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Metabolome Mining of Curcuma longa L. Using HPLC-MS/MS and Molecular Networking

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27 June 2023

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27 June 2023

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Abstract
Turmeric, Curcuma longa L., is a type of medicinal plant characterized by its perennial nature and rhizomatous growth. It is a member of the Zingiberaceae family and is distributed across the world’s tropical and subtropical climates, especially in South Asia. Its rhizomes are highly valued for food supplements, spices, flavoring agents, and yellow dye in South Asia since ancient times. It exhibits a diverse array of therapeutic qualities that encompass its ability to combat diabetes, reduce inflammation, act as an antioxidant, exhibit anticancer properties, and promote anti-aging effects. In this study, organic extracts of C. longa rhizomes were subjected to HPLC separation followed by mass spectrometry analysis. The Global Natural Product Social Molecular Networking (GNPS) approach was utilized for the first time in this ethnobotanically important species to conduct an in-depth analysis of its metabolomes based on their fragments. A total of 30 metabolites including 16 diarylheptanoids, 1 diarylpentanoid, 3 bisabolocurcumin ethers, 4 sesquiterpenoids, 4 cinnamic acid derivatives, and 2 fatty acid derivatives were identified. Among 16 diarylheptanoids identified in this study, five of them are reported for the first time in this species.
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Subject: Chemistry and Materials Science  -   Analytical Chemistry

1. Introduction

Curcuma longa L., a member of the family Zingiberaceace, is commonly referred to as turmeric and, is a perennial rhizomatous herbaceous plant, native and cultivated in the tropical region of Southeast Asian countries. It has been a part of South Asian culture, used for coloring, preservatives, and as a spice for more than 4,000 years. It is a popular ingredient in traditional medical practices, such as Siddha, Ayurveda, and Unani, commonly used as a natural remedy for various health conditions [1]. C. longa L. is rich in secondary metabolites and known to have antidiabetic, anticancer, antioxidant, anti-inflammatory, antibacterial, antifungal, antiviral, cardiovascular, and neuroprotective activities [2,3,4].
Diarylheptanoids and sesquiterpenoids are the major metabolites found in C. longa L. Diarylheptanoids are a distinct group of natural products comprising a heptane core structure with two phenyl rings at 1- and 7-positions. Due to the distinct characteristics of these compounds, various researchers have thoroughly investigated their therapeutic potential. The pharmacological activity of diarylheptanoids may be attributed to their high degree of flexibility in core chemical structure and the presence of few hydroxyl or ketone functionalities, thus making them tolerant to biological molecules [5].
Curcuminoids, a subclass of diarylheptanoids, include curcumin and its derivatives such as bisdemethoxycurcumin and demethoxycurcumin, which are natural phenols with therapeutic potential [6,7]. Curcumin, one of the most abundant curcuminoids with a long history of medicinal importance, is present in Curcuma species. It is found in high concentration in the rhizomes, making up about 3–6% of the dry weight [8].
The metabolic composition of plants may change in response to various physiological and environmental factors, and may also be influenced by their genetic makeup [9]. To analyze and compare all biological metabolites with molecular weights up to 1500 Da, metabolomics is an appealing tool. Metabolomics, which is a rapidly growing research field, comprises methods and techniques to analyze metabolites in biosynthetic pathways, thereby providing insights into the biochemical conditions of biological systems.
Targeted and untargeted approaches are the two strategies used in metabolomics. In targeted metabolomics, preselected specific metabolites are identified, whereas untargeted metabolomics involves the detection and identification of all metabolites, including unknown chemicals [10]. In the field of metabolomics, a combination of chromatography with mass spectrometry is regarded as the fundamental and essential analytical technique and it is frequently utilized due to its ability to analyze complex biological samples, as well as its large dynamic range and reproducibility [11,12]. Moreover, advancements in metabolomics have ramped up its development into a crucial tool in the medical field, particularly in the investigation of biomarkers associated with diseases, and toxic chemicals, and for the exploration of molecular mechanisms, or to deliver thorough insight into human biochemistry [13].
The complex MS/MS data acquired in metabolomics experiments can be visualized and analyzed employing a computer-based approach, molecular networking, that establishes a network-shaped map based on similarity in fragmentation patterns of two or more molecules. Global Natural Products Social Molecular Networking (GNPS) is a crucial bioinformatics online tool that is currently being utilized to perform molecular networking, and it can detect possible resemblance among all MS2 datasets which further aids in the annotation of unknown but closely related metabolites [14].
Curcuma longa has been extensively investigated in the past for its metabolites [15,16,17]. Sesquiterpenoids and terpecurcumins extracted from C. longa L. have been studied for their anti-inflammatory, anti-atherosclerotic, and cytotoxic properties [18,19,20]. Recently, the antioxidant potential of diarylheptanoids has been explored [21,22]. Additionally, recent studies have analyzed metabolite differences between five Curcuma species using UPLC-MS/MS and reported that the quantity of curcuminoids in C. longa L. is higher than that in Curcuma species [23].
This research aimed to explore the secondary metabolites present in the rhizome of Curcuma longa L. through the application of high-performance liquid chromatography coupled with high-resolution tandem mass spectrometry (HPLC-MS/MS) and molecular networking techniques.

2. Materials and Methods

2.1. Plant Collection and Extract Preparation

The fresh rhizomes of the Curcuma longa L. plant were collected from Bardiya district (GPS coordinates: 28.240525, 81.522853) of Lumbini province, Nepal, and were milled into fine powder. The pulverized powder was macerated with methanol. The powdered sample was subjected to a 24-hour soaking process in methanol, followed by filtration. The aforementioned procedure was repeated thrice; and, by setting the temperature of the rotatory evaporator at 40 ℃ the diluted extract was concentrated each time until a solid mass was obtained. Fractionation of crude extract was carried out by dissolving it into distilled water and subsequently extracted using ethyl acetate and hexane.

