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Article

Chemical Screening of Metabolites Profile from Romanian Tuber spp.

1
Department of Scientific Research and Academic Creation, West University of Timisoara, 300223 Timisoara, Romania
2
Cromatec-Plus, Scient Analytics, SCIENT, Research Center for Instrumental Analysis, 077167 Snagov, Romania
3
University Politehnica Timisoara, 300006 Timisoara, Romania
4
Victor Babes University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania
*
Author to whom correspondence should be addressed.
Submission received: 26 January 2021 / Revised: 5 March 2021 / Accepted: 9 March 2021 / Published: 12 March 2021
(This article belongs to the Collection Bioactive Compounds in Plants)

Abstract

:
Truffles are the rarest species and appreciated species of edible fungi and are well-known for their distinctive aroma and high nutrient content. However, their chemical composition largely depends on the particularities of their grown environment. Recently, various studies investigate the phytoconstituents content of different species of truffles. However, this research is still very limited for Romanian truffles. This study reports the first complete metabolites profiles identification based on gas chromatography-mass spectrometry (GC-MS) and electrospray ionization quadrupole time-of-flight mass spectrometry (ESI-QTOF-MS) of two different types of Romania truffles: Tuber magnatum pico and Tuber brumale. In mass spectra (MS) in positive mode, over 100 metabolites were identified from 14 secondary metabolites categories: amino acids, terpenes, alkaloids, flavonoids, organic acids, fatty acids, phenolic acids, sulfur compounds, sterols, hydrocarbons, etc. Additionally, the biological activity of these secondary metabolite classes was discussed.

1. Introduction

At present, truffles (Tuberaceae family, Tuber genus) are considered an emblem of culinary refinement. Because of their nutritive and very particular organoleptic properties, they are considered as one of the most precious foodstuffs. Truffles were assigned mythical qualities in antiquity and then later in the Middle Age because they grow in the ground and are rarely found [1,2,3,4,5,6,7].
The high content of nutrients (proteins, fatty acids, minerals, amino acids) and, most of all, their recognizable flavor and aroma are, most probably, key factors that propelled these fungi into a highly precious and exclusive ingredient [1,2,3,4,5,6,7,8].
From ancient times, truffles have been considered aphrodisiacs. This property is attributed to the outstanding chemical constituents able to mime the male reproductive hormones (androsterone). There are reports about the truffle flavor is associated with perspiration, clay, garlic, mildew, and a faint onion smell [1,5]. There have been several studies on the volatile organic compounds (VOC) and the components involved in flavor. However, the chemical composition of truffles largely depends on the soil characteristics, environmental conditions, and especially the host trees [1,2,3,4,5,7,8,9,10,11,12].
The truffle’s growth in natural conditions depends on continuously changing climate conditions causing a restriction of their natural area, which directly influences their prices. Preserving truffles and their complex flavor still represents a challenge for the modern food industry, and is most probably the main factor in their market evaluation worldwide [1,3,8,9,10,11,12,13].
The increasing market demands (food, cosmetic industry) have brought forth new studies on the extension of truffle cultivation. The quality of truffles is attributed, in particular, to the different soil conditions (pH, organic substances, minerals, etc.), climate, and vegetation characteristics of each region [1,3,4,8,9,10,11,12,13]. It is appreciated that Central and South European forests have the highest phylogenetic variety, and are practically the origin growth area of these ectomycorrhizal fungi species. Romania is renowned in Europe for its truffle quality [13,14]. In Romania, the most widespread truffle variants are Tuber brumale and Tuber aesetivum. Nevertheless, in Romania, there are other types of truffles, such as Tuber aestivum, Tuber Macrosporum, Tuber Mesentericum, Tuber magnatum pico, and Choiromyces meandriformis. The more flavorful truffles (Tuber magnatum pico and Tuber melanosporum) are the most valuable. Tuber magnatum pico (white truffle), with a smooth garlic flavor, is considered one of the rarest varieties and cannot be cultivated. In South and Central Europe, Tuber brumale (winter truffle) can be found [13,14].
Tuber spp. are organisms adapted to habitats with a low concentration of oxygen by default. These symbiotic fungi most probably contain large quantities of antioxidant agents. The polyphenolics derivates from mushrooms induce a high antioxidant activity [3,15,16,17].
Recently, special attention was given to the potential biomedical application of hypogean fungus bioactive compounds, in particular, phytosterols, fatty acids, phenols, amino acids, volatile components, etc. [1,3,6,7,8,11,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29]. However, still only a few scientific studies have been undertaken on secondary metabolites with therapeutic potential and on truffles’ biology [3,6,7,19,20,21,22,23,24,25,26,27,28,29].
There are relatively few studies on Romanian truffles, despite their high economic value being recognized. Furthermore, biologically active compounds from Romanian truffles have not been assessed through modern analytical methods. Research has only investigated the influence of soil particularities on truffle development [13]. Additionally, in a previous study, our team reported a comparative study on antioxidant activity through the electrochemical method (cyclic voltammetry), morphology (scanning electron microscopy), and semi-quantitative elemental analysis (EDAX) to estimate the diversity from two different types of truffles: Tuber magnatum pico and Tuber melanosporum [30].
The inclusion of the metabolomics approach in the study of secondary metabolites with therapeutic potential is paramount [31,32,33,34,35]. In this study, was used a qualitative untargeted metabolomics methodology based on the combination of gas-chromatography coupled with mass spectroscopy (GC-MS) and electrospray ionization quadrupole time-of-flight mass spectrometry (ESI-QTOF-MS) to analyze the metabolic profiles from two Romanian truffles species with high economic value, namely Tuber magnatum pico and Tuber brumale, or winter truffle.

