Next Article in Journal
PTCH1 Gene Variants, mRNA Expression, and Bioinformatics Insights in Mexican Cutaneous Squamous Cell Carcinoma Patients
Previous Article in Journal
Heart Rate and Acceleration Dynamics during Swim-Fitness and Stress Challenge Tests in Yellowtail Kingfish (Seriola lalandi)
Previous Article in Special Issue
Cellulolytic Aerobic Bacteria Isolated from Agricultural and Forest Soils: An Overview
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

The Effects of Salinity and Genotype on the Rhizospheric Mycobiomes in Date Palm Seedlings

1
Department of Biology, College of Sciences, Sultan Qaboos University, P.O. Box 36, Muscat 123, Oman
2
Department of Biology, University of Waterloo, Waterloo, ON N2L 3G1, Canada
3
Environmental Science Center, Qatar University, Doha P.O. Box 2713, Qatar
*
Author to whom correspondence should be addressed.
Submission received: 21 February 2024 / Revised: 12 March 2024 / Accepted: 14 March 2024 / Published: 15 March 2024
(This article belongs to the Collection Plant Growth-Promoting Bacteria: Mechanisms and Applications)

Abstract

:

Simple Summary

Salinity has a negative impact on crop production, yet this impact can be effectively mitigated using environmentally friendly plant growth-promoting microorganisms, which may naturally exist within the native microflora. Environmental conditions and the specific host plant control the presence and abundance of such microorganisms. As a first step toward the isolation of plant growth-promoting fungi, epiphytic mycobiomes associated with the salt-tolerant ‘Umsila’ and salt-susceptible ‘Zabad’ date palm cultivars when grown under saline and normal growth conditions were identified using internal transcribed spacer (ITS) rRNA sequences and next-generation sequencing (NGS) technology. A bioinformatic analysis revealed an apparent effect of salinity and the plant’s genotype on the fungal community structure. However, plant genotypes had no significant impact when grown under normal conditions. While the operational taxonomic units (OTUs) were annotated to Acremonium, Acrocalymma, Agaricus, Aspergillus, Clonostachys, Fusarium, Penicillium, and Remersonia, only a limited number of OTUs from the Fusarium and Aspergillus genera exhibit significant differential accumulation in response to salinity stress in date palms. The identified OTUs hold potential for advancing sustainable agricultural practices, as they could be further investigated as promising candidates for developing biofertilizers.

Abstract

Salinity severely affects the health and productivity of plants, with root-associated microbes, including fungi, potentially playing a crucial role in mitigating this effect and promoting plant health. This study employed metagenomics to investigate differences in the structures of the epiphyte mycobiomes in the rhizospheres of seedlings of two distinct date palm cultivars with contrasting salinity tolerances, the susceptible cultivar, ‘Zabad’, and the tolerant cultivar, ‘Umsila’. Next-generation sequencing (NGS) of the internal transcribed spacer (ITS) rRNA was utilized as a DNA barcoding tool. The sequencing of 12 mycobiome libraries yielded 905,198 raw sequences of 268,829 high-quality reads that coded for 135 unique and annotatable operational taxonomic units (OTUs). An OTU analysis revealed differences in the rhizofungal community structures between the treatments regardless of genotype, and non-metric dimensional scaling (N-MDS) analyses demonstrated distinct separations between the cultivars under saline stress. However, these differences were not detected under the control environmental conditions, i.e., no salinity. The rhizospheric fungal community included four phyla (Ascomycota, Basidiomycota, Chytridiomycota, and Mucoromycota), with differences in the abundances of Aspergillus, Clonostachys, and Fusarium genera in response to salinity, regardless of the genotype. Differential pairwise comparisons showed that Fusarium falciforme-solani and Aspergillus sydowii-versicolor increased in abundance under saline conditions, providing potential future in vitro isolation guidelines for plant growth-promoting fungi. This study highlights the intricate dynamics of the rhizosphere microbial communities in date palms and their responses to salt stress. Additionally, we found no support for the hypothesis that indigenous epiphytic fungal communities are significantly involved in salinity tolerance in date palms.

