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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Hortic.</journal-id>
<journal-title>Frontiers in Horticulture</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Hortic.</abbrev-journal-title>
<issn pub-type="epub">2813-3595</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fhort.2025.1656887</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Horticulture</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Persistence of pathogens and biocontrol potential in the bell pepper fruit mycobiome from flowering to postharvest</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Karoney</surname>
<given-names>Edwin M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Gokul</surname>
<given-names>Jarishma K.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Siyoum</surname>
<given-names>Nazareth</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Molelekoa</surname>
<given-names>Tintswalo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Korsten</surname>
<given-names>Lise</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Plant and Soil Sciences, University of Pretoria</institution>, <addr-line>Pretoria</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Centre for Microbial Ecology and Genomics, Department of Biochemistry, Genetics and Microbiology, University of Pretoria</institution>, <addr-line>Pretoria</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Science and Innovation &#x2013; National Research Foundation Centre of Excellence in Food Security</institution>, <addr-line>Pretoria</addr-line>, <country>South Africa</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Gianfranco Romanazzi, Marche Polytechnic University, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Feng Zhou, Henan Institute of Science and Technology, China</p>
<p>Maria Cecilia Rasuk, CONICET Planta Piloto de Procesos Industriales Microbiol&#xf3;gicos (PROIMI), Argentina</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Lise Korsten, <email xlink:href="mailto:lise.korsten@up.ac.za">lise.korsten@up.ac.za</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>4</volume>
<elocation-id>1656887</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Karoney, Gokul, Siyoum, Molelekoa and Korsten.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Karoney, Gokul, Siyoum, Molelekoa and Korsten</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Several postharvest strategies have been explored to prevent postharvest losses of fruit and vegetables in small-scale production environments that are caused by fungal spoilage during storage; however, the losses remain persistent. In the bell pepper industry for instance, approximately 40% of the total global production is lost annually, highlighting a need to understand pathogen dynamics at the preharvest stage that could contribute to tissue breakdown at storage. This study therefore aimed to explore fungal community shifts during bell pepper fruit development from flowering to storage.</p>
</sec>
<sec>
<title>Methods</title>
<p>The samples of flowers, small fruits, mature fruits at harvest and storage were processed to identify the fungal composition using next-generation sequencing of the internal transcribed spacer region.</p>
</sec>
<sec>
<title>Results</title>
<p>The results showed that bell pepper harbored 346 fungal genera across all fruit stages mainly from the phyla Ascomycota (83.9%) and Basidiomycota (15.3%). The fungal community comprised both pathogenic and beneficial taxa: <italic>Cladosporium, Alternaria</italic>, and <italic>Fusarium</italic> were among the most abundant probable pathogenic taxa, while <italic>Aureobasidium, Filobasidium</italic>, and <italic>Sampaiozyma</italic> represented potential biocontrol agents (BCAs). Trend and correlation analysis showed an antagonistic relationship between the BCAs and pathogenic fungi, possibly explaining their dynamic composition across the fruit stages.</p>
</sec>
<sec>
<title>Discussion</title>
<p>The analysis showed interaction likelihood between pathogenic taxa, giving insights into co-infection, as well as among beneficial taxa with biocontrol potential, highlighting their synergistic effect against pathogens. Based on redundancy analysis, fruit physiological changes across the developmental stages may have accounted for approximately 8.53% of the total microbial variation observed and could favor growth of spoilage pathogens at storage. The overall analysis confirmed that primary infection at the early fruit developmental stage was the source of the bell pepper decay at postharvest. This highlights the critical need to refocus postharvest spoilage management on reducing preharvest infection, particularly those relating to quiescent infections. The antagonistic characteristics in the bell pepper mycobiome can be harnessed for the development of biocontrol consortia targeting dual/multiple infections. These findings offer a new approach to the management of postharvest losses while aligning with sustainable agricultural production and food security by promoting the use of naturally occurring beneficial microbes for crop protection.</p>
</sec>
</abstract>
<kwd-group>
<kwd>fungal microbiome</kwd>
<kwd>postharvest decay</kwd>
<kwd>biological control consortia</kwd>
<kwd>latent infection</kwd>
<kwd>food security</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="91"/>
<page-count count="15"/>
<word-count count="7372"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Postharvest Physiology, Management and Technology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Bell pepper (<italic>Capsicum annuum</italic> L.), a widely cultivated and economically significant crop in the Solanaceae family, was characterized by a rise in global production, from 29.63 million tonnes in 2010 to 36.09 million tonnes in 2020 (<xref ref-type="bibr" rid="B10">Anaya-Esparza et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B47">Krasnow and Ziv, 2022</xref>; <xref ref-type="bibr" rid="B82">Tridge, 2023</xref>). Its economic contribution is estimated to be approximately USD 4.2 billion which is projected to increase to USD 6.6 billion by 2028 (<xref ref-type="bibr" rid="B17">Business-Research, 2023</xref>). Despite this economic importance, approximately 40% of the global produce is lost at postharvest (<xref ref-type="bibr" rid="B10">Anaya-Esparza et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B81">Tiamiyu et&#xa0;al., 2023</xref>) due to fungal spoilage which may be introduced during flowering and early fruit developmental stages (<xref ref-type="bibr" rid="B77">Singh et&#xa0;al., 2021</xref>).</p>
<p>Common bell pepper fungal diseases reported globally include black rot disease caused by <italic>Alternaria</italic> species, gray mold caused by <italic>Botrytis cinerea</italic> Pers (<xref ref-type="bibr" rid="B81">Tiamiyu et&#xa0;al., 2023</xref>), anthracnose disease caused by <italic>Colletotrichum</italic> spp. and Fusarium rots caused by <italic>Fusarium</italic> spp (<xref ref-type="bibr" rid="B35">Frans et&#xa0;al., 2015</xref>). Although these pathogens typically affect fruit at postharvest, latent infections occurs during earlier stages of fruit development (<xref ref-type="bibr" rid="B42">Goudarzi et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Morales-Cede&#xf1;o et&#xa0;al., 2021</xref>). Several control strategies have therefore been developed to minimize postharvest bell pepper losses caused by fungal pathogen infection (<xref ref-type="bibr" rid="B81">Tiamiyu et&#xa0;al., 2023</xref>). These strategies involve both preharvest chemical treatments, e.g., boscalid, azoxystrobin, cyprodinil, fludioxonil (<xref ref-type="bibr" rid="B76">Shim et&#xa0;al., 2023</xref>), or postharvest non-chemical approaches, such as the use of edible coatings, essential oils, hot water treatment, modified atmosphere/active packaging, ultraviolet (UV-C) irradiations, and ozone gas treatment (<xref ref-type="bibr" rid="B39">Glowacz and Rees, 2016</xref>; <xref ref-type="bibr" rid="B71">Rybak et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B81">Tiamiyu et&#xa0;al., 2023</xref>). Despite these efforts, postharvest losses due to rot-causing pathogens remain high (<xref ref-type="bibr" rid="B10">Anaya-Esparza et&#xa0;al., 2021</xref>). This can largely be attributed to insufficient understanding of the dynamic microbial interactions between microbes and the host plant (<xref ref-type="bibr" rid="B73">Santos and Olivares, 2021</xref>). Consequently, there is a limited grasp of the optimal intervention point to target these pathogens (<xref ref-type="bibr" rid="B52">Liu et&#xa0;al., 2022</xref>).</p>
<p>Microbiome studies have provided some insight into the interactions between microbiota and their plant host, revealing the potential for microbiome-driven disease management (<xref ref-type="bibr" rid="B31">Enespa and Chandra, 2022</xref>). With the possibility of quiescent preharvest infections being the major cause of bell pepper spoilage at storage, this study aimed to provide an overview of the bell pepper mycobiome dynamics across the different fruit developmental stages, including storage, how these trends could be influencing the development of decay at postharvest and to elucidate the possible pathogen entry points for timely intervention.</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>Study location and sample collection</title>
