xa0;al., 2022</xref>) (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2C</bold></xref>). Because WUE<italic><sub>i</sub></italic> integrates the balance between carbon assimilation and stomatal regulation, differences in their ratio may arise even when variation in A or g<italic><sub>s</sub></italic> does not reach statistical significance (<xref ref-type="bibr" rid="B54">Gilbert et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B128">Singh and Reddy, 2011</xref>).</p>
<p>This physiological response is regulated by ABA, which modulates stomatal closure and transpiration and consequently WUE<italic><sub>i</sub></italic>. Reduced A and WUE<italic><sub>i</sub></italic>, in EET8 and ICS60 led to lower photoassimilate translocation and growth, significantly decreasing DWTo. In contrast, TSH565 plants under DS showed dry weight reduction only in leaves (DWl), response related with smaller leaf size to limit transpiration, while maintaining root growth for water uptake increase, conferring greater tolerance to drought (<xref ref-type="bibr" rid="B105">Oguz et&#xa0;al., 2022</xref>) (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2D</bold></xref>). This coordinated response is consistent with the downregulation of genes related to shoot development, leaf morphogenesis, and biotic stress observed in DEG analysis. In this context, because the cacao plants analyzed here were grafted, clone comparisons were restricted to scion responses, and transcriptomic analyses were therefore conducted in leaf tissues, which directly reflect the physiological traits evaluated. Root transcriptomic response was not characterized here, as the rootstock for all evaluated clones was genotypically identical and would not have served the main objective of our research: finding specific differences in response to drought between different genotypes of <italic>T. cacao</italic>. Yet, extending these approaches to root tissues in experimental systems specifically designed to assess rootstock-scion interactions and their contribution to DS tolerance represents a relevant direction for future research.</p>
<p>Growth of all organs in the EET8 clone markedly decreased under DS, which was accompanied by the downregulation of genes associated with growth and development processes, as well as pathways related to tropism and gravitropism. This transcriptional pattern was consistent with the reduced growth parameters found for this clone.</p>
<p>All clones exhibited recovery after one week rehydration (D59) (<xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1</bold></xref>, <xref ref-type="fig" rid="f2"><bold>2</bold></xref>). These indicate drought tolerance supported by ABA signaling, damage repair at the cellular level, antioxidant system activity, and the accumulation of osmoprotective compounds and other biosynthesized proteins and molecular chaperones, which, together, allow the plant to overcome DS conditions (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>) (<xref ref-type="bibr" rid="B33">Deng et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B35">Dinesh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B85">Liao et&#xa0;al., 2017</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Signaling cascade and activation of effector genes in <italic>T. cacao</italic> in response to water deficit. The green boxes contain the genID of the genes induced in clone TSH565 in response to DS, the red boxes correspond to the genes induced in EET8, and the gray boxes correspond to common genes induced in the two clones. The gray ovals represent the genes involved in each stage of the signaling cascade. At the bottom, in the blue boxes, the mechanisms and processes activated by the genes expressed under DS that contribute to the tolerance of <italic>T. cacao</italic> to water deficit are mentioned.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1764400-g006.tif">
<alt-text content-type="machine-generated">Complex signaling pathway diagram illustrates plant water deficit response, showing interconnected molecular components and gene expression modules. Colored boxes label THS 565 (green), EET 8 (orange), and common (gray) genes. Major pathways include ABA-dependent and ABA-independent signaling, calcium signaling, transcription factors, and stress-responsive gene expression leading to physiological responses such as tolerance, energy metabolism, osmoprotection, antioxidant system, and others. Flow arrows indicate regulation and interactions among receptors, kinases, transporters, and gene modules.</alt-text>
</graphic></fig>
<p>The physiological and morphological changes exhibited by the cacao clones during prolonged drought involved several tolerance mechanisms, as evidenced by the changes in gene expression patterns revealed through transcriptomic analyses. These analyses provided high resolution insights into the differential tolerance responses between clones, despite belonging to the same species and being exposed simultaneously to DS under the same growth conditions. Although DE analysis revealed that common mechanisms as evidenced by shared DEGs, the substantial number of unique DEGs in each clone suggests that different genetic programs can lead to a similar outcome: tolerance to severe, prolonged DS followed by full recovery within days of rehydration (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>).</p>