1. Introduction

Salinity is a significant problem in plant agriculture, and problems caused by high salinity have become more severe in recent years, especially in arid and semiarid regions, due to both low precipitation rates and the overconsumption of groundwater for irrigation purposes [1,2]. Supporting plants with the required nutrition may enhance salinity tolerance [3]; however, using inorganic fertilizers may lead to environmental pollution, inappropriate changes in microbial community structure, and increased crop production costs [4].
Microbiota are composed of various microorganisms, including bacteria, fungi, archaea and cyanobacteria, that reside in a specific environment or host organism and are influenced by changes in their surroundings and reciprocally influence their environment [5]. Plant-associated fungi significantly impact plants’ growth and overall health [6]. They contribute to the growth and development of date palms (Phoenix dactylifera) [7,8] by producing growth-promoting substances, like auxins and cytokinins, which stimulate root development and enhance plant growth through increased cell division, elongation, and differentiation, thereby improving plant biomass production and vigor [9]. Moreover, certain fungi associated with date palm roots act as biocontrol agents, protecting the trees from harmful phytopathogens [10,11]. Fungi associated with date palm roots have garnered significant attention in scientific research due to their pivotal role in augmenting nutrient uptake processes [12] and improving stress tolerance, enabling date palms to thrive in challenging environmental conditions. Additionally, these fungi contribute to the plant’s resistance against drought, salinity [13], and heavy metal toxicity [14], by enhancing water and nutrient absorption and facilitating the accumulation of osmolytes and antioxidant compounds [7]. Fungi constitute integral elements within the microbiota associated with plants, assuming critical functions in the modulation of plant health, resilience to environmental stressors, dynamics of plant communities, and, consequently, the overall functioning of ecosystems [15,16].
The significance of mycorrhizae, fungi that form a symbiotic relationship with the roots of most plants, becomes more pronounced in the context of global warming and subsequent predicted increases in drought spells, especially in arid soils with high salt concentrations and extreme heat [17]. In such situations, root-associated fungi hold promise as cost-effective, environmentally friendly, and sustainable biofertilizers [18].
As a plant adapted to dry and saline environments, date palm is an excellent model tree for studying abiotic stress tolerance, and it holds considerable potential for mitigating deforestation in tropical and semi-tropical locales [19]. The endophytic microbiota associated with date palms has been previously investigated to elucidate its role in salt tolerance, resulting in the identification of diverse bacterial and fungal species that respond to abiotic stresses [20,21]. Recent research has demonstrated distinct variations in the epiphyte bacterial community structures between two date palm genotypes with different salinity tolerances under optimal growth conditions [22]. However, these differences tend to decrease when the plants are exposed to salinity stress, suggesting the existence of common salt-tolerant bacterial species capable of colonizing the roots of various date palm genotypes [22].
Traditional culture-based methods have limitations in effectively identifying fungi. However, culture-free approaches and next-generation sequencing (NGS) technologies provide versatile opportunities to comprehensively characterize microbial communities in the rhizosphere and understand the complex interactions between plants and microorganisms in the root zone under various environmental conditions [23].
In this report, we hypothesize that specific epiphytic fungi play an essential role in date palms acquiring salinity tolerance; therefore, this study examined the epiphytal fungal communities from the rhizospheres of two distinct date palm genotypes that exhibit contrasting responses to salinity stress. The primary objectives were to evaluate the influence of the date palm genotype on fungal community structure and investigate the potential involvement of these microorganisms in the salinity tolerance mechanism of date palms. The results reveal the presence of common OTU profiles in the rhizosphere among the cultivars of date palms when grown under control conditions. However, the fungal communities were slightly different in the rhizospheres of the two date palm cultivars when grown under saline conditions.

2. Materials and Methods

2.1. Soil Sampling, Seed Sterilization, and Plant Growth

The date palm seeds utilized in this study belong to the salt-tolerant ‘Umsila’ and salt-susceptible ‘Zabad’ cultivars, which resulted from the cross-pollination of a unique pollen genotype and were acquired from the experimental agriculture station of Sultan Qaboos University in Muscat, Oman. Prior to planting, the seeds underwent a series of treatments to ensure their sterility and optimize their germination, following a previously described protocol [22]. Briefly, the seeds were soaked in sterile distilled water overnight to remove any remaining fruit tissues. They underwent surface sterilization with 75% ethanol, followed by a 0.5% hypochlorite solution (liquid bleach) for five minutes per treatment. The seeds were subsequently washed with sterile water containing 10% Tween-20 and then rinsed five times with sterile distilled water. Afterward, the seeds were soaked in distilled water for 24 h to enhance germination and then planted in sterilized, moist vermiculite for ten days. Once the seeds germinated, they were transplanted into 4 L pots containing soil samples collected from various locations within the rhizospheres (0–20 cm depth) of date palm trees grown in the Al-Khoud area, Muscat, Sultanate of Oman (23°38′32.1″ N 58°11′42.8″ E).
The experimental design comprised eight pots allocated to each cultivar, with four pots designated for the control group (irrigated solely with water) and four for the treated group (irrigated with NaCl solutions). Each pot accommodated a minimum of four seedlings. While the control pot group was irrigated with sterilized distilled water as needed, the NaCl-treated pot group was irrigated with 50 mM saline water during the first week, with the NaCl concentration being gradually increased by 50 mM each subsequent week for the first month until reaching a concentration of 250 mM, which was then consistently used for watering the treated pots for the following eight weeks. At 12 weeks after planting, the roots were carefully separated from the pots, gently shaken to remove the larger soil particles, and then brushed to collect the proximal soil adhering to the roots. The plant pots were placed in a growth room under controlled environmental conditions during the experiment. The light was adjusted to a 16/8 h light/dark cycle, with a light intensity of 350 μE m−2 s−1 and maintaining day/night temperatures of 35/30 °C, respectively.

2.2. DNA Extraction and Illumina MiSeq Sequencing of ITS

Soil samples were processed to extract eDNA utilizing the TMPureLinkTM Genomic DNA Mini Kit (Invitrogen, Waltham, MA, USA), following the instructions specified by the manufacturer. The concentration and purity of the DNA samples were assessed using 1% TAE agarose gel electrophoresis and a Nanodrop2000 spectrophotometer (Thermo Scientific™, Waltham, MA, USA). The nuclear ribosomal internal transcribed spacer (ITS) region was utilized to barcode the fungal communities in the rhizospheres of the different date palm genotypes that grew under the control and salinity conditions.
ZymoBiomics Corporation, Irvine, CA, USA, conducted DNA sequencing as an outsourced service provider. DNA samples were employed for fungal community identification through a high-throughput sequencing of the ITS gene sequence using the Illumina® MiSeq™ platform with a v3 reagent kit (600 cycles). For the targeted sequencing of the fungal ITS gene, the Quick-16S™ NGS Library Prep Kit was utilized, with custom ITS2 primers replacing the 16S primers TS-White90_ITS3F (5′-GCATCGATGAAGAACGCAGC-3′) and ITS_White90-ITS4R (5′-TCCTCCGCTTATTGATATGC-3′). A novel library preparation process was employed to ensure accurate results and minimize PCR chimera formation, utilizing real-time PCR machines to control the amplification cycles. The resulting amplicons were measured using quantitative PCR fluorescence readings and combined into pooled libraries with equal molarity that then underwent purification using the Select-a-Size DNA Clean & Concentrator™ from Zymo Research (Irvine, CA, USA). Subsequently, each library’s quantification was determined using the TapeStation® system from Agilent Technologies (Santa Clara, CA, USA) and Qubit® technology from Thermo Fisher Scientific (Waltham, MA, USA). Finally, each library was sequenced on an Illumina® MiSeq™ platform with a v3 reagent kit (600 cycles), incorporating >10% PhiX spike-in during sequencing.

