Skip to main content

ORIGINAL RESEARCH article

Front. Plant Sci., 01 December 2023
Sec. Plant Breeding

Is apomixis occurring in walnut (Juglans regia L.)? New data from progeny molecular tests and cytological investigations shed light on its reproductive system

Sahar SolhjooSahar Solhjoo1Reza Fatahi*Reza Fatahi1*Zabihollah ZamaniZabihollah Zamani1Abdolkarim Chehregani RadAbdolkarim Chehregani Rad2Fabio PalumboFabio Palumbo3Gianni Barcaccia*Gianni Barcaccia3*
  • 1Department of Horticultural Sciences, Faculty of Agriculture, University of Tehran, Karaj, Iran
  • 2Laboratory of Plant Cell Developmental Biology, Department of Biology, Bu-Ali Sina University, Hamedan, Iran
  • 3Laboratory of Genomics for Plant Breeding, Department of Agronomy, Food, Natural Resources, Animals and the Environment (DAFNAE), University of Padova, Legnaro, Italy

Introduction: Persian walnut (Juglans regia) is an economically important nut fruit species cultivated worldwide for its nutritious kernel and timber quality wood. Walnut trees are mostly hetero-dichogamous and, depending on the genotype, some cultivars are protogynous, while others are protandrous. Although selfing is possible when male and female blooms overlap, the dichogamy of the species promotes outcrossing. In addition to sexual reproduction, some reports indicate that elements of apomixis may occur in commercial orchards of walnut varieties and in the last two decades, nut production by apomixis has been reported in walnut. However, there are no reliable studies on the occurrence of apomictic reproduction based on cytoembryological observations and/or molecular marker-progeny tests. This study addresses the combined use of molecular and cytological analyses to gain new insights into the population genetics and reproduction systems of J. regia.

Methods: We systematically analyzed the reproductive origin of individual progeny plants from 8 different cultivated walnut genotypes using microsatellite genotyping and carried out cytohistological investigations of 5 cultivated walnut genotypes arising seed sets from isolated flowers, to shed light on the mode of reproduction.

Results and discussion: These cytometric and genotyping analyses did not support any asexual mode of reproduction or asexual propagation by seed and all individuals studied were identified as zygotic plants produced by crossing. Likewise, the cytological findings did not confirm completely the first component of apomixis, namely apomeiosis. On the other hand, according to histological evidence, adventitious embryony seems to take place at low frequency. Overall, our findings suggest that the occurrence of gametophytic apomixis is unlikely in J. regia, but sporophytic apomixis cannot be completely ruled out.

1 Introduction

Persian walnut (Juglans regia), a notable cultivated nut species of the Juglandaceae family, is a wind-pollinated deciduous tree native to Eurasia but now grown in many countries with a temperate climate (Manning, 1978). It is an economically important species cultivated worldwide for its nutritious kernel and timber quality wood. Walnut kernels generally contain approximately 60-70% fat rich in omega-3 fatty acids called alpha-linolenic acid (ALA), which makes up approximately 8-14% of the total fat content (Pereira et al., 2008).

The genus Juglans includes more than 20 diploid species, with 2n=2x=32 chromosomes, that are monoecious, meaning that the male and female flowers are borne separately on the same tree. In the spring, the male flowers are densely clustered on catkins hanging from the tree. Immature catkin buds first appear in leaf axils in late summer and persist over winter. During the spring, buds mature on the previous season’s shoot. Female flowers typically emerge from the terminal shoot after few leaves appear on recurrent shoots. In some cultivars, pistillate flowers can also be found at the tips of new growth lateral branches (McGranahan and Leslie, 2009).

The production of nuts depends mainly on climatic conditions, particularly during pollination, and a sufficient amount of pollen in the environment plays a crucial role in this process (Prentović et al., 2014).

It should be noted that walnuts are heterodichogamous, in which male and female flowering occur at different times. Depending on the genotype, some cultivars are protogynous, with the female blooming first, while others are protandrous, with the male blooming first. Despite the fact that walnuts are self-fertile and there is usually some overlap between male and female blooms, dichogamy promotes outcrossing (Wood, 1934; McGranahan and Leslie, 2009). In addition to sexual reproduction, evidence indicates that parthenogenetic development of walnuts has sometimes occurred in commercial orchards of single varieties located far away from other varieties after frost damage to catkins. A striking illustration of this occurred in 1929, in which freezing weather destroyed all pistils and catkins on ‘Payne’ trees. Following freezing, new pistils emerged a second time upon new growth shoots; however, catkins never developed. This second production of pistils was completely destroyed by a second freeze. The third time, pistils were produced, and some of these, without the possibility of receiving pollen, developed nuts. Despite the low percentage of seeds produced, the total number of nuts was sufficient to warrant harvesting (Wood, 1934). The primary references made in 1933-1990 suggest that apomixis may have contributed to the high and regular production of some walnut varieties originating from spring frost regions (Valdiviesso, 1990). Scanty studies have reported walnut apomictic mechanisms through cytoembryological analysis. In 1964, the origin of apomictic seeds in walnut varieties grown in Germany was attributed to adventitious embryony based on the observation that no embryo sac was evident in many ovules examined (Schanderl, 1964). These results were not confirmed by Sartorius and Stösser (1997), since no difference was observed in embryo development between open-pollinated and isolated flowers of those varieties, so it was concluded that diplospory may occur in walnut because embryo development always begins within the embryo sac by dividing of the egg cell.

In the last two decades, apomixis has been reported in walnut in several countries around the world, with bagging isolation being the method most commonly employed for investigating apomixis in walnut (Table 1, for details see cited references). In addition to the bagging isolation of pistillate flowers methods, Grouh et al. (2011) reported the first successful production of haploids in Persian walnut through parthenogenesis induced by gamma-irradiated (600 Gy) pollen; they evaluated 64 plants for ploidy level, and found that 59 plants (92.18%) were diploid and five plants (7.82%) were haploid.

TABLE 1
www.frontiersin.org

Table 1 Available data on the observation of apomixis in Juglans regia along with information on the investigation tools.