2. Results and Discussion

The truffles chemical composition is highly complex and it is not yet fully described, especially since it is directly dependent on several factors, of which the most important are: host tree and soil parameters. Two solvents were selected with low polarity to achieve the extraction of truffles metabolites.
Thus, in dichloromethane, a polar aprotic solvent is expected to extract lipophilic compounds, such as fatty acids, terpenes, steroids, etc. Moreover, high polarity fractions (amino acids, alkaloids, carbohydrates, etc.) were extracted in methanol. The bioactive compounds screening from the truffles sample were tentatively identified by gas-chromatography coupled with mass spectroscopy (GC-MS) and electrospray ionization-quadrupole time-of-flight mass spectrometry (ESI-QTOF-MS) analysis.
Even though gas-chromatography coupled with mass spectroscopy (GC-MS) is one of the most common analytic techniques and is essential in the investigation of natural products due to their features, robustness and high sensitivity allow affordable and highly accurate separation and identification of metabolites [36].
Usually, gas-chromatography (GC) is used mainly for the separation of relatively low molecular weight metabolites such as amino acids, carbohydrates, organic acids, fatty acids, sterols, etc. [36].
A comparison of the total ion chromatographs of both truffle extracts presents the similarities and the differences regarding the metabolite types separated from the analyzed samples. The results are summarized in Table 1, which presents the GC-MS tentative compounds identification corresponding to Tuber magnatum pico and Tuber brumale samples.

2.1. Mass Spectrometry Analysis of Tuber magnatum pico and Tuber brumale

Truffle samples were diluted in methanol and characterized by ESI-TOF mass spectroscopy (ESI-QTOF-MS). The spectra revealed a complex mixture of molecules from which a few molecules were detected. Thus, mass spectra analysis showed the presence of 103 compounds in Tuber magnatum pico and 105 compounds from the Tuber brumale. Major of these phytochemicals are fatty acids, fatty esters, and sterols. The truffles samples were carried out in positive mode.
About 54% of the identified compounds were detected in the m/z range from 50 to 180. Identified compounds are listed in Table 2 and classified on the base of their m/z ratio (both theoretical and measured), chemical name, molecular formula, and the related literature. In sample 2 (T. brumale) another six additional compounds were detected: dipropyl trisulfide (m/z: 183.40), bis (2-methyl-3 furyl) disulfide (m/z: 227.34), sinapine (m/z: 311.37), ergosta-5,7,22-trien-ß-ol (m/z: 397.61), ergosta-5,7,22-trien-ß-ol (m/z: 397.66), and brassicasterol (m/z: 399.69).
The spectra disclose a very complex mixture of molecules from which only some molecules were detected. A total of 109 identified metabolites were attributed to different chemical classes such as amino acids, saccharides, flavonoids, aldehyde, ketone, esters, sulfur compounds, terpenoids, phenolic acids, steroids, hydrocarbons, and other data confirming results already published in the literature [7,10,15,17,19,20,21,22,23,24,25,26,27,28,29,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59]. The results of the GC-MS were confirmed by ESI-QTOF-MS analysis.
The proportion of each metabolite categories distributed in two species truffles investigated was presented in the figures below. There is a distinction regarding the metabolite numbers accumulated in T. brumale (105), which was slightly larger than in T. magnatum pico (103). It was found that for T. brumale, the number of steroids and sulfur compounds was significantly higher than in T. magnatum pico. More amino acids were present in T. magnatum pico than T. brumale. In both truffle samples investigated, different amino acids were identified, and most of them are essential amino acids (valine, threonine, leucine, lysine, methionine) with few non-essential amino acids (ornithine, asparagine, cysteine) [7,25]. Previous studies revealed that each of these categories of metabolites identified in truffle samples exhibit biological activity [7,22,23,24,52]. For instance, sinapine, an alkaloid from T. brumale, possesses antioxidant and anti-inflammatory properties [7]. Aldehydes, alcohols, esters, and sulfur compounds are considered as responsible for the special truffle flavor [7,22,53,59]. Despite numerous studies, there is no complete description of the truffles’ very complex VOC assemble. Moreover, it is even more difficult to distinguish between each flavor component [7,10,38,40,45,53]. Some of them have been identified and presented in Table 3 [1,7,10,39,40,45]. In black truffles, such as T. brumale, the presence of sulfur compounds in large numbers is considered to be decisive for their specific aroma [1,7,10,39,40,45]. The environmental conditions lead to differences in the VOC profile between the same type of truffles harvested in different seasons.
Winter truffles have to develop more VOC molecules than white truffles, since the growing conditions are quite different between them [1,7,10,38,40,45]. Our results support this hypothesis. Among the winter truffles investigated, T. brumale contains more VOC molecules than white truffle, T. magnatum pico. Dipropyl trisulfide and bis (2-methyl-3 furyl) disulfide are the two sulfur compounds that have been identified only in our black truffle sample (T. brumale). More recently, truffles’ ergosteroid have been integrated into the VOC category with a characteristic sulfurous aroma [54]. Ergosta-5,7,22-trien-ß-ol, ergosterol, and brassicasterol were tentatively identified by ESI-QTOF-MS in T. brumale.
It should be mentioned that in both truffles, androstenone was identified, a steroidal pheromone with a distinct scent with various and completely different descriptions (floral, vanilla, sandalwood, sweaty, urine, or even without any odor [1,57]). It is estimated that due to the presence of this pheromone it is possible to train pigs or dogs to detect truffles [1,57], The predominant sulfur compounds in white truffle aroma are dimethyl sulfide and bis(methylthio)methane and dimethyl sulfide in black truffle aroma [40]. Disulfides derivates has bacteriostatic and antifungal properties [43]. The phenolic compound 4-aminophenol has shown to have an anti-inflammatory role [7].
Fatty acids were found in both truffles samples and represent a significant proportion of the total metabolites identified. Research has demonstrated that fatty acids have antibacterial and antimicrobial activity, as well as hypocholesterolemic properties [1,23,42,45]. Although absolute contents are, percentage-wise, basically the same (12%), the composition of terpenoids is varied and consists of squalene, β-elemene, α-terpineol, p-cymene, D-limonene, eucalyptol, thymol, lupenone, α-cubebene, 2-methyl-isoborneol, and lupeol. These compounds act mainly as antibacterial and antioxidant agents [7,45]. Moreover, previous investigations revealed that squalene present antibacterial, anticancer, antioxidant, tumoural protective, immunostimulant, and chemoprotective activity [23,45,46,47].
The steroid compounds found in truffles are involved in the mechanism of tumor protection and angiogenesis [7,23,26,46,47,48,49,50]. Furthermore, truffles contain stigmasterol and beta-sitosterol, compounds with similar chemical structures to cholesterol. Studies indicate that phytosterols act as hypercholesterolemic, immunomodulatory, and antitumor agents [52]. Recent studies report that ergosterol has shown antioxidant, anti-inflammatory, immunomodulating, and lowering hyperlipidemic effects [22,23,58,59].
The glycosylceramide identified in both truffles investigated is a sphingolipid type containing glucose residue [20,54]. This compound is highly bioactive with multiple roles in the organism: cell growth apoptosis, antitumor activity, and lowering cholesterol [20,54].
The flavor of the VOC metabolites identified in the investigated truffles is displayed in Table 3 and Figure 1. The key aroma of the investigated Romanian truffles is influenced by environmental conditions (soil parameters, tree host, etc.). Their fragrances are unique: medium sulfuric with sweet fruity, nutty, and floral notes [40].

2.2. Screening and Classification of Metabolites

A total of 109 metabolites were assigned to different chemical categories: amino acids, saccharides, nucleoside, flavonoids, organic acids, phenols and alcohol, esters, sulfur compounds, terpenoids and sesquiterpenes, aldehyde and ketones, phenolic acids, fatty acids, hydrocarbons, vitamins, alkaloids, and other (Table 4).
The data analysis reported in Table 4 allowed obtaining charts for T. magnatum pico and T. brumale, which are presented in Figure 2 and Figure 3.

3. Materials and Methods

Fresh fruiting bodies of Tuber magnatum pico (50 g) and Tuber brumale (50 g) were collected in late November 2019 from the area of the Eastern Carpathians and offered by Cromatec Plus after prior taxonomically and authentication. The truffles samples were rapid frozen in liquid nitrogen (−196 °C), ground and sieved to obtain a particle size lower than 0.5 mm, and kept at −80 °C to avoid enzymatic conversion or metabolites degradation.
For each analysis, 2 g of dried sample was subject to sonication extraction in 25 mL solvent (methanol/dichloromethane = 1:1) for 20 min at 45 °C, with a frequency of 50 kHz. The solution was concentrated using a rotavapor and the residue was dissolved in MeOH. The extract was centrifuged and the supernatant was filtered through a 0.2-μm syringe filter and stored at −18 °C until analysis.

3.1. Reagents

All used reagents were GC grade. Methanol and dichloromethane were purchased from VWR (Wien, Austria).

3.2. GC-MS Analysis

Gas chromatography was carried on the ClarusSQ8 GC/MS (PerkinElmer) apparatus with a nonpolar column Agilent 1909 s-433 (5% phenyl methyl siloxane); carrier gas, He, flow rate, 1 mL/min.

3.3. GC-MS Separation Conditions

The oven temperature program was 80 °C for 9 min, then raised to 220 °C (5 °C/min), to 280 °C (10 °C/min.), and finally held at this temperature for 20 min. The temperature of the injector was 260 °C and the temperature at the interface was 200 °C.

3.4. Mass Spectrometry

MS experiments were conducted on an EIS-QTOF-MS analysis from Bruker Daltonics, Billerica, MA, USA. All mass spectra were acquired in the positive ion mode within a mass range of (100–2500) m/z, with a scan speed of 2.1 scans/second. The source block temperature was kept at 80 °C. The reference provided in positive ion mode a spectrum with fair ionic coverage of the m/z range scanned in full-scan MS. The resulting spectrum is a sum of scans over the total ion current (TIC) acquired at 25–85 eV collision energy to provide the full set of diagnostic fragment ions.
Peak assignment to specific ion was based on the standard library, the NIST/NBS-3 (National Institute of Standards and Technology/National Bureau of Standards) spectral database. According to the peak, the resolution area was determined from the total ion current (TIC) or from the estimated selected ions integration. The results are presented in Table 1. The mass spectra of the compounds were compared with those from NIST/EPA/NIH Mass Spectral Library, and the identified compounds are presented in Table 2.

4. Conclusions

The proposed analytical methodology for the chemical screening of these Romanian truffles type allowed obtaining their metabolite profile. The number of metabolites (amino acids, steroids, and sulfur compounds) was different in both truffle species.
The different proportion of total metabolites identified between T. brumale and T. magnatum pico can be considered as evidence of the influence exerted by genetic and environmental conditions. Each of the chemical categories were detailed, including their biological activity. Moreover, we evaluated the profile of the key aroma compounds. However, studies on Romanian truffles are in the early stages considering that these fungi are still an unvalued source of compounds with high economic value. Further investigations are necessary to disclose the influence of the external factors (environmental condition, host tree, etc.) on the metabolic mechanism of truffles.

Author Contributions

Conception and design of study, A.-E.S. and I.G.; methodology, A.-E.S.; acquisition of data, I.S.; analysis and interpretation of data, A.B.; writing—original draft preparation, M.C.; writing—review and editing, A.-E.S.; investigation and revision, I.C.D. and A.P. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

All data are contained within the article.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. VOC flavor profile metabolites identified in truffle samples.
Figure 1. VOC flavor profile metabolites identified in truffle samples.
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Figure 2. Tuber magnatum pico—metabolite classification.
Figure 2. Tuber magnatum pico—metabolite classification.
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Figure 3. Tuber brumale—metabolite classification.
Figure 3. Tuber brumale—metabolite classification.
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Table 1. Main compounds identified by GC-MS analysis in both truffle samples.
Table 1. Main compounds identified by GC-MS analysis in both truffle samples.
SampleCompounds Identified from GC-MS LibraryRTRI (Determinated)
Tuber magnatum pico3-octanol20.4521087
dimethyl sulfoxide28.769516
stearic acid32.974216
squalene34.5362745
beta-sitosterol36.1673292
campesterol36.6803297
stearic acid38.2112163
dimethyl sulfone51.286924
benzothiazole55.4611184
Tuber brumale3-octanol20.4521087
1,2-butanediol21.968811
lupeol21.9713265
2,4-octanedione35.4451082
tris(methylthio)methane51.2751364
ergosterol52.0083085
Table 2. Phytochemicals identified in both truffles sample detected by the MS method.
Table 2. Phytochemicals identified in both truffles sample detected by the MS method.
Sample FractionCompound No.m/z DetectedTheoretic m/zFormulaTentative of IdentificationRef.
Tuber magnatum pico165.1765.15C2H6S+dimethyl sulfide[3,7,10,23,37]
289.1889.15C6H12O+isoamyl alcohol[7,10]
389.1489.12C4H8O2+3-hydroxy-2-butanone[38]
490.1190.097C3H7O2+alanine[7,25,39]
595.1595.14C2H6O2S+dimethyl sulfone[10,37]
695.2395.20C2H6S2+dimethyl disulfide[10,23]
799.1799.15C6H10O1-hexen-3-one[38]
8105.19105.18C4H8OSmethional[7,10,38]
9107.17107.13C7H6O+benzaldehyde[25,59]
10107.20107.19C4H10OS+3-(methylthio)propanol[38,40]
11109.07109.06C7H8O+methoxybenzene (anisole)[10]
12109.25109.24C3H8S2+bis(methylthio)methane[6,39]
13110.15110.14C6H7NO4-amino-phenol[7,10,22]
14117.17117.16C6H12O2+butanoic acid ethyl ester[39,40]
15117.19117.17C6H12O2ethyl butyrate[40]
16118.11118.14C5H11NO2+valine[7,25,39]
17120.08120.03C4H9NO3+threonine[7,10,25,39]
18121.18121.16C8H8O+benzeneacetaldehyde[38,59]
19123.07123.67C8H10O+2-phenylethanol[10]
20123.10123.08C8H10O+p-cresyl methyl ether[40]
21123.19123.17C8H10O3-ethylphenol[41]
22125.16125.15C7H8O2+2-acetyl-5-methyl furan[10,23,25]
23125.27125.24C9H18O+nonanal[10,59]
24127.16127.13C8H14O+6-methyl-5-hepten-2-one[38]
25127.23127,21C8H14O+3,4-dimethyl-3-hexen-2-one[38]
26127.29127.27C2H6S3+dimethyl trisulfide[3,38]
27129.21129.18C10H8+naphthalene[10]
28129.25129.22C8H16O+1-octen-3-ol[3]
28131.20131.19C7H14O2+butanoic acid propyl ester[38]
29132.17132.75C5H12N2O2+ornithine[7,10,25,38,39]
30132.19132.18C6H13NO2+leucine[7,10,25,38,39]
31133.08133.06C4H8O3+asparagine[7,10,25,38]
32135.25135.23C10H14+p-cymene[25,37,38]
33136.20136.19C7H5NS+benzothiazole[37,60]
34137.22137.20C9H12O3-methyl-5-ethylphenol[40,41,59]
35137.26137.24C10H16+D-limonene[38]
36137.27137.25C10H14+cis-ocimene[38]
37141.31141.29C3H8S3+methyl(methylthio)dimethyl sulfoxide[3,38]
38143.23143.21C8H14O2+2,4-octanedione[37]
39145.22145.21C8H16O2+isobutyl hexanoate[40]
40147.21147.19C6H14N2O2+lysine[7,10,25]
41149.19149.17C9H8O2+cinnamic acid[38]
42150.21150.20C6H11NO2S+methionine[7,10,25]
43151.23151.22C10H14O+thymol[21]
44155.27155.25C10H18O+α-terpineol[38]
45155.28155.26C10H18O+eucalyptol[38]
46155.35155.32C4H10S3+tris(methylthio)methane[3,41]
47156.18156.16C6H9N3O2+histidine[7,10,25,39]
48157.25157.23C9H16O2+2-pentyl-3-butenoic acid[59]
49159.26159.25C9H18O2+2-isopropyl-hexanoic acid[41]
50165.19165.17C9H8O3+p-coumaric acid[22]
51165.23165.21C10H12O2+eugenol[38]
52169.18169.16C8H8O4+homogentisic acid[22]
53169.31169.29C11H20O+2-methylisoborneol[21]
54171.15171.13C7H6O5+gallic acid[22,25]
55171.28171.26C10H18O23-methyl-2-nonenoic acid[38,60]
56171.36171.34C12H26+2,4-dimethyl-decane[38]
57173.11173.15C10H20O2+capric acid[22,25,38]
58173.29173.27C10H20O2+isobutyl hexanoate[40]
59177.14177.13C6H8O6+ascorbic acid[22]
60179.28179.24C11H14O2+benzene-1,2-dimethoxy-4-(2-propenyl)[39]
61181.19181.17C9H8O4+caffeic acid[22,25]
62183.19183.17C6H14O6+D-allitol[51]
63187.24187.22C12H10O2+2-naphthylacetic acid[38]
64195.21195.19C10H10O4ferulic acid[7,10,25]
65205.36205.35C15H24+α-cubebene[10,38]
66205.37205.35C15H24+caryophyllene[10,39]
67205.38205.36C15H24+β-elemene[10,38]
68217.35217.33C12H24O3+triisopropyl-S-trioxane[3,38]
69227.36227.35C14H26O2+8-dodecenyl acetate[10,38]
70230.32230.31C9H15N3O2S+L-ergothioneine[7]
71235.40235.39C15H26N2+sparteine[7]
72239.35239.34C16H18N2agroclavine[7]
73241.33241.31C6H12N2O4S2+cystine[7,10,39]
74255.43255.42C16H30O2+palmitoleic acid[22,25]
75257.27257.25C16H32O2palmitic acid[22]
76273.45272,43C19H28Oandrostenone[52]
77278.25278.24C9H17NO8+neuraminic acid[7]
78281.41281.40C18H32O2linoleic acid[22,25]
79281.46281.45C18H32O2octadecadienoic acid[22,25,38]
80283.51283.50C18H34O2+oleic acid[22,25]
81289.47289.45C18H36O2+stearic acid[22,25]
82291.11291.09C15H14O6+catechin[21]
83298.30298.28C11H15N5O5+7-methylguanosine[7]
84300.27300.29C18H37NO2+sphing-4-enine[54]
85303.06303.05C20H30O2+eicosapentaenoic acid[22]
86305.53305.51C20H32O2+arachidonic acid[7,22]
87309.53309.51C20H36O2+ethyl linolate[21,22]
88322.38322.36C11H19N3O6SS-methyl glutathione[1]
89329.52329.51C22H32O2+docosahexaenoic acid[22]
90341.35341.34C22H44O2+behenic acid[22]
91343.32343.31C12H22O11+trehalose[22]
92369.62369.61C24H48O2+lignoceric acid[22,25]
93387.38387.37C27H46O+cholesterol[48,50,53,57,58,59,60]
94401.71401.69C28H48Ocampestanol[48,50,53,57,58,59,60]
95411.74411.72C30H50+squalene[7,23,45]
96413.71413.70C29H48O+fucosterol[48,50,53,57,58,59,60]
97415.73415.71C29H50O+beta-sitosterol[7,45]
98419.71419.70C27H46O3cholest-5-en-3β,6,24S-triol[48,50,53,57,58,59,60]
99425.72425.70C30H48O+lupenone[7,22,45]
100427.74427.73C30H50Olupeol[7,22,45]
101537.92537.91C40H56+lycopene[22]
102596.51586.50C31H24O12+kolaflavanone[7]
103812.72812.70C46H89NO8glucosylceramide[7,53,54]
Tuber brumale195.2395.20C2H6S2+dimethyl disulfide[3,7,10,23,37]
299.1799.15C6H10O1-hexen-3-one[38]
3105.19105.18C4H8OSmethional[7,10,39]
4107.17107.13C7H6O+benzaldehyde[25,60]
5107.20107.19C4H10OS+3-(methylthio)propanol[38,40]
6109.07109.06C7H8O+methoxybenzene (anisole)[10]
7109.25109.24C3H8S2+bis(methylthio)methane[6,38]
8110.15110.14C6H7NO4-amino-phenol[7,10,22]
9117.17117.16C6H12O2+butanoic acid ethyl ester[38,41]
10117.19117.17C6H12O2ethyl butyrate[40]
11118.11118.14C5H11NO2+valine[10,25,39]
12120.14120.13C4H9NO3+threonine[7,10,25,39]
13121.18121.16C8H8O+benzeneacetaldehyde[38,59]
14123.07123.67C8H10O+2-phenylethanol[10]
15123.19123.17C8H10O+3-ethylphenol[41]
16123.10123.08C8H10O+p-cresyl methyl ether[40]
17125.16125.15C7H8O2+2-acetyl-5-methylfuran[10,23,25]
18125.27125.24C9H18O+nonanal[10,59]
19127.16127.13C8H14O+6-methyl-5-hepten-2-one[38]
20127.23127.21C8H14O+3,4-dimethyl-3-hexen-2-one[38]
21127.29127.27C2H6S3+dimethyl trisulfide[10,23]
22129.21129.18C10H8+naphthalene[10]
23129.25129.22C8H16O+1-octen-3-ol[3]
24131.20131.19C7H14O2+butanoic acid propyl ester[38]
25132.17132.75C5H12N2O2+ornithine[7,10,25,38,39]
26132.19132.18C6H13NO2+leucine[7,10,25,38,39]
27133.08133.06C4H8O3+asparagine[7,10,25,39]
28135.25135.23C10H14+p-cymene[25,37,38]
29137.22137.20C9H12O+3-methyl-5-ethylphenol[40,41,59]
30137.26137.24C10H16+D-limonene[38]
31137.27137.25C10H14+cis-ocimene[38]
32141.31141.29C3H8S3+methyl(methylthio)dimethyl sulfoxide[3,38]
33143.23143.21C8H14O2+2,4-octanedione[37]
34145.22145.21C8H16O2isobutyl hexanoate[40]
35147.21147.19C6H14N2O2+lysine[7,10,25]
36149.19149.17C9H8O2+cinnamic acid[39]
37150.21150.21C6H11NO2S+methionine[7,10,25]
38151.23151.22C10H14O+thymol[21]
39155.27155.25C10H18O+α-terpineol[38]
40155.28155.26C10H18O+eucalyptol[38]
41155.35155.32C4H10S3+tris(methylthio)methane[3,41]
42156.18156.16C6H9N3O2+histidine[7,10,25,39]
43157.25157.23C9H16O2+2-pentyl-3-butenoic acid[59]
44159.26159.25C9H18O2+2-isopropyl-hexanoic acid[41]
45162.15162.13C7H15NO3+carnitine[7]
46165.19165.17C9H8O3+p-coumaric acid[22]
47165.23165.21C10H12O2+eugenol[38]
48169.18169.16C8H8O4+homogentisic acid[22]
49169.31169.29C11H20O+2-methylisoborneol[21]
50171.15171.13C7H6O5+gallic acid[22,25]
51171.28171.26C10H18O23-methyl-2-nonenoic acid[38,59]
52171.36171.34C12H26+2,4-dimethyl-decane[38]
53173.11173.15C10H20O2+capric acid[22,25,38]
54173.29173.27C10H20O2+isobutyl hexanoate[40]
55177.14177.13C6H8O6+ascorbic acid[22]
56179.28179.24C11H14O2+benzene-1,2-dimethoxy-4-(2-propenyl)[38]
57181.19181.17C9H8O4+caffeic acid[22,25]
58183.19183.17C6H14O6+D-allitol[51]
59183.40183.38C6H14S3+dipropyl trisulfide[10,23]
60187.24187.22C12H10O2+2-naphthylacetic acid[38]
61195.21195.19C10H10O4ferulic acid[7,10,25]
62205.36205.35C15H24+α-cubebene[10,38]
63205.37205.35C15H24+caryophyllene[7,38]
64205.38205.36C15H24+β-elemene[10,38]
65217.35217.33C12H24O3+triisopropyl-S-trioxane[3,38]
66227.34227.30C10H10O2S2bis(2-methyl-3 furyl)disulfide[40]
67227.36227.35C14H26O2+8-dodecenyl acetate[10,38]
68230.32230.31C9H15N3O2S+L-ergothioneine[7]
69235.40235.39C15H26N2+sparteine[7]
70239.35239.34C16H18N2agroclavine[7]
71241.03241.31C6H12N2O4S2+cystine[7,10,39]
72255.43255.42C16H30O2+palmitoleic acid[22,25]
73257.27257.25C16H32O2palmitic acid[22]
74273.45272,43C19H28Oandrostenone[53]
75278.25278.24C9H17NO8+neuraminic acid[7]
76281.41281.40C18H32O2linoleic acid[22,25]
77281.46281.45C18H32O2octadecadienoic acid[22,25,38]
78283.51283.50C18H34O2+oleic acid[22,25]
79289.47289.45C18H36O2+stearic acid[22,25]
80291.11291.09C15H14O6+catechin[21]
81298.30298.28C11H15N5O5+7-methylguanosine[7]
82300.27300.29C18H37NO2+sphing-4-enine[56]
83303.06303.05C20H30O2+eicosapentaenoic acid[22]
84305.53305.51C20H32O2+arachidonic acid[7,22]
85309.53309.51C20H36O2+ethyl linolate[21,22]
86311.37311.36C16H24NO5+sinapine[7]
87322.38322.36C11H19N3O6SS-methyl glutathione[1]
88329.52329.51C22H32O2+docosahexaenoic acid[22]
89341.35341.34C22H44O2+behenic acid[22]
90343.32343.31C12H22O11+trehalose[22]
91369.62369.61C24H48O2+lignoceric acid[22,25]
92387.38387.37C27H46O+cholesterol[48,50,53,57,58,59,60]
93397.61397.60C28H44Oergosta-5,7,22-trien-ß-ol[48,50,53,57,58,59,60]
94397.66397.65C28H44Oergosterol[51,53,57,58,59,60]
95399.69399.67C28H46Obrassicasterol[7,45,48,50,53,57,58,59,60]
96401.71401.69C28H48Ocampestanol[7,45,48,50,53,57,58,59,60]
97411.74411.72C30H50+squalene[7,23,45]
98413.71413.70C29H48O+fucosterol[48,50,53,57,58,59,60]
99415.73415.71C29H50O+beta-sitosterol[7,45,48,50,53,57,58,59,60]
100419.71419.70C27H46O3cholest-5-en-3β,6,24S-triol[48,50,53,57,58,59,60]
101425.72425.70C30H48O+lupenone[7,22,45]
102427.74427.73C30H50Olupeol[7,45]
103537.92537.91C40H56+lycopene[22]
104596.51586.50C31H24O12+kolaflavanone[7]
105812.72812.70C46H89NO8glucosylceramide[1,7,54]
Table 3. TOF-MS identified VOC odor compound in truffle samples.
Table 3. TOF-MS identified VOC odor compound in truffle samples.
No.VOC NameOdor
1dimethylsulfonesulfuric
2dimethylsulfidecabbage, sulfurous onion
3dimethyl disulfidecabbage, onion
4methionalmold, French fry, yeasty
5isoamyl alcoholalcoholic, fruity
63-hydroxy-2-butanonedairy, buttery
71-hexen-3-onevegetable metallic
8benzaldehydesweet almond
93-(methylthio)propanolonion, garlic
10methoxybenzene (anisole)anise seed
11bis(methylthio)methanegarlic sulfurous, mushroom
124-amino-phenolsweet, balsamic
13butanoic acid ethyl estersweet, fruity (apple)
14ethyl butyratefruity, sweet
15benzeneacetaldehydeearthy, chocolate, floral
162-phenylethanolfloral
17p-cresyl methyl ethernutty, camphor
183-ethylphenolphenolic
192-acetyl-5-methylfurannutty, dusty
20nonanalcitrus
216-methyl-5-hepten-2-onecitrus, green, nutty
223,4-dimethyl-3-hexen-2-oneblue-cheese, nutty
23dimethyl trisulfideonion, leek
24naphthalenenaphthalene
251-octen-3-olearthy, green, mushroom
26butanoic acid propyl esterfruity, pineapple
27benzothiazolesulfurous, nutty
283-methyl-5-ethylphenolfruity
29methyl(methylthio)dimethyl sulfoxidesulfurous, broccoli
302,4-octanedioneearthy, dill
31isobutyl hexanoatesweet, fruity
32tris(methylthio)methaneearthy, mushroom
33carnitinefishy
342-methylisoborneolearthy, musty
353-methyl-2-nonenoic acidfruity
36isobutyl hexanoatefruity, green
37benzene-1,2-dimethoxy-4-(2-propenyl)spicy, woody
38dipropyl trisulfidesulfurous, garlic, pungent
39triisopropyl-S-trioxanedairy
40bis(2-methyl-3 furyl)disulfidesulfurous, meaty
418-dodecenyl acetatefruity, pineapple
42androstenoneurine, sweet, floral
43S-methyl glutathioneallium, sulfurous
Table 4. Classification of metabolites identified in truffles samples on chemical categories.
Table 4. Classification of metabolites identified in truffles samples on chemical categories.
Sample FractionChemical ClassMetabolite Name
Tuber magnatum
pico
Amino acidsalanine
valine
threonine
ornithine
leucine
asparagine
lysine
methionine
histidine
cystine
Saccharides and nucleosidetrehalose
7-methylguanosine
glucosylceramide
Flavonoidssparteine
agroclavine
kolaflavanone
Organic acidscinnamic acid
2-pentyl-3-butenoic acid
2-isopropyl-hexanoic acid
p-coumaric acid
3-methyl-2-nonenoic acid
capric acid
2-naphthylacetic acid
neuraminic acid
homogentisic acid
Phenols and alcohols4-amino-phenol
isoamyl alcohol
D-allitol
2-phenylethanol
3-ethylphenol
1-octen-3-ol
3-methyl-5-ethylphenol
Estersbutanoic acid ethyl ester
butanoic acid propyl ester
ethyl butyrate
8-dodecenyl acetate
Sulfur compoundsdimethylsulfide
dimethylsulfone
dimethyl disulfide
methional
bis(methylthio)methane
methyl(methylthio)dimethyl sulfoxide
3-(methylthio)propanol
tris(methylthio)methane
triisopropyl-S-trioxane
L-ergothioneine
S-methyl glutathione
dimethyl trisulfide
benzothiazole
Terpenoids and sesquiterpenesp-cymene
α-terpineol
D-limonene
cis-ocimene
thymol
eucalyptol
2-methylisoborneol
α-cubebene
caryophyllene
β-elemene
squalene
lupenone
lupeol
Aldehyde and ketonebenzaldehyde
3-hydroxy-2-butanone
benzeneacetaldehyde
nonanal
1-Hexen-3-one
6-methyl-5-hepten-2-one
3,4-dimethyl-3-hexen-2-one
2,4-octanedione
Phenolic acidsferulic acid
gallic acid
caffeic acid
catechin
Fatty acidspalmitoleic acid
palmitic acid
linoleic acid
octadecadienoic acid
oleic acid
stearic acid
eicosapentaenoic acid
arachidonic acid
ethyl linolate
docosahexaenoic acid
behenic acid
lignoceric acid
Sterol and steroidscholesterol
campestanol
fucosterol
beta-sitosterol
cholest-5-en-3β,6,24S-triol
Hydrocarbons2,4-dimethyl-decane
2-acetyl-5-methylfuran
naphthalene
p-cymene
eugenol
Other sphing-4-enine (ceramide)
isobutyl hexanoate (fatty acid esters)
ascorbic acid (vitamin)
lycopene (carotenoid)
benzene-1,2-dimethoxy-4-(2-propenyl)
p-cresyl methyl ether
methoxybenzene (anisole)
Tuber brumaleAmino acidsvaline
threonine
ornithine
leucine
asparagine
lysine
methionine
cystine
Saccharides and nucleosidetrehalose
7-methylguanosine
glucosylceramide
Flavonoidssparteine
agroclavine
kolaflavanone
Organic acidscinnamic acid
p-coumaric acid
3-methyl-2-nonenoic acid
capric acid
2-naphthylacetic acid
neuraminic acid
homogentisic acid
2-pentyl-3-butenoic acid
2-isopropyl-hexanoic acid
Phenols and alcohols4-amino-phenol
3-ethylphenol
1-octen-3-ol
3-methyl-5-ethylphenol
2-phenylethanol
D-allitol
Estersbutanoic acid ethyl ester
butanoic acid propyl ester
ethyl butyrate
8-dodecenyl acetate
Sulfur compoundsdimethyl trisulfide
benzothiazole
methional
bis(methylthio)methane
methyl(methylthio)dimethyl sulfoxide
3-(methylthio)propanol
tris(methylthio)methane
triisopropyl-S-trioxane
L-ergothioneine
S-methyl glutathione
dipropyl trisulfide
bis(2-methyl-3 furyl)disulfide
Terpenoids and sesquiterpenesp-cymene
α-terpineol
D-limonene
cis-ocimene
thymol
eucalyptol
2-methylisoborneol
α-cubebene
caryophyllene
β-elemene
squalene
lupenone
lupeol
Aldehyde and ketonebenzaldehyde
3-hydroxy-2-butanone
benzeneacetaldehyde
nonanal
1-Hexen-3-one
6-methyl-5-hepten-2-one
3,4-dimethyl-3-hexen-2-one
2,4-octanedione
Phenolic acidgallic acid
ferulic acid
caffeic acid
catechin
Hydrocarbons2,4-dimethyl-decane
2-acetyl-5-methylfuran
naphthalene
p-cymene
eugenol
Fatty acidspalmitoleic acid
palmitic acid
linoleic acid
octadecadienoic acid
oleic acid
stearic acid
eicosapentaenoic acid
arachidonic acid
ethyl linolate
docosahexaenoic acid
behenic acid
lignoceric acid
Sterol and steroidscholesterol
campestanol
fucosterol
beta-sitosterol
cholest-5-en-3β,6,24S-triol
ergosta-5,7,22-trien-ß-ol
ergosterol
brassicasterol
Otherssphing-4-enine (ceramide)
isobutyl hexanoate (fatty acid esters)
ascorbic acid (vitamins)
lycopene (carotenoid)
benzene-1,2-dimethoxy-4-(2-propenyl)
p-cresyl methyl ether
Lycopene (carotenoid)
Sinapine (alkaloid)
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MDPI and ACS Style

Segneanu, A.-E.; Cepan, M.; Bobica, A.; Stanusoiu, I.; Dragomir, I.C.; Parau, A.; Grozescu, I. Chemical Screening of Metabolites Profile from Romanian Tuber spp. Plants 2021, 10, 540. https://0-doi-org.brum.beds.ac.uk/10.3390/plants10030540

AMA Style

Segneanu A-E, Cepan M, Bobica A, Stanusoiu I, Dragomir IC, Parau A, Grozescu I. Chemical Screening of Metabolites Profile from Romanian Tuber spp. Plants. 2021; 10(3):540. https://0-doi-org.brum.beds.ac.uk/10.3390/plants10030540

Chicago/Turabian Style

Segneanu, Adina-Elena, Melinda Cepan, Adrian Bobica, Ionut Stanusoiu, Ioan Cosmin Dragomir, Andrei Parau, and Ioan Grozescu. 2021. "Chemical Screening of Metabolites Profile from Romanian Tuber spp." Plants 10, no. 3: 540. https://0-doi-org.brum.beds.ac.uk/10.3390/plants10030540

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