2.2. GNPS-based Molecular Networking

GNPS platform (https://gnps.ucsd.edu/) leverages complex MS/MS data in metabolomics experiments for the visualization and further annotation of metabolites based on similarity in fragmentation patterns [24]. The raw data files (.d format) in positive ionization mode of ethyl acetate and hexane fractions were first converted to .mzXML format using open-source MSConvert software (Version: 3.0). The converted files were uploaded to Mass Spectrometry Interactive Virtual Environment (MassIVE) dataset (https://massive.ucsd.edu/)(Accession number: MSV000092243) using FTP client CoffeeCup. The precursor ion and fragment ion mass tolerance was set at 2.0 Da and 0.5 Da, respectively. Then, GNPS was performed to construct a network by setting the cosine score value greater than 0.7. The generated molecular networks were then exported to Cytoscape software (Version: 3.10.0) in ‘.graphml’ format to visualize the networks.

2.3. Mass Spectrometry and Compound Annotation

The high-performance liquid chromatography-high resolution-mass spectrometry (HPLC-HR-MS/MS) based metabolic profiling of ethyl acetate and hexane fractions of C. longa rhizome was carried out on a Bruker Maxis Impact ESI mass spectrometer as described in a prior study carried out at Gross lab, the University of Tübingen, Germany by Aryal et al. [25]. Both modes of ionization were employed to measure HRMS data. The raw data was manually skimmed for quality and then analyzed in Bruker Compass Data Analysis (Version 4.4, Bruker Daltonics GmbH, Billerica, MA, USA). Subsequently, raw data files were converted into .mzXML format and further annotated using CSI: FingerID (a graphical user interface for SIRIUS) [26]. The calculated mass, absolute error, RDBE, and molecular formulae were generated by using Bruker Data Analysis software and were compared to the formula generated by SIRIUS. Furthermore, the annotated compounds were validated via the SIRIUS score, and literature survey along with natural products-based servers and databases; PubChem [27], LOTUS [28], and ChemSpider [29]. The higher the value of the SIRIUS score, the higher the confidence of molecular annotation.

3. Results

3.1. Metabolite Profiling Using HPLC-MS/MS

The LC-HR-ESI-MS/MS-based metabolite profiling of the rhizomes of C. longa L. displayed a significant abundance of therapeutically active compounds belonging to various classes including phenolic compounds, cinnamic acid derivatives, sesquiterpenoids, and fatty acids. The base peak chromatograms of ethyl acetate fraction for positive and negative modes of ionization are shown in Figure 1 and Figure 2, respectively.
A total of 30 secondary metabolites annotated from HR-MS data of ethyl acetate and hexane fractions ionized in both positive and/or negative modes are listed in Table 1 and Table 2, respectively.
The MS1 and MS2 profiles of the observed metabolites are displayed in Supplementary Figures S1—S30. The structures of annotated metabolites are displayed in Figure 3.

3.2. Characterization of Compounds 1, 4, 5, 6 and 10

In our study, we observed diarylheptanoid compounds 1, 4, 5, 6, and 10 in turmeric for the first time. In (–)-ESI mode, compound 1 exhibited a molecular ion peak at the retention time of 14.7 minutes with m/z 345.1342 [M-H]. Its MS2 profile (Figure 4a) revealed a base peak with m/z 135 [M-H-C11H12O4-H2] corresponding to the C8H7O2 ion formed by the elimination of C11H12O4 unit and H2 simultaneously.
Furthermore, fragment ions (Figure 5) were detected at m/z 165 because of [M-H-C10H12O3] and m/z 209 owing to [M-H-C8H8O2]. Thus, compound 1 was identified as 1,7-bis(3,4-dihydroxyphenyl)-5-hydroxyheptan-3-one.
Compound 4 displayed molecular ions with m/z 333.1705 [M+H]+ and m/z 331.1552 [M-H] in (+)-ESI and (–)-ESI modes respectively at retention time 15.8 min. Its MS2 profile in positive mode (Figure 6a) showed characteristic fragments peaks with m/z 107 as a base peak due to removal of a water molecule followed by elimination of C12H16O3 moiety i.e [M+H-H2O-C12H16O3]+, m/z 123 attributed to [M+H-H2O-C12H16O2]+ and m/z 149 due to [M+H-H2O-H2-C10H12O2]+. Thus, we identified compound 4 as 3,5-dihydroxy-1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)heptane based on fragment ions (Figure 7).
Compound 5 eluted at 16.4 min showed a quasimolecular ion with m/z 329.1394 [M-H]. Its MS2 profile (Figure 4b) showed a distinct base peak with m/z 135 because of the simultaneous removal of neutral unit C11H12O3 and H2 i.e. [M-H-C11H12O3-H2]. Based on fragment ions (Figure 8) formed, this compound was annotated as 5-hydroxy-1-(4-hydroxyphenyl)-7-(3,4-dihydroxyphenyl)-3-heptanone.
Compound 6 was eluted at 17.1 minutes and it displayed a molecular ion with m/z 329.1392 [M+H]+ and m/z 327.1239 [M-H] in the(+)-ESI and (–)-ESI modes respectively. Its MS2 profile (Figure 6b) in the (+)-ESI mode revealed a distinct base peak with m/z 163 [M+H-166]+ resulting from the breakage of the C9H10O3 unit. Further, a daughter ion with m/z 107 [M+H-206-OH]+ was observed because of the elimination of the C12H14O3 moiety followed by the –OH group. Hence, based on fragmentation behavior (Figure 9), this compound was identified as 1,7-bis(3,4-dihydroxyphenyl)hept-4-en-3-one.
Compound 10 eluted at 18.6 min showed molecular ions with m/z 327.1233 [M+H]+ in the (+)-ionization and with m/z 325.1079 [M-H] in (–)-ionization. The MS2 spectrum in positive mode (Figure 6c) revealed a peak with m/z 123 [M+H-204]+ as the base peak because of removal the of the neutral C12H12O3 unit. Besides, fragments ions (Figure 10) are observed with m/z 205 [M+H-122]+ because of the elimination of C7H6O2, and m/z 189 [M+H-138]+ attributed to the elimination of neutral C8H10O2 unit. Similarly, its MS2 profile in negative mode (Figure 4c) revealed a base peak with m/z 203 [M-H-122] because of the loss of neutral unit C7H6O2. Another minor peak was detected at m/z 135 because of the breakdown of the neutral C11H10O3 unit. Based on fragment ions (Figure 11), this compound was identified as 1,7-bis(3,4-dihydroxyphenyl)hepta-4,6-dien-3-one.