<p>The study was conducted at two representative smallholder bell pepper farms located in the Tshwane (farm E), and Germiston (farm G) regions of Gauteng Province, South Africa. The province falls in the summer rainfall area and receives 600&#x2013;700 mm of rain per annum. It has average annual maximum temperature ranges of 22 and 25&#xb0;C with an altitude between 1350 and 1800 m above sea level (<xref ref-type="bibr" rid="B27">Dyson, 2015</xref>). Production in the selected farms were under shade nets. Asymptomatic bell pepper samples were collected during the September 2022 to April 2023 growing season for four different stages of fruit development. The samples included flowers (FL; n=3 composite samples, each comprising of 15 individual flowers), small fruits (SF; n=3 composite samples of five fruits each), mature fruits at harvest (MF1; n=3 composite samples of three fruits each), and fruits that completed 10 days of storage (ST; n=3 composite samples of three fruits each), resulting in a total of n=24 samples. All samples were randomly collected within the central rows under the shade nets (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The samples were transported in cooler boxes containing ice packs to the Plant Pathology laboratory at the University of Pretoria for processing. A selection of fruit was stored in the collection boxes at room temperature for 10 days to simulate postharvest storage. All samples were processed within 24 hours after sampling.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Shade net structure under which bell peppers were produced (Farm E).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-g001.tif">
<alt-text content-type="machine-generated">A greenhouse with a curved roof contains rows of plants in black plastic bags. The interior shows organized rows with young plants growing on soil-covered ground. An open door and a person working are visible in the background.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Assessment of fruit physiological attributes and analysis</title>
<p>Physiological characteristics were measured at SF, MF1, and ST fruit stages, and included total soluble solids (TSS), pH, and defense-related phytochemicals; total phenolic content (TPC), total flavonoid content (TFC), and ascorbic acid (AA). The TSS content (% Brix) of the fruit was measured using a hand digital refractometer (PR-32, Atago, TSS 0&#x2013;32%, Palette, Japan) following the method described by <xref ref-type="bibr" rid="B61">Nisansala et&#xa0;al. (2015)</xref>. The fruit pH was measured as described by <xref ref-type="bibr" rid="B5">Abudi et&#xa0;al. (2020)</xref>, using a Jenway 3510 pH meter (Bibby Scientific Ltd., Stone, UK) with a flat surface electrode combination (Extech Instruments, Waltham, MA, USA).</p>
<p>Plant material (fresh weight) from each fruit stage was prepared for the assessment of defense-related phytochemicals by cutting the samples into small pieces and snap-freezing them in liquid nitrogen. The frozen samples were then aseptically ground to powder form using a sterile electric coffee blender (Kambrook) packaged in sterile resealable bags and stored at &#x2212;80&#xb0;C until use. To test for TPC, the extraction was done as described by <xref ref-type="bibr" rid="B15">Boeing et&#xa0;al. (2014)</xref> with some minor modifications: sample powder (1 g) was suspended in 5 mL acetone water (Minema Chemicals, Johannesburg, South Africa) (1:1 v/v). This was followed by vigorous mixing using a vortex before incubation of the mixture for 6 hours at room temperature. The mixture was then centrifuged at 3000 &#xd7; g for 10 mins, after which the supernatant/plant extract was transferred into clean tubes and used for fruit total phenolic estimation following the Folin-Ciocalteu method (<xref ref-type="bibr" rid="B75">Sellamuthu et&#xa0;al., 2013</xref>). In triplicates, the supernatant (9 &#xb5;L) was mixed with 109 &#xb5;L of 10% Folin-Ciocalteu reagent (Sigma-Aldrich, Darmstadt, Germany) and incubated at room temperature for 3 mins. This was followed by adding 180 &#xb5;L of 7.5% sodium bicarbonate solution (NaCO<sub>3</sub>) (Minema Chemicals), and the reaction mixture was incubated at 50 &#xb0;C for 5 mins. The optical density was measured at 760 nm using an ultraviolet (UV) spectrophotometer (ThermoScientific, Multiskan Go, Waltham, MA USA). The absorbance values of the samples were then corrected using the corresponding blank readings prior to concentration calculations. Gallic acid (Sigma-Aldrich) was used as the standard, and results were presented as mg of gallic acid equivalent (GAE)/100 g of bell pepper fruit powder.</p>
<p>The total flavonoid content was measured by a colorimetric assay, as described by <xref ref-type="bibr" rid="B91">Zhishen et&#xa0;al. (1999)</xref>. Plant extraction was done according to <xref ref-type="bibr" rid="B8">Alipieva et&#xa0;al. (2010)</xref> with a few modifications, where 1 g of the sample was suspended in 5 mL of 60% methanol (Sigma-Aldrich). The mixture was then incubated at 50&#xb0;C in a water bath for 30 mins before centrifuging at 3000 &#xd7; g for 10 mins. In triplicates, the resultant supernatant (0.15 mL) was added to 1 mL of distilled water, followed by the addition of 0.15 mL of 5% sodium nitrite (NaNO<sub>2</sub>) (Minema Chemicals). After 5 min, 0.15 mL of 10% aluminium chloride (AlCl<sub>3</sub>) (Sigma-Aldrich) was added to the solution and left to stand for 6 min at room temperature, before adding 0.5 mL of 1 M sodium hydroxide (NaOH) (Minema Chemicals) and vortexing. The absorbance was determined at 510 nm and the sample reading corrected using the respective blanks before calculating the concentrations. Catechin (Sigma-Aldrich) was used as the standard for the calibration curve and TFC was expressed as mg of catechin equivalent (CE)/100 g of bell pepper fruit powder.</p>
<p>Ascorbic acid was determined using the indophenol method described by <xref ref-type="bibr" rid="B60">Nielsen (2017)</xref> with minor modifications. Fruit powder (4 g) was mixed with 8 mL of metaphosphoric acid (HPO<sub>3</sub>) (Sigma-Aldrich), vortexed and incubated at room temperature for 10 mins. The mixture was then centrifuged at 6000 &#xd7; g for 10 mins, and the resultant supernatant was used for the ascorbic acid assay. In triplicates, 2 mL of the supernatant was mixed with 5 mL HPO<sub>3</sub> in volumetric flasks and titrated against the prepared 2,6-dichloroindophenol dye (Sigma-Aldrich) until a light, but distinct rose-pink color persisted for more than five seconds. The initial and final burette readings were recorded before and after each titration to calculate the amount of the dye used. The same procedure was repeated for standard ascorbic acid and the blank solutions. Ascorbic acid was calculated as described by <xref ref-type="bibr" rid="B60">Nielsen (2017)</xref> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 1</bold>
</xref>).</p>
<p>The data collected was analyzed using R statistical software version 4.3.1 in RStudio (<xref ref-type="bibr" rid="B69">R Core Team, 2023</xref>). Means and standard errors for TPC, TFC, AA, TSS, and pH were calculated, and analysis of variance (ANOVA) at a 95% confidence interval was used to test for significant differences of the means. <italic>Post hoc</italic> analysis was performed using the least significant difference (LSD) test for pairwise comparison.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Bell pepper sample preparation, DNA extraction and Illumina sequencing analysis</title>
<p>The collected flower and fruit samples were suspended in sterile double-distilled water containing 0.1% Tween 80 (Sigma-Aldrich) to remove microfloral epiphytes. This was followed by sonication in an ultrasonic water bath (Labotech, Johannesburg) for five minutes, as described by <xref ref-type="bibr" rid="B40">Gomba et&#xa0;al. (2016)</xref>. These micro-floral washes were filtered through a cellulose nitrate filter paper (0.45 &#xb5;m pore size; Sartorius, Gottingen, Germany), and the filters containing wash residue (microflora epiphytes) aseptically stored at &#x2212;20 &#xb0;C before DNA extraction for the total epiphyte metagenomic DNA.</p>
<p>Total metagenomic DNA extractions of samples at the different pepper developmental stages were done using the Quick-DNA&#x2122; Fungal/Bacterial Miniprep kit (Zymo-Research, California, USA), following the manufacturer&#x2019;s instructions. The DNA concentrations were quantified using a Nanodrop ND2000 Spectrophotometer (Thermo Fischer Scientific, Dreieich, Germany). DNA were stored as aliquots at &#x2212;20&#xb0;C, with a separate aliquot prepared for submission to Molecular Research LP (MR DNA; Texas, USA) for paired-end (2&#xd7;300 bp) high-throughput Illumina MiSeq (Illumina, Inc. USA) sequencing, using the bTEFAP<sup>&#xae;</sup> method (<xref ref-type="bibr" rid="B26">Dowd et&#xa0;al., 2008</xref>). The internal transcribed spacer (ITS) region was targeted, using primers ITS1F (5&#x2019;-CTTGGTCATTTAGAGGAAGTAA-3&#x2019;) and ITS2R (5&#x2019;-GCTGCGTTCTTCATCGATGC-3&#x2019;), as described by <xref ref-type="bibr" rid="B80">Tedersoo et&#xa0;al. (2015)</xref>.</p>
<p>Raw sequence data received from MR DNA were processed using the Quantitative Insights Into Microbial Ecology 2 (QIIME 2) platform (<xref ref-type="bibr" rid="B16">Bolyen et&#xa0;al., 2019</xref>) on VirtualBox version 6.1.32 (<xref ref-type="bibr" rid="B62">Oracle Corporation, 2022</xref>). This involved demultiplexing, quality filtering by adapter trimming, denoising, paired read merging and chimera removal using the DADA2 analysis pipeline (<xref ref-type="bibr" rid="B18">Callahan et&#xa0;al., 2016</xref>). Feature tables were then generated from the cleaned amplicon sequence variants (ASVs) and taxonomic classification was done using a self-trained classifier database developed from the UNITE QIIME release version 9.0 (<xref ref-type="bibr" rid="B1">Abarenkov et&#xa0;al., 2023</xref>) at a 99% sequence similarity threshold.</p>
<p>Comprehensive fungal community and statistical analysis, including visualization of the generated datasets, were performed in R statistical software version 4.3.1 in RStudio (<xref ref-type="bibr" rid="B69">R Core Team, 2023</xref>). Fungal community structure and alpha diversity were calculated from non-rarefied sequences, while sequences rarefied to a minimum library size of 38&#x2013;231 reads were used to determine beta diversity as described by <xref ref-type="bibr" rid="B19">Cameron et&#xa0;al. (2021)</xref>. The alpha diversity indices measured at genus level included the Chao1 richness index, Shannon, and Gini-Simpson diversity indices. These were visualized using boxplots generated using the ggplot2 function in R.</p>