2.3. Bioinformatic Analysis

The unique sequences of DNA fragments (amplicons) were determined from the original data using the DADA2 pipeline, as described by Callahan et al. [24]. Any chimeric sequences were eliminated using the DADA2 pipeline. Taxonomic classification was carried out using the Uclust algorithm implemented in Qiime v.1.9.1, utilizing the Zymo Research Database as a curated reference for ITS sequences. Accordingly, OTUs were assigned. If applicable, the LEfSe algorithm [25] was employed with default parameters to identify taxonomic groups exhibiting significant abundance differences across different sample groups. To assess the diversity of the fungal communities concerning the control and salinity treatments, along with cultivar type, an ordination analysis was conducted using the Non-Metric Dimensional Scaling (N-MDS) method. The Bray–Curtis similarity index, utilized within the Past 3.0 software package, was employed for this analysis to quantify the similarity between samples [26]. A phylogenetic tree was also produced to illustrate the relationship of the fungal OTU ITS DNA sequences with abundance values reaching or surpassing 500 counts across diverse treatments.
A heatmap was generated to depict the fungal abundance profiles of OTUs exhibiting abundance values equal to or exceeding 500 counts across various treatments. The PermutMatrix software, version 1.9.3 [27], utilized default settings. Instances where OTUs displayed zero abundance values were substituted with half of the minimum count number. The Log10 transformation was also applied to the abundance values for analytical purposes.
Fungal identification data were subjected to pairwise comparisons to determine significant differences between groups using Tukey’s Honest Significant Difference (HSD) test as a post hoc analysis. Statistical analyses were performed using SPSS version 21.0 [28], with a significance level set at p ≤ 0.05.

3. Results

3.1. Metagenomic Analysis Revealed Minor Variations in Fungal Community Structures across Distinct Cultivars Due to Environmental Changes

The NGS sequencing of the 12 ITS libraries generated 905,198 raw sequences. Following trimming and filtration based on sequence size, 884,476 sequences were identified, and a total of 268,829 high-quality reads were obtained from the 12 libraries, annotated, and assigned to 670 operational taxonomic units (OTUs) (Table S1).
Subsequently, the reads underwent rarefaction by excluding all unidentified OTUs, resulting in 331 annotated OTUs from the 12 libraries and 135 high-quality, unique reads clustered into OTUs. The sequences exhibited an average length of approximately 322 bp (Table S1).
To determine the effect of salinity and cultivar type on the abundance of the OTUs, a comparative statistical analysis was performed on the resulting sequences of the ITS of the different samples (Table S2). The analysis of variance as a factorial experiment showed that salt treatment significantly affected the OTU enrichment (p ≤ 0.0340). However, the results show that salinity treatment and the cultivar type did not influence the total number of reads or unique OTUs obtained when samples were compared separately (Table 1). There were slight differences in the number of OTU reads obtained from the samples; however, these differences were not statistically significant (p0.05). Furthermore, no significant differences were noted between the number of total OTUs obtained from the different samples.

3.2. Multidimensional Analysis Reveals Salinity Impact on Date Palm Rhizofungal Communities

To understand and identify a pattern of relationships between the cultivar type and the growth conditions of the date palm seedlings, N-MDS, as a multivariant analysis tool, was used to assess the distinctions between and among the 135 OTUs identified from the rhizosphere fungal communities in both cultivar types of date palm. The results show that salinity affected both cultivar types’ epiphytic fungal community structures. However, when subjected to control conditions, the results did not reveal different rhizofungal community structures between the date palm cultivars. The dissimilarities in the epiphytic rhizofungal community structures were more evident between cultivars under salinity stress, in which the analysis demonstrated a distinct separation of fungal communities in the three replicates (Figure 1).

3.3. Comparative Heatmap Analysis Reveals Treatment-Specific Fungal Abundance Patterns

A heatmap was constructed to facilitate the extraction of meaningful insights from the microbial count abundance profiles of the different treatments, where the OTUs and the samples were hierarchically clustered. The results reveal two sample clusters in which the control and salinity-treated samples were separated regardless of the associated cultivars (Figure 2). In most cases, the OTU count’s abundance clustering profile based on each fungal identity did not show any inter-replicate consistency. However, some OTUs showed some consistency and unique patterns among the treatments. For example, Clonostachys rosea and Acrocalymma fici_1 were highly abundant in the control samples, while Aspergillus tubingensis, Parathielavia appendiculata_1, and Remersonia tenuis were abundant in the salinity-treated samples.