According to results collected in 1920-1929 in California, different Persian walnut varieties artificially pollinated by their own and other varieties of pollen, matured seeds produced either by selfing or by outcrossing (Wood, 1934). The distinction between selfed and hybrid genotypes within sexually generated plants can be achieved by performing progeny tests using molecular markers. Generally, progenies are considered maternal if their DNA fingerprints are identical to those of their seed parents, while aberrant progenies are characterized by new markers of paternal origin, and some maternal markers being absent (Barcaccia et al., 1997; Barcaccia et al., 1998). Three putative classes can be distinguished within aberrant progenies: i) BII hybrids: the fingerprint shows maternal and paternal markers, with at least one of the maternal markers being segregated; ii) BIII hybrids: all maternal markers are conserved and one or more paternal markers exist; and iii) nonhybrids: paternal markers are absent and one or more maternal markers are lacking (including selfing and/or haploid parthenogenetic plants) (Barcaccia et al., 2007). Molecular marker analyses, including Restriction Fragment Length Polymorphism (RFLP) analysis and PCR-based DNA fingerprinting and genotyping techniques, have proven to be efficient tools for the identification of maternal and aberrant individuals in different progenies of Hypericum perforatum (Barcaccia et al., 2007), Citrus (Woo et al., 2019), Poa pratensis (Mazzucato et al., 1995), mango (Ochoa et al., 2012), Rosa section Caninae (dogroses) (Werlemark, 2000), and Malus sieboldii (wild apomictic apple) (Bisognin et al., 2009). SSR and AFLP tools identified differences between the hybrids of hickory (Carya cathayensis) and pecan (Carya illinoensis) from the Juglandaceae family, such that differential bands were detected between the paternal parent and the progeny, but no differences were detected between the maternal parent and the progeny or among the progeny (Zhang et al., 2012). Moreover, molecular marker tools have been employed successfully to assess genetic diversity and structure in populations among species with different reproductive systems, such as Lindera species (Lauraceae) (Nakamura et al., 2021), Taraxacum officinale (Majeský et al., 2012), Miconia albicans (Dias et al., 2018), Crataegus species (Lo et al., 2009) and Hypericum perforatum (Barcaccia et al., 2006).

In facultative apomicts, where sexual and asexual reproduction occurs side by side in the same plant, each sexual event results in segregating and/or recombinant offspring (Nogler, 1984). Based on the few reports available, it is possible that progenies from walnut genotypes may be composed of asexually (genetically maternal) and sexually (genetically aberrant) derived plants. Therefore, the purposes of this study were (i) to detect and assess sexually derived seedlings produced by either selfing or outcrossing from apomictically derived seedlings using progeny tests based on molecular markers, and (ii) to investigate the main cytological steps of the female sporogenesis and gametogenesis pathway and embryo development to establish the mechanisms characterizing the reproductive biology of walnut.

In this study, we systematically analyzed the reproductive origin of individual progeny plants from 8 different cultivated walnut genotypes using molecular markers and carried out cytohistological investigations on arising seeds set by isolated flowers from 5 cultivated walnut genotypes to shed light on the mode of reproduction of J. regia.

2 Materials and methods

2.1 Plant material

The experiments were conducted on a walnut collection belonging to the Research Station of Department of Horticultural Sciences, University of Tehran and on walnut plants from private orchards (Table 2). The followings were used as plant materials for molecular progeny tests: the progeny plants of two commercial walnut genotypes (P7-M/GBP, P8-M/Pedro) whose pistils and catkins were completely destroyed by freezing event and who set seeds from the secondary blooming without developing catkins, and the progeny of six walnut genotypes (P1-M/G52_DB_41, P2-M/G44_ZT, P3-M/Jamal, P4-M/G55_PDB, P5-M/G11_1, P6-M/G51_DB) able to set seeds after destruction of catkins by frosts and whose pistillate flowers were isolated by bags (bags made of Span band polypropylene (PP) polymers).

TABLE 2
www.frontiersin.org

Table 2 Plant material (8 maternal plus 102 progenies) of Juglans regia analyzed in the current study.

2.2 Cytological analysis of ovaries and ovules by microscopy

Five walnut genotypes were used for cytohistological investigation (Table 3). Isolated female flowers were collected every other day up to two months after anthesis (soon after they were distinguishable from the leaves rosette), followed by sampling every four days up to one month later if sufficient seeds were available. All the collected materials were fixed in FAA solution including ethanol (96%): formaldehyde: glacial acetic acid (17:2:1) and stored in ethanol (70%), followed by dehydration in an ascendant ethanol series (80, 90, 95,100%), clearing by immersing in different proportions of absolute ethanol: toluene (2:1, 1:1, 1:2) and toluene only (repeated twice), and finally embedded in paraffin and sectioned at 7 µm slices with a rotary Micro DC 4055 microtome (Dideh Sabz, Urmia, Iran). After deparaffinization by toluene and a descendant ethanol series (100, 90, 80, 70, 50%), specimens were immersed in distilled water, stained using Meyer’s hematoxylin techniques and contrasted by eosin. Serial sections were studied under a light microscope (LABOMED model LX50 connected to LABOMED digital camera, iVu 3100) and a fluorescence microscope (BELL connected to BELL digital camera, Model BLACKL 3000, Italy). The developmental stages of the ovule, including megasporogenesis, megagametogenesis, and embryo development were evaluated from the perspective of reproductive strategy in the laboratory of Plant Cell Developmental Biology, Department of Biology, Bu-Ali Sina University, Hamedan, Iran. At least 50 flowers were analyzed for each stage listed above.

TABLE 3
www.frontiersin.org

Table 3 Numbers of cytological stages observed in bulk ovaries (2.5- 5.5 mm in diameter) from developing fruits of five walnut (Juglans regia) genotypes during megasporogenesis and mega gametogenesis.

2.3 Genomic DNA extraction and genotyping by SSR markers

Genomic DNA was extracted from 200 mg of freeze-dried fresh leaves per sample using a modified CTAB method reported by de la Cruz et al. (1997) and Sánchez-Hernández and Gaytán-Oyarzún (2006). Thirty microsatellite regions or SSR loci of walnut were chosen from the literature (Woeste et al., 2002). The amplification efficiency and the polymorphism rate of the 30 SSR primer pairs were initially examined in singleplex and multiplex reactions on two samples chosen based on high phenotypic diversity in the laboratory of Genomics for Plant Breeding, DAFNAE, University of Padova, Italy.