<p>The Shapiro&#x2013;Wilk normality test was used to determine the distribution of the dataset for downstream statistical testing based on fruit developmental stage and sample origin (<xref ref-type="bibr" rid="B41">Gonz&#xe1;lez-Estrada et&#xa0;al., 2022</xref>). Where normal distribution was observed, an analysis of variance (ANOVA) was carried out, followed by a <italic>post hoc</italic> Tukey&#x2019;s Honestly Significant Difference (HSD) test for pairwise comparison (<xref ref-type="bibr" rid="B74">Sawyer, 2009</xref>). Alternatively, the Kruskal&#x2013;Wallis test was used for samples not normally distributed, followed by a <italic>post hoc</italic> Dunn&#x2019;s test (<xref ref-type="bibr" rid="B55">MacFarland and Yates, 2016</xref>). Beta diversity was determined using the Bray-Curtis dissimilarity matrix and visualized through principal coordinates analysis (PCoA) ordination (<xref ref-type="bibr" rid="B87">Xia and Sun, 2023</xref>). Statistical differences in beta diversity between fruit developmental stages and origin were inferred with permutational multivariate analysis of variance (PERMANOVA, 999 permutations) using the adonis function (<xref ref-type="bibr" rid="B87">Xia and Sun, 2023</xref>).</p>
<p>To assess ecological importance, common fungal taxa were determined at a minimum detection threshold of 1% relative abundance at a minimum sample prevalence of 0.9 (<xref ref-type="bibr" rid="B24">de Souza et&#xa0;al., 2016</xref>). Interaction of common mycobial organisms occurring in at least 90% of the total samples was determined using Spearman rank correlation by carrying out a sparse correlation for compositional data (SPARCC) using the phyloseq package in R (<xref ref-type="bibr" rid="B48">Kurtz et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B59">Neu et&#xa0;al., 2021</xref>). The fungal co-occurrence network generated was visualized using the igraph package (<xref ref-type="bibr" rid="B21">Csardi and Nepusz, 2006</xref>). To assess the postharvest pathogen profile, ITS amplicon sequence data of taxa with putative pathogenic nature based on literature were extracted from the processed files and their identity confirmed using NCBI BLASTn (<xref ref-type="bibr" rid="B9">Altschul et&#xa0;al., 1990</xref>). The abundance trends of potential pathogen and biological control taxa across the fruit developmental stages were evaluated using ggplot package in R. A redundancy analysis (RDA) was carried out on Hellinger transformed data to determine the influence of fruit physiological parameters on common fungal composition across the fruit developmental stages (<xref ref-type="bibr" rid="B49">Legendre and Gallagher, 2001</xref>). The RDA plot was generated using the ggplot.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Assessment of bell pepper quality from small fruit to storage</title>
<p>Fruit physiological parameters (TPC, TFC, AA and TSS) increased with fruit maturity (SF-ST) in farm E (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), while fruit pH, decreased with maturity. The changes in physiological parameters were significantly different between the small fruits and mature fruits at harvest and storage (p &lt; 0.05, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Farm G&#x2019;s fruits also depicted a general increase in TPC and TFC concentrations between the small fruits and mature fruits at storage, despite a notable drop at MF1 stage (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Ascorbic acid concentration and % brix (TSS) significantly increased with fruit maturity, while fruit pH declined (p &lt; 0.05, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Changes in the polyphenol (TPC), flavonoid (TFC), ascorbic acid (AA), total soluble solids (TSS), and pH content across the bell pepper fruit developmental stages: SF, small fruit; MF1, mature fruit at harvest; and ST, mature fruit after storage for 10 days; letters E and G in the fruit stage represent farms.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Fruit stage</th>
<th valign="middle" align="left">TPC (mg/100&#xa0;g GAE)</th>
<th valign="middle" align="left">TFC (mg/100&#xa0;g CE)</th>
<th valign="middle" align="left">AA (mg/100&#xa0;g)</th>
<th valign="middle" align="left">TSS (%Brix)</th>
<th valign="middle" align="left">pH</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">ESF</td>
<td valign="middle" align="left">44.73 &#xb1; 3.5<sup>c</sup>
</td>
<td valign="middle" align="left">49.31 &#xb1; 17.3<sup>b</sup>
</td>
<td valign="middle" align="left">11.63 &#xb1; 1.3<sup>b</sup>
</td>
<td valign="middle" align="left">2.73 &#xb1; 0.2<sup>d</sup>
</td>
<td valign="middle" align="left">6.81 &#xb1; 0.02<sup>a</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">EMF1</td>
<td valign="middle" align="left">88.36 &#xb1; 10<sup>a</sup>
</td>
<td valign="middle" align="left">86.14 &#xb1; 13.8<sup>b</sup>
</td>
<td valign="middle" align="left">27.6 &#xb1; 1.9<sup>a</sup>
</td>
<td valign="middle" align="left">3.93 &#xb1; 0.1<sup>c</sup>
</td>
<td valign="middle" align="left">5.07 &#xb1; 0.04<sup>d</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">EST</td>
<td valign="middle" align="left">104.1 &#xb1; 15.7<sup>a</sup>
</td>
<td valign="middle" align="left">188.61 &#xb1; 105.3<sup>ab</sup>
</td>
<td valign="middle" align="left">28.57 &#xb1; 0.7<sup>a</sup>
</td>
<td valign="middle" align="left">5.03 &#xb1; 0.2<sup>b</sup>
</td>
<td valign="middle" align="left">5.02 &#xb1; 0.04<sup>d</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">GSF</td>
<td valign="middle" align="left">83.29 &#xb1; 3.7<sup>ab</sup>
</td>
<td valign="middle" align="left">255.98 &#xb1; 21.5<sup>ab</sup>
</td>
<td valign="middle" align="left">3.19 &#xb1; 0.3<sup>c</sup>
</td>
<td valign="middle" align="left">2.93 &#xb1; 0.1<sup>d</sup>
</td>
<td valign="middle" align="left">6.88 &#xb1; 0.01<sup>a</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">GMF1</td>
<td valign="middle" align="left">52.35 &#xb1; 11.6<sup>bc</sup>
</td>
<td valign="middle" align="left">152.22 &#xb1; 42.2<sup>b</sup>
</td>
<td valign="middle" align="left">15.69 &#xb1; 4<sup>b</sup>
</td>
<td valign="middle" align="left">5.67 &#xb1; 0.2<sup>a</sup>
</td>
<td valign="middle" align="left">5.46 &#xb1; 0.01<sup>c</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">GST</td>
<td valign="middle" align="left">89.41 &#xb1; 10.4<sup>a</sup>
</td>
<td valign="middle" align="left">378.89 &#xb1; 115.5<sup>a</sup>
</td>
<td valign="middle" align="left">26.99 &#xb1; 3.5<sup>a</sup>
</td>
<td valign="middle" align="left">5.73 &#xb1; 0.3<sup>a</sup>
</td>
<td valign="middle" align="left">5.56 &#xb1; 0.02<sup>b</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">F Value</td>
<td valign="middle" align="left">5.267</td>
<td valign="middle" align="left">3.177</td>
<td valign="middle" align="left">19.32</td>
<td valign="middle" align="left">52.57</td>
<td valign="middle" align="left">984.6</td>
</tr>
<tr>
<td valign="middle" align="left">p Value</td>
<td valign="middle" align="left">0.00865 **</td>
<td valign="middle" align="left">0.0468 *</td>
<td valign="middle" align="left">2.29e-05 ***</td>
<td valign="middle" align="left">9.59e-08 ***</td>
<td valign="middle" align="left">3.02e-15 ***</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Significant codes: 0 &#x2018;***&#x2019; 0.001 &#x2018;**&#x2019; 0.01 &#x2018;*&#x2019; 0.05 &#x2018;.&#x2019; 0.1 &#x2018; &#x2019; 1. Different superscript letters within a column indicate statistically significant differences between means (<italic>p</italic> &lt; 0.05), based on post-hoc multiple comparison tests.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Fungal community composition, diversity and interactions</title>
<p>A total of 1,552,622 fungal reads (max. number of reads =101,632, min. number of reads = 38,231, and avg. number of reads = 64,692.58) were retrieved from the 24 bell pepper samples. Data processing yielded a total of 1,778 ASVs comprising of five phyla, 24 classes, 64 orders, 158 families and 346 genera. Alpha diversity measures at genus level ASVs across all the developmental stages (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2a</bold>
</xref>; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) for farm E showed that small fruits had a significantly lower mean Chao1 ASV richness compared to the flowering stage (ANOVA, <italic>p</italic> = 0.00153). The ASV richness, however, increased with fruit maturity (SF-MF1). Similarly, for farm G, the ASV richness dropped from the FL to SF stage and again peaked with fruit maturation. Despite the variance in ASV richness for farm G, the values were not significantly different across the fruit developmental stages. In both farms, there was a drop in ASV richness at storage (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2a</bold>
</xref>; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Diversity of fungal communities from the different bell pepper fruit developmental stages: FL, flowering; SF, small fruit; MF1, mature fruit at harvest; and ST, fruit stored for 10 days. <bold>(a)</bold> Alpha diversity showing the Chao1 richness index, Shannon, and Gini-Simpson diversity indices. Tukey HSD analyses with significant p values indicate the 95 % confidence level. <bold>(b)</bold> The principal coordinates analysis using the Bray-Curtis dissimilarity of the bell pepper epiphytic fungal community are shown, categorized by developmental stage. PC1 and PC2 accounted for 28.1% and 19% of the variance respectively. Letters E and G in the fruit stage represent farms.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-g002.tif">
<alt-text content-type="machine-generated">Chart (a) displays box plots for Chao1, Shannon, and Simpson alpha diversity indices across different fruit stages, with significant p-values annotated. Chart (b) depicts a scatter plot of beta diversity using two axes, representing different fruit stages with various colored shapes as per the legend.</alt-text>
</graphic>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Chao1, Shannon and Simpson fungal ASV community richness and diversity using estimated marginal mean (EM mean).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Fruit stage</th>
<th valign="middle" align="center">Chao1</th>