3.4. Epiphytic Fungal Diversity in Response to Plant Genotype and Salinity

The percentages of different taxa within each library were calculated to obtain insight into the compositions of the fungal communities of the two cultivars grown in environmental conditions. The date palm rhizospheric microbial community comprises Ascomycota, Basidiomycota, Chytridiomycota, and Mucoromycota phyla. The OTUs were classified into 14 classes, 25 orders, 45 families, 72 genera, and 124 species, genetic variants, or subspecies. At the phylum level, the results show an inconsistent distribution of the OTU abundance among the samples (Figure 3A). At the genus level, the results indicate that with both cultivars, Aspergillus spp. were more abundant in the salinity than in the control treatment, while Clonostachys spp. were more abundant under the control conditions. Additionally, the abundance of Fusarium spp. appears to be reduced in the salinity treatment in the ‘Zabad’ and, to some extent, in the ‘Umsila’ cultivar (Figure 3B).
Each cultivar’s rhizospheric fungal community structure was statistically compared to identify the differentially accumulated OTUs upon salinity treatment (Supplementary Table S2). A pairwise comparison between the fungal community structures of ‘Umsila’ and ‘Zabad’ grown under control and saline conditions revealed the presence of only two OTUs differentially accumulated at a significant (p ≤ 0.05) level in response to salinity and the plant’s genotype. Fusarium falciforme-solani exhibited a significant (p ≤ 0.05) increase in abundance when the ‘Zabad’ cultivar was grown under saline conditions, compared with the OTUs identified from the same cultivar grown under control conditions. Similarly, the abundance of Aspergillus sydowii-versicolor demonstrated a significant (p0.05) increase due to the salinity treatment of the ‘Zabad’ cultivar, and it was also more abundant in the ‘Zabad’ compared to the ‘Umsilla’ cultivar when subjected to salinity.

4. Discussion

Advanced DNA sequencing technologies, such as NGS, have the potential to enhance the efficient identification and subsequent successful isolation of microbial organisms [29]. Comparative microbiome analysis is a versatile means of identifying microbes that grow under conditions of high salinity in the rhizosphere of a specific plant genotype [22]. Therefore, this study employed NGS technology to study the mycobiomes of two distinct genotypes of date palms, each with different salinity tolerance capacities, to characterize mycobiomes in date palms.
A previous study on the rhizobacterial communities of the same date palm cultivars (‘Umsila’ and ‘Zabad’) found that the plant genotype did not significantly impact the epiphyte bacterial community structure under salinity stress [22]. In contrast, the results reported here reveal that the fungal communities are affected by salinity in the mycobiomes of both date palm genotypes. However, these fungal communities were similar under control conditions, indicating that the plant genotype did not play a role in determining the fungal community structure in the date palms when the two cultivars grew under control conditions. On the other hand, the results reported here show that salinity and cultivar type influenced the mycobiome structure in date palms. The varied abundances of OTUs can be attributed to the impact of salinity on distinct plant cultivars and the ensuing root physiological mechanisms linked to salinity tolerance, such as the biosynthesis and release of exudate metabolites that potentially enhance salinity tolerance and facilitate the recruitment of specific epiphytic fungal OTUs to the rhizosphere [30].
The F. falciforme-solani abundance was higher in the ‘Zabad’ cultivar when grown under saline conditions. This fungal OTU is the causative agent of root and stem rot disease in various plants [31,32,33]. Although salinity-induced plant vulnerability may allow opportunistic pathogens to proliferate, previous research has indicated that F. solani can exhibit beneficial effects under specific conditions. For instance, studies conducted in Ghana have demonstrated that F. solani can enhance plant resilience to biotic stress by synthesizing antibacterial secondary metabolites in Chlorophora regia [34]. Additionally, F. solani has been shown to alleviate abiotic stress by mitigating water stress in tomatoes [35]. An A. sydowii strain was differentially accumulated in ‘Zabad’ in response to salinity. Recently, Aspergillus species have been identified in marine settings, showing their capacity to thrive in environments with elevated salinity levels [36]. In this regard, A. sydowii is a halophilic fungus commonly found in different marine ecosystems and is considered a model organism for studying molecular adaptations of filamentous fungi to hyperosmolarity [37]. Recent studies showed that A. sydowii enhances plant growth by stimulating phosphorus solubilization in maize [38] and promoting higher phosphorus absorption by cotton plants [39]. The marine A. versicolor is a siderophore producer [40]. Given this information, both F. solani and A. sydowii have potential growth-promoting activities in date palm; however, this conjecture requires additional experimental verification.
The high abundance of A. sydowii-versicolor in ‘Zabad’ mycobiomes relative to that in ‘Umsila’ mycobiomes under salinity stress may stem from the compatibility between this microorganism and the particular date palm cultivar rather than solely from the salt susceptibility of the cultivar However, an additional investigation is warranted to substantiate this hypothesis. Given that the ‘Umsila’ cultivar is genetically more salt-tolerant than the ‘Zabad’ cultivar, it is unlikely that the rhizospheric fungi described here influenced the salt tolerance levels in the ‘Umsila’ cultivar.
Prior investigations have reported a modest number of differentially accumulated OTUs within endophytic fungal communities isolated from the roots of date palm trees (cultivar: Khalas), wherein Aspergillus niger and Humicola sp. were the sole OTUs exhibiting significant accumulation under both saline and control conditions, respectively [21]. Likewise, the findings presented in this study demonstrate a limited set of differentially accumulated OTUs displaying significant alterations in response to salinity across both investigated cultivars, ‘Umsila’ and ‘Zabad’.
Our previously published results indicated that 16S rRNA sequencing provides a superior resolution compared to ITS sequencing when examining the bacterial community structure in date palm cultivars exposed to salinity conditions [21,22]. Several contributing factors may underlie this observation. It is possible that, under salinity stress, the bacterial community may exert dominance over the fungal community, especially if the bacteria assume a more significant role in the rhizosphere under salinity. Nonetheless, the complex relationship between the bacterial and fungal community structures necessitates further investigation in the context of date palms.
A previous study om soil microbial communities indicated that deterministic processes played a role in shaping the structure of a bacterial community. In contrast, the fungal community exhibited a more significant influence of stochastic processes in the primary succession [41], and the accuracy of the ITS data is highly dependent on the metabarcoding pipeline [42]. While the ITS region was previously used for microbiome fungal identification in date palm [4,21,43], it may have limitations where some fungal groups have conserved ITS sequences, making it challenging to distinguish between closely related species, and therefore, the community structure information obtained based on ITS sequences could be misleading [44]. The response of microbial communities to salinity is usually complex [45]. Nevertheless, if the bacterial community structure undergoes more significant changes or adaptations under salinity conditions, the 16S rRNA marker might better capture these dynamics.
Previous research showed that irrigation with saline groundwater reduces date palm root-associated fungal abundance and amends their community structural prototypes [46]. Fungi use sporulation as an adaptation mechanism to deal with salinity [41,47]. Utilizing a standard DNA extraction protocol in the DNA barcoding method to identify fungal communities may yield DNA predominantly from non-sporulated fungi, making the presence of fungal spores from various OTUs likely undetectable and subsequently underrepresented within the fungal communities. Recent findings revealed an inverse correlation between soil salinity and mycorrhizal colonization, along with a positive correlation between easily extractable glomalin-related soil protein (an indicator of symbiotic relationships with plant roots) and spore density in date palm oases across varying salinity levels in the Tunisian Sahara [48]. However, the current study did not investigate the presence of fungal spores.