3.3. GNPS-Based Molecular Networking

Molecular networking analysis is an analytical method to analyze and visualize metabolites from HR-MS/MS data. Within the molecular network, where each metabolite is depicted as a node with its corresponding m/z value. This network consists of multiple clusters based on the resemblance of molecular fragmentation patterns, which indicates that they share similar core chemical structures [30]. A total of 476 individual ions are observed as nodes and 576 as edges in the molecular network in which 3 clusters A, B, and C are formed as shown in Figure 12.

4. Discussion

4.1. Metabolite Profiling Based on MS1 and MS2 Spectra

Curcuma species are recognized for the abundantly presence of turmerones, sesquiterpenes, and, diarylheptanoids [31,32,33]. Diarylheptanoids, a class of compounds with remarkable biological effects, can be recognized by the 1,7-diphenylheptane framework and have recently attracted attention [34]. Compound 1, already reported in the leaves of Alnus japonica, was tentatively identified in C. longa L. rhizomes for the first time as 1,7-bis(3,4-dihydroxyphenyl)-5-hydroxyheptan-3-one [35]. Compound 4 was annotated as 3,5-dihydroxy-1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)heptane. Although previously reported this compound from C. kwangsiensis [36], this is the first time it was observed in C. longa L. Compound 5 was putatively identified as 5-hydroxy-1-(4-hydroxyphenyl)-7-(3,4-dihydroxyphenyl)-3-heptanone. The presence of this compound was detected previously in the rhizomes of C. kwangsiensis [36], and it was observed for the first time in C. longa rhizomes. Compound 6 was tentatively identified as 1,7-bis(3,4-dihydroxyphenyl)hept-4-en-3-one, previously reported in the leaves of Corylus maxima [37], and its presence was detected for the first time in C. longa. This compound was reported to show an anti-inflammatory effect [38].
The molecular ion of compound 7 was detected at 17.4 min with m/z 315.1602 [M-H]. The MS2 spectrum revealed a daughter ion with m/z 193 [M-H-122] because of the elimination of ethylphenol C8H10O unit. Moreover, the elimination of C10H14O2 unit from the precursor ion gave a base peak at m/z 149 [M-H-166] that further eliminate a CO molecule to give a daughter peak with m/z 121[M-H-166-CO] followed by the departure of methyl radical so that a fragment was observed with m/z 106 [M-H-166-CO-CH3]. Additionally, a daughter ion with m/z 163 [M-H-150-2] attributed to the simultaneous elimination of the C9H10O2 unit and H2 was detected. Hence, compound 7 was recognized as 1,7-bis(4-hydroxyphenyl)-3,5-heptanediol, which was already reported in C. longa L. [39]. Compound 8 displayed molecular ion with m/z 325.1082 [M-H] at 17.7 min and its MS2 profile showed characteristic fragments ion with m/z 307 [M-H-H2O] owing to the elimination of a water molecule, m/z 187 due to [M-H-H2O-C7H4O2], m/z 161 attributed to [M-H-C9H8O3] which further loss –OH group to generate a base peak with m/z 145 [M-H-C9H8O3-OH] as shown in Supplementary Figure S31. Thus, compound 8 was annotated as 3-hydroxy-1,7-bis(4-hydroxyphenyl)-6-heptene-1,5-dione, which was already reported in C. longa L. [40].
Compound 9 eluted at 18.3 minutes was detected as a quasimolecular ion at m/z 325.1080 [M+H]+. Its MS2 profile exhibited a base peak with m/z 147 due to the removal of C10H10O3 moiety [M+H-C10H10O3]+. Additionally, a daughter ion with m/z 163 owing to [M+H-C10H10O2]+ was detected. As a result, compound (9) was tentatively annotated as 1-(4-hydroxyphenyl)-7-(3,4-dihydroxyphenyl)-1,6-heptadiene-3,5-dione [40]. Compound 10 was tentatively identified as 1,7-bis(3,4-dihydroxyphenyl)hepta-4,6-dien-3-one, reported previously from the rhizomes of Dioscorea nipponica. Based on the information available in the literature, this compound was observed in C. longa for the first time. It has been reported that this compound has shown an anti-neuroinflammatory effect suppressing NO generation in murine microglia BV-2 cells with IC50 = 7.84 µM [41]. Compound 11 eluted at 18.7 min showed quasimolecular ions with m/z 313.1441 [M+H]+ as well as m/z 311.128 [M-H] in the (+)-ESI and (–)-ESI, respectively. Its MS2 spectrum in (+)-ESI mode displayed distinct fragment ions with m/z 147 [M+H-18-148]+ as a base peak because of the removal of a water molecule followed by elimination of neutral C10H12O unit and m/z 107 [M+H-18-188]+ attributed to the removal of a water molecule followed by loss of C12H12O2. The base peak C9H7O2+ (m/z 147) further eliminates a CO molecule to give a peak at m/z 119 [C9H7O2-CO]+. In a similar way, the MS2 spectrum in (–)-ESI mode revealed a distinct base peak with m/z 161 [M-H-150] attributed to the elimination of the C9H10O2 unit. Additionally, fragments peak with m/z 149 corresponding to [M-H-C10H10O2] and m/z 119 because of [M-H-C11H12O3] were detected. Thus, compound 11 was annotated as 5-hydroxy-1,7-bis(4-hydroxyphenyl)hept-1-en-3-one, which was already reported in C. longa [39].
Compound 12 eluted at 20.6 min was detected as a quasimolecular ion with m/z 267.1021 [M+H]+. Its MS2 spectrum revealed a distinct base peak with m/z 147 [M+H-120]+ corresponding to the elimination of the C8H8O unit. Besides, daughter ion with m/z 119 [M+H- 148]+ owing to elimination of C9H8O2 unit, m/z 107 [M+H-160]+ due to removal of C10H8O2. Hence, compound 12 was tentatively annotated as 1,5-bis(4-hydroxyphenyl)-1,4-pentadiene-3-one, formerly reported in Curcuma domestica [42]. Compound 13 showed molecular ions with m/z 293.1178 [M+H]+ in positive ionization at 22.4 min and m/z 291.1029 [M-H] in (–)-ESI ionization at 22.2 min. The MS2 profile in negative mode revealed characteristic peaks at m/z 171 as base peaks owing to [M-H-C8H8O], m/z 145 because of [M-H-C9H6O2] ion and m/z 119 owing to [M-H-C11H8]. Thus, compound 13 was tentatively detected as 1,7-bis(4-hydroxyphenyl)hepta-1,4,6-trien-3-one, previously reported in C. longa [43]. Compound 14 was detected in negative ionization mode at 22.4 min with quasimolecular ion with m/z 323.0928 [M-H]. Its MS2 spectrum revealed a base peak with m/z 135 [M-H-188] with the elimination of C11H8O3. Apart from this, fragments peak with m/z 119 [M-H-204] was detected with the elimination of C11H8O4. Thus, the compound was identified as 1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)hepta-1,6-diene-3,5-dione, which was already reported in C. longa [40]. Compound 15 was detected at 22.4 and 22.8 min with quasimolecular ions with m/z 355.1185 [M+H]+ and m/z 353.1034 [M-H] in (+)- ESI and (–)-ESI ionization respectively. Its MS2 profile revealed a distinctive peak with m/z 271, which corresponds to daughter ion [M+H-84]+ after the elimination of C4H4O2. Likewise, fragments peak with m/z 177 [M+H-178]+ after the elimination of C10H10O3, and m/z 163 [M+H-192]+ after the removal of C11H12O3. Thus, compound 15 was identified as monodemethylcurcumin, which was already reported in C. domestica [44].