<th valign="middle" align="center">Shannon diversity</th>
<th valign="middle" align="center">Simpson's diversity</th>
</tr>
<tr>
<th valign="top" align="left">
</th>
<th valign="middle" align="center">EM mean</th>
<th valign="middle" align="center">EM mean</th>
<th valign="middle" align="center">EM mean</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">EFL</td>
<td valign="middle" align="center">310<sup>a</sup>
</td>
<td valign="middle" align="center">3.46<sup>a</sup>
</td>
<td valign="middle" align="center">0.919<sup>a</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">ESF</td>
<td valign="middle" align="center">162<sup>b</sup>
</td>
<td valign="middle" align="center">2.5<sup>b</sup>
</td>
<td valign="middle" align="center">0.835<sup>ab</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">EMF1</td>
<td valign="middle" align="center">190<sup>b</sup>
</td>
<td valign="middle" align="center">2.7<sup>ab</sup>
</td>
<td valign="middle" align="center">0.852<sup>ab</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">EST</td>
<td valign="middle" align="center">172<sup>b</sup>
</td>
<td valign="middle" align="center">2.07<sup>b</sup>
</td>
<td valign="middle" align="center">0.723<sup>b</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">GFL</td>
<td valign="middle" align="center">146<sup>b</sup>
</td>
<td valign="middle" align="center">2.37<sup>b</sup>
</td>
<td valign="middle" align="center">0.809<sup>ab</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">GSF</td>
<td valign="middle" align="center">121<sup>b</sup>
</td>
<td valign="middle" align="center">2.7<sup>ab</sup>
</td>
<td valign="middle" align="center">0.879<sup>ab</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">GMF1</td>
<td valign="middle" align="center">200<sup>ab</sup>
</td>
<td valign="middle" align="center">2.7<sup>ab</sup>
</td>
<td valign="middle" align="center">0.796<sup>ab</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">GST</td>
<td valign="middle" align="center">174<sup>b</sup>
</td>
<td valign="middle" align="center">2.86<sup>ab</sup>
</td>
<td valign="middle" align="center">0.849<sup>ab</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">F value</td>
<td valign="middle" align="center">5.96</td>
<td valign="middle" align="center">5.488</td>
<td valign="middle" align="center">3.05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>p</italic> Value</td>
<td valign="middle" align="center">0.00153**</td>
<td valign="middle" align="center">0.00233**</td>
<td valign="middle" align="center">0.0307*</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Significant codes: 0 &#x2018;***&#x2019; 0.001 &#x2018;**&#x2019; 0.01 &#x2018;*&#x2019; 0.05 &#x2018;.&#x2019; 0.1 &#x2018; &#x2019; 1. Different superscript letters within a column indicate statistically significant differences between means (<italic>p</italic> &lt; 0.05), based on post-hoc multiple comparison tests.</p>
</fn>
<fn>
<p>Developmental stages: FL, flowering; SF, small fruit; MF1, mature fruit at harvest; and ST, fruit stored for 10 days; letters E and G in the fruit stage represent farms.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Farm E had a similar trend in Shannon and Simpson diversity as the ASV richness, where the floral stage had a significantly higher diversity compared to the other fruit developmental stages (ANOVA, <italic>p</italic> = 0.0023, and <italic>p</italic> = 0.0307 respectively). According to the two indices, the diversity decreased at the small fruit stage, increased with fruit maturation, and decreased at fruit storage (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2a</bold>
</xref>; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). In contrast, farm G had a linear increase in Shannon diversity from floral stage to fruits at storage. Diversity according to the Simpson index increased from FL to SF with a slight decrease towards maturity and subsequent increase in storage. Despite the observed variations, there was no statistical difference in diversity across the developmental stages in farm G (ANOVA, <italic>p</italic> &gt; 0.05, and <italic>p &gt;</italic>0.05) for Shannon and Simpson diversity indices respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2a</bold>
</xref>; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<p>Beta diversity analysis using PCoA ordination showed clear clustering of the fungal community based on fruit development stage (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2b</bold>
</xref>). Floral and small fruit fungal communities from both farms clustered together except for EFL, which was separate and sparsely distributed from the rest. Fungal communities from mature fruit stages also clustered together, except for those from EMF1, which formed a slightly separate group (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2b</bold>
</xref>). A total of 47% of the variation in the fungal community was accounted for within the first two PC&#x2019;s in the dataset, with a strong and significant developmental stage influence (PERMANOVA: <italic>R<sup>2</sup> =</italic> 0.3760<italic>, F</italic>=4.0164<italic>, P</italic>=0.001) on the fungal microbiota between early and late fruit maturity (28%).</p>
<p>Further analysis at genus level showed that 57 (19.1%) of the total taxa in farm E were shared across the four fruit stages. A total of 91 (30.5%), 9 (3.0%), 28 (9.4%), and 23 (7.7%) of the taxa identified were exclusive to EFL, ESF, EMF, and EST stages, respectively. Farm G samples indicated that 54 (25.7%) of the total taxa were shared across the four fruit stages. The GFL, GSF, GMF1 and GST samples exclusively accounted for 16 (7.6%), 7 (3.3%), 51 (24.3%), and 19 (9.0%) of the taxa respectively.</p>
<p>Ascomycota and Basidiomycota were the most abundant phyla across all samples, accounting for 83.9% and 15.3% of the total fungal community, respectively. The remaining 0.8% of the total fungal community population was accounted for by Chytridiomycota (0.08%), Mortierellomycota (0.02%), Incertae sedis/uncultured fungi (0.4%), and unclassified fungi (0.3%). <italic>Cladosporium</italic> (37%) and <italic>Alternaria</italic> (16%) were ranked as the most abundant genera across all four different fruit developmental stages. These were distantly followed by <italic>Fusarium</italic>, accounting for 5% of the total relative abundance (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Other common and abundant genera included <italic>Sampaiozyma</italic>, <italic>Psedopithomyces</italic>, <italic>Naganishia, Filobasidium, Plectospharella, Aureobasidium, Hohenbuehella, Sporobolomyces, Exserohilum, Acremonium, Coprinellius, Rhodotorula</italic> and <italic>Xenodidymella</italic>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Taxonomic relative abundance of fungal ASVs at genus level identified on bell pepper flower and fruit surfaces at four different developmental stages. The listed genera met the threshold of at least 1% of the total abundance in the specific sample. Others- aggregated ASVs of all taxa accounting for less than 1 % of the total community abundance per sample. Developmental stages: FL, flowering; SF, small fruit; MF, mature fruit; and ST, fruit stored for 10 days; letters E and G in the fruit stage represent farms.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-g003.tif">
<alt-text content-type="machine-generated">Bar chart depicting the relative abundance of various fungal genera across multiple samples labeled EFL1 to GST3. Each bar is segmented by color, representing different genera such as Alternaria, Exserohilum, Cladosporium, and others. The relative abundance is shown on the y-axis from zero to one hundred percent, with a legend indicating the genus corresponding to each color.</alt-text>
</graphic>
</fig>
<p>Among the common genera across all the fruit developmental stages were <italic>Alternaria</italic>, <italic>Cladosporium</italic> and <italic>Fusarium</italic>, previously reported as pathogens of bell pepper (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 2</bold>
</xref>). The abundance and distribution of <italic>Alternaria</italic> were almost similar in both farms while <italic>Fusarium</italic> was more abundant in farm G (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). <italic>Colletotrichum</italic> was also present at all fruit developmental stages in farm G and only present on mature fruits (MF1 and ST) in farm E. According to the NCBI BLASTn taxonomy database, the species-level identity for <italic>Alternaria</italic> ASVs were mainly <italic>A. alternata, A. arborescens, A. cinerarie, A. japonica, A. solani</italic>, and <italic>A. sonchi</italic>. <italic>Fusariam</italic> comprised of <italic>F. oxysporum, F. graminearum, F. equiseti, F. domesticum, F. dimerum, F. delphinoides, F. citri, F. solani, F. tricinctum, F. proliferatum, F. penzigii</italic>, and <italic>F. chlamydosporum. Colletotrichum</italic> ASVs included <italic>C. gloeosporioides, C. truncatum</italic> and <italic>C. cirnanams</italic>.</p>
<p>Upon analysis of the trends at genus level across the fruit developmental stages, <italic>Cladosporium, Filobasidium, Acremonium</italic>, and <italic>Plectosphaerella</italic> had increased abundance from flowering to storage. <italic>Alternaria</italic>, <italic>Sampaiozyma</italic>, <italic>Fusarium</italic>, <italic>Naganishia</italic>, <italic>Aerobasidium</italic>, <italic>Hohenbuehelia</italic>, <italic>Rhodotorula</italic>, and <italic>Xenodidymella</italic> had fluctuating abundance over the fruit developmental stages, which differed by farm. <italic>Alternaria</italic> abundance in farm E, for instance, was highest at the small fruit stage, reduced with fruit maturity, and increased at storage. <italic>Alternaria</italic> abundance in farm G was highest at the floral stage and reduced as the fruit matured. <italic>Fusarium</italic> in both farms had the highest abundance at the small fruit stage, reduced towards harvest and increased at storage. In both farms, the abundance of <italic>Sampaiozyma</italic> increased as <italic>Alternaria</italic> decreased (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>) with a Pearson correlation analysis showing significant negative correlation between the two taxa across the fruit developmental stages (<italic>r</italic> = &#x2212;0.63, <italic>p</italic>&lt; 0.05, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 3</bold>
</xref>). The abundance of <italic>Hohenbuehelia</italic> and <italic>Exserohilum</italic> were inversely proportional to that of <italic>Sampaiozyma</italic> across the fruit developmental stages (<italic>r</italic> = &#x2212;0.6, <italic>p &lt;</italic>0.05). <italic>Sporobolomyces</italic> and <italic>Exserohilum</italic> decreased in abundance from flowering to storage (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). <italic>Sporobolomyces</italic> in farm E peaked at the small fruit stage, while flowers recorded the highest abundance in farm G. <italic>Exserohilum</italic> in both farms had reduced abundance from flowering to stored stages.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Changes in absolute abundance trends of the top common fungal genera across the fruit developmental stages: SF, small fruit; MF1, mature fruit at harvest; and ST, mature fruit after storage for 10 days; letters E and G in the fruit stage represent farms.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="6" align="left">Farm E</th>
<th valign="top" colspan="5" align="left">Farm G</th>
</tr>
<tr>
<th valign="top" align="left">Genus</th>
<th valign="top" align="right">EFL</th>
<th valign="top" align="right">ESF</th>
<th valign="top" align="right">EMF1</th>
<th valign="top" align="right">EST</th>
<th valign="top" align="right">Trendline</th>
<th valign="top" align="right">GFL</th>
<th valign="top" align="right">GSF</th>
<th valign="top" align="right">GMF1</th>
<th valign="top" align="right">GST</th>
<th valign="top" align="right">Trendline</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>Cladosporium</italic>
</td>
<td valign="top" align="right">20277</td>
<td valign="top" align="right">75056</td>
<td valign="top" align="right">57923</td>
<td valign="top" align="right">155026</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i001.tif">
</inline-graphic>
</td>
<td valign="top" align="right">63674</td>
<td valign="top" align="right">57119</td>
<td valign="top" align="right">86847</td>
<td valign="top" align="right">80237</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i002.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Alternaria</italic>
</td>
<td valign="top" align="right">34197</td>
<td valign="top" align="right">68868</td>
<td valign="top" align="right">12108</td>
<td valign="top" align="right">31777</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i003.tif">
</inline-graphic>
</td>
<td valign="top" align="right">63747</td>
<td valign="top" align="right">25839</td>
<td valign="top" align="right">8663</td>
<td valign="top" align="right">9724</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i004.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Sampaiozyma</italic>
</td>
<td valign="top" align="right">135</td>
<td valign="top" align="right">219</td>
<td valign="top" align="right">42252</td>
<td valign="top" align="right">12743</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i005.tif">
</inline-graphic>
</td>
<td valign="top" align="right">219</td>
<td valign="top" align="right">170</td>
<td valign="top" align="right">4496</td>
<td valign="top" align="right">6003</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i006.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Fusarium</italic>
</td>
<td valign="top" align="right">1080</td>
<td valign="top" align="right">3258</td>
<td valign="top" align="right">392</td>
<td valign="top" align="right">1877</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i007.tif">
</inline-graphic>
</td>
<td valign="top" align="right">12002</td>
<td valign="top" align="right">33929</td>
<td valign="top" align="right">2765</td>
<td valign="top" align="right">21506</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i008.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Naganishia</italic>
</td>
<td valign="top" align="right">349</td>
<td valign="top" align="right">11889</td>
<td valign="top" align="right">7980</td>
<td valign="top" align="right">5994</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i009.tif">
</inline-graphic>
</td>
<td valign="top" align="right">2299</td>
<td valign="top" align="right">1270</td>
<td valign="top" align="right">1978</td>
<td valign="top" align="right">1059</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i010.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Filobasidium</italic>
</td>
<td valign="top" align="right">177</td>
<td valign="top" align="right">326</td>
<td valign="top" align="right">12563</td>
<td valign="top" align="right">13160</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i011.tif">
</inline-graphic>
</td>
<td valign="top" align="right">166</td>
<td valign="top" align="right">139</td>
<td valign="top" align="right">1473</td>
<td valign="top" align="right">1254</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i012.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Aureobasidium</italic>
</td>
<td valign="top" align="right">1447</td>
<td valign="top" align="right">23093</td>
<td valign="top" align="right">3117</td>
<td valign="top" align="right">1307</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i013.tif">
</inline-graphic>
</td>
<td valign="top" align="right">526</td>
<td valign="top" align="right">413</td>
<td valign="top" align="right">1474</td>
<td valign="top" align="right">569</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i014.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Hohenbuehelia</italic>
</td>
<td valign="top" align="right">6045</td>
<td valign="top" align="right">14965</td>
<td valign="top" align="right">74</td>
<td valign="top" align="right">63</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i015.tif">
</inline-graphic>
</td>
<td valign="top" align="right">472</td>
<td valign="top" align="right">297</td>
<td valign="top" align="right">41</td>
<td valign="top" align="right">34</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i016.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Plectosphaerella</italic>
</td>
<td valign="top" align="right">54</td>
<td valign="top" align="right">137</td>
<td valign="top" align="right">173</td>
<td valign="top" align="right">162</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i017.tif">
</inline-graphic>
</td>
<td valign="top" align="right">533</td>
<td valign="top" align="right">4436</td>
<td valign="top" align="right">1887</td>
<td valign="top" align="right">15387</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i018.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Sporobolomyces</italic>
</td>
<td valign="top" align="right">182</td>
<td valign="top" align="right">563</td>
<td valign="top" align="right">379</td>
<td valign="top" align="right">178</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i019.tif">
</inline-graphic>
</td>
<td valign="top" align="right">8190</td>
<td valign="top" align="right">3395</td>
<td valign="top" align="right">223</td>
<td valign="top" align="right">237</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i020.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Exserohilum</italic>
</td>
<td valign="top" align="right">7922</td>
<td valign="top" align="right">3004</td>
<td valign="top" align="right">57</td>
<td valign="top" align="right">47</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i021.tif">
</inline-graphic>
</td>
<td valign="top" align="right">732</td>
<td valign="top" align="right">263</td>
<td valign="top" align="right">36</td>
<td valign="top" align="right">43</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i022.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Acremonium</italic>
</td>
<td valign="top" align="right">34</td>
<td valign="top" align="right">15</td>
<td valign="top" align="right">25</td>
<td valign="top" align="right">46</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i023.tif">
</inline-graphic>
</td>
<td valign="top" align="right">365</td>
<td valign="top" align="right">586</td>
<td valign="top" align="right">45</td>
<td valign="top" align="right">6883</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i024.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Rhodotorula</italic>
</td>
<td valign="top" align="right">302</td>
<td valign="top" align="right">2106</td>
<td valign="top" align="right">1796</td>
<td valign="top" align="right">342</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i025.tif">
</inline-graphic>
</td>
<td valign="top" align="right">1364</td>
<td valign="top" align="right">1226</td>
<td valign="top" align="right">1822</td>
<td valign="top" align="right">842</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i026.tif">
</inline-graphic>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Xenodidymella</italic>
</td>
<td valign="top" align="right">762</td>
<td valign="top" align="right">564</td>
<td valign="top" align="right">257</td>
<td valign="top" align="right">517</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i027.tif">
</inline-graphic>
</td>
<td valign="top" align="right">756</td>
<td valign="top" align="right">1003</td>
<td valign="top" align="right">267</td>
<td valign="top" align="right">1222</td>
<td valign="top" align="right">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-i028.tif">