5. Conclusions

The composition of the plant-associated mycobiome can be influenced by both the host plant and salinity levels, leading to alterations in the mycobiome’s structure. The rhizospheric mycobiome identified in this study is affected by salinity in date palms but did not show significant differences when the plants were grown under control conditions. While they share similar OTU abundance profiles, the genotype of the plant plays a role in determining the structure of the mycobiome when the plant grows in the presence of salinity. A few OTUs of the Fusarium and Aspergillus genera are differentially accumulated to a significant extent due to salinity in date palms. The identification and subsequent isolation of plant-associated growth-promoting microbes, including fungi, can potentially contribute to developing genotype-specific biofertilizers to mitigate salinity in the future.

Supplementary Materials

The following supporting information can be downloaded at https://0-www-mdpi-com.brum.beds.ac.uk/article/10.3390/biology13030190/s1: Table S1: The abundance and the classification of OTUs identified based on the sequencing of the ITS gene. The rhizospheric fungal communities of cultivars ‘Umsila’ (UC) and ‘Zabad’ (ZC) were grown under control conditions, and ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars were grown under salinity; Table S2: Differential abundance analysis of OTUs of the rhizospheric fungal communities of cultivars ‘Umsila’ (UC) and ‘Zabad’ (ZC) when grown under control conditions and ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars when grown under salinity conditions.

Author Contributions

M.W.Y. designed the experiment, supervised the work, analyzed data, wrote the manuscript, and contributed reagents, materials, and analysis tools; A.A.-B. conceived, designed, and performed the experiments and analyzed data; B.R.G. revised, edited, and provided suggestions on the manuscript; T.A. analyzed data and revised, edited, and provided suggestions on the manuscript; J.M.A. revised, edited, and provided suggestions on the manuscript. All authors have read and agreed to the published version of the manuscript.

Funding

The authors thank Sultan Qaboos University for their generous internal funding (number IG/SCI/BIOL/24/03) to MWY.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The sequence datasets generated and/or analyzed during the current study are available from the NCBI repository: http://0-www-ncbi-nlm-nih-gov.brum.beds.ac.uk/bioproject/1071109 (13 March 2024).

Conflicts of Interest

The authors declare no conflicts of interest.