Compound 16 has molecular ion at m/z 309.1127 in (+)-ESI ionization and m/z 307.0979 in (–)-ESI ionization, and was identified as bisdemethoxycurcumin, which was previously observed in C. longa [45]. Its MS2 profile in positive mode revealed a distinctive peak with m/z 147 [M+H-162]+ as the base peak corresponding to the elimination of the C10H10O2 unit. A daughter ion was observed at m/z 225 [M+H-84]+ attributed to break down of the C4H4O2 unit, which further eliminate a phenol molecule to give a peak at m/z 131 [M+H-C4H4O2-C6H6O]+. Additionally, another daughter ion was observed with m/z 107 [M+H-205]+ because of the breakage of the C12H13O3 unit. The observed fragmentation pattern of compound 16 is shown in supplementary Figure S32. Compound 17 displayed molecular ions with m/z 311.1280 [M+H]+ and m/z 309.1132 [M-H], at 24.2 min. Its MS2 profile revealed a distinct peak with m/z 147 [M+H-164]+ as a base peak because of the elimination of C10H12O2. Besides this, distinct peaks at m/z 107 attributed to [M+H-C12H12O3]+, m/z 225 owing to [M+H-C4H4O2]+, and m/z 131 [M+H-C4H4O2-C6H6O]+ corresponding to an elimination of a phenol molecule from m/z 225. Thus, compound 17 was identified as 1,7-bis(4-hydroxyphenyl)hept-1-ene-3,5-dione, and this compound was already reported in C. longa L. [43]. The observed fragmentation pattern of compound 17 is shown in Figure S33. Compound 18 exhibited molecular ions with m/z 339.1229 [M+H]+ in (+)-ESI mode at 24.8 min and m/z 337.1085 [M-H] in (–)-ESI mode at 25.0 min. Its MS2 profile in positive mode revealed characteristic peaks with m/z 177 because of [M+H-C10H10O2]+ as base peak, m/z 147 resulting from [M+H-C11H12O3]+ and, m/z 255 owing to [M+H-C4H4O2]+. Thus, compound 18 was tentatively identified as demethoxycurcumin and it was previously reported in C. longa L [40,43]. The observed fragmentation pattern of this compound is shown in Figure S34. Compound 19 displayed molecular ions with m/z 369.1337 [M+H]+ and m/z 367.1190 [M-H] at 25.3 min in (+)-ESI and (–)-ESI mode respectively. Its MS2 spectrum displayed a distinctive base peak with m/z 177 [M+H-192]+ owing to the breakdown of the C11H12O3 unit. Additionally, typical fragments with m/z 285 because of [M+H-C4H4O2]+ and m/z 161 corresponding to the elimination of the C7H8O2 unit from m/z 285 were observed. Thus, compound 19 was identified as curcumin and which is the most abundant curcuminoid reported in C. longa L [43,46]. The observed fragmentation pattern of curcumin is shown in Figure S35.
Compound 20 displayed a quasimolecular ion with m/z 543.2747 [M+H]+ at 27.0 min in positive ionization mode. The MS2 spectrum revealed a peak with m/z 147 as the base peak because of [M+H-C25H32O4]+, m/z 309 [M+H-C15H24O2]+ owing to the breakage of bisabolene unit. Hence, compound 20 was putatively annotated as didemethoxybisabolocurcumin ether and this compound was previously observed in C. longa L [47]. Additionally, compounds 21 and 22 displayed sodium adduct ion peaks at m/z 595.2675 [M+Na]+ and m/z 625.2786 [M+Na]+ at 30.1 and 30.7 min respectively, and compounds were tentatively identified as demethoxybisabolocurcumin ether and bisabolocurcumin ether respectively, based on the literature survey [47]. These three bisabolocurcumin ethers 20, 21, and 22 are the derivatives of curcuminoids. These compounds consist of a carbon-oxygen bond linking a bisabolene-type sesquiterpene substructure to a 1,7-diarylheptanoid framework.
Compound 2 eluted at 15.3 min was detected as quasimolecular ions with m/z 165.0551 [M+H]+ and m/z 163.0401 [M-H] in (+)-ESI and (–)-ESI modes respectively. Its MS2 profile in positive mode showed fragments ion with m/z 147 C9H9O2+ because of the removal of water [M+H-H2O]+, which further loss CO molecule to generate base peak with m/z 119 [M+H-H2O-CO]+. The ion C8H7O+ responsible for the base peak further loses CO molecule to give a daughter ion having m/z 91. Similarly, the MS2 profile in negative mode revealed a characteristic peak with m/z 119 [M-H-44] attributed to the removal of the CO2 molecule, which further eliminated ethyne to generate daughter ion with m/z 93 [M-H-CO2-C2H2]. Thus, compound 2 was annotated as 4-hydroxycinnamic acid which was already observed in C. longa L. [48]. Compound 3 showed quasimolecular ion with m/z 195.0657 [M+H]+. Its MS2 profile revealed characteristics fragments with m/z 177 because of [M+H-H2O]+, m/z 163 owing to [M+H-CH3OH]+ which further loss CO moiety to give a base peak at m/z 145. Thus, compound 3 was annotated as ferulic acid, which was reported previously in C. longa L. [48]. Compound 23 eluted at 16.0 min showed molecular ions with m/z 153.0547[M+H]+ and m/z 151.0339 [M-H]. Its MS2 profile in positive mode revealed a daughter ion with m/z 125 [M+H-CO]+ because of the elimination of a CO molecule, which further lost a CH3OH molecule to give a base peak with m/z 93. Further elimination of the CO molecule from m/z 93 generates a peak with m/z 65 [M+H-CO-CH3OH-CO]+. Moreover, its MS2 profile in negative ion mode showed a base peak at m/z 136 [M-H-CH3] attributed to the removal of methyl radical that either eliminate CO moiety to give a peak at m/z 108 or loses a CO2 molecule to give a peak at m/z 92. Thus, compound 23 was annotated as vanillin, previously reported in the rhizomes of C. longa L.[48].
Compound 24 was observed as a molecular ion with m/z 191.0712 [M-H]. Its MS2 spectrum displayed a distinct base peak with m/z 176 [M-H-CH3] resulting from the breakdown of methyl radical. Thus, compound 24 was identified as dehydrozingerone, previously reported in Zingiber officinale [49]. Moreover, compound 25 was detected with m/z 235.1688 [M+H]+ as a molecular ion in positive ionization mode. The MS2 profile revealed fragment ion at m/z 161,m/z 135,m/z 121,m/z 119 (base peak), m/z 107, m/z 105, m/z 93 and m/z 83. This compound was annotated as dehydrocurdione and already reported in C. longa L [32]. Compound 28 eluted at 28.5 min displayed as quasimolecular ions with m/z 233.1534 [M+H]+. The MS2 spectrum revealed fragments at m/z 145, m/z 135, m/z 131 m/z, 120, m/z 119 (base peak), m/z 117, m/z 91, and m/z 83. This compound was annotated as turmeronol A and was already identified in the rhizome of C. longa [50]. Compound 30 was eluted at 31.2 min and showed a quasimolecular ion with m/z 217.1588 [M+H]+. Its MS2 profile revealed a base peak with m/z 119 [M+H-98]+ because of the breakage of the C6H10O unit. Hence, compound 30 was tentatively assigned as ar-turmerone and which was already observed in C. zedoaria [51].
Compound 26 displayed a molecular ion (at 26.4 min) with m/z 235.1697 [M+H]+. The MS2 spectrum showed fragment ions at m/z 213, m/z 198, m/z 175, m/z 147, m/z 133 (base peak), m/z 107 and m/z 97. Therefore, compound 26 was tentatively annotated as (6s)-6-methyl-5-(3-oxobutyl)-2-(propan-2-ylidene)cyclohept-4-en-1-one and it was previously reported in C. aromatica [52]. Compound 27 was eluted at 28.0 min and it displayed a molecular ion with m/z 293.2125. Its MS2 spectrum exhibited daughter ions at m/z 275 (base peak), m/z 235, m/z 231, m/z 232, m/z 171, and m/z 121. Therefore, compound 27 was putatively identified as 9-hydroxy-10, 12, 15-octadecatrienoic acid which was already reported in the leaf of Isatis tinctoria [53]. Compound 29 eluted at 29.6 min and exhibited a molecular ion with m/z 295.2282 [M-H]. Its MS2 spectrum revealed daughter ions with m/z 277 (base peak), m/z 195, m/z 183, and m/z 171. Hence, compound 29 was tentatively annotated as coriolic acid which was previously reported in Deprea subtriflora [54].
Similarly, precursor ions eluted at a retention time of 19.3 min with m/z 353.1024, and m/z 383.1132 at a retention time of 19.5 min in the positive mode of ionization of ethyl acetate fraction were not further analyzed because these precursor ions have not undergone fragmentation. Further, due to the low abundance of some metabolites in ethyl acetate fraction, these could not exhibit intense peaks in the base peak chromatogram (Figure 1).