<p>In TSH565, the reduction in A under DS was due solely to stomatal limitation. However, the DEGs in this clone triggered multiple responses including stomatal closure and reduced leaf size to minimize water loss by transpiration, enhanced root development to improve water uptake, and increased biosynthesis of metabolites and antioxidant compounds to protect against dehydration. These coordinated strategies deployed by this clone to respond to DS were triggered to keep the photosynthetic machinery functional and an efficient use of limited water (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7B</bold></xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Integrated and comparative model of the response of <italic>T. cacao</italic> to water deficit. <bold>(A)</bold> Response of EET8 clone to DS. <bold>(B)</bold>. Response of TSH565 clone to DS. The red arrows refer to the genes whose expression was upregulated in response to DS, the dark blue arrows represent the downregulated genes, and the directions of the black arrows (upward and downward) correspond to the direction of expression changes due to DS. The symbol (=) refers to the fact that there was no change in that parameter by the DS. The light blue smoothed lines show the direction of the response starting at the root. The gray lines highlight the main genes and mechanisms that contribute to the response to DS in each clone.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1764400-g007.tif">
<alt-text content-type="machine-generated">Diagram comparing physiological, biochemical, and molecular plant responses to drought stress in two genotypes: EET 8 (panel A) and TSH 565 (panel B). Both panels show a labeled plant with pathways indicating signal transduction, antioxidant activity, water deficit sensing, stomatal conductance, gene expression, and water-use efficiency changes under stress, highlighting genotype-specific responses and tolerance mechanisms, with quantitative values for each parameter.</alt-text>
</graphic></fig>
<p>At the molecular level, several core mechanisms involved in the response of <italic>T. cacao</italic> to DS are conserved with those described in model species, mainly those associated with stress recognition and signal transduction, as well as the activation of common effector genes. However, expression profiles vary with genotype, developmental stage, severity and duration of stress (<xref ref-type="bibr" rid="B45">Farooq et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B154">Zenda et&#xa0;al., 2019</xref>). Consequently, the identification of DEGs unique to each evaluated clone, along with distinct enriched GO terms and KEGG pathways, was critical for elucidating the main differences underlying their contrasting tolerance responses (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Genes involved in the water deficit tolerance of <italic>T. cacao</italic></title>
<p>Variation in the expression of common and clone-specific genes in response to DS was related to different biological processes and functions involved in key stages of stress signaling cascades and gene activation. Upon sensing the stress signal (soil matric potential &#x2264; -1.5 kPa), osmosensors and hydraulic sensors in root cell plasma membranes detect the reduced osmotic and water potential caused by soil VWC (&lt; 15%). This signal is then transduced, generating secondary messengers (ROS, Ca<sup>2+</sup>, cyclic nucleotides, inositol phosphates) that trigger a phosphorylation and dephosphorylation cascades that activate transcription factors responsible for expressing stress-response genes, whose products drive physiological and biochemical mechanisms that confer tolerance or acclimation (<xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B64">Jain et&#xa0;al., 2018</xref>).</p>
<p>Abscisic acid (ABA) also plays a central role in this response. Under water deficit, ABA accumulates in vascular tissues and is rapidly mobilized via apoplastic pathway (<xref ref-type="bibr" rid="B98">Mo et&#xa0;al., 2024</xref>). This phytoregulator triggers a two-phase response: a rapid stomatal closure to minimize water loss, followed by a slower ABA-dependent signaling cascade that activates long-term adaptive mechanisms to sustain drought tolerance (<xref ref-type="bibr" rid="B51">Geiger et&#xa0;al., 2011</xref>) (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>).</p>
<sec id="s4_2_1">
<label>4.2.1</label>
<title>Signal recognition and transduction</title>
<p>Protein kinases and phosphatases play a fundamental role in stress recognition and signal transduction. In both clones, several of these genes were found to be upregulated and downregulated (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>), including receptor-like kinases (RLKs) involved in hydraulic signals perception, wall-associated protein kinases (WAKs), linked to cell wall extension; proline-rich extension-like kinases (PERKs), essential for maintaining cell wall integrity, and histidine kinases (AHKs), responsible for sensing turgor changes (<xref ref-type="bibr" rid="B28">Christmann et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>). The overexpression of these receptors highlights their role in mediating the drought response in <italic>T. cacao</italic> and underscores the complexity of signaling machinery deployed by these clones to perceive and trigger a response to DS. Conversely, the downregulation of some receptor genes aligns with previous reports describing the complex and dynamic regulation -both positive and negative- within the signaling networks that orchestrate drought stress responses (<xref ref-type="bibr" rid="B154">Zenda et&#xa0;al., 2019</xref>).</p>
<p>Among the genes that are most strongly induced by DS in both clones was a histidine phosphotransferase (HP; Tc09v2_g024060) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;1</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>5</bold></xref>). HPs are key elements of two-component signaling systems, transferring phosphorylation signals of histidine kinases (HKs) to response regulators. This DS-induced gene is an ortholog of the rice gene OsAHP1, a positive regulator of cytokinin-mediated signaling pathways that contribute to drought and salinity tolerance and promote root elongation (<xref ref-type="bibr" rid="B131">Sun et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B87">Liu et&#xa0;al., 2017</xref>).</p>
<p>Similarly, in both clones, two genes encoding FERONIA receptor kinases (Tc10v2_g001630 in EET8 and Tc02v2_g028060 in TSH565) were highly upregulated (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>). FER plays a critical role in vegetative growth regulation through its interaction with the rapid alkalinization factor (RALF) peptide (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>) (<xref ref-type="bibr" rid="B140">Wang et&#xa0;al., 2020a</xref>). It also acts as a signaling hub integrating pathways related to cell expansion, energy metabolism and stress response, making it a versatile regulator of growth and survival (<xref ref-type="bibr" rid="B85">Liao et&#xa0;al., 2017</xref>). A mechanism involving FER activation by ABA and interaction with RALF has been proposed to coordinate growth and stress signaling (<xref ref-type="bibr" rid="B26">Chen et&#xa0;al., 2016</xref>).</p>
<p>Interestingly, while FER was upregulated in EET8 and TSH565 clones, RALF expression diverged: it was upregulated in EET8 (Tc01v2_g024780) but downregulated in TSH565 (Tc05v2_g025930). This differential regulation suggests that the FER-RALF interaction in EET8 may have contributed to reduced root growth under DS, whereas in TSH565, FER induction combined with RALF repression supported continued root development (a 7.5% increase in DWr), enhancing water uptake and maintaining cellular turgor. Given FER&#xb4;s multifunctional role in stress adaptation, it emerges as a strong candidate gene for mediating drought tolerance in <italic>T. cacao</italic> (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7A</bold></xref>).</p>
<p>In the MAPK signaling pathway, MAPK protein cascades are sequentially activated through the phosphorylation of at least three mitogen-activated protein kinases (MAPKKK, MAPKK, and MAPK). This pathway is a key regulator of plant development and response to stress (<xref ref-type="bibr" rid="B35">Dinesh et&#xa0;al., 2016</xref>). Here, the gene encoding MAPKKK13(Tc09v2_g029520), involved in the first step of this cascade, was highly expressed in the TSH565 clone (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>). This gene is orthologous to <italic>Arabidopsis thaliana</italic> MAPKKK14, a Kinase implicated in ABA-mediated signaling pathway (<xref ref-type="bibr" rid="B121">Sah et&#xa0;al., 2016</xref>). Consistent with findings in other species the upregulation of MAPK cascade genes in response to stress highlights their central role in adaptative responses and underscores their potential as targets for improving drought tolerance in crops (<xref ref-type="bibr" rid="B137">Wang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B65">Jia et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B150">Ye et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B103">Muhammad et&#xa0;al., 2019</xref>).</p>
</sec>
<sec id="s4_2_2">
<label>4.2.2</label>
<title>The role of ABA in the response of <italic>T. cacao</italic> to water deficit</title>
<p>This study highlights the crucial role of abscisic acid (ABA) in the drought stress response of two T. cacao clones to DS, EET8 and TSH565. Both clones activated several ABA-related genes to cope with water deficit (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;1</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>2</bold></xref>). A key finding was the upregulated of beta-carotene 3-hydroxylase1 (BCH, chloroplastic), an enzyme essential for synthesizing zeaxanthin, which is a precursor to ABA. Zeaxanthin is a vital component of the xanthophyll cycle, a mechanism that helps protect thylakoid membranes and dissipates excess light energy as heat (<xref ref-type="bibr" rid="B37">Du et&#xa0;al., 2010</xref>). Studies in rice and Arabidopsis have shown that manipulating the BCH gene can improve drought tolerance by boosting xanthophyll cycle activity and ABA-mediated responses, suggesting a similar function in <italic>T. cacao</italic> (<xref ref-type="bibr" rid="B30">Davison et&#xa0;al., 2002</xref>).</p>
<p>Additionally, the gen Tc05v2_g012420, encoding glucan endo-1,3-beta-glucosidase (an ortholog of the Arabidopsis BG1 and BG2), was strongly upregulated in both clones, with higher expression in EET8 (7.5-fold) (<xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>). This enzyme likely hydrolyzes ABA-glycosyl ester (ABA-GE), a storage form of ABA, releasing active ABA during DS, contributing to stomatal closure for improved water conservation.</p>
<p>In TSH565 clone exhibited a more robust response, activating both ABA-dependent and independent pathways. It showed increased expression of genes involved in ABA synthesis and catabolism, including ZEP (zeaxanthin epoxidase), CYP707A2 (abscisic acid 8&#x2032;-hydroxylase 2), and ABA4 (ABA DEFICIENT 4, chloroplastic), along with the extracellular ABA receptor PYL9 (Tc01v2_g028880). It also upregulates DREB2D, a transcription factor linked to ABA-independent DS in melon (<xref ref-type="bibr" rid="B7">Ansari et&#xa0;al., 2017</xref>) and clones of <italic>Camellia sinensis</italic>, a species taxonomically related to <italic>T. cacao</italic> (<xref ref-type="bibr" rid="B110">Parmar et&#xa0;al., 2019</xref>) (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>).</p>
<p>Additionally, RBOHD (Respiratory burst oxidase homolog D) was induced in both clones, suggesting that ABA signaling in <italic>T. cacao</italic>, is dependent on ROS production. This is consistent with reports of NADH-dependent, calcium-activated oxidase generating superoxide during stress responses (<xref ref-type="bibr" rid="B78">Kwak et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B22">Chapman et&#xa0;al., 2019</xref>) and with evidence linking RBOHD activity to lateral root development (<xref ref-type="bibr" rid="B148">Yao et&#xa0;al., 2017</xref>).</p>
<p>During the DS response, the transport of synthesized ABA to target organs is essential. In both cocoa clones, the genes ABCG11 and ABCG36 (ATP-binding cassette family G), homologous to AtABCG25 (a key ABA transporter), along with several NRT1/PTR family genes, were upregulated (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>) (<xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B77">Kuromori et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B110">Parmar et&#xa0;al., 2019</xref>). Other ABC transporters also showed differential expressions: ABCB20 in EET8, associated with auxin transport and detoxification, and ABCC3 in TSH565, linked to glutathione conjugate transport (<xref ref-type="bibr" rid="B113">Pierman et&#xa0;al., 2018</xref>).</p>
<p>Anion channels, which play critical roles in cell signaling, osmoregulation, metabolism, nutrition and stress tolerance were also implicated (<xref ref-type="bibr" rid="B25">Chen et&#xa0;al., 2019</xref>). In particular, the SLAC1 anion channel (Tc03v2_g022100), which mediates ABA-dependent stomatal closure by promoting anion and K<sup>+</sup> efflux from guard cells to reduce turgor and minimize water loss was notably downregulated in EET8 (log<sub>2</sub>FC = -1.92) (<xref ref-type="bibr" rid="B51">Geiger et&#xa0;al., 2011</xref>). This downregulation suggests impaired stomatal regulation, potentially contributing to greater water loss, lower leaf water potential, reduced RWC in this clone (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7A</bold></xref>).</p>
</sec>
<sec id="s4_2_3">
<label>4.2.3</label>
<title>Transcription factors involved in the response to DS</title>
<p>TFs are master regulators of gene expression (<xref ref-type="bibr" rid="B107">Osakabe et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B147">Yang et&#xa0;al., 2016</xref>). In EET8 and TSH565 clones, STOP1 (Tc09v2_g024900) and bHLH96 (Tc01v2_g008170), were overexpressed, while bZIP53 (Tc04v2_g024560) was specifically upregulated in TSH565. STOP1 regulates tolerance to multiple stresses including DS tolerance, hypoxia and heavy metal detoxification (<xref ref-type="bibr" rid="B62">Iuchi et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B120">Sadhukhan et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B41">Enomoto et&#xa0;al., 2019</xref>).</p>
<p>The bHLH TF family, one of the largest in plants, participates in developmental processes and stress signaling. They participate in jasmonic acid-mediated signaling pathways (<xref ref-type="bibr" rid="B86">Liu et&#xa0;al., 2014</xref>) and in ABA-mediated stomatal regulation through ABA kinases (AKs) substrates targeted by ABA-activated SNRK2 kinases (SNF1-related protein kinase 2s) during DS (<xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>). In maize, bHLH TF enhances drought tolerance by promoting root growth and ABA synthesis (<xref ref-type="bibr" rid="B81">Li et&#xa0;al., 2019</xref>). The strong upregulation of bHLH96 in both clones suggests a significant role in their drought response.</p>
<p>In TSH565, the TF bZIP53, a regulator of low energy signaling (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>) was strongly upregulated by DS, potentially activating the asparagine biosynthesis pathway (ASN1, GLNS, ASP and PepCK) (<xref ref-type="bibr" rid="B12">Baena-Gonz&#xe1;lez et&#xa0;al., 2007</xref>) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>). bZIP53 is also a target of SnRK1-like protein kinase (SNF1-related protein kinase 1), whose function is to regulate the energy balance that is essential for survival under stress (<xref ref-type="bibr" rid="B34">Dietrich et&#xa0;al., 2011</xref>). Interestingly, all these genes were upregulated in TSH565, counteracting the downregulation of other genes affecting energy metabolism under DS. These findings suggest that bZIP53 may help maintain energy homeostasis and contribute to enhanced DS tolerance observed in this clone.</p>
<p>Moreover, among the transcription factors induced in this clone, SRG1 (SCARECROW protein), which has been reported to be a repressor of the GA (gibberellic acid) signaling pathway, is involved in the negative control of plant growth (<xref ref-type="bibr" rid="B147">Yang et&#xa0;al., 2016</xref>).</p>
<p>Also, several TF were upregulated in EET8 clone indicating a strong and sustained activation of regulatory mechanisms mediated by multiple TF families. The maintenance of this transcriptional regulation at D52 suggests that the stress response in this clone is not transient but rather reflects a prolonged activation of regulatory pathways. This pattern is consistent with a strategy based on the continuous engagement of multiple signaling and regulatory mechanisms to cope with prolonged DS (<xref ref-type="bibr" rid="B147">Yang et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B126">Shinozaki et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s4_2_4">
<label>4.2.4</label>
<title>Membrane transport and aquaporin regulation under DS conditions in <italic>T. cacao</italic></title>
<p>Similarly, the complex response to drought involves endomembrane trafficking, which is linked to signaling pathways through changes in cellular processes and cargo delivery (<xref ref-type="bibr" rid="B139">Wang et&#xa0;al., 2020b</xref>). In TSH565, the CNIH4 (Tc01v2_g031670) gene was highly upregulated under DS (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;1</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>5</bold></xref>). This gene encodes a cargo receptor involved in transporting integral membrane proteins to their proper locations (<xref ref-type="bibr" rid="B117">Rosas-Santiago et&#xa0;al., 2015</xref>, <xref ref-type="bibr" rid="B118">2017</xref>). In <italic>Arabidopsis</italic>, CNIHs regulate the sorting, transport and localization of glutamate receptor channels (GLRs) that mediate Ca<sup>2+</sup> transport in various contexts (<xref ref-type="bibr" rid="B142">Wudick et&#xa0;al., 2018</xref>). In rice, OsCNIH1, interacts with a sodium transporter to ensure its correct localization on the Golgi membrane (<xref ref-type="bibr" rid="B10">Aridor and Traub, 2002</xref>). The fact that CNIH4 upregulation occurred exclusively in clone TSH565 highlights the need to investigate its interaction with transported proteins to better understand its role in this clone&#xb4;s response to DS.</p>
<p>Aquaporins (AQPs) are a family of transmembrane proteins that play a critical role in transporting water and other substrates, making them essential for plant stress responses. These proteins facilitate the bidirectional flow of water and solutes across cell membranes (<xref ref-type="bibr" rid="B1">Afzal et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B130">Sun et&#xa0;al., 2024</xref>). Among them, TIPs (Tonoplast Intrinsic Proteins) and PIPs (Plasma Membrane Intrinsic Proteins) primarily transport water by forming channels in the vacuole and plasma membranes regulating intracellular water flow and consequently cellular turgor (<xref ref-type="bibr" rid="B89">Ma&#x142;gorzata Kurowska, 2020</xref>). Interestingly, both clones showed AQP gene downregulation under DS, while in TSH565, the TIP3&#x2013;2 gene (Tc03v2_g005540) was strongly upregulated (log<sub>2</sub>FC = 3.67) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;2</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>5</bold></xref>). Interestingly, EET8 exhibited a greater reduction in RWC and &#x3c8;<sub>leaf</sub>, whereas TSH565, showed smaller reduction in these parameters along with an increase in WUE<italic><sub>i</sub></italic>. While AQP downregulation is a mechanism to reduce water loss during drought, their expression patterns can be highly variable (<xref ref-type="bibr" rid="B89">Ma&#x142;gorzata Kurowska, 2020</xref>). In some cases, AQPs are differentially regulated to redistribute water directly to critical tissues while limiting transport elsewhere (<xref ref-type="bibr" rid="B96">Merlaen et&#xa0;al., 2019</xref>). Overexpression of AQP genes in other species, such as tomato, resulted in high drought tolerance by improving the regulation of transpiration under stress (<xref ref-type="bibr" rid="B119">Sade et&#xa0;al., 2009</xref>).</p>
<p>These results suggest that differences in the regulation of AQP gene expression may underline the contrasting abilities of these clones to maintain cellular turgor and water flow within cells and tissues under DS.</p>
</sec>
<sec id="s4_2_5">
<label>4.2.5</label>
<title>Metabolites and the antioxidant response to stress</title>
<p>Metabolites play a central role in plant drought responses, as genes involve in their biosynthesis are frequently upregulated under stress and correlate with their accumulation (<xref ref-type="bibr" rid="B75">Kumar et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B82">Li et&#xa0;al., 2024</xref>). In this study, several metabolic genes were highly upregulated in both clones under DS (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>). Among them, GoIS, which catalyzes the first step of raffinose family oligosaccharide (RFO) biosynthesis, promotes the accumulation of galactinol and raffinose- osmoprotectants, that stabilize membranes, scavenge ROS, and protect the photosynthetic apparatus. Overexpression of GoIS2 has been linked with enhanced drought tolerance through increased endogenous levels of these metabolites (<xref ref-type="bibr" rid="B132">Taji et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B143">Xiao et&#xa0;al., 2023</xref>).</p>
<p>Similarly, P5CS, a key enzyme in proline biosynthesis and accumulation was induced in both TSH565 and EET8 (<xref ref-type="bibr" rid="B75">Kumar et&#xa0;al., 2021</xref>)(<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>). Proline contributes to osmotic adjustment, ROS scavenging, membrane integrity, and protein stabilization, thereby mitigating dehydration-induced damage (<xref ref-type="bibr" rid="B52">Ghosh et&#xa0;al., 2022</xref>). In <italic>T. cacao</italic>, proline accumulation has been linked to drought-tolerant genotypes displaying higher RWC and reduced stomatal opening under DS (<xref ref-type="bibr" rid="B11">Bae et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B153">Zakariyya et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B40">Dzandu et&#xa0;al., 2021</xref>). The expression profiles observed here suggest that both clones employ proline-mediated osmotic adjustment as part of their drought response.</p>
<p>Genes involved in the synthesis of additional compatible osmolytes, such as glycine-betaine (GB) and trehalose were also upregulated. These compounds protect thylakoid and plasma membrane, and help maintain photosynthetic efficiency under stress conditions (<xref ref-type="bibr" rid="B15">Basit et&#xa0;al., 2025</xref>) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>). Notably, TSH565 exhibited minimal alterations in photosynthetic machinery under DS, as reflected by stable F<sub>v</sub>/F<sub>m</sub> values, smaller reduction in the &#x3c8;<sub>leaf</sub> and a higher WUE<italic><sub>i</sub></italic>, whereas EET8 showed stronger reduction in these parameters. Although osmotic adjustment appears to be a common response in <italic>T. cacao</italic>, its activation in TSH565 may contribute more effectively to protecting the photosynthetic machinery from dehydration-induced damage.</p>
<p>Despite reductions in the &#x3c8;<sub>leaf</sub> and F<sub>v</sub>/F<sub>m</sub>, the EET8 plants were able to withstand DS, potentially due to the strong upregulation of TPL (Thaumatin-like protein; Log<sub>2</sub> FC = 9.2) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>). Thaumatin - like proteins, also referred to as osmotin-like proteins, are associated with tolerance to biotic, osmotic and drought stress and accumulate in plants adapted to dry environments (<xref ref-type="bibr" rid="B32">de Jes&#xfa;s-Pires et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B43">Faillace et&#xa0;al., 2021</xref>). Their overexpression in crops like sesame and tobacco enhances drought and salinity tolerance, improves survival under DS, and contributes to pathogen resistance through physiological, biochemical, and molecular adjustments (<xref ref-type="bibr" rid="B115">Rajam et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B27">Chowdhury et&#xa0;al., 2017</xref>). The marked induction of TPL in EET8 suggests a compensatory role in mitigating reductions in &#x3c8;<sub>leaf,</sub> highlighting its potential as a candidate gene for improving crop tolerance through breeding strategies (<xref ref-type="bibr" rid="B90">Manghwar and Hussain, 2021</xref>).</p>
<p>Cell wall remodeling also appears to contribute to drought response. Expansins, which regulate cell growth and expansion under abiotic stress were induced in both clones (<xref ref-type="bibr" rid="B74">Krishnamurthy et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B83">Li et&#xa0;al., 2011</xref>) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>). In particular, EXLB1, previously associated with drought responses in <italic>Brassica rapa</italic>, was highly upregulated, suggesting its involvement in modulating cell wall dynamics in <italic>T. cacao</italic> under DS (<xref ref-type="bibr" rid="B74">Krishnamurthy et&#xa0;al., 2019</xref>).</p>
<p>In parallel, drought stress triggered a robust activation of antioxidant system, which is essential for limiting ROS-induced damage to cellular components and maintaining redox homeostasis (<xref ref-type="bibr" rid="B104">Noctor et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B64">Jain et&#xa0;al., 2018</xref>). Both clones, showed strong upregulation of genes such as MIOX, COMT, and PPOs (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>). MIOX contributes to ascorbate biosynthesis and in rice has been linked to enhanced drought tolerance through improved ROS scavenging and proline accumulation (<xref ref-type="bibr" rid="B38">Duan et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B125">Shi et&#xa0;al., 2017</xref>). COMT, involved in melatonin biosynthesis, regulates stress responses, and its overexpression has been shown to enhance drought tolerance and recovery in <italic>Arabidopsis</italic> (<xref ref-type="bibr" rid="B146">Yang et&#xa0;al., 2019</xref>), while exogenous melatonin in <italic>Chinese walnut</italic> improved growth recovery, photosynthetic efficiency, ROS elimination, and proline accumulation (<xref ref-type="bibr" rid="B124">Sharma et&#xa0;al., 2020</xref>). Increased PPO activity under DS has also been reported in <italic>T. cacao</italic>, contributing to H<sub>2</sub>O<sub>2</sub> detoxification as part of an adaptive stress mechanism (<xref ref-type="bibr" rid="B122">Santos et&#xa0;al., 2014</xref>).</p>
<p>Additional antioxidant related components exhibit clone-specific patterns. Peroxidase genes, along with glutathione S-transferases and aldehyde dehydrogenase, were predominantly induced in EET8, indicating a broad and coordinated oxidative stress response. In contrast, LEA proteins and sHSPs showed stronger upregulation in TSH565. These proteins enhance drought tolerance by stabilizing membranes and proteins, preventing aggregation, and facilitating protein refolding, suggesting complementary antioxidant strategies between clones (<xref ref-type="bibr" rid="B138">Wang et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B136">Ul Haq et&#xa0;al., 2019</xref>) (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>).</p>
<p>Finally, KEGG pathway analysis revealed upregulation of genes involved in phenylpropanoid biosynthesis in both clones under DS, highlighting the importance of non-enzymatic antioxidant defenses. Activation of this pathway reported previously in <italic>T. cacao</italic> promotes the accumulation of phenolic compounds, which play critical roles in plant acclimation and adaptation (<xref ref-type="bibr" rid="B109">Osorio Zambrano et&#xa0;al., 2021</xref>). Due to their antioxidant activity these compounds scavenge ROS, mitigating protein oxidation and lipid peroxidation in cell membranes, avoiding the oxidative stress during drought stress (<xref ref-type="bibr" rid="B121">Sah et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B150">Ye et&#xa0;al., 2017</xref>). Together, these results underscore the coordinated contribution of enzymatic and nonenzymatic antioxidant systems in regulating intracellular ROS and sustaining cellular homeostasis during DS (<xref ref-type="bibr" rid="B111">Passardi et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B97">Mishra et&#xa0;al., 2023</xref>).</p>
</sec>
<sec id="s4_2_6">
<label>4.2.6</label>
<title>Regulation of the photosynthetic apparatus during water deficit</title>
<p>In accordance with observed results at physiological level, DS induced changes in the expression of genes related to photosynthetic machinery. In TSH565, PsbP which encodes extrinsic PSII subunit involved in the normal oxidation of water molecules (<xref ref-type="bibr" rid="B24">Che et&#xa0;al., 2020</xref>) were upregulated (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>). Studies in tobacco and <italic>Arabidopsis</italic> confirmed that PsbP is essential for PSII assembly, stabilization and photoautotrophy; loss-of-function mutants exhibit reduced growth, pale leaves and markedly lower F<italic><sub>v</sub></italic>/F<italic><sub>m</sub></italic> (0.47) (<xref ref-type="bibr" rid="B61">Ifuku et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B151">Yi et&#xa0;al., 2007</xref>). PsbP also contributes to stress tolerance under water deficit by regulating stomatal movement (<xref ref-type="bibr" rid="B59">Hong et&#xa0;al., 2020</xref>). The upregulation of these genes in TSH565 likely stabilized PSII during DS, and, together with GB-mediated osmoprotection, maintained photosynthetic function, suggesting that the lower reduction in A observed for this clone, was due to stomatal limitation rather than disruption of the photosynthetic machinery.</p>
<p>Conversely, in EET8, photosynthesis-related genes were downregulated (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>), including PSBW, a core PSII component essential for structural stabilization and photosynthesis (<xref ref-type="bibr" rid="B17">Bishop et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B129">Soldatos et&#xa0;al., 2015</xref>). Loss of PSBW impairs PSII-LHCII complex formation, reducing energy transfer efficiency between PSII units and decreasing complex activity under excess light (<xref ref-type="bibr" rid="B48">Garc&#xed;a-Cerd&#xe1;n et&#xa0;al., 2011</xref>). In contrast, this gene was upregulated in drought-tolerant pearl millet clones submitted to drought (<xref ref-type="bibr" rid="B39">Dudhate et&#xa0;al., 2018</xref>).</p>
<p>Other photosynthetic genes were downregulated in EET8, (LHCs; PsaF; PsaH; Psak) that encodes PSI subunits, electron transport, and PSII subunits (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>) indicating strongly repressed photosynthetic activity in this clone under DS. Proteomic and Transcriptomic studies in maize suggest that reduced LHC abundance under drought can serve as a protective strategy against photooxidative damage leading to reduced gas exchange and chlorophyll fluorescence (<xref ref-type="bibr" rid="B29">Dalal and Tripathy, 2018</xref>; <xref ref-type="bibr" rid="B155">Zhang et&#xa0;al., 2018</xref>). Therefore, the downregulation of these genes observed in EET8 may reflect a protective mechanism against the oxidative damage of its photosynthetic machinery.</p>
</sec>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Transcriptomic and physiological data integration</title>
<p>To integrate transcriptomic profiling with physiological and growth variables, a Multiple Factor Analysis (MFA) was realized. The MFA successfully integrated our transcriptomic with physiological and growth data, with the first dimension (30.9% variance) separating plants by water treatment, and confirming a wholesale shift in the integrated phenotype under stress. Within the stressed plants, the analysis revealed a critical divergence along a dimension 2 (17.2% variance), which we interpret as a gradient of physiological tolerance (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;8</bold></xref>). This gradient clearly distinguished TSH565 clone&#x2014;characterized by superior maintenance of photosynthesis (A, Fv/Fm), stomatal conductance (g<italic>s</italic>), water-use efficiency (WUE<italic>i</italic>) and total dry biomass accumulation (DWTo)&#x2014;from the more impaired EET8 clone. The alignment of this physiological gradient with the major transcriptomic principal components suggests that TSH565 resilience is facilitated by a distinct and effective transcriptional strategy, potentially more targeted or efficient than the broader stress-response program observed in EET8, as revealed by the ORA of GOterms previously described. This integrated view moves beyond simple gene expression differences or signatures to pinpoint the functional coupling between complex molecular reprogramming and physiological outcome as a key determinant of performance under DS.</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Concluding remarks</title>
<p>The physiological and transcriptomic responses of <italic>T. cacao</italic> clones to DS were congruent, indicating a coordinated molecular reprogramming of gene expression profiles directed to cellular protection, metabolite synthesis and accumulation, and allowing recovery from prolonged stress. This response involved not only genes with metabolic or physiological functions but also those related to signal transduction and gene regulation, including transcription factors associated with drought tolerance (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>).</p>
<p>While this integrated analysis confirmed a genotype&#x2212;specific divergence under stress, the main added value behind is the identification of robust candidate genes. The candidate genes identified and proposed in this study, form part of the molecular framework behind the contrasting responses observed, driving to drought tolerance in both cacao clones (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>). This reinforces that drought resilience in cacao is mediated by integrated multi-gene regulatory networks and provides a biologically informed starting point for future functional validation and breeding efforts aimed at understanding and improving drought tolerance in cacao.</p>
<p>In TSH565, photosynthesis was limited by stomatal closure due to DS, but with moderate impairment the photosynthetic machinery. Upregulation of genes involved in osmoprotectant synthesis, antioxidant systems, compatible osmolytes and aquaporins helped to maintain intracellular water flow and cellular turgor, reflected in higher water use efficiency, enhanced root growth and maximal water absorption. Signaling occurred through both ABA-dependent and -independent pathway, collectively supporting better physiological performance and reduced impact from DS.</p>
<p>In contrast, EET8 experienced both stomatal and nonstomatal limitations, indicating partial damage to the photosynthetic apparatus. Although this clone also activated antioxidant systems, transcription factors, and osmotic adjustment mechanisms like THS565, it exhibited lower efficiency in maintaining water balance and higher stomatal restrictions to limit water loss. The response was more pronounced, involving a greater number and diversity of functional categories and metabolic pathways, including cross talk with other biotic and abiotic stresses, and known mechanisms of cell oxidative damage repair. Together, these patterns are likely to reflect a higher level of stress and a greater disruption of cellular homeostasis, suggesting multiple strategies were mobilized to cope with DS. Despite the higher energetic cost, these mechanisms enabled recovery seven days after rehydration, demonstrating a tolerance phenotype.</p>
<p>Integration of transcriptomic and physiological data in the MFA, which clearly segregated the two genotypes under stress conditions, confirmed this fundamental trade-off in drought response strategies among these two clones (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;8</bold></xref>), suggesting that the divergences at the transcriptomic and physiological level are clearly but complexly correlated (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;10</bold></xref>-<xref ref-type="supplementary-material" rid="SM1"><bold>14</bold></xref>).These findings highlight that while EET8 and TSH565 clones showed both drought-tolerance traits, the underlying molecular and physiological mechanisms and strategy substantially differ. Characterizing this variability, seemingly genotype-dependent, is essential, as these diverse mechanisms may be preserved in germplasm banks and implemented in breeding programs. Functional genomics approaches, such as RNA-seq integrated with physiological evaluations, are valuable for dissecting polygenic traits.</p>
<p>This study provides new insights into the molecular bases of drought stress tolerance in <italic>T. cacao</italic> and identifies candidate genes for future research aimed at enabling genetic adaptation to environmental challenges, including those posed by global warming.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <uri xlink:href="https://www.ebi.ac.uk/arrayexpress/">https://www.ebi.ac.uk/arrayexpress/</uri>, E-MTAB-8525 <uri xlink:href="https://www.ebi.ac.uk/ena">https://www.ebi.ac.uk/ena</uri>, ERP118455.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>MO: Investigation, Formal Analysis, Writing &#x2013; original draft, Conceptualization, Data curation, Validation, Writing &#x2013; review &amp; editing, Methodology. LR: Investigation, Conceptualization, Writing &#x2013; review &amp; editing, Methodology, Funding acquisition. IP: Supervision, Writing &#x2013; review &amp; editing, Methodology. WT: Investigation, Writing &#x2013; review &amp; editing, Project administration, Funding acquisition, Conceptualization, Methodology, Supervision.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>The authors thank Gene Expression Team of EBI-EMBL for their support with the bioinformatic analysis and use of the EMBL-EBI cluster. The authors also thank Rafael Sierra and its company, Geoambiente SAS, for providing the plant material and facilitating the use of the glasshouse infrastructure. The authors are grateful for all the support received from the technical staff of the &#x201c;Bambusa&#x201d; station, as well as that provided by Rodrigo Centeno and his family.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not 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 you identify any issues, please contact us.</p></sec>
<sec id="s11" 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="s12" 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.2026.1764400/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2026.1764400/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/></sec>
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<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/376288">Shalini Tiwari</ext-link>, University of the Ozarks, United States</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/41603">Giampiero Cai</ext-link>, University of Siena, Italy</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/214643">Dhananjay N. Gotarkar</ext-link>, University of Missouri, United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3330084">O&#x11f;uzhan Araz</ext-link>, Atat&#xfc;rk &#xdc;niversitesi, T&#xfc;rkiye</p></fn>
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