References

  1. Valenzuela, F.J.; Reineke, D.; Leventini, D.; Chen, C.C.L.; Barrett-Lennard, E.G.; Colmer, T.D.; Dodd, I.C.; Shabala, S.; Brown, P.; Bazihizina, N. Plant responses to heterogeneous salinity: Agronomic relevance and research priorities. Ann. Bot. 2022, 129, 499–518. [Google Scholar] [CrossRef] [PubMed]
  2. Yamaguchi, T.; Blumwald, E. Developing salt-tolerant crop plants: Challenges and opportunities. Trends Plant Sci. 2005, 10, 615–620. [Google Scholar] [CrossRef] [PubMed]
  3. Ahanger, M.A.; Ahmad, P. Role of mineral nutrients in abiotic stress tolerance: Revisiting the associated signaling mechanisms. Plant Signal. Mol. 2019, 269–285. [Google Scholar] [CrossRef]
  4. Al-Hadidi, S.H.; Abumaali, D.A.; Ahmed, T.; Al-khis, A.F.; Al-Malki, S.A.; Yaish, M.; Rahim, H.U.; Khalid, M.F.; Hassan, H.; Alatalo, J.M. The effect of type and combination of fertilizers on eukaryotic microbiome of date palm rhizosphere. Plant Growth Regul. 2024, 1–13. [Google Scholar] [CrossRef]
  5. Baldrian, P.; López-Mondéjar, R.; Kohout, P. Forest microbiome and global change. Nat. Rev. Microbiol. 2023, 21, 487–501. [Google Scholar] [CrossRef] [PubMed]
  6. Shabbir, G.; Dakheel, A.; Brown, G.; Rillig, M. Potential of arbuscular mycorrhizal technology in date palm production. Date Palm Biotechnol. 2011, 449–476. [Google Scholar] [CrossRef]
  7. Ait-El-Mokhtar, M.; Baslam, M.; Ben-Laouane, R.; Anli, M.; Boutasknit, A.; Mitsui, T.; Wahbi, S.; Meddich, A. Alleviation of detrimental effects of salt stress on date palm (Phoenix dactylifera L.) by the application of arbuscular mycorrhizal fungi and/or compost. Front. Sustain. Food Syst. 2020, 4, 131. [Google Scholar] [CrossRef]
  8. Anli, M.; Kaoua, M.E.; Boutasknit, A.; Ben-Laouane, R.; Toubali, S.; Baslam, M.; Lyamlouli, K.; Hafidi, M.; Meddich, A. Seaweed extract application and arbuscular mycorrhizal fungal inoculation: A tool for promoting growth and development of date palm (Phoenix dactylifera L.) cv «Boufgous». S. Afr. J. Bot. 2020, 132, 15–21. [Google Scholar] [CrossRef]
  9. Adedayo, A.A.; Babalola, O.O. Fungi That Promote Plant Growth in the Rhizosphere Boost Crop Growth. J. Fungi 2023, 9, 239. [Google Scholar] [CrossRef]
  10. Jaiti, F.; Meddich, A.; El Hadrami, I. Effectiveness of arbuscular mycorrhizal fungi in the protection of date palm (Phoenix dactylifera L.) against bayoud disease. Physiol. Mol. Plant Pathol. 2007, 71, 166–173. [Google Scholar] [CrossRef]
  11. Abohatem, M.; Chakrafi, F.; Jaiti, F.; Dihazi, A.; Baaziz, M. Arbuscular mycorrhizal fungi limit incidence of Fusarium oxysporum f. sp. albedinis on date palm seedlings by increasing nutrient contents, total phenols and peroxidase activities. Open Hortic. J. 2011, 4, 10–16. [Google Scholar] [CrossRef]
  12. Al-Karaki, G.N. Application of mycorrhizae in sustainable date palm cultivation. Emir. J. Food Agric. 2013, 25, 854–862. [Google Scholar] [CrossRef]
  13. Qaddoury, A. Arbuscular mycorrhizal fungi provide complementary characteristics that improve plant tolerance to drought and salinity: Date palm as model. In Mycoremediation and Environmental Sustainability; Springer: Cham, Switzerland, 2017; Volume 1, pp. 189–215. [Google Scholar] [CrossRef]
  14. Ghadbane, M.; Medjekal, S.; Benderradji, L.; Belhadj, H.; Daoud, H. Assessment of arbuscular mycorrhizal fungi status and rhizobium on date palm (Phoenix dactylifera L.) cultivated in a Pb contaminated soil. In Proceedings of the Recent Advances in Environmental Science from the Euro-Mediterranean and Surrounding Regions (2nd Edition), Proceedings of 2nd Euro-Mediterranean Conference for Environmental Integration (EMCEI-2), Sousse, Tunisia, 10–13 October 2019; Springer: Berlin/Heidelberg, Germany, 2021; pp. 703–707. [Google Scholar] [CrossRef]
  15. Robinson, C.H.; Wookey, P.A.; Parker, T.C. Root-associated fungi and carbon storage in Arctic ecosystems. N. Phytol. 2020, 226, 8–10. [Google Scholar] [CrossRef] [PubMed]
  16. Trivedi, P.; Leach, J.E.; Tringe, S.G.; Sa, T.; Singh, B.K. Plant–microbiome interactions: From community assembly to plant health. Nat. Rev. Microbiol. 2020, 18, 607–621. [Google Scholar] [CrossRef] [PubMed]
  17. Arunrat, N.; Sansupa, C.; Sereenonchai, S.; Hatano, R. Short-term response of soil bacterial and fungal communities to fire in rotational shifting cultivation, northern Thailand. Appl. Soil Ecol. 2024, 196, 105303. [Google Scholar] [CrossRef]
  18. Szili-Kovács, T.; Takács, T. Advanced Research of Rhizosphere Microbial Activity. Agriculture 2023, 13, 911. [Google Scholar] [CrossRef]
  19. Yaish, M.W.; Kumar, P. Salt Tolerance Research in Date Palm Tree (Phoenix dactylifera L.), past, present, and future perspectives. Front. Plant Sci. 2015, 6, 348. [Google Scholar] [CrossRef]
  20. Jana, G.A.; Yaish, M.W. Isolation and functional characterization of a mVOC producing plant-growth-promoting bacterium isolated from the date palm rhizosphere. Rhizosphere 2020, 16, 100267. [Google Scholar] [CrossRef]
  21. Yaish, M.W.; Al-Harrasi, I.; Alansari, A.S.; Al-Yahyai, R.; Glick, B.R. The use of high throughput DNA sequence analysis to assess the endophytic microbiome of date palm roots grown under different levels of salt stress. Int. Microbiol. 2016, 19, 143–155. [Google Scholar]
  22. Al-Busaidi, A.; Glick, B.R.; Yaish, M.W. The Effect of Date Palm Genotypes on Rhizobacterial Community Structures under Saline Environments. Biology 2022, 11, 1666. [Google Scholar] [CrossRef]
