LC-MS based metabolomics study of different parts of myrtle berry from Sardinia (Italy)
Abstract
BACKGROUND:
Myrtle berries have had a long history of application in the perfumery, cosmetic, food and pharmaceutical industries as well as being used for the industrial formulation of typical sweet liqueurs. However, no data is currently available on the metabolite composition and distribution in the different parts of the berry.
OBJECTIVE:
In the present study a metabolomics approach followed by multivariate data analysis and phytochemical characterization of (poly) phenolic metabolites, using liquid chromatography coupled with high resolution mass spectrometry, was developed to identify novel markers in different parts of myrtle berries and to understand which part of the fruit has the most influence on the metabolomics classification of berries, based on geographic origin of the plant and the cultivars.
RESULTS:
By using LC-ESI-Orbitrap-MS analysis, 35 compounds were tentatively identified on the base of their retention time, UV/Vis spectra, MS spectra and MS fragmentation patterns. 19 compounds, pertaining mainly to polyphenol compounds like flavonoids and to a new class of hydrolysable tannins, were detected and identified for the first time in these berries (mainly in seeds).
CONCLUSIONS:
By using multivariate statistical analysis, predictive classification models for authenticity and geographical origin, assessment was obtained. With this study, flavonoids and anthocyanins, mainly found in the peel and pulp of the myrtle berry, were recognized as putative marker compounds to assess the geographic origin of these berries.
1Introduction
Polyphenols like anthocyanins, ellagitannins, flavonoids conjugates and hydroxycinnamic acid are the most abundant source of health promoting phytochemical compounds in berry fruits [1, 2]. In particular, Ellagitannins, pertain to a group of compounds known as hydrolysable tannins and are polymers and a polyol, which is usually either glucose or quinic acid [3]. They are generally uncommon in fruit and vegetables and are found only in a few berry fruits such as strawberries (Fragaria ananassa D.) raspberries (Rubus idaeus L.) and blackberries (Rubus spp) [4]. For this class of compounds, recent studies have reported several biological properties which make them suitable not only for use in textiles, but also for other applications in cosmetics, medicine, agronomy and phytotherapy [5, 6].
These compounds are not equally distributed in both quality and quantity across the different organs of a plant and are subject to quantitative, seasonal and inter-species variations [7].
Some compounds, pertaining to this class, are mostly reported in the leaves of Myrtus communis [8, 9].
Myrtus communis belongs to the Myrtaceae family. It is a pleasant annual shrub with dark blue ripe berries, which have been used for some time in the perfumery, cosmetic, food and pharmaceutical industries [10]. In Sardinia (Italy), these berries are mostly used for the industrial formulation of sweet liqueurs, typical of the Sardinia region (Italy) [11]. The species Myrtus communis has been the subject of several researches focused on the chemical composition of the essential oil [12, 13] and of the methanol extracts of myrtle berries. The species has been investigated for the presence of flavonoids and anthocyanins [14–17]. Nevertheless, no data are present on the metabolite composition and distribution in the different parts of the berry.
In the present work liquid chromatography, coupled with high resolution mass spectrometry in conjunction with principal components analysis (PCA), was applied to investigate the metabolic composition of different parts of the Myrtus communis purple berry. The aim is to understand which part of the fruit has the most influence on the metabolomics classification of berries, based on the geographic origin of the plant.
Metabolite profiling, using liquid chromatography combined with high resolution mass spectrometry (LC-ESI-Orbitrap-MS) has proved to be a powerful tool for discovering changes in metabolite composition in different fruit parts of Myrtus communis. Through LC-ESI-Orbitrap-MS analysis and MS/MS experiments, 35 compounds were identified or tentatively identified on the bases of their retention time, UV/Vis absorbance, MS spectra and MS fragmentation patterns and a new class of hydrolysable tannins was identified for the first time in these berries.
2Materials and methods
2.1Plant materials
Seeds of two cultivars of Myrtus communis, were collected from the geographic area of Sassari and Cagliari (Sardinia, Italia) respectively, and then grown in the same Experimental Station of the University of Sassari located in Oristano (Sardinia, Italy). Three samples of purple berries from plants derived from seeds of the Sassari area (1, 2, 3) and three samples from plants derived from seeds of the Cagliari area (4, 5, 6) were randomly harvested (≈2 kg) during the fruit ripening stage in December 2014. Before analysis, the samples collected were immediately frozen in liquid nitrogen and then freeze dried. The peel and pulp were removed and separated from the seeds. Whole berry, peel, pulp and seeds were used for the analysis.
In total 18 samples were obtained and labeled as follows: 1S, 2S, 3S (seeds from samples developed from original seeds of the Sassari area); 4S, 5S, 6S (seeds from samples developed from original seeds of the Cagliari area); 1P&P, 2P&P, 3P&P (peel and pulp from samples developed from the original seeds of the Sassari area); 4P&P, 5P&P, 6P&P (peel and pulp from samples developed from original seeds of the Cagliari area); 1B, 2B, 3B (whole berries from plants developed by seeds of the Sassari area); 4B, 5B, 6B (whole berries from plants developed by seeds of the Cagliari area). Each sample was analyzed in duplicate (obtaining 36 samples in total).
Different cultivars were not registered (with a specific voucher number), but they were described in several scientific publications where specific names were attributed to them (as required by Italian law), Maria Rita, Barbara, Daniela, Giovanna, Lelia, Tonina [18].
2.2Sample preparation
Seeds, peel and pulp and whole berries were lightly pulverized following the procedure described by De Vos et al. (2007) [19] with slight modifications: 0.5 g was extracted with 10 ml of a solution comprised of 70% aqueous methanol acidified at 0.1% of formic acid followed by sonication for 15 minutes and centrifugation for another 15 minutes at 1750 rpm. The supernatant was collected and filtered through 0.45 μm filters, and then 100 μL of extract was diluted in 900 μL of water (of LC-MS grade), for a final concentration of approximately 1 mg/mL.
For the LC-MS analysis 10 μL were used. Each sample was analysed in technical duplicate.
2.3Reagents and solvents
Formic acid and methanol for extraction were purchased from VWR international PBI S.r.l. (Milano, Italy). Acetonitrile, water and formic acid (all of LC-MS grade) were purchased from Merck (Darmastadt, Germany).
2.4HPLC-UV/VIS analysis
An Agilent (Palo Alto, CA, USA) 1260 Infinity system consisting of a G1312C binary pump, a G-1328A Rheodyne injector (20 μL injection loop) a G-1379A degasser and a G1314B photodiode array detector were employed to develop the chromatographic method. Analyses were performed using a Waters XSelect CSH C18 (2.1 mm×150 mm particle size 3.5 μm) column, eluted with water containing 0.1% formic acid (solvent A) and acetonitrile containing 0.1% formic acid (solvent B). A linear gradient program at a flow rate of 0.200 mL/min was used: 0–15 min, from 10 to 20% (B); 15 to 25 min, from 20 to 40% (B); 25 to 35 min from 40 to 60% (B) then to 100% (B) for 5 min and back to 10% (B) for other 5 min. This gradient was used for LC-ESI-Orbitrap-MS analysis described below. Detection was carried out with two wavelengths, 360 nm specific for flavonoids and 520 nm specific for anthocyanins.
2.5LC-ESI – orbitrap-MS analysis
LC-ESI-Orbitrap-MS analyses were performed essentially as described by D’Urso et al. (2015) [20].
An HPLC method coupled with a hybrid mass spectrometer, combining a linear trap quadruple (LTQ) and an Orbitrap mass analyser, was developed for the study of the main metabolites characteristic to each part of the berry. Experiments were performed working with a Thermo Scientific liquid chromatography system based on a quaternary Accela 600 pump and an Accela auto sampler, hyphenated with a linear orbitrap hybrid mass spectrometer (LTQ-Orbitrap XL, Thermo Fisher Scientific, Bremen Germany) equipped with electrospray ionization (ESI). Separation was performed on a XSelect CSH C18 (Waters, Milford, MA) column (2.1 mm×150 mm particle size 3.5 μm). The mobile phase selected after optimization consisted of solvent A (water acidified with 0.1% formic acid) and solvent B (acetonitrile acidified with 0.1% formic acid). The gradient program used is described above in HPLC-UV/Vis analysis. The mass spectrometer was operated in negative ion mode. ESI source parameters were as follows: capillary voltage –12 V; tube lens voltage –121.47; capillary temperature 280°C; Sheath and Auxiliary Gas flow (N2) 30 and 5, Sweep gas 0 Spray voltage 5. MS spectra were acquired by full range acquisition covering m/z 200–1600. A data dependent scan was performed with the aim of obtaining MS/MS experiments, selecting precursor ions corresponding to most intensive peaks in LC-MS analysis. The experiments were also performed in positive ion mode for a quality screening followed by a fragmentation study. ESI source parameters were as follows: capillary voltage 49 V; tube lens voltage 120; capillary temperature 280°C; sheath and Auxiliary Gas flow (N2) 30 and 5, Sweep gas 0 Spray voltage 5. MS spectra was acquired in the full range acquisition m/z 250–1600.
Spectral characteristics fragmentations allowed for the identification of phenolic compounds in addition to specific retention times, and finally, data were compared with literature. Xcalibur software version 2.1 was used for instrument control, data acquisition and data analysis.
2.6Multivariate data analysis
LC-MS raw data of the 36 samples deriving from LC-ESI-Orbitrap-MS analysis (negative ion mode) were analysed using a platform independent open source software package called MZmine (http://mzmine.sourceforge.net/). Using this toolbox with normalization of total raw signal, we detected 634 peaks. After exporting the processed data in tabular format (.cvs file), further analysis of the data matrix were performed by SIMCA P+ software 12.0 (Umetrix AB, Umea Sweden) by Principal Component Analysis (PCA). PCA was performed by applying the peak area obtained from LC-MS analysis [21, 22]. Pareto scaling was applied before multivariate data analysis.
3Results and discussion
A preliminary LC-UV analysis, at 360 nm, was focused on the detection of phenolic compounds, mainly flavonoids; an LC-UV analysis, wavelength at 520 nm, was focused on the detection of anthocyanin. Results (data not showed) indicated that both classes of compounds were present in the different berry parts. Therefore, LC-MS experiments were performed in positive and negative ion mode.
3.1LC-MS metabolomics analysis
Aqueous/methanol extracts of seeds, peel and pulp and whole myrtle berry were analyzed by LC-ESI-Orbitrap-MS.
Base-peak chromatograms in negative ion mode of the different parts of myrtle berries extracts are presented in Fig. 1, while base-peak chromatograms in positive ion mode are presented in Fig. 2. In total 35 compounds were identified or putatively identified based on retention time, accurate mass measurement, fragmentation pattern and comparison with data reported in literature (Table 1). As far as we know 19 of these compounds were identified for the first time in myrtle berries. In the current work, the identified compounds are classified into six groups: hydrolysable tannins; hydroxycinnamic acid; gallomyrtucommulones; flavanols; flavonols; anthocyanins. All of them are present in all parts of the fruit, with variability in intensity.
Fig.1
Fig.2
Table 1
Identity | Molecular | MW | [M-H]– | MS/MS | RT | Reference |
Formula | ||||||
Hydrolyzable Tannins | ||||||
1 HHDP-hexose | C20H18O14 | 482.0696 | 481.0617 | 301/275 | 2.4 | 8 |
2 monogalloylhexose | C13H16O10 | 332.0743 | 331.0664 | 313/271/169 | 2.6 | 9 |
4 strictinin (galloyl-HHDP hexose) | C34H22O22 | 634.0806 | 633.0726 | 301/421/615 | 3.6 | 9* |
5 galloylquinic acid | C14H16O10 | 344.0743 | 343.0664 | 191/169 | 3.62 | 9* |
13 tellimagrandin I | C34H26O22 | 786.0915 | 785.0836 | 301/483/633 | 6.4 | 23 |
14 punicalin | C34H22O22 | 782.0602 | 781.0523 | N.F. | 8.1 | 9 |
15 pedunculagin (Bis HHDP hexose) | C34H24O22 | 784.0759 | 783.0679 | 481/301 | 8.4 | 23 |
16 casuarictin | C41H28O26 | 936.0868 | 935.0789 | 783/633/301 | 8.7 | 25 |
25 castalagin | C41H26O26 | 934.0712 | 933.0632 | N.F. | 15.6 | 26 |
26 tellimagrandin II (Trigalloyl HHDP hexose) | C41H30O26 | 938.1025 | 937.0945 | N.F. | 17.2 | 23 |
21 ellagic acid hexoside | C20H16O13 | 464.0591 | 463.0511 | 301 | 12.3 | 9* |
31 ellagic acid | C14H6O8 | 302.0063 | 300.9983 | 284/256/185 | 20.2 | 26 |
Gallomyrtucommulones | ||||||
35 gallomyrtucommulone C | C27H36O13 | 568.2155 | 567.2075 | 331/313/271/169 | 24.6 | 9* |
Hydroxycinnamic acids | ||||||
18 caffeoylhexose | C15H18O9 | 342.0950 | 341.0871 | 161/179 | 9.87 | 27 |
Flavanols | ||||||
7 epigallocatechin | C15H14O7 | 306.0739 | 305.0660 | 174/270 | 4.37 | 26 |
22 catechin/epicatechin | C15H14O6 | 290.0790 | 289.0711 | 245/179 | 13.3 | 26 |
Flavonols | ||||||
23 myricetin galloylhexoside | C28H24O17 | 632.1013 | 631.0934 | 479/317 | 13.9 | 9* |
24 myricetin hexoside | C21H20O13 | 480.0903 | 479.0824 | 317 | 15.4 | 30 and 31 |
27 myricetin pentoside | C20H18O12 | 450.0798 | 449.0718 | 317 | 17.9 | 30 and 31 |
28 quercetin galloylhexoside | C28H24O16 | 616.1064 | 615.0985 | 463/301 | 18.2 | 28* |
29 quercetin hexoside | C21H20O12 | 464.0954 | 463.0875 | 301 | 18.6 | 30and 31 |
30 myricetin deoxyhexoside | C21H20O12 | 464.0954 | 463.0875 | 317 | 18.7 | 30 and 31 |
32 quercetin deoxyhexoside | C21H20O11 | 448.1005 | 447.0926 | 301 | 21.6 | 30 and 31 |
33 myricetin galloyl deoxyhexose | C28H24O16 | 616.1064 | 615.0984 | 317/463 | 23.2 | 9* |
34 myricetin hexose deoxyhexose | C27H30O17 | 626.1483 | 625.1403 | 479/317 | 23.3 | 29* |
Anthocyanins | [M]+ | |||||
3 delphinidin hexoside | C21H21O12+ | 465.1033 | 465.1034 | 303 | 3.0 | 30 and 31 |
6 cyanidin hexoside | C21H21O11+ | 449.1083 | 449.1083 | 287 | 4.2 | 30 and 31 |
8 petunidin hexoside | C22H23O12+ | 479.1189 | 479.1189 | 317 | 4.9 | 30 and 31 |
9 delphinidin pentoside | C20H19O11+ | 435.0925 | 435.0925 | 303 | 5.9 | 30 and 31 |
10 peonidin hexoside | C22H23O11+ | 463.1240 | 463.1240 | 301 | 6.8 | 30 and 31 |
11 malvidin hexoside | C23H25O12+ | 493.1346 | 493.1346 | 331 | 6.9 | 30 and 31 |
12 cyanidin pentoside | C20H19O10+ | 419.0978 | 419.0978 | 287 | 7.6 | 32 |
17 petunidin pentoside | C21H21O11+ | 449.1083 | 449.1083 | 317 | 8.8 | 30 and 31 |
19 peonidin pentoside | C21H21O10+ | 433.1134 | 433.1134 | 301 | 10.45 | 32 |
20 malvidin pentoside | C22H23O11+ | 463.1240 | 463.1240 | 331 | 10.74 | 30 and 31 |
*Found in leaves of Myrtus communis. MW: Molecular weight; N.F. Not Fragmented.
3.1.1Hydrolysable tannins
This class of compounds was detected at 360 nm and identified through LC-MS and MS/MS experiments by operating in negative ion mode.
Compound 1, 2, 4, 5, 13, 14, 15, 16, 25, 26, 21, 31 were identified as hydrolysable tannins; these compounds were present in all parts of the fruits, but their content was higher in the seeds than in the peel and pulp (see Fig. 1 and 2).
Compounds 1, 2, 4, 5 and 14 were previously identified in leaves of Myrtus communis.
Compound 1 showed a pseudo molecular ion at m/z 481.0617 corresponding to the molecular formula C20H17O14 producing in MS/MS a fragment at m/z 301 which indicates the release of ellagic acid, thus by comparison of MS data reported in literature the compound was tentatively identified as hexahydroxydiphenoyl (HHDP) hexoside [8].
Compound 2 showed a pseudo molecular ion at m/z 331.0664 corresponding to the molecular formula C13H15O10, that gives fragment ion at m/z 271 [M-H-60]- and 169, that corresponds to the aglycon form due to the loss of a hexosyl moiety (162 Da). This fragmentation pattern agrees with data reported in literature and database [9] and thus the compound was identified as monogalloylhexose; Compound 4 showed a pseudo molecular ion at m/z 633.0726 corresponding to the formula C34H21O22 and when submitted to fragmentation gave a main product ion at m/z 301, which corresponds to the loss of a galloyl hexose unit (332 Da) from the precursor ion. Thus, this compound was characterized as tannin strictinin (galloyl-HHDP hexose), in agreement with the data reported in the literature [9]. Compound 5 showed a pseudo molecular ion at m/z 343.0664 corresponding to the formula C14H15O10 that in MS/MS gave two principal product ions at 191 and 169, thus the compound was identified as galloylquinic acid, the same fragmentation pattern was reported by Taamalli et al. (2014) in the leaves of Myrtus communis. Compound 14 showed a pseudo molecular ion at m/z 781.0523 corresponding to the formula C34H21O22, thus in comparison with database (Knapsack; mass bank) and data reported in literature [8], it was tentatively identified as punicalin. Compounds 13, 15, 16, 25 and 26 were for the first time identified in the species of Myrtus communis.
Compound 13, showed a pseudo molecular ion at m/z 785.0836 corresponding to the molecular formula C34H25O22 that submitted to fragmentation gave a principal product ion at m/z 301 (loss of digalloylhexose), 483(loss of HHDP), can be identified as digalloylhexose, presumably tellimagrandin I; in fact a similar fragmentation was previously observed for this compound and it was tentatively identified by Boulekbache-Makhlouf et al. (2013) [23] in leaves of Eucalyptus globulus (family Myrtaceae). Compound 15 showed a pseudomolecular ion at m/z 783.0679 corresponding to the molecular formula C34H23O22, whose MS/MS spectrum is reported as an example in Fig. 3. The pseudo molecular ion at m/z 783.0679 produced in MS/MS fragment ions at m/z 301 (ellagic acid; [M- 482]-, loss of HHDP hexose) at m/z 481 (deprotonated HHDP hexose; [M- 302]-, loss of HHDP) and a minor peak at 613(probably due to the loss of gallic acid [M-152]- and rearrangement of the resulting ion), thus it was identified as di-HHDP hexose, presumably pedunculagin; the fragmentation pattern was previously reported by Simirgiotis et al. (2013) [24] and a similar fragmentation was observed by Boulekbache-Makhlouf et al. (2013) [23] in leaves of Eucalyptus globulus (family Myrtaceae). Compound 16 showed a pseudo molecular ion at m/z 935.0789 corresponding to the molecular formula C41H27O26 that submitted to fragmentation gave three principal product ions at 783, 656 and 301. The fragmentation pattern agrees with data reported in literature and database [25] and thus the compound was identified as casuarictin.
Fig.3
Compound 25 showed a pseudo molecular ion at m/z 933.0632 corresponding to the molecular formula C41H25O26, in comparison with database (Knapsack; mass bank) and data present in literature the compound was tentatively identified as castalagin, it was previously reported by Fujita et al. (2015) [26] in camu-camu fruit.
Compound 26 showed a pseudo molecular ion at m/z 937.0945 corresponding to the molecular formula C41H30O26, in comparison with database (Knapsack; mass bank) and data reported in literature [24], it was tentatively identified as tellimagrandin II.
Compounds identified, pertaining to this class are reported in Fig. 4.
Fig.4
Compound 21 was identified as ellagic acid hexoside and compound 31 as ellagic acid, the two compounds were previously reported in Myrtus communis leaves [9, 27].
3.1.2Gallomyrtucommulones
This class of compounds was detected at 360 nm and identified through LC-MS and MS/MS experiments by operating in negative ion mode.
Compound 35 showed a pseudomolecular ion at m/z 567.2075 corresponding to the molecular formula C27H35O13, producing in MS/MS fragment ion at 331/313/271/169. The same fragmentation pattern was previously reported by Taamalli et al., 2014 in leaves of Myrtus communis, thus the compound was identified as gallomyrtucommulone C.
3.1.3Hydroxycinnamic derivatives
Compound 18 showed a pseudo molecular ion at m/z 341.0871 corresponding to the molecular formula C15H13O6, producing in MS/MS two principal product ion 179 ([M-162]- loss of glucose moiety) and 161, in comparison with database and data present in literature [28], the compound was identified as caffeoylhexose;. This is the first time it was found in the myrtle berry.
3.1.4Flavanols
This class of compound was detected at 360 nm and identified through LC-MS and MS/MS experiments by operating in negative ion mode.
Compounds 7 and 22 were identified as flavanols; compound 7 was identified as epigallocatechin and compound 22 as catechin/epicatechin by comparison with standard compounds. They were previously reported in Myrtus communis berry [27].
3.1.5Flavonols
This class of compound was detected at 360 nm and identified through LC-MS and MS/MS experiments by operating in negative ion mode.
Compounds 23, 24, 27, 28, 29, 30, 32, 33 and 34 were identified as flavonols, most of them already reported in the myrtle berry; these compounds were present in all the parts of the fruits, but their content was higher in the peel and pulp than in the seeds (see Fig. 1 and 2).
Compounds 23, 28, 33 and 34 were identified for the first time in the Myrtle berry. Compound 23 showed pseudo molecular ion at m/z 631.0934 corresponding to molecular formula C28H23O17, producing in MS/MS two principal product ions at 479, which correspond to the loss of galloyl unit (152 Da) and 317 which could be a result of the loss of a hexosyl moiety from the molecule at m/z 479 and correspond to myricetin, The compound was tentatively identified as myricetin-galloyl-hexoside, which was previously reported by Taamalli et al. (2014) in the leaves of Myrtus communis.
Compound 28 showed a pseudo molecular ion at m/z 615.0985 corresponding to the molecular formula C28H23O16, that in MS/MS gave two principal product ions 463, which correspond to the loss of galloyl unit (152 Da) and 301 which could be a result of the loss of a hexosyl moiety from the molecule at m/z 463 and corresponds to quercetin; in comparison with database and data reported in literature, the compound was tentatively identified as quercetin-galloyl-hexoside, which was previously reported by Romani et al. 2004 in leaves of Myrtus communis [29].
Compound 33 with pseudo molecular ion 615.0984 corresponding to the molecular formula C28H23O16 showing two principal product ions 463, which correspond to the loss of galloyl unit (152 Da) and 317 which could be following a loss of a deoxyhexose moiety leading to myricetin. In comparison with literature, the compound was tentatively identified as myricetin-galloyldeoxyhexose, which was previously reported by Taamalli et al.(2014)in leaves of Myrtus communis.
Compound 34 showed a pseudo molecular ion at m/z 625.1403 corresponding to the molecular formula C27H29O17, that in MS/MS gave two principal product ions 479, which correspond to the loss of deoxyhexose unit (146 Da) and 317 which correspond to the loss of deoxyhexose and hexose units. In comparison with literature the compound was tentatively identified as myricetin-deoxyhexose-hexose, which was previously reported in leaves of the Myrtus communis [29].
3.1.6Anthocyanins
This class of compound was detected at 520 nm and identified through LC-MS and MS/MS experiments by operating in positive ion mode
Compound 3, 6, 8, 9, 10, 11, 12, 17,19 and 20 were identified as anthocyanins, most of them already reported in Myrtus communis [30, 31]. These compounds are not present in the seeds and were identified operating in positive ion mode at the same LC condition used when negative ion mode was performed. Compounds 12 and 19 were reported for the first time in Myrtus communis. Compound 12 showed a pseudo molecular ion at m/z 419.0978 corresponding to the molecular formula C20H19O10+, that in MS/MS gave one principal product ion at m/z 287, which corresponds to the loss of a pentose moiety, thus in comparison with data reported in literature [32] the compound was tentatively identified as cyanidin pentoside. Compound 19 showed a pseudo molecular ion at 433.1134 corresponding to the molecular formula C21H21O10+ that submitted to fragmentation. It gave one principal product ion at m/z 301, which corresponds to the loss of a pentose moiety, thus in comparison with data reported in literature [32] the compound was tentatively identified as peonidinpentoside.