</inline-graphic>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Co-occurrence network analysis based on statistical correlation showed the positive (green arrows) and negative (red arrows) correlations between the fungal ASVs in the community (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Strong positive correlations were observed between <italic>Alternaria</italic> and the genera; <italic>Exserohilum</italic>, <italic>Hohenbuehelia</italic>, <italic>Pseudopithomyces, Sporobolomyces</italic>, <italic>Xenodidymella</italic> and <italic>Aureobasidium</italic>. On the other hand, <italic>Alternaria</italic> had a strong negative correlation with <italic>Sampaiozyma</italic> and moderate negative correlation with <italic>Coprinellus</italic> and <italic>Filobasidium</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>)<italic>. Fusarium</italic> was depicted to have a strong positive correlation with <italic>Acremonium</italic>, <italic>Plectosphaerella</italic> and a moderate positive correlation with <italic>Sporobolomyces.</italic> It had a strong negative correlation with <italic>Aureobasidium</italic>, <italic>Coprinellus</italic> and <italic>Filobasidium</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Co-occurrence network of significantly abundant bell pepper fungal microbiota. Nodes represent genera, while edges denote correlations with a threshold of &gt;0.3. Green = positive correlation, red = negative correlation. The color intensity of the arrow indicates a stronger correlation. Generated using SPARCC (5&#x2013;000 permutations).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-g004.tif">
<alt-text content-type="machine-generated">Network diagram showing relationships between various fungal genera. Green arrows indicate positive correlations, while red arrows indicate negative correlations. Arrow direction denotes the influencing to influenced relationship. Darker arrows represent stronger correlations (|r| &gt; 0.5). The genera include Naganishia, Fusarium, Plectosphaerella, and others, interconnected by these relationships. A legend explains the arrow color and direction.</alt-text>
</graphic>
</fig>
<p>
<italic>Acremonium</italic> had a strong negative correlation with <italic>Aureobasidium, Corprinellus</italic>. <italic>Plectosphaerella</italic> had a strong positive correlation with <italic>Acremonium</italic> and a strong negative correlation with <italic>Aureobasidium.</italic> The network also depicted that <italic>Cladosporium</italic> positively correlated with almost all taxa around it with <italic>Pseudopithomyces</italic> interaction being the only negative, albeit weak, correlations. <italic>Naganishia</italic> also had a strong positive correlation with all the surrounding taxa; <italic>Aureobasidium, Coprinellus, Filobasidium</italic> and <italic>Sampaiozyma.</italic>
</p>
<p>
<italic>Aureobasidium</italic>, <italic>Coprinellus</italic>, <italic>Filobasidium</italic>, and <italic>Sampaiozyma</italic> were also included in this positive correlation hub. However, they additionally showed negative correlations with selected ASVs. For instance, <italic>Coprinellus</italic> negatively correlated towards <italic>Pseudopithomyces</italic> and <italic>Sporobolomyces.</italic> It also had a positive correlation towards <italic>Aureobasidium, Cladosporium, Filobasidium, Naganishia</italic> and <italic>Sampaiozyma</italic>. <italic>Sampaiozyma</italic> on the other hand strongly correlated negatively towards <italic>Alternaria, Exserohilum</italic>, <italic>Hohenbuehelia</italic>, <italic>Pseudopithomyces</italic> and <italic>Sporobolomyces</italic> but had strong positive correlations with <italic>Cladosporium, Filobasidium</italic> and <italic>Naganishia</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). <italic>Filobasidium</italic> was strongly negatively correlated towards <italic>Alternaria, Exserohilum, Fusarium, Hohenbuehelia, Pseudopithomyces, Sporobolomyces</italic> and <italic>Xenodidymella</italic>, and positively correlated with <italic>Cladosporium</italic> and <italic>Naganishia</italic>. Despite <italic>Auerobasidium</italic> having a strong negative correlation towards <italic>Acremonium, Fusarium</italic> and <italic>Plectosphaerella</italic>, it interestingly had a strong positive correlation with <italic>Alternaria, Cladosporium, Exserohilum</italic>, <italic>Hohenbuehelia</italic> and <italic>Xenodidymella.</italic>
</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Influence of fruit physiological attributes on microbial composition</title>
<p>The redundancy analysis showed that fruit physiological attributes (AA, TPC, TFC and TSS) had a significant influence on fungal composition, contributing to 8.53% of the total variance (ANOVA, Variance = 0.085335, <italic>F</italic> = 4.2068, <italic>p</italic> = 0.001, <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Total flavonoid content (TFC) had the highest influence on fungal composition (ANOVA, Variance = 0.021337, <italic>F=</italic> 5.2594, <italic>p</italic> = 0.0002) while TPC had the lowest effect (ANOVA, Variance = 0.009587, <italic>F=</italic> 2.3631, <italic>p</italic> = 0.066, <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Redundancy analysis results showing overall and individual model significance of fruit physiological attributes on fungal composition.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" align="left">Model &amp; Quality Attributes</th>
<th valign="top" align="left">Df</th>
<th valign="top" align="left">Variance</th>
<th valign="top" align="left">F</th>
<th valign="top" align="left">Pr (&gt;F)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Model</td>
<td valign="top" align="left">5</td>
<td valign="top" align="left">0.085335</td>
<td valign="top" align="left">4.2068</td>
<td valign="top" align="left">0.001 ***</td>
</tr>
<tr>
<td valign="top" align="left">Residual</td>
<td valign="top" align="left">12</td>
<td valign="top" align="left">0.048684</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">TPC</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">0.009587</td>
<td valign="top" align="left">2.3631</td>
<td valign="top" align="left">0.066</td>
</tr>
<tr>
<td valign="top" align="left">TFC</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">0.021337</td>
<td valign="top" align="left">5.2594</td>
<td valign="top" align="left">0.002 **</td>
</tr>
<tr>
<td valign="top" align="left">AA</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">0.018777</td>
<td valign="top" align="left">4.6284</td>
<td valign="top" align="left">0.005 **</td>
</tr>
<tr>
<td valign="top" align="left">TSS</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">0.017541</td>
<td valign="top" align="left">4.3236</td>
<td valign="top" align="left">0.003 **</td>
</tr>
<tr>
<td valign="top" align="left">pH</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">0.018093</td>
<td valign="top" align="left">4.4596</td>
<td valign="top" align="left">0.003 **</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Significant codes: 0 &#x2018;***&#x2019; 0.001 &#x2018;**&#x2019; 0.01 &#x2018;*&#x2019; 0.05 &#x2018;.&#x2019; 0.1 &#x2018; &#x2019; 1.</p>
</fn>
<fn>
<p>Fruit physiological attributes: TPC, total phenolic content; TFC, total flavonoid content; TSS, total soluble solids; AA, ascorbic acid; pH, fruit acidity.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The ordination (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>) indicated that 58.61% of the observed variance was captured in RDA1 and RDA2. The taxa <italic>Acremonium</italic> and <italic>Plestospharella</italic> clustered closer to TFC, TPC and TSS. <italic>Fusarium</italic> was shown to strongly correlate with the changes in fruit pH. <italic>Cladosporium</italic> and <italic>Filobasidium</italic> depicted a strong positive correlation to the increase in ascorbic acid and was also negatively correlated to TFC, and TSS increase. <italic>Alternaria, Aureobasidium, Exserohilum, Naganishia, Sporobolomyces, Rhodoturula</italic> and <italic>Xenodidymella</italic> had moderate correlation with all the tested physiological attributes (AA, TFC, TPC, TSS and pH), as shown by their central positioning (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>A redundancy analysis (RDA) plot showing the influence of fruit physiological attributes (vectors) on common bell pepper fungi. Fruit physiological attributes: TPC, total phenolic content; TFC, total flavonoid content; TSS, total soluble solids; AA, ascorbic acid; pH, fruit acidity. RDA1 and RDA2 explained 30.69 % and 27.92 % of the observed variance.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-04-1656887-g005.tif">
<alt-text content-type="machine-generated">Redundancy analysis (RDA) biplot showing relationships between microbial genera and environmental variables. The x-axis represents RDA1 (30.69%) and the y-axis represents RDA2 (27.92%). Microbial genera are in red, and environmental variables like pH, TFC, TPC, TSS, and AA are in blue arrows, indicating their influence on the microbial composition.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Bell pepper microbial composition and diversity</title>
<p>The main objective of the present study was to characterize the bell pepper mycobiome across different fruit developmental and storage stages. This understanding can help identify possible pathogen entry points guiding timely intervention to reduce postharvest decay and spoilage. The study showed Ascomycota and Basidiomycota as the most abundant phyla across all bell pepper fruit developmental stages, accounting for a cumulative 99% of the total surface fungi. This agrees with the study findings by <xref ref-type="bibr" rid="B44">Khwantongyim et&#xa0;al. (2021)</xref>, which showed that these two phyla were the most abundant on apple fruits, accounting for 77.6% and 22.1% of the total counts, respectively. The dynamics of Ascomycota are specifically important as this dominant phylum includes the pre- and postharvest pathogenic genera, namely, <italic>Alternaria</italic>, <italic>Fusarium</italic> and <italic>Colletotrichum</italic>, as identified in the current study. The dominance of Ascomycota could also be associated with their intrinsically higher genomic potential for resource utilization, competition, and tolerance to stress when compared to saprobic Basidiomycota (<xref ref-type="bibr" rid="B28">Egidi et&#xa0;al., 2019</xref>). The consistent presence of Basidiomycota such as <italic>Sampaiozyma, Filobasidium, Naganishia, Hohenbuehelia</italic> suggests a key, yet lesser-understood role of this phylum in fungal dynamics, potentially influencing rot development during storage.</p>