  23. Gołębiewski, M.; Tretyn, A. Generating amplicon reads for microbial community assessment with next-generation sequencing. J. Appl. Microbiol. 2020, 128, 330–354. [Google Scholar] [CrossRef] [PubMed]
  24. Callahan, B.J.; McMurdie, P.J.; Rosen, M.J.; Han, A.W.; Johnson, A.J.A.; Holmes, S.P. DADA2: High-resolution sample inference from Illumina amplicon data. Nat. Methods 2016, 13, 581–583. [Google Scholar] [CrossRef] [PubMed]
  25. Segata, N.; Izard, J.; Waldron, L.; Gevers, D.; Miropolsky, L.; Garrett, W.S.; Huttenhower, C. Metagenomic biomarker discovery and explanation. Genome Biol. 2011, 12, R60. [Google Scholar] [CrossRef] [PubMed]
  26. Hammer, Ø.; Harper, D.A.; Ryan, P.D. PAST: Paleontological statistics software package for education and data analysis. Palaeontol. Electron. 2001, 4, 9. [Google Scholar]
  27. Caraux, G.; Pinloche, S. PermutMatrix: A graphical environment to arrange gene expression profiles in optimal linear order. Bioinformatics 2005, 21, 1280–1281. [Google Scholar] [CrossRef] [PubMed]
  28. IBM. IBM SPSS Statistics for Windows; IBM: Armonk, NY, USA, 2012. [Google Scholar]
  29. Jana, G.A.; Glick, B.R.; Yaish, M.W. Salt tolerance in plants: Using OMICS to assess the impact of plant growth-promoting bacteria (PGPB). In Mitigation of Plant Abiotic Stress by Microorganisms; Academic Press: Cambridge, MA, USA, 2022; pp. 299–320. [Google Scholar]
  30. Al Kharusi, L.; Jana, G.A.; Patankar, H.V.; Yaish, M.W. Comparative Metabolic Profiling of Two Contrasting Date Palm Genotypes Under Salinity. Plant Mol. Biol. Report. 2021, 39, 351–363. [Google Scholar] [CrossRef]
  31. Vega-Gutiérrez, T.; Tirado-Ramírez, M.; López-Urquídez, G.; Angulo-Castro, A.; Martínez-Gallardo, J.; López-Orona, C. Fusarium falciforme (FSSC 3 + 4) causing root and stem rot in papaya (Carica papaya) in Mexico. Plant Dis. 2019, 103, 2681. [Google Scholar] [CrossRef]
  32. Sousa, E.; Melo, M.; Mota, J.; Sousa, E.; Beserra, J., Jr.; Matos, K. First report of Fusarium falciforme (FSSC 3 + 4) causing root rot in lima bean (Phaseolus lunatus L.) in Brazil. Plant Dis. 2017, 101, 1954. [Google Scholar] [CrossRef]
  33. Wang, R.-Y.; Gao, B.; Li, X.-H.; Ma, J.; Chen, S.-L. First report of Fusarium solani causing Fusarium root rot and stem canker on storage roots of sweet potato in China. Plant Dis. 2014, 98, 160. [Google Scholar] [CrossRef]
  34. Kyekyeku, J.O.; Kusari, S.; Adosraku, R.K.; Bullach, A.; Golz, C.; Strohmann, C.; Spiteller, M. Antibacterial secondary metabolites from an endophytic fungus, Fusarium solani JK10. Fitoterapia 2017, 119, 108–114. [Google Scholar] [CrossRef]
  35. Kavroulakis, N.; Doupis, G.; Papadakis, I.E.; Ehaliotis, C.; Papadopoulou, K.K. Tolerance of tomato plants to water stress is improved by the root endophyte Fusarium solani FsK. Rhizosphere 2018, 6, 77–85. [Google Scholar] [CrossRef]
  36. Lee, J.W.; Lee, W.; Perera, R.H.; Lim, Y.W. Long-Term Investigation of Marine-Derived Aspergillus Diversity in the Republic of Korea. Mycobiology 2023, 51, 436–444. [Google Scholar] [CrossRef] [PubMed]
  37. Jiménez-Gómez, I.; Valdés-Muñoz, G.; Moreno-Ulloa, A.; Pérez-Llano, Y.; Moreno-Perlín, T.; Silva-Jiménez, H.; Barreto-Curiel, F.; Sánchez-Carbente, M.d.R.; Folch-Mallol, J.L.; Gunde-Cimerman, N. Surviving in the brine: A multi-omics approach for understanding the physiology of the halophile fungus Aspergillus sydowii at saturated NaCl concentration. Front. Microbiol. 2022, 13, 840408. [Google Scholar] [CrossRef] [PubMed]
  38. Baron, N.C.; Costa, N.T.A.; Mochi, D.A.; Rigobelo, E.C. First report of Aspergillus sydowii and Aspergillus brasiliensis as phosphorus solubilizers in maize. Ann. Microbiol. 2018, 68, 863–870. [Google Scholar] [CrossRef]
  39. Escobar Diaz, P.A.; Gil, O.J.A.; Barbosa, C.H.; Desoignies, N.; Rigobelo, E.C. Aspergillus spp. and Bacillus spp. as growth promoters in cotton plants under greenhouse conditions. Front. Sustain. Food Syst. 2021, 5, 709267. [Google Scholar] [CrossRef]
  40. Vala, A.K.; Dave, B.P.; Dube, H.C. Chemical characterization and quantification of siderophores produced by marine and terrestrial aspergilli. Can. J. Microbiol. 2006, 52, 603–607. [Google Scholar] [CrossRef] [PubMed]
  41. Pérez-Llano, Y.; Rodríguez-Pupo, E.C.; Druzhinina, I.S.; Chenthamara, K.; Cai, F.; Gunde-Cimerman, N.; Zalar, P.; Gostinčar, C.; Kostanjšek, R.; Folch-Mallol, J.L. Stress reshapes the physiological response of halophile fungi to salinity. Cells 2020, 9, 525. [Google Scholar] [CrossRef] [PubMed]
  42. Pauvert, C.; Buée, M.; Laval, V.; Edel-Hermann, V.; Fauchery, L.; Gautier, A.; Lesur, I.; Vallance, J.; Vacher, C. Bioinformatics matters: The accuracy of plant and soil fungal community data is highly dependent on the metabarcoding pipeline. Fungal Ecol. 2019, 41, 23–33. [Google Scholar] [CrossRef]
  43. Mefteh, F.B.; Daoud, A.; Chenari Bouket, A.; Alenezi, F.N.; Luptakova, L.; Rateb, M.E.; Kadri, A.; Gharsallah, N.; Belbahri, L. Fungal root microbiome from healthy and brittle leaf diseased date palm trees (Phoenix dactylifera L.) reveals a hidden untapped arsenal of antibacterial and broad spectrum antifungal secondary metabolites. Front. Microbiol. 2017, 8, 307. [Google Scholar] [CrossRef]
  44. Lücking, R.; Aime, M.C.; Robbertse, B.; Miller, A.N.; Aoki, T.; Ariyawansa, H.A.; Cardinali, G.; Crous, P.W.; Druzhinina, I.S.; Geiser, D.M.; et al. Fungal taxonomy and sequence-based nomenclature. Nat. Microbiol. 2021, 6, 540–548. [Google Scholar] [CrossRef]