3.2Multivariate data analysis
The Multivariate Data Analysis was basically performed following the experimental protocol described by D’Urso et al. (2015). LC-ESI-Orbitrap-MS chromatograms were pre-processed using MZmine (a free software) in a way to compensate for variations in retention time and m/z value between each chromatographic run. A peak list table was obtained from pre-processed chromatograms. In the final table, rows represented the individual samples (36 samples: 18 biological samples in technical duplicates), and columns represented integrated and normalized peak areas. Furthermore, this data was used through an approach of untargeted analysis and treated with an unsupervised Multi Variated Data Analysis method (PCA).
Principal Component Analysis (PCA) was performed by applying the peak areas of each peak observed in the LC-MS dataset (excluding the noisy), and a matrix was constructed by using these areas (variables), with the different analyzed samples as columns of the matrix. The resulted score scatter plot is reported in Fig. 5. The first component describes 70.22% of variance while the second only 7.72%. The choice of principal components was realized on the basis of the fitting (R2X) and predictive (Q2X) values for thePCA model.
Fig.5
The score scatter plot in Fig. 5A is colored according to the parts of fruit under analysis. There is clearly a differentiation of the samples based on this parameter: seeds are all grouped on the left part of the plot, peel & pulp and whole berry are distributed on the right part. In Fig. 5B the same scatter plot is displayed, colored according to the cultivar of samples (different cultivar is related to the different geographical origin of the seeds). By using this visualization mode, the peel and pulp appear as an important discriminator for samples of different cultivar and different geographic origin. Really, samples pertaining to the cultivar from the area of Sassari are on the right upper part of the plot while samples pertaining to the cultivar from the area of Cagliari are on the bottom right. However, this differentiation, mainly showed by peel and pulp samples is not present between the seeds, because all the samples are grouped in the same area. Thus, this is evidence that the metabolites that make the two cultivar different are the phenolic compounds, and principally anthocyanins and flavonoids, present in big amount specially in peel and pulp. In this study, these phenolic compounds appear to be marker compounds for geographic and genetic origin of myrtle berry.
4Conclusion
An untargeted metabolomics approach together with the use of chemometric methods was developed for the discrimination of different cultivars of myrtle berry, whose seeds where collected from different geographic area of Sardinia and then grown in the experimental station of the University of Sassari located in Oristano (Sardinia Italy). For the first time methanolic extracts of different parts of myrtle berries were analyzed through liquid chromatography coupled with high resolution mass spectrometry. The study of metabolite profiling using liquid chromatography combined with high resolution mass spectrometry (LC-ESI-Orbitrap-MS) has proved to be a powerful tool for discovering changes of composition in different fruit parts of Myrtus communis. Through LC-ESI-Orbitrap-MS analysis and MS/MS experiments, 35 compounds were tentatively characterized on the basis of their retention time, UV/Vis absorbance, MS spectra and MS fragmentation patterns and a new class of hydrolysable tannins was identified in these berries (mainly in seeds) for the first time.
Moreover, using a large scale metabolomics approach, in this work we confirm that, in the classification based on geographic origin of the Myrtus communis berries, metabolites present in the peel and pulp are represented mainly by polyphenolic compounds like antocyanins and flavonoids and are more influent then metabolites present in the seeds, mainly gallotannins derivatives. Thus, flavonoids and anthocyanins, mainly found in the peel and pulp of the myrtle berry are putative marker compounds related to cultivar developed by seeds from different geographic origin.
Conflict of interest
None to report.
Acknowledgments
This study was supported by a grant from the Autonomous Region of Sardinia; “Myrtle: genomics and metabolomics, an integrated approach to the industrial valorisation” CRP_60361_2012.
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