The 7 SSR loci (Table 4) that amplified efficiently, providing unequivocal and polymorphic profiles, were then organized in two multiplexes and validated on 110 samples including the maternal parents (n=8) and their offspring (n=102; Table 2). The forward primers were tagged by the addition of oligo sequence tails M13, PAN1, PAN2 and PAN3 labeled to the 5’ end to be used in PCR along with the complementary fluorophore oligonucleotides 6-FAM, NED, PET and VIC. The PCR reaction consisted of diluted gDNA template (20 ng μL-1), Platinum Multiplex PCR Master Mix (1x) (Applied Biosystems, Carlsbad, CA, USA), 10% GC enhancer (Applied Biosystems), 0.05 μM tailed forward primer (Invitrogen, Carlsbad, CA, USA), 0.1 μM reverse primer (Invitrogen), 0.23 μM universal primer (Invitrogen) and sterile dd-water to reach a reaction volume of 20 μL. A 9600 Thermal Cycler (Applied Biosystems) was used with the following conditions: 5 min at 95°C, followed by 5 cycles of 95°C for 30 s, 54/58°C (Ta belonging to two different multiplexes) for 45 s, with the temperature being decreased by 1°C with each cycle, and 72°C for 45 s; then 35 cycles of 95°C for 30 s, 49/53°C (Ta belonging to two different multiplexes) for 45 s, and 72°C for 45 s, followed by the final extension step of 60°C for 30 min. Amplicons were first run by means of agarose gel electrophoresis (2% agarose): TAE buffer (1x): Sybr Safe DNA stain (1x) (Life Technologies) and visualized on an Uvidoc HD6 transilluminator (Uvitec, Cambridge, UK) equipped with a digital camera. Amplification products were then dried at 65°C for 1 h and subjected to capillary electrophoresis (ABI PRISM 3130xl Genetic Analyzer, Thermo Fisher), and the alleles were sized using Peak Scanner Software 1.0 (Applied Biosystems) with LIZ 500 (Applied Biosystems) as an internal size standard.

TABLE 4
www.frontiersin.org

Table 4 Information on the 7 SSR loci validated using 110 walnut samples.

2.4 Data analysis

Measures of genetic diversity, including the total number of observed alleles (Na), the number of effective alleles (Ne), the observed and expected heterozygosity (Ho/He), and the Shannon index (I) of phenotypic diversity for each locus, were estimated using GenAlEx 6.5 software. The polymorphism information content (PIC) was calculated using Excel Microsatellite Toolkit as follows:

PIC=1i=1npi2

In which n is the total number of alleles detected for the locus and pi is the frequency of the ith allele of the locus in the set of 110 samples investigated (Anderson et al., 1993).

Pairwise genetic similarity estimates were calculated between maternal plants and their progeny plants in all possible comparisons based on the Jaccard similarity index (Jaccard, 1908). Hierarchical clustering (UPGMA) with the probability value AU (approximately unbiased p value) of multiscale bootstrap resampling method (bootstrap replicates=1000) was obtained through the function implemented in the “pvclust” (Suzuki and Shimodaira, 2006) package of the free R software (version 4.2.2).

2.5 Ploidy level estimate by flow cytometry

Ploidy level was evaluated by flow cytometry analysis of stained nuclei by 4′,6-diamidino-2-phenylindole (DAPI), isolated from leaves of 40 walnut progenies in the laboratory of Genomics for Plant Breeding, DAFNAE, University of Padova, Italy. In brief, 35 progenies that -based on SSR data- were predicted to be the result of outcrossing were analyzed to identify any possible polyploid BIII hybrid. Similarly, 5 progenies that -based on SSR data - were predicted to be the result of selfing were analyzed to identify any possible parthenogenesis-derived haploid accession through flow cytometry (CyFlow Ploidy Analyzer, Sysmex, DE). Following the procedure outlined in the CyStain UV Precise protocol, Approximately, 0.5 cm2 of young fresh leaves were chopped with 0.5 ml of Nuclei Extraction Buffer (Sysmex Partec) and incubated for 2 minutes at room temperature. Then, each sample was filtered (30 µm CellTrics®, Sysmex) and incubated in 2 ml of staining buffer for 60 sec before analysis (blue fluorescence emission= 435-500 nm; flow rate of 4 µl/sec). Fluorescence histograms were evaluated using Flowing software 2.

3 Results and discussion

3.1 With regard to the first component of apomixis, apomeiosis, the cytohistological findings do not conform with the widely accepted concept of apomixis

We described and quantified the developmental stages of the walnut ovule in five different maternal walnut genotypes, detailing megasporogenesis and megagametogenesis to detect the predominant reproductive strategy (Table 3). It is necessary to specify that among the examined genotypes, micrographs were taken from two of them (i.e. P1-M/G52_DB-41 and P2-M/G44_ZT) for summarizing the main events and features of female sporogenesis and gametogenesis.

The walnut ovary was found to contain a single orthotropous ovule, which is unitegmic, crassinucellate and derived from the basal placenta (Figure 1). All genotypes demonstrated identical patterns during the megasporogenesis stages. A distinct megasporocyte or megaspore mother cell (MMC) was found to be situated roughly in the middle of at least five to six parietal layers that ultimately separate the MMC from the nucellar epidermis (Figures 1A, F). This cell progressed through the first meiosis, forming a dyad, and the second meiosis, yielding a linear tetrad of megaspores (Figure 1), which morphologically resembled those found in the sexual process. At this point, the functional megaspore at the chalazal end was already more extensive and more vacuolated than the others, and evolved into the embryo sac. The other three micropylar megaspores naturally degenerated (Figures 1C, I, J). MMCs typically underwent complete meiosis, except in some cases (0.8-1%; Table 3), in which abnormalities were found, including more than one linear tetrad (Figure 2A), followed by two embryo sacs (4%; Table 3) lying side by side or end to end (Figures 2B, C). Additionally, (2%; Table 3), binuclear functional megaspores (Figures 1D, E) were rarely observed instead of normal uninuclear products, possibly indicating post-meiotic restitution or endoreduplication.

FIGURE 1
www.frontiersin.org

Figure 1 Megasporogenesis in genotype P1-M/G52_DB-41 (A–E) and genotype P2-M/G44_ZT (F–J) in longitudinal sections of the ovules. (A) Megasporocyte in crassinucellate ovule (arrowhead). (B) Cytokinesis individualizing two daughter cells in the first phase of meiosis (arrow). (C) Formation of a linear tetrad of megaspores (arrowhead) as result of second phase of meiosis; note that the chalazal megaspore is larger than the others. (D, E) Post-meiotic anomaly in megasporogenesis which binuclear functional megaspores were formed (arrow). (F) Megasporocyte (arrow). (G) Imbalance dyad (arrow). (H) Balance dyad (arrow). (I, J) Tetrad with large chalazal functional megaspore and degenerating three micropylar megaspore. MMC, Megasporocyte; FM, Functional megaspore; DM, Degenerating megaspores.

FIGURE 2
www.frontiersin.org

Figure 2 (A) Abnormalities including more than one linear tetrad (arrow head). (B, C) Two embryo sacs lying side by side or end to end (arrows). ES, Embryo sac.

We found no significant differences between the genotypes during the early and final mega-gametogenesis phases. Three consecutive mitotic divisions progressed through a functional megaspore to generate an eight-nucleate embryo sac. A two-nucleate embryo sac was formed as a consequence of the first mitosis, in which two nuclei migrated to the opposite poles of the micropylar-chalazal axis (Figures 3A, B, E, F). These two nuclei were then divided into a four-nucleate embryo sac (Figures 3C, G). Eight nuclei (Figures 3D, H), four at the chalazal pole and four at the micropylar pole, resulted after the third and final mitosis. All genotypes demonstrated the polygonum type (seven-celled/eight-nucleate) of the embryo sac (Table 3), recognized by three antipodals, two polar nuclei, and an egg apparatus (two synergids and the egg cell) in the final phase of mega-gametogenesis (Figure 4). Both embryo and endosperm tissues followed developmental stages typical of fertilized ovaries after double fertilization. Once the embryo reached the 32 or 64-cell stage, the cellular endosperm constitution was quite evident at micropylar regions (Figure 5B). Further embryo development stages including, 8-cell, 64-cell, globular, heart-shaped, torpedo-shaped, and cotyledon stage (Figures 5A–E) conformed the zygotic nature of the embryos located in the expected region, close to micropylar end (Figures 5F, G). Nearly 17% of the embryos were found positioned far from the expected micropylar end zone, at the middle of embryo sac (Figures 5H–J; Table 5). Furthermore, we observed that very few ovules contained an embryo-like structure outside the embryo sac (adventitious embryony) and or polyembryony in genotype P1-M/G52_DB-41 (Figures 5I, J).

FIGURE 3
www.frontiersin.org

Figure 3 First phase of mega-gametogenesis in genotype P1-M/G52_DB-41 (A–D) and genotype P2-M/G44_ZT (E–H), longitudinal sections of the ovules. (A, E) Megagametophyte development from the beginning of the first mitosis. (B, F) Two-nucleated megagametophyte. (C, G) Four-nucleated megagametophyte after the second mitosis. (D, H) Eight-nucleated megagametophyte after the third mitosis. ES, Embryo sac; n, Nucellus.

FIGURE 4
www.frontiersin.org

Figure 4 Late phase of mega-gametogenesis in P2-M/G44_ZT (A–D) and P1-M/G52_DB-41 (E, F) genotypes, longitudinal sections of embryo sac. (A) ea, Egg apparatus; Sy, Synergid; pn, Polar nuclei; zy, Zygote; ec, Egg cell; ap, Antipodes; Mi, Micropylar zone.

FIGURE 5
www.frontiersin.org

Figure 5 Embryo development in genotype P1-M/G52_DB-41. (A) 4-cell embryo. (B) 64-cell embryo. (C) globular embryo. (D) heart shape embryo. (E) cotyledon shape embryo. (F, G) embryo positioned at right zone close to micropylar end. (H) embryo positioned at wrong zone far from micropylar end. (I) embryo-like structure positioned outside of the embryo sac. (J) Polyembryony and Embryos located far from micropylar zone. Embryo, arrow and head arrow. es, embryo sac.

TABLE 5
www.frontiersin.org

Table 5 Observed positions of embryos in ovules from walnut genotypes. following positions:.

Based on cytological data available in the literature, both diplosporous apomixis and adventitious embryony seems to be possible in J. regia. Despite Sartorius and Stösser (1997) hypothesized that walnut could be characterized by diplospory, our cytohistological results did not support the occurrence of apomeiosis. However, we observed few post-meiotic anomalies in megasporogenesis and, in particular, the formation of binuclear functional megaspores in genotype P1-M/G52_DB_41. This was previously observed in Miconia albicans after meiosis II, supporting the hypothesis of endoreduplication or restitution events (Caetano et al., 2013). However, in our genotypes the MMC typically went through complete meiosis and the ovules displayed the typical polygonum type development of the embryo sac. As a matter of fact, neither diplosporic mechanisms nor aposporic initials have been documented. Our results indicated that embryo development started with egg cell division inside the embryo sac. About 80% of embryos were positioned close to the micropylar end zone inside the embryo sac. The observation of a few embryos positioned far from micropylar end with unknown origin and one embryo outside the embryo sac were in agreement with Schanderl (1964) and Valdiviesso (1990) were the apomixis-derived embryo resulted located apart from micropylar end from nucellus somatic cells, as a result of adventitious embryony.

3.2 Based on microsatellite genotyping and cytometric results, asexual reproduction strategy is unlikely to occur in the studied walnut genotypes

We used 7 polymorphic SSR nuclear loci to genotype 102 progenies obtained from controlled crosses (isolated by bagging) and after a second pistillate flowers production (after freezing events). The related mother plants (n=8) were also genotyped (Table S1). Overall, thirty-five marker alleles, ranging from 4 (WGA 4, and WGA 42) to 7 alleles (WGA 65) per locus, were observed among the 110 walnut individuals with a mean value of 5 alleles per locus (Table 6). This value was in full agreement with what observed by Ebrahimi et al. (2011) (i.e. 5.1), but lower than those reported by Aradhya et al. (2010), and Ebrahimi et al. (2017) (10 and 7, respectively), possibly due to the small number of mother plants initially used in the experiment. The number of effective alleles ranged from 2.11 (WGA 42) to 5.26 (WGA 65). Based on the Botstein et al. (1980) classification, all the SSRs used were highly polymorphic, with PIC values always exceeding 0.5. The mean value of the polymorphism information content (PIC) across all marker loci was 0.61, with estimates ranging from a minimum of 0.52 (WGA 42) to a maximum of 0.81 (WGA 65). In addition, the mean value of Shannon’s information index (I) was 1.12, ranging from 0.82 (WGA 42) to 1.74 (WGA 65) (Table 6), lower than the values reported by Vahdati et al. (2015) (I = 1.79). The analysis of plant genotypes revealed an average observed heterozygosity (Ho) equal to 0.65, varying from 0.35 to 0.95. Overall, the average heterozygosity for single individuals was found to be relatively high, consistently with the putatively high outcrossing rates of walnut.

TABLE 6
www.frontiersin.org

Table 6 SSR descriptive statistics reporting marker locus name, sample size of individuals successfully amplified for each locus, number of observed alleles (Na), number of effective alleles (Ne), observed heterozygosity (Ho), expected heterozygosity (He), Shannon’s information index (I) and polymorphic information content (PIC).

All maternal genotypes generated unique molecular profiles based on the seven marker loci (Table S1) and resulted therefore distinguishable from each other. The mother plants were heterozygous for at least 3 (up to 6) microsatellite loci, which was sufficient to distinguish different origins of reproduction. Each progeny plant was analyzed for all seven SSR loci and a UPGMA tree was then constructed for each population using the matrix of the genetic similarity estimates calculated in all possible pairwise combinations (Figure 6). Based on the genotyping data, three possible scenarios were expected: i) offspring with a molecular profile identical to that of the mother plant, likely resulting from apomixis (Figure 7A); ii) offspring with a molecular profile characterized by maternal and non-maternal (paternal) alleles, and therefore the result of outcrossing (Figure 7A); iii) offspring with a molecular profile characterized by some of the possible maternal alleles (and no non-maternal alleles), likely resulting from selfing (Figure 7B).

FIGURE 6
www.frontiersin.org

Figure 6 UPGMA dendrograms based on pairwise genetic similarity matrixes. Dendrograms for eight walnut population using UPGMA method based on the Jaccard similarity index showing genetic similarity within populations including progeny plants and maternal genotypes (indicated as M) of Juglans regia. Only bootstrap values above 50 were reported in the Figure.

FIGURE 7
www.frontiersin.org

Figure 7 Genotyping analysis of progenies using WGA65 marker (A) and WGA4 marker (B) to detect progeny origin and reproductive strategy in 8 walnut genotypes. A plant was considered the result of selfing (non-hybrids) when paternal markers were absent and one maternal marker was lacking, whereas it was considered the result of outcrossing when displaying one maternal and one nonmaternal (i.e. paternal) markers. Finally, a progeny was considered the result of apomixis event when all maternal markers conserved. Arrows indicate allele peaks detected.

Considering all 7 SSR loci, none of the offspring was genetically identical to their mother parent and hence apomixis was not recorded in the investigated genotypes (Figure 6 and Table 7).

TABLE 7
www.frontiersin.org

Table 7 Progeny plants origin aroused from 8 walnut genotypes based on the allele pattern at selected SSR loci.

Populations 2, 5, 6, 7 and 8 resulted exclusively constituted by progenies deriving from outcrossing. Indeed, each of the above-mentioned offspring showed non-maternal alleles in at least one SSR locus. In contrast, the proportion of progenies originated by selfing in populations 1, 3 and 4 ranged between 17% and 33% (Table 7). The similarity coefficient of individual progenies originated by outcrossing when compared to their mother parent ranged from a minimum of 0.71 to a maximum of 0.95. By contrast, the genetic similarity values calculated between progenies originated by selfing and their mother parent ranged from 0.88 to 0.97 (Table 7 and Figure 8).

FIGURE 8
www.frontiersin.org

Figure 8 Frequency histogram of similarity coefficient between progeny originated by outcrossing and selfing and their mother parent among 8 populations in Juglans regia.

All the samples (n=40) analyzed by flow cytometry resulted diploids (Figure 9). For 33 out of 40 samples, this finding was in agreement with the SSR data. On the contrary, the remaining seven samples were expected to be triploids, in light of the WGA 65 triallelic SSR locus. This result partially confirms the hypothesis according to which a single three-allelic locus does not always imply triploidy (Draga et al., 2023). Furthermore, since no haploid or polyploid sample was observed, the cytometric analysis was also useful to demonstrate the total lack of accessions classifiable as non-hybrid or BIII hybrid.

FIGURE 9
www.frontiersin.org

Figure 9 Ploidy evaluation by flow cytometry analysis of DAPI stained nuclei in suspensions isolated from leaves of 40 walnut progenies to identify BIII hybrids and progeny originated by selfing from haploid parthenogenesis: The peaks in green indicate the diploid progenies originated by selfing, whereas the yellow-colored peaks represent diploid progenies originated by outcrossing.

Apomixis rates (defined as fruit set rate after bagging isolation) of 9.5-15.6% (Zhang et al., 2000), 13.1-76.8% (Guo-Liang et al., 2007) and 24.7% (Guoliang et al., 2010) have been reported for walnut trees grown in China. On the other hand, in the Romanian and Turkish walnut cultivars studied by Cosmulescu et al. (2012) and Şan and Dumanoğlu (2006), data showed that the seed set rate after bagging was low and insufficient for commercial seed and crop production. Bagging isolation has been so far the most commonly employed method for investigating apomixis in walnut. However, in most of the previous studies, the twigs containing flowers were typically protected by a single bag and, in species were the pollen is mostly wind dispersed (including walnut), the risk of contamination by pollen remains very high (Saomitou-Laprade et al., 2017). In this study, despite isolating female flowers by bagging and considering that the male catkins of the genotypes studied were mainly destroyed by the spring frost, we proved that 92% of progeny plants were derived from outcrossing, and 8% were produced by selfing. This would suggest that bagging isolation alone cannot be relied upon to determine whether apomixis occurs in walnut, and that complementary molecular progeny tests and cytological analyses of the progenies are needed. Our genotyping analyses did not support any asexual mode of reproduction and all individuals studied were identified as zygotic plants. Based on cytometric analysis, all progenies resulting from outcrossing and selfing were diploids, indicating that triploid and haploid status was not prevalent among the tested genotypes. On the other hand, based on cytohistological results, gametophytic apomixis is unlikely to occur in the walnut genotypes studied, although adventitious embryony cannot be completely ruled out, as the embryos derived from sporophytic apomixis are commonly diploid.

The present findings resulted in agreement with general expectations considering previous reports in walnut (Wood, 1934; Loiko, 1990). According to these studies, some pistils are produced at second or third time upon new flash growth following the freeze event, apparently without any possible chance of receiving pollen or developing nuts. In the absence of further complementary evidence, it has so far been hypothesized that a possible progeny may have been formed via apomixis (even with rates up to 78.8% - 81.2%). On the contrary, combining cytohistological, genotypic and flow citometry analyses, we were able to prove that all the progenies originated through a sexual process and with a high outcrossing rate, despite the use of bagged mother plants whose primary pistils and catkins were completely destroyed by freezing weather, and whose secondary blooming did not involve catkins development.

4 Conclusion

Although the possibility of apomictic seed set based on female flower bagging isolation and few brief histological studies have been reported in J. regia, our flow cytometric and genotyping analyses did not support any asexual mode of reproduction and all individuals studied were identified as zygotic plants. Likewise, our cytological findings showed that mega-gametogenesis produced a polygonum-type embryo sac in all genotypes and the embryos developed correctly through fertilization of the egg cell. Therefore we did not confirm the first component of apomixis (apomeiosis) in walnut. In contrast, our cytohistological studies indicated that adventitious embryony occurs at a very low frequency in these genotypes. The occurrence of gametophytic apomixis is therefore unlikely in J. regia, but sporophytic apomixis cannot be completely ruled out in this species. However, the genotyping results confirmed that the walnut seeds produced after freezing events from the second and third pistillate flowers production and with no staminate flowers available, all resulted from sexual reproduction, mainly from outcrossing events.

Data availability statement

The original contributions presented in the study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author.

Author contributions

SS: Conceptualization, Formal Analysis, Investigation, Methodology, Writing – original draft. RF: Conceptualization, Funding acquisition, Project administration, Supervision, Writing – review & editing. ZZ: Conceptualization, Supervision, Writing – review & editing. ACR: Funding acquisition, Methodology, Supervision, Writing – review & editing. FP: Supervision, Writing – review & editing. GB: Conceptualization, Funding acquisition, Methodology, Supervision, Writing – review & editing.

Funding

The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by the Iran National Science Foundation, the Center of Excellence for Temperate Fruit Trees, University of Tehran, Iran, Laboratory of Plant Cell Developmental Biology, Department of Biology, Bu-Ali Sina University, Iran and Laboratory of Genomics for Plant Breeding, DAFNAE – Campus of Agripolis, University of Padova, Legnaro (PD), Italy.

Acknowledgments

We would like to thank Prof. Dr. Ali Ebadi (The University of Tehran) for providing some personal plant material, Dr. Hassan Sarikhani (Bu-Ali Sina University) for hosting collaboration, and Dr. Francesco Scariolo and graduate students Samela Draga (University of Padua) and Kolsoum Azizi (Bu-Ali Sina, Hamadan University) for their technical guide in the laboratory activities of this project.

Conflict of interest

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.

The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.

Publisher’s note

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.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fpls.2023.1270381/full#supplementary-material

References

Anderson, J. A., Churchill, G. A., Autrique, J. E., Tanksley, S. D., Sorrells, M. E. (1993). Optimizing parental selection for genetic linkage maps. Genome 36, 181–186. doi: 10.1139/g93-024

PubMed Abstract | CrossRef Full Text | Google Scholar

Aradhya, M., Woeste, K., Velasco, D. (2010). Genetic diversity, structure and differentiation in cultivated walnut (Juglans regia L.). Acta Hortic. 861, 127–132. doi: 10.17660/ActaHortic.2010.861.16

CrossRef Full Text | Google Scholar

Asadian, G., Pieber, K. (2005). Morphological variations in walnut varieties of the Mediterranean regions. Int. J. Agric. Biol. 7, 71–73. doi: 10.1093/jhered/93.1.58

CrossRef Full Text | Google Scholar

Barcaccia, G., Arzenton, F., Sharbel, T. F., Varotto, S., Parrini, P., Lucchin, M. (2006). Genetic diversity and reproductive biology in ecotypes of the facultative apomict Hypericum perforatum L. Heredity (Edinb). 96, 322–334. doi: 10.1038/sj.hdy.6800808

PubMed Abstract | CrossRef Full Text | Google Scholar

Barcaccia, G., Bäumlein, H., Sharbel, T. F. (2007). “Apomixis in St. John’s wort: an overview and glimpse towards the future,” in Apomixis. Mechanisms and perspectives, eds. Horandl, E., Grossniklaus, U., Van Dijk, P., Sharbel, T. F. (Vienna: International Association of Plant Taxonomy, Koeltz Scientific Books), 259–280.

Google Scholar

Barcaccia, G., Mazzucato, A., Albertini, E., Zethof, J., Gerats, A., Pezzotti, M., et al. (1998). Inheritance of parthenogenesis in Poa pratensis L.: auxin test and AFLP linkage analyses support monogenic control. Theor. Appl. Genet. 97, 74–82. doi: 10.1007/s001220050868

CrossRef Full Text | Google Scholar

Barcaccia, G., Mazzucato, A., Belardinelli, A., Pezzotti, M., Lucretti, S., Falcinelli, M. (1997). Inheritance of parental genomes in progenies of Poa pratensis L. from sexual and apomictic genotypes as assessed by RAPD markers and flow cytometry. Theor. Appl. Genet. 95, 516–524. doi: 10.1007/s001220050592

CrossRef Full Text | Google Scholar

Bisognin, C., Seemüller, E., Citterio, S., Velasco, R., Grando, M. S., Jarausch, W. (2009). Use of SSR markers to assess sexual vs. apomictic origin and ploidy level of breeding progeny derived from crosses of apple proliferation-resistant Malus sieboldii and its hybrids with Malus × domestica cultivars. Plant Breed. 128, 507–513. doi: 10.1111/j.1439-0523.2008.01614.x

CrossRef Full Text | Google Scholar

Botstein, D., White, R. L., Skolnick, M., Davis, R. W. (1980). Construction of a genetic linkage map in man using restriction fragment length polymorphisms. Am. J. Hum. Genet. 32, 314.

PubMed Abstract | Google Scholar

Caetano, A. P. S., Simao, D. G., Carmo-Oliveira, R., Oliveira, P. E. (2013). Diplospory and obligate apomixis in Miconia albicans (Miconieae, Melastomataceae) and an embryological comparison with its sexual congener M. chamissois. Plant Syst. Evol. 299, 1253–1262. doi: 10.1007/s00606-013-0793-y

CrossRef Full Text | Google Scholar

Cosmulescu, S. N., Mihai, B., Achim, G. (2012). Determination of apomictic fruit set ratio in several Romanian walnut (Juglans regia L.) cultivars. Not. Bot. Horti. Agrobot. Cluj-Napoca 40, 229–233. doi: 10.15835/nbha4016407

CrossRef Full Text | Google Scholar

de la Cruz, M., Ramirez, F., Hernandez, H. (1997). DNA isolation and amplification from cacti. Plant Mol. Biol. Rep. 15, 319–325. doi: 10.1023/A:1007428818078

CrossRef Full Text | Google Scholar

Dias, A. C. C., Serra, A. C., Sampaio, D. S., Borba, E. L., Bonetti, A. M., Oliveira, P. E. (2018). Unexpectedly high genetic diversity and divergence among populations of the apomictic Neotropical tree Miconia albicans. Plant Biol. 20, 244–251. doi: 10.1111/plb.12654

CrossRef Full Text | Google Scholar

Draga, S., Palumbo, F., Miracolo Barbagiovanni, I., Pati, F., Barcaccia, G. (2023). Management of genetic erosion: The (successful) case study of the pear (Pyrus communis L.) germplasm of the Lazio region (Italy). Front. Plant Sci. 13, 1099420. doi: 10.3389/fpls.2022.1099420

PubMed Abstract | CrossRef Full Text | Google Scholar

Ebrahimi, A., Fatahi, R., Zamani, Z. (2011). Analysis of genetic diversity among some Persian walnut genotypes (Juglans regia L.) using morphological traits and SSRs markers. Sci. Hortic. (Amsterdam) 130, 146–151. doi: 10.1016/j.scienta.2011.06.028

CrossRef Full Text | Google Scholar

Ebrahimi, A., Zarei, A. K., McKenna, J. R., Bujdoso, G., Woeste, K. E. (2017). Genetic diversity of Persian walnut (Juglans regia) in the cold-temperate zone of the United States and Europe. Sci. Hortic. (Amsterdam) 220, 36–41. doi: 10.1016/j.scienta.2017.03.030

CrossRef Full Text | Google Scholar

Grouh, M. S. H., Vahdati, K., Lotfi, M., Hassani, D., Biranvand, N. P. (2011). Production of haploids in Persian walnut through parthenogenesis induced by gamma-irradiated pollen. J. Am. Soc Hortic. Sci. 136, 198–204. doi: 10.21273/JASHS.136.3.198

CrossRef Full Text | Google Scholar

Guo-Liang, W., Yan-hui, C., Peng-fei, Z., Yang Jun-qiang, Y., Yu-qin, S. (2007). Apomixis and New Selections of Walnut. in Acta Horticulturae (International Society for Horticultural Science (ISHS), Leuven, Belgium) 760, 541–548. doi: 10.17660/actahortic.2007.760.77

CrossRef Full Text | Google Scholar

Guoliang, W., He, L., Qunlong, L., Yong, W., Pengfei, Z. (2010). ‘Qinquan 1’, a new apomixis walnut cultivar. Fruits 65, 39–42. doi: 10.1051/fruits/2009040

CrossRef Full Text | Google Scholar

Jaccard, P. (1908). Nouvelles recherches sur la distribution florale. Bull. Soc Vaud. Des. Sci. Nat. 44, 223–270.

Google Scholar

Lo, E. Y. Y., Stefanović, S., Dickinson, T. A. (2009). Population genetic structure of diploid sexual and polyploid apomictic hawthorns (Crataegus; Rosaceae) in the Pacific Northwest. Mol. Ecol. 18, 1145–1160. doi: 10.1111/j.1365-294X.2009.04091.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Loiko, R. E. (1990). Apomixis of walnut. Acta Hortic. 284, 233–236. doi: 10.17660/actahortic.1990.284.31

CrossRef Full Text | Google Scholar

Majeský, L., Vašut, R. J., Kitner, M., Trávníček, B. (2012). The pattern of genetic variability in apomictic clones of Taraxacum officinale indicates the alternation of asexual and sexual histories of apomicts. PloS One 7 (8), e41868. doi: 10.1371/journal.pone.0041868

PubMed Abstract | CrossRef Full Text | Google Scholar

Manning, W. E. (1978). The classification within the Juglandaceae. Ann. Missouri Bot. Gard. 65, 1058–1087. doi: 10.2307/2398782

CrossRef Full Text | Google Scholar

Mazzucato, A., Barcaccia, G., Pezzotti, M., Falcinelli, M. (1995). Biochemical and molecular markers for investigating the mode of reproduction in the facultative apomict Poa pratensis L. Sex Plant Reprod. 8, 133–138. doi: 10.1007/BF00242256

CrossRef Full Text | Google Scholar

McGranahan, G., Leslie, C. (2009). “Breeding Walnuts (Juglans Regia),” in Breeding Plantation Tree Crops: Temperate Species (New York, NY: Springer New York), 249–273. doi: 10.1007/978-0-387-71203-1_8

CrossRef Full Text | Google Scholar

Nakamura, M., Nanami, S., Okuno, S., Hirota, S. K., Matsuo, A., Suyama, Y., et al. (2021). Genetic diversity and structure of apomictic and sexually reproducing lindera species (Lauraceae) in Japan. Forests 12, 1–13. doi: 10.3390/f12020227

CrossRef Full Text | Google Scholar

Nogler, G. (1984). “Gametophytic apomixis,” in Embryology of angiosperms. Ed. Johri, B. M. (Berlin, Heidelberg: Springer Berlin Heidelberg), 475–518. doi: 10.1007/978-3-642-69302-1_10

CrossRef Full Text | Google Scholar

Ochoa, E., del, C. M., Andrade-Rodríguez, M., Rodríguez, M. R., Monter, A. V. (2012). Identification of zygotic and nucellar seedlings in polyembryonic mango cultivars. Pesqui. Agropecuária Bras. 47, 1629–1636. doi: 10.1590/S0100-204X2012001100010

CrossRef Full Text | Google Scholar

Pereira, J. A., Oliveira, I., Sousa, A., Ferreira, I. C. F. R., Bento, A., Estevinho, L. (2008). Bioactive properties and chemical composition of six walnut (Juglans regia L.) cultivars. Food Chem. Toxicol. 46, 2103–2111. doi: 10.1016/j.fct.2008.02.002

PubMed Abstract | CrossRef Full Text | Google Scholar

Prentović, M., Radišić, P., Smith, M., Šikoparija, B. (2014). Predicting walnut (Juglans spp.) crop yield using meteorological and airborne pollen data. Ann. Appl. Biol. 165, 249–259. doi: 10.1111/aab.12132

CrossRef Full Text | Google Scholar

Şan, B., Dumanoğlu, H. (2006). Determination of the apomictic fruit set ratio in some Turkish walnut (Juglans regia L.) genotypes. Turkish J. Agric. For. 30, 189–193.

Google Scholar

Sallom, A., Fatahi, R., Zamani, Z. (2023). Morphological, phenological, and pomological diversity among 130 seed-propagated Walnut (Juglans regia L.) Trees and Apomixis Study in Some Selected Genotypes. Erwerbs-Obstbau 65, 101–113. doi: 10.1007/s10341-022-00695-6

CrossRef Full Text | Google Scholar

Sánchez-Hernández, C., Gaytán-Oyarzún, J. C. (2006). Two mini-preparation protocols to DNA extraction from plants with high polysaccharide and secondary metabolites. Afr. J. Biotechnol. 5, 1864–1867.

Google Scholar

Saomitou-Laprade, P., Vernet, P., Vekemans, X., Castric, V., Barcaccia, G., Khadari, B., et al. (2017). Controlling for genetic identity of varieties, pollen contamination and stigma receptivity is essential to characterize the self-incompatibility system of Olea europaea L. Evol. Appl. 10, 860–866. doi: 10.1111/eva.12498

PubMed Abstract | CrossRef Full Text | Google Scholar

Sartorius, R., Stösser, R. (1997). “On the apomictic seed development in the walnut (Juglans regia l.),” Acta Horticulturae (International Society for Horticultural Science (ISHS), Leuven, Belgium), 225–229. doi: 10.17660/actahortic.1997.442.33

CrossRef Full Text | Google Scholar

Schanderl, H. (1964). Untersuchungen über die Blütenbiologie und Embryonenbildung von Juglans regia L. Biol. Zentrablatt 83, 71–102.

Google Scholar

Suzuki, R., Shimodaira, H. (2006). Pvclust: an R package for assessing the uncertainty in hierarchical clustering. Bioinformatics 22, 1540–1542. doi: 10.1093/bioinformatics/btl117

PubMed Abstract | CrossRef Full Text | Google Scholar

Vahdati, K., Mohseni Pourtaklu, S., Karimi, R., Barzehkar, R., Amiri, R., Mozaffari, M., et al. (2015). Genetic diversity and gene flow of some Persian walnut populations in southeast of Iran revealed by SSR markers. Plant Syst. Evol. 301, 691–699. doi: 10.1007/s00606-014-1107-8

CrossRef Full Text | Google Scholar

Valdiviesso, T. (1989). “Apomixis in Portuguese walnut varieties,” in Acta Horticulturae (International Society for Horticultural Science (ISHS), Leuven, Belgium), 284, 279–284. doi: 10.17660/actahortic.1990.284.38

CrossRef Full Text | Google Scholar

Werlemark, G. (2000). Evidence of apomixis in hemisexual dogroses, Rosa section Caninae. Sex Plant Reprod. 12, 353–359. doi: 10.1007/s004970000028

CrossRef Full Text | Google Scholar

Woeste, K., Burns, R., Rhodes, O., Michler, C. (2002). Thirty polymorphic nuclear microsatellite loci from black walnut. J. Hered. 93, 58–60. doi: 10.1093/jhered/93.1.58

PubMed Abstract | CrossRef Full Text | Google Scholar

Woo, J., Park, Y. C., Lee, J. W., Yun, S.-H., Kim, M., Park, S., et al. (2019). Evaluation of polyembryony for genetic resources and efficacy of simple sequence repeat markers for the identification of nucellar and zygotic embryo-derived individuals in citrus. Appl. Biol. Chem. 62, 1–11. doi: 10.1186/s13765-019-0437-1

CrossRef Full Text | Google Scholar

Wood, M. N. (1934). Pollination and blooming habits of the Persian walnut in California. U.S. Dept. of Agriculture, Washington, pp. 56. doi: 10.22004/ag.econ.163726

CrossRef Full Text | Google Scholar

Zhang, B., Wang, Z. J., Jin, S. H., Xia, G. H., Huang, Y. J., Huang, J. Q. (2012). A pattern of unique embryogenesis occurring via apomixis in Carya cathayensis. Biol. Plant 56, 620–627. doi: 10.1007/s10535-012-0256-2

CrossRef Full Text | Google Scholar

Zhang, M., Xu, Y., Ma, F. (2000). Study on the apomixis ability of walnut (Juglans regia) varieties. J. Fruit Sci. 17, 314–316.

Google Scholar

Keywords: cyto-histology, genotyping, plant reproduction, offspring, outcrossing

Citation: Solhjoo S, Fatahi R, Zamani Z, Chehregani Rad A, Palumbo F and Barcaccia G (2023) Is apomixis occurring in walnut (Juglans regia L.)? New data from progeny molecular tests and cytological investigations shed light on its reproductive system. Front. Plant Sci. 14:1270381. doi: 10.3389/fpls.2023.1270381

Received: 31 July 2023; Accepted: 14 November 2023;
Published: 01 December 2023.

Edited by:

Sergio Lanteri, University of Turin, Italy

Reviewed by:

Tim Sharbel, University of Saskatchewan, Canada
Ajoy Kumar Roy, Indian Council of Agricultural Research (ICAR), India

Copyright © 2023 Solhjoo, Fatahi, Zamani, Chehregani Rad, Palumbo and Barcaccia. 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.

*Correspondence: Reza Fatahi, fattahi@ut.ac.ir; Gianni Barcaccia, gianni.barcaccia@unipd.it

Disclaimer: 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.