<p>Genus-level analysis revealed further insights into the dynamic shifts in fungal communities across developmental stages. For instance, less than 26% of the observed genera on each farm were shared across all fruit developmental stages, indicating that most of the observed fungal genera were unique to specific stages of development. During the early stages, the bell pepper community was dominated by fungal genera such as <italic>Cladosporium</italic>, <italic>Alternaria</italic>, and <italic>Fusarium</italic>, which are typically associated with leaf blight diseases on several hosts (<xref ref-type="bibr" rid="B37">Ghoneem et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B56">Manathunga et&#xa0;al., 2024</xref>). At maturity and during storage, <italic>Cladosporium</italic> became more prominent. The increase in <italic>Cladosporium</italic> counts on mature fruits supports the finding by <xref ref-type="bibr" rid="B78">Swett et&#xa0;al. (2019)</xref> that fruit susceptibility increases with maturity. In their study, <italic>Cladosporium</italic> infection of raspberry increased from 2.5% at preharvest to over 50% after harvest, compared to the present study where the relative abundance increased from 26.7% at preharvest to 47.7% after harvest. At postharvest, <italic>Alternaria</italic> and <italic>Fusarium</italic> also slightly increased, while populations of some taxa, for instance <italic>Aureobasidium</italic>, <italic>Naganishia</italic> and <italic>Rhodoturula</italic>, declined. This reinforces a potential link between microbial competition, the role of these fungi in temporal community dynamics and their contribution to the onset of decay during storage (<xref ref-type="bibr" rid="B84">Verma et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Fink and Manhart, 2023</xref>). This can also be associated with the observed decline in community diversity at storage as the pathogenic taxa possibly outcompeted other fungal genera in the community (<xref ref-type="bibr" rid="B89">Zhang et&#xa0;al., 2021</xref>). <xref ref-type="bibr" rid="B89">Zhang et&#xa0;al. (2021)</xref> reported that fungal communities are more sensitive to rot, resulting in a significant decline in abundance during fruit decay. Fungal community structure in terms of genus types was similar in the two farms but only varied in abundance across the developmental stages. For instance, <italic>Fusarium</italic> were slightly more in farm G compared to farm E and this could be attributed to farmer agronomic practices ranging from seed sources, planting substrate and routine management practices.</p>
<p>PCoA ordinations support the observed alpha diversity trends by clearly distinguishing fungal communities between early and later bell pepper development stages. The distinction could be a result of the physiological changes in fruit over time, as indicated by the tested physiological parameters and the RDA analysis in the current study. Previous studies have shown that physiological changes during fruit development result in biochemical shifts, which in turn influence microbial community assembly or colonization patterns and may further affect the entire plant holobiont (<xref ref-type="bibr" rid="B54">Lone et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B90">Zhimo et&#xa0;al., 2022</xref>). According to <xref ref-type="bibr" rid="B11">Baglioni et&#xa0;al. (2024)</xref> and <xref ref-type="bibr" rid="B64">Pang et&#xa0;al. (2021)</xref>, plant secondary metabolites shape the endophyte and epiphyte microbial composition by acting as defense compounds against some microbes and as signaling molecules or source of energy for other microbes.</p>
<p>The RDA analysis showed that plant microbes associated differently with the changes in fruit physiological attributes. These differences in fungal association with specific fruit physiological stages and metabolic compounds suggest that fungal taxa exhibit selective physiological preferences, which can in turn strongly impact their colonization and fruit quality during bell pepper development and postharvest (<xref ref-type="bibr" rid="B51">Lievens et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B63">Palmieri et&#xa0;al., 2023</xref>). However, RDA explains only 8.53% of fungal variation, with the remaining 91.47% possibly being accounted for by other variables not tested in this study. This includes abiotic factors, such as environmental conditions (<xref ref-type="bibr" rid="B84">Verma et&#xa0;al., 2022</xref>), and handling practices (<xref ref-type="bibr" rid="B2">Abdelfattah et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B14">Bill et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Potential pathogenic and beneficial fungal genera in bell pepper microbiome</title>
<p>Among the taxa consistently present across all bell pepper developmental stages were <italic>Alternaria</italic>, and <italic>Fusarium</italic>. These fungal phylotypes have a wide distribution in agricultural environments and exhibit variable abundance (<xref ref-type="bibr" rid="B28">Egidi et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B88">Yadav et&#xa0;al., 2022</xref>), providing a potential explanation for their high prevalence across the fruit developmental stages. The phylotypes have also been previously reported as pre- and postharvest pathogens of bell peppers (<xref ref-type="bibr" rid="B81">Tiamiyu et&#xa0;al., 2023</xref>). For instance, <italic>Alternaria</italic> species, particularly <italic>A. alternata</italic>, <italic>A. solani</italic> and <italic>A. tenuissima</italic>, are considered among the most aggressive fungal species affecting several horticultural crops including bell peppers globally (<xref ref-type="bibr" rid="B12">Balamurugan and Kumar, 2023</xref>). The significant crop losses associated with <italic>Alternaria</italic> is largely due to its high prevalence, which can be attributed to its ubiquitous nature and diverse composition, as well as its broad host range (<xref ref-type="bibr" rid="B22">Dang et&#xa0;al., 2015</xref>).</p>
<p>
<italic>Fusarium</italic> species have also been linked with bell pepper internal fruit decay (<xref ref-type="bibr" rid="B81">Tiamiyu et&#xa0;al., 2023</xref>). The presence of <italic>Fusarium</italic> across all fruit developmental stages and at storage is consistent with previous studies on bell pepper crops at pre- and postharvest stages (<xref ref-type="bibr" rid="B32">Engalycheva et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B53">Liu et&#xa0;al., 2016</xref>). This can be attributed to its versatile nature with the ability to survive in almost every environment, including air, water, soil, plants, and other organic substrates (<xref ref-type="bibr" rid="B29">Ekwomadu and Mwanza, 2023</xref>). It also has efficient dispersal mechanisms hence its high abundance and distribution in nature (<xref ref-type="bibr" rid="B83">Tupaki-Sreepurna and Kindo, 2018</xref>). Some of the <italic>Fusarium</italic> species that have been reported on bell peppers include <italic>F. oxysporum, F. solani, F. verticillioides, F. commune, F. torulosum</italic>, and <italic>F.</italic> sp<italic>orotrichioides</italic> (<xref ref-type="bibr" rid="B32">Engalycheva et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B38">Gilardi et&#xa0;al., 2019</xref>). <italic>Colletotrichum</italic> was also among the taxa identified from the retrieved ASVs across all fruit developmental stages in one of the farms, highlighting its potential to infect bell peppers both at pre and postharvest stages (<xref ref-type="bibr" rid="B7">Ali et&#xa0;al., 2016</xref>). Pathogenic <italic>Colletotrichum</italic> spp. that have been reported on <italic>Capsicum annuum</italic> globally include, <italic>C. gloeosporoides, C. truncatum, C. fruticola, C. scovillei, C. endophyticum, C. karsti, C. plurivorum, C. siamense and C. tropicale</italic> (<xref ref-type="bibr" rid="B23">de Silva et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B53">Liu et&#xa0;al., 2016</xref>).</p>
<p>The identification of pathogenic taxa <italic>Alternaria</italic>, and <italic>Fusarium</italic> from floral stage through to fruit at storage provides insights potentially linking deterioration during storage with quiescent infections at the early fruit developmental stage. This highlights the need to strengthen preharvest management, for instance timely spray cycles ideally before or at anthesis to reduce postharvest losses and maintain fruit quality. Delayed spray cycles beyond anthesis stage may result in reduced fungicide efficacy particularly against pathogens causing internal fruit rot (<xref ref-type="bibr" rid="B65">Paul et&#xa0;al., 2018</xref>). It is also essential to use synthetic fungicides judiciously, as their improper application can suppress potential biocontrol agents (BCAs), possibly enabling pathogenic taxa to proliferate (<xref ref-type="bibr" rid="B79">Szymanski et&#xa0;al., 2023</xref>), ultimately impacting fruit quality and postharvest storage outcomes. Also, among prevalent microbial taxa were <italic>Pseudopithomyces, Plectosphaerella, Bipolaris, Exserohilum, Lectera, Xenodidymella, Curvularia</italic>, and <italic>Nigrospora</italic>. Despite their existence across the fruit developmental stages, their role in the bell pepper fungal community is yet to be fully understood. These taxa, however, have been reported as pathogenic in crops such as barley, maize, rice and wheat but not in bell peppers (<xref ref-type="bibr" rid="B57">McDonald et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B66">Perell&#xf3; et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B85">Wang et&#xa0;al., 2022</xref>).</p>
<p>Bell pepper fungal community across the different fruit developmental stages also comprised of potential BCAs. Among them were <italic>Acremonium, Aureobasidium, Filobasidium, Hohenbuehelia, Rhodotorula, Sampaiozyma, Sporobolomyces, and Wickerhamomyces.</italic> Some of these taxa exhibited an inverse relationship with pathogenic taxa. Specifically, <italic>Sampaiozyma</italic> and <italic>Filobasidium</italic> were more abundant in samples where <italic>Alternaria</italic> and <italic>Fusarium</italic> were less prevalent, whereas their abundance decreased in samples where <italic>Alternaria</italic> and <italic>Fusarium</italic> were more dominant. A similar trend was seen in the cases of <italic>Rhodoturula</italic> and <italic>Xenodidymella</italic>, highlighting their potential inhibitory effect against pathogenic taxa. Some of these taxa, for instance <italic>Aureobasidium pullulans</italic>, have been explored for biocontrol activity against <italic>B. cinerea, R. solani, Penicillium expansum</italic> and <italic>P. digitatum</italic> (<xref ref-type="bibr" rid="B6">Agirman and Erten, 2020</xref>; <xref ref-type="bibr" rid="B25">Di Francesco et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B36">Galli et&#xa0;al., 2021</xref>). These studies associated inhibition by <italic>A. pullulans</italic> to several action mechanisms including competition for space and nutrients, production of volatile organic compounds (VOCs) and secretion of extracellular lytic enzymes. <italic>Filobasidium oeirense</italic> and <italic>F. wieringae</italic> have also been reported to inhibit growth of <italic>B. cinerea</italic> and <italic>A. porri</italic> mainly by production of antifungal VOCs (<xref ref-type="bibr" rid="B4">Abo-Elyousr et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B70">Ruiz-Moyano et&#xa0;al., 2020</xref>). Production of VOCs by <italic>Rhodoturula</italic> species and <italic>Wickerhamomyces anomalus</italic> have also been linked to inhibition of <italic>Aspergillus flavus</italic> spore germination, mycelial growth, and toxin production (<xref ref-type="bibr" rid="B43">Hua et&#xa0;al., 2014</xref>). Apart from antibiosis, resource competition and mycoparasitism, some BCAs induce plant systemic resistance against pathogenic species (<xref ref-type="bibr" rid="B20">Chaudhary et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Prasad et&#xa0;al., 2023</xref>). The observed inverse relationship between the potential BCAs and pathogenic taxa in this study could be due to one of these mechanisms, particularly antibiosis or resource competition. Future studies should focus on their functional level of interaction.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Fungal interactions and ecological dynamics in bell pepper development</title>
<p>Dynamic changes in fungal interaction on bell peppers during development and storage were noted in the current study through co-occurrence network analysis. Potential synergistic and antagonistic interactions within the bell pepper fungal community were revealed, further explaining the temporal changes within the mycobiome genera. This supports the observations of <xref ref-type="bibr" rid="B86">Wright et&#xa0;al. (2019)</xref>, that microbial communities are characterized by rapid, dynamic succession that maintains ecological stability. The negative correlation of the genera <italic>Aureobasidium</italic>, <italic>Sampaiozyma</italic>, <italic>Filobasidium</italic> and <italic>Coprinellus</italic> to <italic>Alternaria</italic> and <italic>Fusarium</italic> may depict their inhibitory effect as majority of them have been reported as potential BCAs (<xref ref-type="bibr" rid="B4">Abo-Elyousr et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B25">Di Francesco et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B30">Elkhairy et&#xa0;al., 2023</xref>). Cases of positive correlation between potential pathogenic taxa e.g., <italic>Alternaria, Pseudopithomyces, Exserohilum, Xenodidymella</italic> and <italic>Hohenbuehelia</italic>, as well as that of <italic>Fusarium, Acremoniaum, Plectosphaerella</italic> and <italic>Sporobolomyces</italic> was also noted. This kind of interaction provides a possible glimpse into dual or multi-pathogen infection. This type of host interaction is less studied despite its potential to alter the course of disease and severity expression (<xref ref-type="bibr" rid="B3">Abdullah et&#xa0;al., 2017</xref>). For instance, co-infection by <italic>F. oxysporum f.</italic> sp. <italic>medicaginis</italic> and <italic>R. solani</italic> exacerbated disease severity in commercial alfalfa fields in China (<xref ref-type="bibr" rid="B33">Fang et&#xa0;al., 2021</xref>). A study by <xref ref-type="bibr" rid="B50">Lerch-Olson and Robertson (2020)</xref> also showed that co-inoculation with <italic>Pythium</italic> and <italic>Fusarium</italic> species greatly enhanced disease severity in soybeans compared to single pathogen inoculation.</p>
<p>Positive correlation was also depicted among the potential BCAs, <italic>Aureobasidium, Coprinellus, Sampaiozyma</italic> and <italic>Filobasidium</italic>, which may be interpreted as mutualistic or complementary interaction within their microbial community and can impact their inhibitory effect against pathogenic taxa. This supports the findings by <xref ref-type="bibr" rid="B68">Ramudingana et&#xa0;al. (2024)</xref>, which shows that some endophytic fungi, such as <italic>Preussia africana</italic> and <italic>Coprinellus micaceus</italic>, have mutualistic associations and can be explored for combined control against fungal pathogens. Other genera such as <italic>Cladosporium</italic> positively correlated with all other fungi in the bell pepper mycobiome, affirming its ecological adaptability contributing to high abundance throughout the fruit developmental stages (<xref ref-type="bibr" rid="B72">Salvatore et&#xa0;al., 2021</xref>). Although considered a weak pathogen, its high adaptability and prevalence enable it to influence the surface microbial communities of fresh produce, potentially causing spoilage under favorable conditions. Therefore, effective postharvest management practices are essential to mitigate its impact (<xref ref-type="bibr" rid="B13">Bento de Carvalho et&#xa0;al., 2024</xref>). Also worth noting in the current study, was the negative correlation of <italic>Aureobasidium</italic> to <italic>Fusarium</italic> and a positive correlation to <italic>Alternaria</italic>. This highlights the intricate nature of microbial interactions in fruit maturation, where a single organism inhibits one pathogen while simultaneously promoting the growth of another (<xref ref-type="bibr" rid="B45">Knudsen and Dandurand, 2014</xref>). This complexity highlights the absence of a &#x201c;silver bullet&#x201d; biocontrol agent, as the efficacy of biocontrol agents can vary based on environmental conditions, target pathogens and the overall dynamic interactions on the host plant (<xref ref-type="bibr" rid="B46">Knudsen and Spurr, 2023</xref>).</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>The study findings showed that bell pepper fruit stages harbor numerous fungal genera, from the phyla Ascomycota and Basidiomycota. These genera comprise potential phytopathogens and known biocontrol taxa, all providing a dynamic microbial environment on bell pepper during the various fruit development stages. The results highlighted a distinct differentiation in fungal diversity between the early and the mature fruit development stages. Despite these differences, some taxa, including potential plant pathogens like <italic>Alternaria, Fusarium</italic>, and <italic>Cladosporium</italic>, persists from flowering to storage. This persistence suggests that these pathogens establish at early development stages i.e. flowering, and remain quiescent until storage, when rot symptoms and spoilage losses emerge. This underscores the need to adapt current postharvest disease management practices to an early field spray during flowering to mitigate postharvest losses. The study also showed that bell peppers host numerous potential BCAs such as <italic>Aureobasidium, Filobasidium</italic>, <italic>Sampaiozyma</italic>, and <italic>Coprinellus</italic> with possible inhibitory effect towards the pathogenic taxa. Mutual interaction among the BCAs is a phenomenon that should be explored for future development of biocontrol consortia with the ability to control a wider range of pathogens, especially in cases of multiple infections, since the current disease control strategies are still fixed on targeting specific pathogens only. Future research should focus on further exploring this biocontrol approach with emphasis on the functional interactions between the potential BCAs and the pathogenic species.</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.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</uri>, BioProject ID PRJNA1284057.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>EK: Conceptualization, Writing &#x2013; original draft, Methodology, Visualization, Software, Writing &#x2013; review &amp; editing, Investigation, Data curation, Project administration, Validation, Formal analysis. JG: Software, Supervision, Writing &#x2013; review &amp; editing, Conceptualization, Methodology, Formal analysis, Visualization, Data curation, Validation. NS: Project administration, Visualization, Validation, Data curation, Investigation, Methodology, Conceptualization, Supervision, Writing &#x2013; review &amp; editing, Formal analysis. TM: Investigation, Conceptualization, Data curation, Visualization, Validation, Project administration, Writing &#x2013; review &amp; editing. LK: Visualization, Resources, Project administration, Validation, Methodology, Supervision, Writing &#x2013; review &amp; editing, Conceptualization, Funding acquisition.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. This research was funded by the Gauteng Department of Agriculture and Rural Development (GDARD) project &#x201c;Assessment and mitigation of fresh produce postharvest losses among small-scale farmers in the Gauteng Province&#x201d; (FY 2020/21).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors acknowledge Dr. Mallick Bill for his valuable&#xa0;contributions during project conceptualization, data collection, and preprocessing, and Ms. Dina Boikanyo (GDARD project manager) for facilitating connections between the researchers and farmers.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If 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/fhort.2025.1656887/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fhort.2025.1656887/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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