4.2. GNPS-Based Metabolite Profiling

A large cluster A formed in molecular networking (Figure 12) characterized by precursor ions with m/z 309.127, m/z 311.132, m/z 267.103, m/z 313.145, and m/z 293.118 were identified as compounds 16, 17, 12, 11, 13, respectively, which were previously identified on manual annotation. In cluster A, a precursor ion with m/z 295.135 shows similarity in MS2 spectra with m/z 293.118 and has a mass difference of only 2 Da. This showed that there should be one double bond difference between these precursor ions. Thus, precursor ion m/z 295.135 was identified as 1,7-bis(4-hydroxyphenyl)hepta-4,6-dien-3-one, isolated and reported previously from the rhizomes of C. kwangsiensis [55]. Moreover, another small cluster B consisting of 3 precursor ions (m/z 333.171, m/z 297.150, and m/z 313.182), ion m/z 333.171 identified as 3,5-dihydroxy-1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)heptane. The neutral loss of 36.021 Da from precursor ion at m/z 333.171 and the cosine value of 0.8827 suggest precursor ion m/z 297.150 have similarity in MS2 spectra with m/z 333.171. Thus, the precursor ion at m/z 297.150 was putatively identified as 1,7-bis(4-hydroxyphenyl)hept-6-ene-3-one. Additional research is required to explore the unidentified nodes and edges present in the molecular networking, as the majority of the metabolites detected in this research were already reported in C. longa L.
In this research, most of the metabolites detected are non-volatile, polar molecules since the LC-HR-ESI-MS/MS-based analysis is limited to the detection of compounds with heteroatoms. As a result, therapeutically valued volatile compounds found in the C. longa rhizomes may be excluded by this approach and GC-MS-based analysis may become a choice for the detection of such compounds. Some of the metabolites were detected in hexane fraction despite their polarity. This may be due to incomplete fractionation of rhizomes extracts.
Moreover, most of the diarylheptanoids were detected in the negative ion mode. The reason why diarylheptanoids are appropriate for detection in negative ion mode is that they contain multiple hydroxyl groups. These hydroxyl groups make it effortless for the ionization in negative mode. Moreover, diarylheptanoids with low abundance were easily detected in the positive ionization mode but not in the negative ionization mode. This observation indicates the low sensitivity of the negative mode in comparison to the positive mode of ionization. Additionally, it was found that the absence of a keto group in the heptyl chain affected the protonation of low abundance diarylheptanoids in positive ion mode and imposed difficulty for the fragmentation in negative ion modes, as mentioned previously [39].

5. Conclusions

Turmeric has been widely used in food as spices and herbal medication and is a rich source of therapeutically active compounds. We chose liquid chromatography coupled with mass spectrometry owing to its high sensitivity and selectivity. This hyphenated technique is gaining popularity in the past two decades in metabolomics studies to explore, identify, and validate naturally occurring bioactive compounds as well as biomarkers in the medicinal field. We used HPLC-HR-ESI-MS/MS-based metabolomics approach along with molecular networking to study the metabolites in the turmeric extracts. The metabolic profiling of ethyl acetate and hexane fractions in both ionization modes showed the presence of 30 annotated metabolites including 16 diarylheptanoids, 1 diarylpentanoid, 4 sesquiterpenoids, 3 bisabolocurcumin derivatives, 4 cinnamic acid derivatives, and 2 fatty acid derivatives. Five diarylheptanoids were identified for the first time in the C. longa L. rhizomes. We have initiated this project where we analyzed the overall metabolome of C. longa L. In the future, we plan to work with several other traditionally important species to discover the differences in metabolite profile and evaluate their bioactivities. Additional research is recommended to isolate and validate newly identified diarylheptanoid compounds and explore compounds in different Curcuma species and check their bioactivities through in silico, in vitro, and in vivo experiments to develop potential drug candidates and food supplements.

Supplementary Materials

The following supporting information can be downloaded at the website of this paper posted on Preprints.org., Figure S1: MS1 and MS2 spectra of compound 1, Figure S2: MS1 and MS2 spectra of compound 2, Figure S3: MS1 and MS2 spectra of compound 3, Figure S4: MS1 and MS2 spectra of compound 4, Figure S5: MS1 and MS2 spectra of compound 5, Figure S6: MS1 and MS2 spectra of compound 6, Figure S7: MS1 and MS2 spectra of compound 7, Figure S8: MS1 and MS2 spectra of compound 8, Figure S9: MS1 and MS2 spectra of compound 9, Figure S10: MS1 and MS2 spectra of compound 10, Figure S11: MS1 and MS2 spectra of compound 11, Figure S12: MS1 and MS2 spectra of compound 12, Figure S13: MS1 and MS2 spectra of compound 13, Figure S14: MS1 and MS2 spectra of compound 14, Figure S15: MS1 and MS2 spectra of compound 15, Figure S16: MS1 and MS2 spectra of compound 16, Figure S17: MS1 and MS2 spectra of compound 17, Figure S18: MS1 and MS2 spectra of compound 18, Figure S19: MS1 and MS2 spectra of compound 19, Figure S20: MS1 and MS2 spectra of compound 20, Figure S21: MS1 and MS2 spectra of compound 21, Figure S22: MS1 and MS2 spectra of compound 22, Figure S23: MS1 and MS2 spectra of compound 23, Figure S24: MS1 and MS2 spectra of compound 24, Figure S25: MS1 and MS2 spectra of compound 25, Figure S26: MS1 and MS2 spectra of compound 26, Figure S27: MS1 and MS2 spectra of compound 27, Figure S28: MS1 and MS2 spectra of compound 28, Figure S29: MS1 and MS2 spectra of compound 29, Figure S30: MS1 and MS2 spectra of compound 30, Figure S31: Observed fragmentation pattern of compound 8 in (–)-ESI mode, Figure S32: Observed fragmentation pattern of compound 16 in (+)-ESI mode, Figure S33: Observed fragmentation pattern of compound 17 in (+)-ESI mode, Figure S34: Observed fragmentation pattern of compound 18 in (+)-ESI mode, and Figure S35: Observed fragmentation pattern of compound 19 in (+)-ESI mode.

Author Contributions

Conceptualization, N.A. and N.P.; methodology, R.B., and A.P.T.; software, R.B., A.P.T., and N.A.; validation, N.P. B.P.R. and K.R.S.; formal analysis, N.A.; writing—original draft preparation, R.B. and A.P.T; writing—review and editing, N.A., B.P.R., and K.R.S.; supervision, N.P., B.P.R, and K.R.S.; project administration, N.P.; funding acquisition, N.P. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the University Grants Commission (Nepal), Grant number: CRIG-78/79-S&T-01 (to N.P.).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Data are reported in the article and the Supplementary Materials or are available from the corresponding authors upon reasonable request.

Acknowledgments

Authors would like to acknowledge Gross lab, the University of Tubingen, Germany for the measurement of LC-HRMS data.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Base peak chromatogram for ethyl acetate fraction in (+)-ESI mode, portraying annotated diarylheptanoids from the C. longa rhizome.
Figure 1. Base peak chromatogram for ethyl acetate fraction in (+)-ESI mode, portraying annotated diarylheptanoids from the C. longa rhizome.
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Figure 2. Base peak chromatogram for ethyl acetate fraction in (–)-ESI mode, portraying annotated met from the C. longa rhizome.
Figure 2. Base peak chromatogram for ethyl acetate fraction in (–)-ESI mode, portraying annotated met from the C. longa rhizome.
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Figure 3. Chemical structures of annotated metabolites in the C. longa L. rhizomes using LC-HR-ESI-MS/MS.
Figure 3. Chemical structures of annotated metabolites in the C. longa L. rhizomes using LC-HR-ESI-MS/MS.
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Figure 4. MS2 profiles in (–)-ESI mode for: (a) Compound 1, (b) Compound 5, and (c) Compound 10.
Figure 4. MS2 profiles in (–)-ESI mode for: (a) Compound 1, (b) Compound 5, and (c) Compound 10.
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Figure 5. Observed fragmentation pattern of compound 1 in (–)-ESI mode.
Figure 5. Observed fragmentation pattern of compound 1 in (–)-ESI mode.
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Figure 6. MS2 profiles in (+)-ESI mode for: (a) Compound 4, (b) Compound 6, and (c) Compound 10.
Figure 6. MS2 profiles in (+)-ESI mode for: (a) Compound 4, (b) Compound 6, and (c) Compound 10.
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Figure 7. Observed fragmentation pattern of compound 4 in (+)-ESI mode.
Figure 7. Observed fragmentation pattern of compound 4 in (+)-ESI mode.
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Figure 8. Observed fragmentation pattern of compound 5 in (–)-ESI mode.
Figure 8. Observed fragmentation pattern of compound 5 in (–)-ESI mode.
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Figure 9. Observed fragmentation pattern of compound 6 in (+)-ESI mode.
Figure 9. Observed fragmentation pattern of compound 6 in (+)-ESI mode.
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Figure 10. Observed fragmentation pattern of compound 10 in (+)-ESI mode.
Figure 10. Observed fragmentation pattern of compound 10 in (+)-ESI mode.
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Figure 11. Observed fragmentation pattern of compound 10 in (–)- ESI mode.
Figure 11. Observed fragmentation pattern of compound 10 in (–)- ESI mode.
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Figure 12. Molecular networking (Cluster A, B, and C) and identification of secondary metabolites from the C. longa L. rhizome extracts.
Figure 12. Molecular networking (Cluster A, B, and C) and identification of secondary metabolites from the C. longa L. rhizome extracts.
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Table 1. Secondary metabolites annotated in positive and/or negative mode in ethyl acetate fraction of C. longa L.
Table 1. Secondary metabolites annotated in positive and/or negative mode in ethyl acetate fraction of C. longa L.
C.N. RT(Min) Detected Ion/adduct Observed m/z Calculated m/z Error
(ppm)
RDBE MS2 ion(m/z) Mol. Formula Predicted Metabolites CSI:FingerID score (%)
1 14.7 [M-H] 345.1340 345.1344 0.9 9 345, 209, 191, 165, 161, 135 (bp) C19H22O6 1,7-bis(3,4-dihydroxyphenyl)-5-hydroxyheptan-3-one 81.08
2 15.3 [M+H]+ 165.0551 165.0546 -2.8 6 147, 119 (bp), 91, 65 C9H8O3 4-hydroxycinnamic acid 97.08
15.3 [M-H] 163.0401 163.0401 -0.1 6 119 (bp), 93 C9H8O3 4-hydroxycinnamic acid 97.79
3 15.7 [M+H]+ 195.0657 195.0652 -2.7 6 177, 163, 149, 145 (bp), 134, 117, 106, 89 C10H10O4 Ferulic acid 98.90
15.7 [M-H] 193.0508 193.0506 -1.0 6 178, 134 (bp) C10H10O4 Ferulic acid 97.79
4 15.8 [M+H]+ 333.1705 333.1697 -2.6 8 203, 187, 163, 149, 133, 123, 107 (bp) C19H24O5 3,5-Dihydroxy-1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)heptane 97.35
15.8 [M-H] 331.1552 331.1551 -0.2 8 331 (bp) C19H24O5 3,5-Dihydroxy-1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)heptane 93.65
5 16.4 [M-H] 329.1394 329.1394 0.0 9 283, 161, 135 (bp)
C19H22O5 5-Hydroxy-1-(4-hydroxyphenyl)-7-(3,4-dihydroxyphenyl)-3-heptanone 82.20
6 17.1 [M+H]+ 329.1392 329.1384 -2.6 10 215, 179, 163 (bp), 145, 133, 107 C19H20O5 1,7-bis(3,4-dihydroxyphenyl)hept-4-en-3-one 88.14
17.1 [M-H] 327.1239 327.1238 -0.4 10 177 (bp), 135 C19H20O5 1,7-bis(3,4-dihydroxyphenyl)hept-4-en-3-one 71.43
7 17.4 [M-H] 315.1602 315.1602 0.0 8 193, 163, 149 (bp), 147, 121, 112, 106, 93
C19H24O4 (3R,5R)-1,7-bis(4-hydroxyphenyl)-3,5-heptanediol 95.42
8 17.7 [M-H] 325.1082 325.1081 0.0 11 307, 239, 213, 187, 161, 145 (bp), 135, 119, 93, 68 C19H18O5 3-hydroxy-1,7-bis(4-hydroxyphenyl)-6-heptene-1,5-dione 73.39
9 18.3 [M+H]+ 325.1080 325.1071 -3.0 12 279, 241, 223, 189, 163, 147 (bp), 131, 107 C19H16O5 1-(4-hydroxyphenyl)-7-(3,4-dihydroxyphenyl)-1,6-heptadiene-3,5-dione 61.61
10 18.6 [M+H]+ 327.1233 327.1227 -1.9 11 257, 205, 189, 163, 149, 131, 123 (bp) C19H18O5 1,7-bis(3,4-dihydroxyphenyl)hepta-4,6-dien-3-one 80.73
18.7 [M-H] 325.1081 325.1081 0.0 11 325,203 (bp),135,119 C19H18O5 1,7-bis(3,4-dihydroxyphenyl)hepta-4,6-dien-3-one 80.77
11 18.7 [M+H]+ 313.1441 313.1441 -2.2 10 235, 193, 163, 147 (bp), 133, 119, 107 C19H20O4 5-hydroxy-1,7-bis(4-hydroxyphenyl)hept-1-en-3-one 63.93
18.8 [M-H] 311.1288 311.1289 0.3 10 311, 190, 174, 161 (bp), 149, 119 C19H20O4 5-hydroxy-1,7-bis(4-hydroxyphenyl)hept-1-en-3-one 65.42
12 20.6 [M+H]+ 267.1021 267.1016 -2.1 11 249, 231, 199, 173, 147 (bp), 119, 107, 91 C17H14O3 1,5-bis(4-hydroxyphenyl)-1,4-pentadien-3-one
78.98
13 22.2 [M+H]+ 293.1178 293.1172 -2.1 12 225, 199, 181, 147, 131, 121, 107 (bp) C19H16O3 1,7-bis(4-hydroxyphenyl)-1,4,6-heptatrien-3-one 69.23
22.2 [M-H] 291.1029 291.1027 -0.5 12 291, 249, 223, 211, 197, 185, 171(bp), 145, 119, 93 C19H16O3 1,7-bis(4-hydroxyphenyl)-1,4,6-heptatrien-3-one 66.48
14 22.4 [M-H] 323.0928 323.0925 -1.2 12 159, 143, 135 (bp), 119 C19H16O5 1-(3,4-dihydroxyphenyl)-7-(4-hydroxyphenyl)hepta-1,6-diene-3,5-dione 59.09
15 22.8 [M+H]+ 355.1185 355.1176 -2.5 12 353, 305, 271 (bp), 253, 239, 211, 177, 163, 145, 119, 68 C20H18O6 Monodemethylcurcumin 75.54
22.8 [M-H] 353.1034 353.1031 -1.1 12 307, 217, 187, 173, 158, 145, 135 (bp), 119 C20H18O6 Monodemethylcurcumin 75.56
16 23.9 [M+H]+ 309.1127 309.1121 -1.7 12 225, 205, 189, 147 (bp), 131, 119, 107 C19H16O4 Bisdemethoxycurcumin 93.42
24.2 [M-H] 307.0979 307.0976 -0.7 12 187, 143, 119 (bp) C19H16O4 Bisdemethoxycurcumin 96.13
17 24.2 [M+H]+ 311.1280 311.1278 -0.8 11 225, 205, 189, 147 (bp), 131, 119, 107 C19H18O4 1,7-bis(4-hydroxyphenyl)hept-1-ene-3,5-dione 75.56
24.2 [M-H] 309.1132 309.1132 0.2 11 189, 187, 161, 145, 143, 119 (bp) C19H18O4 1,7-bis(4-hydroxyphenyl)hept-1-ene-3,5-dione 80.43
18 24.8 [M+H]+ 339.1229 339.1227 -0.6 12 289, 255, 195, 177 (bp), 147, 131, 119, 107 C20H18O5 Demethoxycurcumin 99.50
25.0 [M-H] 337.1085 337.1081 -1.0 12 217, 202, 187, 173, 158, 149, 119 (bp) C20H18O5 Demethoxycurcumin 98.07
19 25.3 [M+H]+ 369.1337 369.1333 -1.2 12 285, 268, 225, 177 (bp), 161, 145, 137, 117 C21H20O6 Curcumin 95.00
25.3 [M-H] 367.1190 367.1187 -0.7 12 217, 202, 173, 158, 149 (bp), 134, 119 C21H20O6 Curcumin 100
20 27.0 [M+H]+ 543.2747 543.2741 -1.2 16 349, 309, 229, 189, 147 (bp), 119 C34H38O6 Didemethoxybisabolocurcumin ether 63.29
21 30.1 [M+Na]+ 595.2675 - - - 360, 257 (bp), 239 C35H40O7 Demethoxybisabolocurcumin ether -
22 30.7 [M+Na]+ 625.2786 -
- - 301, 294, 257 (bp), 239 C36H42O8 Bisabolocurcumin Ether
-
bp= base peak, C.N.= compound number
Table 2. Secondary metabolites annotated in positive and/or negative mode in hexane fraction of C. longa L. rhizomes.
Table 2. Secondary metabolites annotated in positive and/or negative mode in hexane fraction of C. longa L. rhizomes.
C.N. RT(Min) Detected Ion/adduct Observed m/z Calculated m/z Error
(ppm)
RDBE MS2 ion(m/z) Mol. Formula Predicted Metabolites CSI:FingerID score (%)
23
16.0 [M+H]+ 153.0547 153.0546 -0.7 5 125,
111,
93(bp),65
C8H8O3 Vanillin 98.80
16.0 [M-H] 151.0339 151.0401 1.1 5 136(bp), 108, 92 C8H8O3 Vanillin 92.81
24 18.2 [M-H] 191.0712 191.0714 0.7 6 176(bp), 148, 133 C11H12O3 Dehydrozingerone 98.29
25 24.5 [M+H]+ 235.1688 235.1693 1.8 5 161, 135, 121, 119(bp), 107, 105, 93, 83
C15H22O2 Dehydrocurdione 65.84
26 26.4 [M+H]+ 235.1697 235.1693 -2.0 5 231, 213, 198, 175, 158, 147, 133(bp), 107, 97 C15H22O2 (6s)-6-methyl-5-(3-oxobutyl)-2-(propan-2-ylidene)cyclohept-4-en-1-one 63.92
27 28.0 [M-H] 293.2125 293.2122 -1.0 4 293, 275(bp), 235, 231, 223, 183, 171, 121 C18H30O3 9-Hydroxy-10,12,15-octadecatrienoic acid 98.76
28 28.5 [M+H]+ 233.1534 233.1536 0.7 6 145, 135, 131, 120, 119(bp), 117, 91, 83 C15H20O2 Turmeronol A 49.50
29 29.6 [M-H] 295.2282 295.2279 -1.3 3 295, 277(bp), 195, 183, 171 C18H32O3 Coriolic acid 95.76
30 31.2 [M+H]+ 217.1588 217.1587 -0.3 6 120, 119(bp), 117, 109, 103, 91, 83, 67 C15H20O Ar-Tumerone 93.66
bp= base peak, C.N.= compound number
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