  45. Ya, T.; Du, S.; Li, Z.; Liu, S.; Zhu, M.; Liu, X.; Jing, Z.; Hai, R.; Wang, X. Successional dynamics of molecular ecological network of anammox microbial communities under elevated salinity. Water Res. 2021, 188, 116540. [Google Scholar] [CrossRef]
  46. Chandran, S.; Sanka Loganathachetti, D.; Masmoudi, K.; Iratni, R.; Mundra, S. Irrigation water source matters: Saline groundwater irrigation lowers date palm root-associated fungal richness and alters their community structural patterns. Phytobiomes J. 2023, 8, 59–69. [Google Scholar] [CrossRef]
  47. Ge, Y.; Yu, F.; Tan, Y.; Zhang, X.; Liu, Z. Comparative transcriptome sequence analysis of sporulation-related genes of Aspergillus cristatus in response to low and high osmolarity. Curr. Microbiol. 2017, 74, 806–814. [Google Scholar] [CrossRef]
  48. Chebaane, A.; Symanczik, S.; Oehl, F.; Azri, R.; Gargouri, M.; Mäder, P.; Mliki, A.; Fki, L. Arbuscular mycorrhizal fungi associated with Phoenix dactylifera L. grown in Tunisian Sahara oases of different salinity levels. Symbiosis 2020, 81, 173–186. [Google Scholar] [CrossRef]
Figure 1. Non-metric dimensional scaling (N-MDS) utilizing a Bray–Curtis matrix illustrates the distances among the 135 identified OTUs from the rhizospheric fungal communities of ‘Umsila’ (UC) and ‘Zabad’ (ZC) cultivars under control conditions and ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars under salinity stress.
Figure 1. Non-metric dimensional scaling (N-MDS) utilizing a Bray–Curtis matrix illustrates the distances among the 135 identified OTUs from the rhizospheric fungal communities of ‘Umsila’ (UC) and ‘Zabad’ (ZC) cultivars under control conditions and ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars under salinity stress.
Biology 13 00190 g001
Figure 2. A heatmap generated from a hierarchical cluster analysis and a dendrogram depicting the normalized relative abundance of the top 39 most abundant operational taxonomic units (OTUs) identified from the rhizospheric fungal communities of ‘Umsila’ (UC) and ‘Zabad’ (ZC) cultivars under control conditions, as well as ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars under saline conditions.
Figure 2. A heatmap generated from a hierarchical cluster analysis and a dendrogram depicting the normalized relative abundance of the top 39 most abundant operational taxonomic units (OTUs) identified from the rhizospheric fungal communities of ‘Umsila’ (UC) and ‘Zabad’ (ZC) cultivars under control conditions, as well as ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars under saline conditions.
Biology 13 00190 g002
Figure 3. The OTUs within the fungal community are depicted in (A) at the phylum level and (B) at the genus level for the ‘Umsila’ (UC) and ‘Zabad’ (ZC) cultivars under control growth conditions, as well as for the ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars under saline conditions. The abundance is shown as a percentage relative to the total number of reads per OTU.
Figure 3. The OTUs within the fungal community are depicted in (A) at the phylum level and (B) at the genus level for the ‘Umsila’ (UC) and ‘Zabad’ (ZC) cultivars under control growth conditions, as well as for the ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars under saline conditions. The abundance is shown as a percentage relative to the total number of reads per OTU.
Biology 13 00190 g003
Table 1. The count of reads and unique OTUs obtained from the ITS sequencing of each sample replicate (R) from the rhizospheric fungal communities of ‘Umsila’ (UC) and ‘Zabad’ (ZC) cultivars under control conditions, as well as ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars under salinity stress, were determined.
Table 1. The count of reads and unique OTUs obtained from the ITS sequencing of each sample replicate (R) from the rhizospheric fungal communities of ‘Umsila’ (UC) and ‘Zabad’ (ZC) cultivars under control conditions, as well as ‘Umsila’ (UT) and ‘Zabad’ (ZT) cultivars under salinity stress, were determined.
Number of Reads
R1R2R3AverageComparisonp-Value
ZC11,29718,69317,90315,964ZC vs. ZT0.1338
ZT25,09828,66736,09129,952UC vs. UT1.0
UC27,72723,60713,80021,711ZT vs. UT0.5187
UT31,70421,27812,96421,982ZC vs. UC0.7385
OTU Enrichment
R1R2R3AveragePairwise Comparisonp-Value
ZC20213425ZC vs. ZT0.37
ZT33423135UC vs. UT0.30
UC9252419ZT vs. UT0.86
UT27382731ZC vs. UC0.78
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Yaish, M.W.; Al-Busaidi, A.; Glick, B.R.; Ahmed, T.; Alatalo, J.M. The Effects of Salinity and Genotype on the Rhizospheric Mycobiomes in Date Palm Seedlings. Biology 2024, 13, 190. https://0-doi-org.brum.beds.ac.uk/10.3390/biology13030190

AMA Style

Yaish MW, Al-Busaidi A, Glick BR, Ahmed T, Alatalo JM. The Effects of Salinity and Genotype on the Rhizospheric Mycobiomes in Date Palm Seedlings. Biology. 2024; 13(3):190. https://0-doi-org.brum.beds.ac.uk/10.3390/biology13030190

Chicago/Turabian Style

Yaish, Mahmoud W., Aya Al-Busaidi, Bernard R. Glick, Talaat Ahmed, and Juha M. Alatalo. 2024. "The Effects of Salinity and Genotype on the Rhizospheric Mycobiomes in Date Palm Seedlings" Biology 13, no. 3: 190. https://0-doi-org.brum.beds.ac.uk/10.3390/biology13030190

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop