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Frontiers in Plant Science logoLink to Frontiers in Plant Science
. 2018 Aug 14;9:1089. doi: 10.3389/fpls.2018.01089

Designing the Ideotype Mycorrhizal Symbionts for the Production of Healthy Food

Luciano Avio 1, Alessandra Turrini 1,2, Manuela Giovannetti 1,2,*, Cristiana Sbrana 3
PMCID: PMC6102486  PMID: 30154803

Abstract

The new paradigm in agriculture, sustainable intensification, is focusing back onto beneficial soil microorganisms, for the role played in reducing the input of chemical fertilizers and pesticides and improving plant nutrition and health. Worldwide, more and more attention is deserved to arbuscular mycorrhizal fungi (AMF), which establish symbioses with the roots of most land plants and facilitate plant nutrient uptake, by means of a large network of extraradical hyphae spreading from colonized roots to the surrounding soil and functioning as a supplementary absorbing system. AMF protect plants from biotic and abiotic stresses and are able to modulate the activity of antioxidant enzymes and the biosynthesis of secondary metabolites (phytochemicals), such as polyphenols, anthocyanins, phytoestrogens and carotenoids, that play a fundamental role in promoting human health. An increasing number of studies focused on the use of AMF symbionts for the production of functional food, with enhanced nutritional and nutraceutical value. Yet, while several plant species were investigated, only few AMF were utilized, thus limiting the full exploitation of their wide physiological and genetic diversity. Here, we will focus on AMF effects on the biosynthesis of plant secondary metabolites with health-promoting activity, and on the criteria for a finely tuned, targeted selection of the best performing symbionts, to be utilized as sustainable biotechnological tools for the production of safe and healthy plant foods.

Keywords: arbuscular mycorrhizal symbionts, healthy food, nutraceutical value, sustainable agriculture, secondary metabolism gene regulation, AMF functional diversity, health-promoting phytochemicals

Introduction

The new paradigm in agriculture, sustainable intensification, is focusing back onto beneficial soil microorganisms, for the role played in reducing the input of chemical fertilizers and pesticides, while improving plant nutrition and health (Philippot et al., 2013). Worldwide, more and more attention is deserved to arbuscular mycorrhizal (AM) fungi (AMF), a key functional group of beneficial soil microbes belonging to the subphylum Glomeromycotina (Spatafora et al., 2016), able to establish a mutualistic symbiosis with the roots of 80% of plant species (Smith and Read, 2008). These encompass the most important crops for human consumption, such as wheat, rice, corn, barley, pulses, oats and millet, grapevine, olive, vegetables like strawberries, potato, tomato, medicinal plants and economically important species, such as sunflower, sugarcane, cotton, tobacco, coffee, tea, cocoa, rubber and cassava. AMF do not show host specificity, but are asexual obligate biotrophs, unable to complete their life cycle without host plants.

AMF life cycle is simple: germinating spores originate a short-lived mycelium able to recognize the roots of host plants and to differentiate appressoria on their surface. Then appressoria produce hyphae growing intercellularly in the roots and arbuscules, a sort of haustoria formed within root cells, where nutrient exchanges between the two symbionts occur. Up to 20% of total plant photosynthates is transferred to AMF, which, as chemoheterotrophs, utilize them as carbon source (Jakobsen et al., 1992; Smith and Read, 2008; Giovannetti et al., 2012); such transfer enables AMF to grow and form new spores. On the other hand, the extensive extraradical mycelium (ERM) explores the surrounding soil beyond the depletion zone around roots, and increases the root absorbing surface (up to 40 times) (Giovannetti et al., 2001). ERM is able to uptake and translocate soil mineral nutrients, such as phosphorus (P), nitrogen (N), sulfur, potassium, calcium, iron, copper, and zinc, thus improving plant growth and biomass production (Lehmann and Rillig, 2015). In addition, AMF provide diverse ecosystem services, enhancing water uptake, and increasing plant tolerance to biotic and abiotic stresses (Gianinazzi et al., 2010), thereby decreasing the need of chemical fertilizers and pesticides inputs (Toussaint et al., 2008; Sikes et al., 2009).

Several studies reported that AMF may modulate the synthesis of secondary metabolites in host plants, leading to a higher activity of antioxidant enzymes and enhancing the levels of diverse phytochemicals with health-promoting activities (Sbrana et al., 2014). Such findings are very important, as worldwide both consumers and producers are increasingly interested in the health-promoting properties of plant-derived foods. Indeed a number of epidemiological studies reported the role played by some plant secondary metabolites, including polyphenols, glucosinolates, flavonoids and carotenoids in the prevention of chronic diseases, arteriosclerosis, heart diseases and cancer (Duthie, 2000; Johnson, 2002; Lund, 2003). For example, theaflavins and thearubigins from black teas showed antiproliferative action (Bhattacharya et al., 2009), grape seed extract exerted preventive effects against human colon carcinoma and lung epithelial cancer (Wang et al., 2007; Lazzè et al., 2009), luteolin, kaempherol, apigenin and myricetin from diverse fruits and vegetables possessed anti-inflammatory and antibacterial activities (Dillard and German, 2000) and essential oils from myrtle displayed antimutagenic and antigenotoxic properties (Mimica-Dukić et al., 2010). In addition, glucosinolates from broccoli, cauliflower and cabbage were able to modulate carcinogens metabolism and detoxification (Dillard and German, 2000; Tang et al., 2010), while allicin and its organosulfur derivatives from garlic showed antitumoral activities in diverse human cancers (Butt et al., 2009; Teiten et al., 2013; Zhang et al., 2015). Although such phytochemicals are expressed mainly depending on plant genotype, their production may be modulated by diverse agronomic and environmental factors, including AMF symbioses. Here, we will focus on AMF ability to modulate the biosynthesis of plant secondary metabolites with health-promoting activity, and on the criteria for a finely tuned, targeted selection of the best performing symbionts, to be utilized as sustainable biotechnological tools for the production of safe and healthy plant foods.

The production of phytochemicals by mycorrhizal plants

A large body of evidence showed that the establishment of AM symbiosis induces changes in plant physiology, modulating the activity of host cell primary and secondary metabolism (Fester and Hause, 2005; Lohse et al., 2005; Schliemann et al., 2008; Wipf et al., 2014; Schweiger and Müller, 2015; Cervantes-Gámez et al., 2016). Many authors investigated the changes induced by AMF in secondary metabolism, in relation to the production of functional compounds in roots, shoots, leaves, fruits and seeds of many different plant species (Sbrana et al., 2014).

Mycorrhizal plants produced higher amounts of phytochemicals with therapeutic value, such as the phytoestrogens biochanin A, formononetin, genistein, daidzein, showing a preventive action in osteoporosis, menopausal symptoms and degenerative diseases (Ososki and Kennelly, 2003; Khaosaad et al., 2008), sesquiterpene lactones, able to inhibit cell proliferation and tumor growth (Jurkiewicz et al., 2010; Teiten et al., 2013), the cardioactive and hypotensive alkaloid forskolin (Sailo and Bagyaraj, 2005), furanocoumarins (angelicin and psoralen) and the chemotherapeutic agents pterocarpans (erybraedin C and bitucarpin A), able to induce apoptosis in human colon carcinoma cell lines (Maurich et al., 2006; Pistelli et al., 2017).

Different species of medicinal and aromatic plants were investigated for their phytochemical contents upon mycorrhizal colonization, showing higher shoot levels of antioxidant compounds, such as rosmarinic acid, caffeic acid and essential oils in basil (Copetta et al., 2006, 2007; Toussaint et al., 2008; Rasouli-Sadaghiani et al., 2010), and anthraquinone derivatives, such as hypericin and pseudohypericin in Hypericum perforatum (Zubek et al., 2012). Also the levels of essential oils showed altered profiles in mycorrhizal Origanum sp. (Karagiannidis et al., 2011), and large increases in the fruits of mycorrhizal Coriandrum sativum, Anethum graveolens, Trachyspermum ammi, in the leaves of Artemisia annua and in the seeds of Foeniculum vulgare (Kapoor et al., 2002a,b; Chaudhary et al., 2008). Moreover, mycorrhizal plants of Stevia rebaudiana showed enhanced levels of the health-promoting compounds steviol glycosides (Tavarini et al., 2018).

Apart from medicinal plants and herbs, works investigating the phytochemical content of mycorrhizal plants cultivated for human consumption encompass a limited number of species, like lettuce, onion, tomato, maize, artichoke, strawberry, pepper and sweet potato (Table 1). Most of the data available on edible plant products have been obtained by studying single plant varieties, while only few works investigated the differential responses of cultivars/varieties belonging to the same species of food plants. For example, different mycorrhizal strawberry varieties did not show comparable levels of anthocyanins, anthocyanidins and vitamin C in fruits, while only some green and red leaf lettuce varieties contained larger amounts of anthocyanins, carotenoids, chlorophylls, tocopherol, and total phenolics, and showed a higher antioxidant activity, compared with control plants (Table 1). This represents a limitation of the studies performed so far, given the large number of old and new varieties currently grown worldwide, which could be investigated and selected on the basis of their ability to produce beneficial compounds upon mycorrhizal inoculation. Such a selection would be particularly important for some vegetable species considered functional foods, i.e., globe artichoke, for its hepatoprotective, anticarcinogenic, antioxidative and antibacterial activities, and tomato, for its ability to reduce the risks of cancer and cardiovascular diseases (Canene-Adams et al., 2005). Indeed, artichoke and tomato showed higher antioxidant activity and enhanced levels of health-promoting compounds when produced by AMF-inoculated plants (Table 1).

Table 1.

Secondary metabolites and antioxidant activities in mycorrhizal food plants.

Plant species Variety or cultivar AMF species Measured metabolites/antioxidant activity assay method Effect of AMF inoculation References
(A) GREENHOUSE OR MESOCOSM EXPERIMENTS
Solanum lycopersicum L.
graphic file with name fpls-09-01089-i0001.jpg F1 Hybrid, GS-15 Mix of: Glomus intraradices, Glomus mosseae, Glomus etunicatum (Soil and Water Institute of Iran) Lycopene (FW)
DPPHa
Increased concentration
Increased activity
Ordookhani et al., 2010
Guadalete Mix of: Glomus mosseae, Glomus caledonium, Glomus viscosum, Glomus intraradices, Glomus coronatum Lycopene and β-carotene
Lutein
Ascorbic acid
No effect

No effect
Decreased concentration
Copetta et al., 2011
Moneymaker Glomus intraradices IMA6 Lycopene (FW)
Total phenols (FW)
Ascorbic acid (FW)
Glutathione (FW)
ABTSb (FW)
Increased concentration
No effect
No effect
No effect
No effect
Giovannetti et al., 2012
Nemo-Netta Glomus mosseae (Biocult Ltd., South Africa) Lycopene (FW)

Total flavonoids (FW)
Ascorbic acid (FW)
ABTS
Increased concentration, only at late inoculation time
No effect
No effect
No effect
Nzanza et al., 2012b
Moneymaker Funneliformis mosseae BEG12 and/or Rhizophagus irregularis BB-E (Agrauxine, F) Lycopene (FW) Mixed inoculation: no effect; single isolate inoculation: increased concentration Hart et al., 2015
β-carotene and
total carotenoids (FW)
Mixed inoculation: increased concentration;
single isolate inoculation: no effect
29 Odor-active volatile compounds Distinct phytochemical profiles, but variable quantitative effects
Komeett Rhizophagus irregularis (Premier Tech Inc., Canada) DPPH (DW)
Vitamins B1, B3, B5, B6, ascorbic acid (FW)
Vitamin B6, ascorbic acid (DW)
Total carotenoids (DW)
No effect
No effect

Decreased concentration

Increased concentration
Hart et al., 2015
Capsicum annuum L.
graphic file with name fpls-09-01089-i0002.jpg San Luis Glomus fasciculatum or Mix1 (Glomus constrictum, Glomus geosporum, Glomus fasciculatum, Glomus tortuosum) or Mix2 (Glomus aggregatum, Glomus deserticola, Glomus geosporum, Glomus microaggregatum, Sclerocystis coremioides) Carotenes

Xanthophylls

Capsaicinoids
Increased concentration by Mix2
Increased concentration by Mix2
No effect
Mena-Violante et al., 2006
Cacho de cabra Glomus intraradices (commercial) Glomus claroideum (native) Ascorbic acid (FW) Increased concentration (native), no effect (commercial) Castillo et al., 2009
Fragaria x ananassa Duch.
graphic file with name fpls-09-01089-i0003.jpg Aromas Glomus intraradices (Premier Tech Biotechnologies Company, Canada) Total phenols (DW)
p-coumaric acid (DW)


Gallic, ferulic, ellagic acids (DW)

Cyanidin-3-glucoside (DW)
Pelargonidin-3-glucoside (DW)
Quercetin and kaempferol (DW)
Catechin (DW)
No effect
Increased concentration at intermediate N

No effect or decreased concentration depending on N concentration
Increased concentration at intermediate N
No effect

Increased concentration at intermediate N
No effect
Castellanos Morales et al., 2010
Selva Mix (Mybasol, Italy) Pelargonidin 3-glucoside, Pelargonidin 3-rutinoside and pelargonidin malonyl glucoside (FW)
Pelargonidin acetyl glucoside and cyanidin 3-glucoside (FW)
Total pelargonidins (FW)
Increased concentration





No effect


Increased concentration
Lingua et al., 2013
Selva Mix of: Rhizophagus intraradices, Glomus aggregatum, Glomus viscosum, Claroideoglomus etunicatum, Claroideoglomus claroideum (Mybasol) Ascorbic acid (FW)

Folate (FW)
Increased concentration

No effect
Bona et al., 2015
Fortuna


Sabrina



Splendor
Glomus iranicum var. tenuihypharum (Mycogrowth®, Spain) Total phenols and
Anthocyanins (FW)

Ascorbic acid (FW)
Total phenols, anthocyanins and ascorbic acid (FW)
Total phenols and
Ascorbic acid (FW)
Anthocyanins (FW)
Increased concentration at early inoculation

No effect
No effect


No effect

Decreased concentration
Cecatto et al., 2016
Lactuca sativa L.
graphic file with name fpls-09-01089-i0004.jpg var. capitata, Batavia Rubia Munguía


var. capitata, Maravilla de Verano
Glomus fasciculatum Carotenoids (FW)

Total phenols and ascorbic acid (FW)
Anthocyanins (FW)
Carotenoids, total phenols and ascorbic acid (FW)
Anthocyanins (FW)
Increased concentration depending on leaf position
No effect

Increased concentration
No effect


Increased concentration
Baslam et al., 2011
var. longifolia, Cogollos de Tudela Glomus fasciculatum or Mix of: Glomus intraradices, Glomus mosseae (Atens, Spain) Carotenoids (FW)
Total phenols (FW)

Anthocyanins (FW)

Ascorbic acid (FW)
No effect
Increased concentration in outer leaves
Increased concentration in inner leaves
Increased concentration in inner leaves by G. fasciculatum
Batavia Rubia Munguía Mix of: Rhizophagus intraradices, Funneliformis mosseae (Atens) Carotenoids (FW)


Total phenols (FW)
Anthocyanins (FW)


Ascorbic acid (FW)
Decreased concentration in autumn in inner leaves and increased in spring
No effect
Increased concentration in winter and spring in inner leaves
Increased concentration in winter and spring in outer leaves
Baslam et al., 2013
Maravilla de Verano Carotenoids (FW)


Total phenols (FW)
Anthocyanins (FW)


Ascorbic acid (FW)
Increased concentration in winter and spring in inner leaves
No effect
Increased concentration in winter in outer leaves and spring in inner leaves
No effect
Batavia Rubia Munguía and Maravilla de Verano Mix of: Rhizophagus intraradices, Funneliformis mosseae (Atens) Total carotenoids (DW) Increased concentration in Batavia Rubia Munguía Goicoechea et al., 2015
Epidermal flavonols

Anthocyanins (by optical monitoring)
Soluble phenols (DW)
DPPH (DW)
Decreased levels in Batavia Rubia Munguía
No effect

No effect
Increased activity in Batavia Rubia Munguía, decreased in Maravilla de Verano
not available Rhizophagus intraradices Superoxide dismutase and catalase
Ascorbate peroxidase
Glutathione reductase
Total carotenoids (FW)
Increased activity

Reduced activity
No effect
Increased concentration
Durán et al., 2016
var. crispa Eluarde and Panisse Funneliformis mosseae AZ225C or Rhizoglomus irregulare IMA6 (formerly Glomus intraradices) ORACc (FW)
Total phenolics (FW)

Total anthocyanins (FW) (only Eluarde)
Increased activity
Increased concentrations with IMA6
Increased concentrations
Avio et al., 2017
Ocimum basilicum L.
graphic file with name fpls-09-01089-i0005.jpg Genovese Glomus mosseae BEG 12, or Gigaspora margarita BEG 34, or Gigaspora rosea BEG 9 Essential oils (13 terpenoids and 2 phenolic compounds) Variable depending on AMF and compound Copetta et al., 2006, 2007
Genovese Italian and
Purple Petra
Glomus intraradices (Native Plants Incorporated, USA) Total anthocyanins (FW)

Total phenolics and phenolic acids (FW)
Increased concentration in Purple Petra
No effect
Lee and Scagel, 2009
not available Glomus fasciculatum or Glomus etunicatum or Glomus intraradices Total essential oils (DW) Increased concentration and distinct phytochemical profiles Rasouli-Sadaghiani et al., 2010
Cinnamon, Siam Queen, Sweet Dani and Red Rubin Rhizophagus intraradices (Native Plants Incorporated) Total anthocyanins (FW)
Total phenolics (FW)
Phenolic acids (FW)
Total flavonoids (FW)
Increased concentration in Red Rubin
No effect
Increased concentration
No effect
Scagel and Lee, 2012
Tigullio and Dark Opal Rhizoglomus irregulare IMA6 (formerly Glomus intraradices) ABTS (DW)
Total carotenoids (DW)
Total phenolics (DW)
Anthocyanins (DW) (Dark Opal)
Rosmarinic acid (DW)
No effect
Decreased concentration
No effect
Decreased concentration

Decreased concentration
Battini et al., 2016b
Cynara cardunculus L. var. scolymus
graphic file with name fpls-09-01089-i0006.jpg Terom Glomus mosseae AZ 225C and/or Glomus intraradices IMA6 Total phenolics (FW) and
DPPH
Increased concentration and activity with dual inoculation and G.intraradices Ceccarelli et al., 2010
Allium cepa L.
graphic file with name fpls-09-01089-i0007.jpg Centurion Mix of: Glomus mosseae, Glomus intraradices, Glomus claroideum, Glomus microaggregatum (Plantworks, UK) Organosulfur compounds (as total pyruvic acid) and total phenolics (DW)

Quercetin monoglycoside (DW)
Quercetin diglycoside (DW)
ABTS and ESRd (DW)
No effect




Increased concentration when NO3--N predominant
No effect

Increased activity when NO3--N predominant
Perner et al., 2008
Nasik red N-53 Mix of: Glomus intraradices, Glomus mosseae Total phenolics (FW) Increased concentration Lone et al., 2015
Alice Mix of: Glomus etunicatum, Glomus microaggregatum, Glomus intraradices, Glomus claroideum, Glomus mosseae, Glomus geosporum (Symbivit, Czech Rep.) or Glomus intraradices BEG140 FRAPe
Ascorbic acid (FW)
Increased activity with Mix
No effect
Albrechtova et al., 2012
Stuttgarter Riesen Mix of: Funneliformis mosseae and Rhizophagus irregularis (INOQ, Germany) Quercetin-diglucoside and quercetin-monoglucoside

Isorhamnetin-glucoside
Increased concentration at high inoculation amount and when NH4+-N predominant
No effect
Mollavali et al., 2018
Ipomea batatas L.
graphic file with name fpls-09-01089-i0008.jpg not available Glomus intraradices (IFP Glintra, INOQ) and/or Glomus mosseae (IFP Glm, INOQ) β-carotene (DW) Increased concentration Tong et al., 2013
(B) FIELD EXPERIMENTS
Solanum lycopersicum L.
graphic file with name fpls-09-01089-i0001.jpg PKM-1 Glomus intraradices # TNAU 120-02 Ascorbic acid (FW) Increased concentration Subramanian et al., 2006
Vitella F1 Glomus sp. (Amykor, Germany) Lycopene (FW)
β-carotene and
Total phenols (FW)
Increased concentration
Increased concentration, under organic management
Ulrichs et al., 2008
Nemo-Netta Glomus mosseae (Biocult Ltd., South Africa) Ascorbic acid (FW) Increased concentration Nzanza et al., 2012a
TC 2000 Mix of: Rhizophagus intraradices, Glomus aggregatum, Glomus viscosum, Claroideoglomus etunicatum and Claroideoglomus claroideum (Mybasol, Italy) Lycopene
β-carotene (FW)
Ascorbic acid (FW)
No effect
No effect
Decreased concentration
Bona et al., 2017
Perfect Peel, Roma, Rio Grande Mix of: Rhizoglomus irregulare IMA6 (formerly Glomus intraradices), Funneliformis mosseae IMA1 Lycopene (FW) No effect Njeru et al., 2017
Cynara cardunculus L. var. scolymus
graphic file with name fpls-09-01089-i0009.jpg Terom Glomus mosseae AZ 225C and/or Glomus intraradices IMA6 Total phenolics (FW)
DPPH
Increased concentration
Increased activity, only with dual inoculation in the second year
Ceccarelli et al., 2010
Romanesco' type cv. C3 Mix of: Glomus mosseae, Glomus intraradices (Italpollina, Italy) (Aeg) or Glomus intraradices (Tecnologiás Naturales Internacional, Mexico) (End) ABTS (DW)
Total phenolics (DW)
No effect
Increased concentration with End; variation in phenolic acids and flavonoid profiles
Palermo et al., 2013
Violetto di Sicilia Glomus viscosum (syn. Septoglomus viscosum) Caffeoylquinic acids,
apigenin and
luteolin (DW)
Increased concentration in receptacles, compared to traditional vegetative reproduced plants Pandino et al., 2017
Romolo and Istar Mix of: Rhizophagus intraradices BEG72, Funneliformis mosseae (Italpollina, Italy) Total phenolics (DW)


ABTS (DW)
DPPH (DW)
Increased concentration in primary heads, decreased in secondary heads
Increased activities
Increased activities in primary heads, no effect or reduced activity in secondary heads depending on cultivar
Rouphael et al., 2017
Allium cepa L.
graphic file with name fpls-09-01089-i0010.jpg Hyskin Vaminoc (MicroBio, UK) or Glomus intraradices BEG87 Quercetin (FW) No effect Mogren et al., 2007
Ipomea batatas L.
graphic file with name fpls-09-01089-i0011.jpg Hongxin Glomus etunicatum BEG 168, Glomus etunicatum HB-Bd45-Gsp4, Glomus intraradices BEG 141, and a mix of them (M3); Glomus mosseae BEG 167, a mix of M3 and BEG 167 (M4); mix of : Glomus intraradices and Glomus mosseae (Biorize, France) Carotene No effect Farmer et al., 2007

Data are reported on a fresh weight (FW) or dry weight (DW) basis; where unspecified, no information was available. The binomial nomenclature of AMF reported in the quoted papers has been maintained.

a

DPPH, 2,2-Diphenyl-1-picrylhydrazyl assay;

b

ABTS, 2,2'-azino-bis(3-ethylbenzothiazoline-6-sulphonic acid) assay;

c

ORAC, oxygen radical absorbance capacity assay;

d

ESR, electron spin resonance spectroscopy;

e

FRAP, ferric reducing ability of plasma assay.

The mechanistic explanation of the differential biosynthesis of secondary metabolites in mycorrhizal plants involves the activity of diverse enzymes leading to the production of terpenoids, flavonoids and the aminoacids tyrosine and phenylalanine, precursors of polyphenols in the phenylpropanoid pathway (Peipp et al., 1997; Walter et al., 2000; Lambais et al., 2003; Ponce et al., 2004; Herre et al., 2007; Pozo and Azcon-Aguilar, 2007; López-Ráez et al., 2010a). Such molecules, often accumulated in plant resistance reaction to biotic and abiotic stresses, may be modulated by plant hormones such as ABA or jasmonates possibly involved in long distance signaling and in mycorrhizal priming of defense responses (Cameron et al., 2013; Adolfsson et al., 2017). Several gene expression studies showed a differential modulation of genes encoding for key enzymes of biochemical pathways leading to the production of health-promoting secondary metabolites in food plants (Table 2) and model plant species (Harrison and Dixon, 1993, 1994; Bonanomi et al., 2001; Liu et al., 2007; Handa et al., 2015). In food plants, the use of the RNA-Seq technology, allowing investigations of whole transcripts, revealed that many genes, belonging to different functional classes, i.e., post-translational regulation, signaling, transport, biotic and abiotic stresses and hormone metabolism, were upregulated upon AMF inoculation and differentially expressed in fruits, leaves and roots, compared with controls (Table 2). Unfortunately, most of currently available RNA-Seq data assessing mycorrhizal regulated genes derive only from roots of the investigated plants, such as Citrus sinensis, Cucumis sativus, Helianthus annuus, Litchi chinensis, Oryza sativa, and Vitis vinifera (Table 2). Since the different genes may be differentially expressed in the diverse plant organs, further works should focus on the edible parts of food plants, in order to obtain information on the genes regulating the production of health-promoting compounds, modulated by mycorrhizal symbioses. In addition, the functional significance of fungal symbiont identity in the modulation of phytochemicals production should be deeply investigated, as large variations in gene expression were detected in model plants inoculated with different AMF (Burleigh et al., 2002; Hohnjec et al., 2005; Deguchi et al., 2007; Massoumou et al., 2007).

Table 2.

Genes involved in the biosynthesis of health-promoting secondary metabolites, which are upregulated in above- or belowground cell tissues of mycorrhizal food plants.

Plant Effective AMF Plant tissue Assay method Upregulated gene/enzyme family Involved pathway References
Citrus sinensis Glomus versiforme (BGC HUN02B) Leaves RNA-Seq 12-oxophytodienoate reductase
Acyl-CoA oxidase
Enoyl-CoA hydratase
Jasmonate O-methyltransferase
Linoleate 13S-lipoxygenase
OPC-8:CoA ligase
Secondary metabolites biosynthesis Gao et al., 2016
Cucumis sativus Funneliformis mosseae Leaves RT-qPCR Caffeoyl CoA 3-O-methyltransferase
Cinnamyl alcohol dehydrogenase-like protein
Cytochrome P450 C4H cinnamate-4-hydroxylase
Phenylalanine ammonia-lyase
Phenylpropanoid biosynthesis Chen et al., 2013
Cucumis sativus Rhizophagus irregularis (PH5, formerly Glomus intraradices) Roots RNA-Seq Allene oxide synthase 1

Cinnamyl alcohol dehydrogenase (6-like)
Cytochrome P450 (734A6-like)
Gibberellin 2-beta-dioxygenase
Secondary metabolites biosynthesis
Phenylpropanoid biosynthesis

Phenylpropanoid biosynthesis
Diterpenoid biosynthesis
Ma et al., 2018
Glycine max Rhizophagus irregularis (49, formerly Glomus intraradices) Roots Microarray 9-cis-epoxycarotenoid dioxygenase
Cytochrome P450 monooxygenase (CYP 701)
Geranylgeranyl diphosphate or pyrophosphate synthase
Gibberellin 2-beta-dioxygenase
Gibberellin 3-beta (20)-dioxygenase
Isoflavone-O-methyltransferase
Trihydroxyisoflavanone-O-methyltransferase
Tropinone reductase
Carotenoid biosynthesis

Terpenoid backbone biosynthesis
Terpenoid backbone biosynthesis
Diterpenoid biosynthesis
Diterpenoid biosynthesis

Isoflavonoid biosynthesis
Isoflavonoid biosynthesis

Alkaloids biosynthesis
Schaarschmidt et al., 2013
Cytochrome p450 (CYP93A-like)
Ent-kaurene oxidase cyp701a5
Flavanone 3-hydroxylase
Flavonoid glucosyltransferase
Flavonoid peroxidase 1
Geraniol 8-hydroxylase-like
Gibberellin 2-beta-dioxygenase
Gibberellin 3-beta (20)-dioxygenase
Hydroxycinnamoyl transferase
Hyoscyamine 6-dioxygenase
Isoleucine N-monooxygenase
Pelargonidin 3-o-(6-caffeoylglucoside) 5-o-(6-o-malonylglucoside) 4-malonyltransferase-like
Shikimate o-hydroxycinnamoyltransferase-likeTetrahydrocannabinolic acid synthase-like
Tropinone reductase homolog
Valine N-monooxygenase (CYP79D1-2)
Zeatin-O-xylosyltransferase-like
Isoflavonoid biosynthesis
Diterpenoid biosynthesis
Flavonoid biosynthesis
Flavonoid biosynthesis
Flavonoid biosynthesis
Monoterpenoid biosynthesis
Diterpenoid biosynthesis
Diterpenoid biosynthesis

Phenylpropanoid biosynthesis

Alkaloid biosynthesis Glucosinolate biosynthesis
Anthocyanin biosynthesis

Flavonoid biosynthesis


Cannabinoid biosynthesis

Alkaloids biosynthesis
Glucosinolate biosynthesis

Secondary metabolites biosynthesis
Vangelisti et al., 2018
Litchi chinensis native AMF community Roots RNA-Seq Anthocyanidin reductase
Bifunctional dihydroflavonol 4-reductase/flavanone 4-reductase
Caffeic acid 3-O-methyltransferase
Carotenoid cleavage dioxygenase 7
Chalcone synthase
Coumarate-CoA ligase 2
Cytochrome P450 (CYP73A)
Flavanone 3-dioxygenase
Flavonoid 3′-monooxygenase

Leucoanthocyanidin reductase
Naringenin,2-oxoglutarate 3-dioxygenase
Peroxidase 53
Tropinone reductase
Flavonoid biosynthesis
Flavonoid biosynthesis


Phenylpropanoid biosynthesis

Carotenoid biosynthesis

Flavonoid biosynthesis
Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis
Flavonoid biosynthesis
Flavonoid, flavone, flavonol biosynthesis
Flavonoid biosynthesis
Flavonoid biosynthesis

Phenylpropanoid biosynthesis
Alkaloid biosynthesis
Shu et al., 2016
Ocimum basilicum Rhizoglomus irregulare (IMA6, formerly Glomus intraradices) Leaves RT-qPCR Tyrosine amino-transferase Tyrosine metabolism Battini et al., 2016a
Oryza sativa Glomus intraradices (DAOM197198) Leaves Macroarray Ascorbate peroxidase (APX8)

Cytochrome P450
Dehydroascorbate reductase

Squalene monooxygenase
Ascorbate and aldarate metabolism
Phenylpropanoid biosynthesis
Ascorbate and aldarate metabolism
Secondary metabolites biosynthesis
Campos-Soriano et al., 2012
Rhizophagus irregularis (DAOM197198) Roots RNA-Seq Anthocyanidin 3-O-glucosyltransferase
Cinnamoyl-CoA reductase
cytochrome P450
Ent-kaurene synthase
Flavonol synthase/flavanone 3-hydroxylase
Laccase precursor protein

Mannose-6-phosphate isomerase
Oxidoreductase, aldo/keto reductase family protein
Phytoene synthase
Terpene synthase
Anthocyanin biosynthesis

Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis
Diterpenoid biosynthesis
Flavonoid biosynthesis

Ascorbate and aldarate metabolism
Ascorbate and aldarate metabolism
Retinoic acid biosynthesis

Carotenoid biosynthesis
Diterpenoid biosynthesis
Fiorilli et al., 2015
Glomus intraradices Roots Microarray Cinnamoyl-CoA reductase
4-coumarate CoA ligase
Cycloartenol synthase

Cytochrome p450
Flavonoid 3′,5′-hydroxylase
Geranylgeranyl diphosphate synthase
Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis
Secondary metabolites biosynthesis
Phenylpropanoid biosynthesis
Flavonoid biosynthesis
Terpenoid backbone biosynthesis
Güimil et al., 2005
Rhizophagus irregularis Roots Microarray 4-coumarate-CoA ligase
Caffeoyl CoA 3-O-methyltransferase
Gibberellin 2-beta-dioxygenase
p-coumaroyl-CoA:caffeoyl-CoA 3-hydroxylase
Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis

Diterpenoid biosynthesis
Phenylpropanoid biosynthesis
Gutjahr et al., 2015
Pisum sativum Glomus mosseae (BB-E-Sc-02; Biorize, Dijon, FR) Roots SSH Beta-cyanoalanine synthase

Neoxanthin (clavage enzyme) synthase
Secondary metabolites biosynthesis
Carotenoid biosynthesis
Grunwald et al., 2004
Solanum lycopersicum Rhizophagus irregularis Leaves RNA-Seq 4-coumarate CoA ligase
Acyltransferase-like protein
Caffeoyl CoA 3-O-methyltransferase
Cinnamoyl CoA-reductase-like
Cytochrome P450 NADPH-reductase
Hydroxycinnamoyl transferase
Hydroxycinnamoyl-CoA shikimate/quinate hydroxycinnamoyltransferase
Mevalonate kinase

Phenylalanine ammonia-lyase
Undecaprenyl pyrophosphate synthase
Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis

Flavonoid biosynthesis
Phenylpropanoid biosynthesis

Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis


Terpenoid backbone biosynthesis
Phenylpropanoid biosynthesis
Terpenoid backbone biosynthesis
Cervantes-Gámez et al., 2016
Glomus intraradices (BEG141) Roots Microarray Carotenoid cleavage dioxygenase
Cytochrome P450
Mevalonate disphosphate decarboxylase
Phytoene dehydrogenase
Carotenoid biosynthesis

Phenylpropanoid biosynthesis
Carotenoid biosynthesis

Carotenoid biosynthesis
Dermatsev et al., 2010
Glomus mosseae (BEG12) Roots RNA-Seq (−)-a-terpineol synthase

(+)-delta-cadinene synthase

4-coumarate CoA ligase
Anthocyanidin synthase
Carotenoid cleavage dioxygenase 1
Cytochrome P450
Cytochrome p450 monooxygenase cyp72a59
Monoterpene glucosyltransferase
Phenylalanine ammonia-lyase
Phytoene synthase
Sesquiterpene synthase
Terpenoid backbone biosynthesis
Terpenoid backbone biosynthesis
Phenylpropanoid biosynthesis
Flavonoid biosynthesis
Carotenoid biosynthesis

Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis

Terpenoid backbone biosynthesis
Phenylpropanoid biosynthesis
Carotenoid biosynthesis
Terpenoid backbone biosynthesis
Fiorilli et al., 2009
Glomus mosseae (BEG12) Shoots RNA-Seq Caffeic acid 3-O-methyltransferase
Cytochrome p450
Tropinone reductase
Phenylpropanoid biosynthesis

Phenylpropanoid biosynthesis
Alkaloid biosynthesis
Glomus irregulare (DAOM 197198) Roots Microarray Allene oxide synthase 3

Gibberellin 3-beta-dioxygenase
Phytoene desaturase
Secondary metabolites biosynthesis
Carotenoid biosynthesis
Carotenoid biosynthesis
Garrido et al., 2010
Glomus intraradices Roots Microarray Deoxy-D-xylulose-5-phosphate reductoisomerase
Gibberellin 2-beta-dioxygenase
Hydroxycinnamoyl/benzoyl transferase
Lycopene b-cyclase
Phytoene desaturase
z-carotene desaturase
Terpenoid backbone biosynthesis
Diterpenoid biosynthesis
Phenylpropanoid biosynthesis

Carotenoid biosynthesis
Carotenoid biosynthesis
Carotenoid biosynthesis
López-Ráez et al., 2010b
Glomus intraradices/Glomus mosseae Roots Microarray Allene oxide synthase 1-3

Antocyanin acyltrasferase
Cytochrome P450 monooxygenase (CYP 81, CYP721)
1-deoxy-D-xylulose 5-phosphate synthase
Gibberellin 3-beta (20)-dioxygenase
Secondary metabolites biosynthesis
Anthocyanidin biosynthesis
Terpenoid backbone biosynthesis

Terpenoid backbone biosynthesis
Diterpenoid biosynthesis
Glomus mosseae Roots Microarray Polyphenol oxidase Secondary metabolites biosynthesis
Glomus mosseae Fruit Microarray Histidine decarboxylase Secondary metabolites biosynthesis Salvioli et al., 2012
Rhizophagus irregularis (DAOM 197198) Roots RNA-Seq Carotenoid cleavage dioxygenase 8
Cytochrome P450 (CYP93A1)
Carotenoid biosynthesis

Flavonoid biosynthesis
Sugimura and Saito, 2017
Funneliformis mosseae (BEG12) Fruit RNA-Seq Terpene synthase Diterpenoid biosynthesis Zouari et al., 2014
Solanum tuberosum Glomus sp. MUCL 41833 Roots Microarray Anthocyanidin-3-glucoside rhamnosyltransferase
Anthranilate N-hydroxycinnamoyl/benzoyltransferase
Benzyl alcohol benzoyl transferase
Carotenoid isomerase
Catechol oxidase
Chalcone reductase
Coumarate-CoA ligase (2-4)
Cytochrome p450 (CYP71-like)
Flavanone 3-hydroxylase
Flavonoid 1-2 rhamnosyltransferase
Flavonoid 3′-monooxygenase

Geranylgeranyl pyrophosphate synthase 1
Gibberellin 2-beta-dioxygenase
Hydroxycinnamoyl transferase
Leucoanthocyanidin dioxygenase-like
Orcinol O-methyltransferase

Peroxidase (Class III)
Phenylalanine ammonia-lyase
Phytoene desaturase
Hyoscyamine 6 beta-hydroxylase-likeSesquiterpene synthase 2

Tropinone reductase I
Tyramine hydroxycinnamoyl transferase
Vetispiradiene synthase

z-carotene desaturase
Anthocyanin biosynthesis

Secondary metabolites biosynthesis

Phenylpropanoid biosynthesis

Carotenoid biosynthesisIsoquinoline alkaloid biosynthesisFlavonoid biosynthesis
Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis
Flavonoid biosynthesis
Flavonoid biosynthesis

Flavonoid, flavone, flavonol biosynthesis
Terpenoid backbone biosynthesis
Diterpenoid biosynthesis
Phenylpropanoid biosynthesis
Anthocyanidin biosynthesis

Secondary metabolites biosynthesis
Phenylpropanoid biosynthesis
Phenylpropanoid biosynthesis
Carotenoid biosynthesis
Alkaloid biosynthesis

Terpenoid backbone biosynthesis
Alkaloids biosynthesis
Phenylpropanoid biosynthesis

Terpenoid backbone biosynthesis
Carotenoid biosynthesis
Gallou et al., 2012
Vitis vinifera Funneliformis mosseae (BEG12) Roots RNA-Seq ABA 8′-hydroxylase CYP707A1
Alliin lyase precursor
Carotenoid biosynthesis
Secondary metabolites biosynthesis
Balestrini et al., 2017
Funneliformis mosseae (BEG12)/MICOSAT F® Vite (CCS-Aosta) Roots RNA-Seq 4-coumarate-CoA ligase
ABA 8'-hydroxylase CYP707A1
Cinnamyl alcohol dehydrogenaseTaxane 10-beta-hydroxylase
Tropinone reductase
Urophorphyrin III methylase
Terpenoid-quinone biosynthesis
Carotenoid biosynthesis
Phenylpropanoid biosynthesis
Carotenoid biosynthesis
Alkaloids biosynthesis
Secondary metabolites biosynthesis
MICOSAT F® Vite (CCS-Aosta) Roots RNA-Seq Methyl jasmonate esterase Secondary metabolites biosynthesis
Zea mays Rhizophagus irregularis Leaves Microarray 1-aminocyclopropane-1-carboxylate oxidase
3-hydroxy-3-methylglutaryl- reductase
Alliin lyase
Cysteine and methionine metabolism
Terpenoid backbone biosynthesis
Secondary metabolites biosynthesis
Gerlach et al., 2015
Anthocyanidin 3-O-glucosyltransferase 2
Beta-carotene hydroxylase 1
Cytochrome p450 71a1
Farnesyl pyrophosphate synthetase
Gibberellin 2-beta-dioxygenase
Homogentisate phytyltransferase vte2-1
Mevalonate kinase

Short-chain dehydrogenase reductase family protein
Anthocyanin biosynthesis

Carotenoid biosynthesis
Phenylpropanoid biosynthesis
Terpenoid backbone biosynthesis
Diterpenoid biosynthesis
Terpenoid-quinone biosynthesis

Terpenoid backbone biosynthesis
Retinoic acid biosynthesis

The binomial nomenclature of arbuscular mycorrhizal fungi (AMF) reported in the quoted papers has been maintained. Assay methods: RNA sequencing (RNA-Seq), quantitative reverse transcription PCR (RT-qPCR), suppression subtractive hybridization (SSH).

Functional diversity of AMF

A number of studies have been carried out in order to select the optimal host/fungus combinations leading to the best plant performance, in terms of growth and nutrition. Different strategies have been proposed to detect the criteria for the selection of infective and efficient strains to be used for inoculation in diverse host plants and soil conditions. The possibility of implementing AMF inoculation depends first and foremost on the availability of strains able to establish rapidly an extensive colonization in the roots of a host plant and to compete for infection sites with indigenous AMF endophytes. Despite the obligately biotrophic status of AMF, involving labor-intensive experiments, progress has been done in the determination of the parameters that, in many different AMF isolate, affect spore dormancy and germination, pre-symbiotic mycelial growth, appressorium formation and intraradical development (Giovannetti et al., 2010). As to the selection of efficient isolates, the great majority of studies assessed their efficiency in terms of host growth responses, nutrient uptake, in particular P and N, and consequently considered the relevant fungal parameters, such as the extent and viability of ERM exploring the soil, the rate of absorption, translocation and transfer of mineral nutrients, from hyphae to plant root cells (Giovannetti and Avio, 2002; Ezawa and Saito, 2018).

Only few works studied the differential efficiency of the diverse AMF isolates in relation to the production of health-promoting phytochemicals. The first studies reported higher contents of essential oils in coriander shoots and fruits when inoculated with Rhizoglomus fasciculatum compared with Glomus macrocarpum, that modified also the essential oil profiles, with increased concentrations of linalool and geraniol, respectively (Kapoor et al., 2002b). By contrast, the same AMF species produced completely opposite results with dill and carum plants, where G. macrocarpum was more efficient in enhancing essential oil concentrations, compared with R. fasciculatum (Kapoor et al., 2002a). Experiments with other AMF species confirmed the occurrence of differential activity, as shown by data on the stimulation of root thymol derivative production, which was higher upon inoculation with Rhizoglomus clarum in Inula ensifolia roots (Zubek et al., 2010), and on the enhancement of shoot hypericin and pseudohypericin contents in Hypericum perforatum by Rhizoglomus intraradices (Zubek et al., 2012). Single species inocula showed different results also in artichoke, basil, lettuce, pepper and tomato (Table 1). When AMF species other than Glomeraceae were used as inoculum, large variations were found in the concentration of basil leaves essential oils: Gigaspora rosea largely increased the concentration of camphor and alfa-terpineol, while Gigaspora margarita highly decreased eucalyptol, linalool, eugenol content, and the total content of essential oils (Copetta et al., 2006).

As in agricultural ecosystems many different AMF co-occur in individual plants, it is important to assess plant performance in response to inoculation with multiple AMF species and/or isolates, either originating from natural communities or laboratory assemblages. Only few authors adopted such an approach, revealing the enhancement of some beneficial compounds by AMF mixtures, compared with single-isolate inoculation (Table 1). For example, total phenolic content (TPC) and antioxidant activity increased in leaf extracts and in flower heads of artichoke plants inoculated with a mixed inoculum, compared with single species inocula, both in microcosm and in the field, suggesting a synergistic effect and/or a functional complementarity between the AMF species (Ceccarelli et al., 2010). In another study the antioxidant activity expressed as the ferric reducing ability of plasma assay (FRAP) was enhanced in onion by a mixed commercial inoculum containing Claroideoglomus etunicatum, Rhizoglomus microaggregatum, R. intraradices, Claroideoglomus claroideum, F. mosseae, Funneliformis geosporus compared with a single species (R. intraradices) inoculum (Albrechtova et al., 2012). The use of mixed inocula vs. single species-inoculum showed in tomato contrasting results, depending on the active molecule involved in the modulation: the mixed AMF species F. mosseae BEG12 and R. irregulare BB-E increased β-carotene and total carotenoids levels with no effects on lycopene content, while an opposite result was obtained using the two species individually (Hart et al., 2015).

One possible mechanism by which AMF stimulate phytochemical production could be through enhanced nutrient uptake, especially P. Basil plants inoculated with Funneliformis caledonius and F. mosseae showed higher levels of rosmarinic acid (RA) in the shoots, compared with control plants of the same P status, suggesting that the increased RA concentrations were not exclusively the results of a better P nutrition (Toussaint et al., 2008). However, the effects of an improved N nutrition remain to be investigated, as the higher N assimilation in mycorrhizal plants could contribute to the synthesis of the aminoacids tyrosine and phenylalanine and to a higher production of phenylalanine ammonia-lyase, an enzyme involved in the production of RA (Petersen and Simmonds, 2003).

The parameters to be taken into account in order to select the best performing AMF isolates, species or communities, should refer not only to the content of the health-promoting secondary metabolites, but also to the levels of transcripts encoding the enzymes of the relevant pathways. Only two studies, related to the trascriptome of tomato (López-Ráez et al., 2010b) and grapevine (Balestrini et al., 2017) roots, used different AMF inocula. In tomato, R. intraradices was able to positively regulate a larger number of genes related to health bioactive molecules, compared with F. mosseae, whereas no differences in the modulation of genes by the two inoculants were observed in grapevine (Table 2). The ability of different AMF species and isolates to regulate genes related to beneficial phytochemicals should be further investigated by wide transcriptome studies, which could also provide insights into P and N nutrition-dependent effects. In particular, in the years to come metabolomic and transcriptomic analyses should be performed in experiments carried out under commercial production conditions—the normal way to grow plants used for human consumption—in order to avoid false positive responses.

Conclusion and future perspectives

The role played by AMF in the production of health-promoting phytochemicals by host plants has been widely investigated, using multimodal approaches. Although most of the studies showed increases in the levels of several phytochemicals in inoculated plants, some drawbacks hinder the implementation of these beneficial fungi for the production of high quality foods.

One of the main weakness concerning the data obtained so far entails the use of a low number of AMF species (about 24), generally the same ones utilized all over the world, that has limited the full exploitation of their wide physiological and genetic diversity. As the AMF species described so far are about 300, future studies should be performed utilizing the highest possible range of diverse AMF, not only at the species level, but also at the level of isolates and lineages within isolates (Chen et al., 2018; Savary et al., 2018), in order to select the best performing symbionts. Indeed, most of the physiological and functional characteristics of microorganisms, from bacteria to fungi, are properties of each individual strain. Unfortunately, the studies discussed so far often reported just the name of the AMF species utilized, and not always described the isolates, either with their number/name or with the name of the collection where they originated from.

Moreover, some of the studies analyzing the efficiency of laboratory-selected or commercial AMF strains when inoculated in the fields, found that their establishment and persistence were limited, due to the competition with well-adapted indigenous communities (Pellegrino et al., 2012; Loján et al., 2017). Such findings suggest that the selection of native AMF isolates could lead to more successful results. In order to scale up mesocosm experiments, as the success of AMF field inoculation is affected by many factors (Berruti et al., 2016), a more feasible and broad-spectrum approach is represented by nursery inoculation of fruit trees or vegetable plant species before field transplant, which may allow early AMF establishment in roots and field persistence (Ceccarelli et al., 2010; Alaux et al., 2018).

Considering that in nature many different species and strains coexist in the same field, it is crucial to increase studies on the different AMF mixtures for detecting possible synergistic effects and functional complementarities among them, leading to a further selection of the best AMF combinations. Moreover, additional works should be performed on the effects of the combined inoculation of AMF with biostimulants and other beneficial microorganisms, such as plant growth promoting bacteria and fungi (i.e., Trichoderma spp.), whose metabolic activities could affect the outcome of the mixed inoculum (Lingua et al., 2013; Colla et al., 2015; Rouphael et al., 2015).

So far, RNA-Seq technology, together with a mechanistic approach, has been utilized for investigating the differential gene expression, mostly in root tissues. Further transcriptomic studies should explore the differential expression of genes involved in the biosynthesis of health-promoting plant compounds in edible tissues of mycorrhizal plants. Such a powerful technology should be applied in order to unravel the mechanisms encompassing the enhancement of health-promoting phytochemicals biosynthesis, as affected by the widest possible range of AMF. This will increase our knowledge on the specific role played by each strain, in order to utilize sound criteria for a finely tuned, targeted selection of the best performing symbionts, to be used as sustainable biotechnological tools for the production of safe and healthy plant foods.

Author contributions

All authors listed have made a substantial, direct and intellectual contribution to the work, and approved it for publication.

Conflict of interest statement

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.

Footnotes

Funding. The authors gratefully acknowledge the financial support by the University of Pisa (Fondi di Ateneo) and C.N.R.

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