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Article

HPLC-PDA-ESI-HRMS-Based Profiling of Secondary Metabolites of Rindera graeca Anatomical and Hairy Roots Treated with Drought and Cold Stress

by
Marcin Robert Naliwajski
1,†,
Beata Wileńska
2,3,*,†,
Aleksandra Misicka
2,3,
Agnieszka Pietrosiuk
4 and
Katarzyna Sykłowska-Baranek
4
1
Department of Plant Physiology and Biochemistry, Faculty of Biology and Environmental Protection, University of Lodz, 12/16 Banacha St., 90-237 Lodz, Poland
2
Faculty of Chemistry, University of Warsaw, 1 Pasteura St., 02-093 Warsaw, Poland
3
Biological and Chemical Research Centre, 101 Żwirki i Wigury St., 02-097 Warsaw, Poland
4
Department of Pharmaceutical Biology and Medicinal Plant Biotechnology, Faculty of Pharmacy, Medical University of Warsaw, 1 Banacha St., 02-097 Warsaw, Poland
*
Author to whom correspondence should be addressed.
These authors contributed equally to the work.
Cells 2022, 11(6), 931; https://doi.org/10.3390/cells11060931
Submission received: 30 January 2022 / Revised: 25 February 2022 / Accepted: 3 March 2022 / Published: 8 March 2022
(This article belongs to the Section Plant, Algae and Fungi Cell Biology)

Abstract

:
To cope with environmental harmful conditions, plant cells developed adaptive strategy that involves production of a wide variety of complex secondary metabolites. The spectrum and quantity of biosynthesized compounds in specific plant species is determined by its genotype, tissue, developmental and physiological stage and environmental factors. This phenomenon was used to exploit the potential of anatomical and hairy root cultures of Rindera graeca to produce bioactive compounds. Cultivated in vitro roots were subjected to abiotic stresses i.e., drought or coldness. Next the extract profiling was performed using HPLC-PDA-ESI-HRMS method, as well quantitative determination of caffeic, rosmarinic and lithospermic B acids, that were present in all root extracts. Phenolic acids, flavonoids and iridoids represent the major groups of compounds detected in chemical profiles growing under various conditions roots. The highest number of phytochemicals was determined in roots subjected to coldness. Lithospermic B acid proved to be the most abundant compound in all investigated extracts. Among applied abiotic stress factors it was demonstrated that coldness affected to the most secondary metabolites production. The results of current study suggest that root cultures of R. graeca could serve as a new and abundant source of lithospermic B acid.

1. Introduction

In vitro plant cell platforms are continuously explored for application in the biosynthesis of secondary metabolites used as active ingredients of medicines and cosmetics [1,2,3]. The process of production and accumulation of secondary metabolites is affected by many factors, internal e.g., genetic and biochemical as well as external that is environmental which in turn could and influence the plant metabolome [4]. The environmental factors exert a fundamental effect on the biosynthetic capacities of plant cells that could be transferred to in vitro culture conditions and enable the development of efficient biotechnological approaches to enhance the productivity of bioactive compounds in vitro up to cost-effective levels.
Rindera graeca (A.DC.) Boiss. & Heldr. (Boraginaceae) is an endemic Greek species growing on rocky slopes at the attitudes of 1500–2300 m [5]. This species is recognized as rare species and placed on the ICUN Red List of Threatened Plants [6]. The chemical profile of aerial parts [7], as well as shoots and roots cultivated in vitro [8,9,10,11] of this species, has been investigated. These studies revealed the presence of phenolic compounds, pyrrolizidine alkaloids, naphthoquinone shikonin-type compounds and among them rinderol, a potent cytotoxic agent [7,11,12]. Rinderol production was optimized in root cultures of R. graeca and its proapoptotic activity was demonstrated [13]. Other various biological activities were also reported for plants of Rindera genus, including anti-inflammatory [14], anti-viral [15], and antimicrobial attributed to the presence of essential oils distilled from aerial part [16], in addition the latter were also demonstrated for methanolic and hexane extracts of shoots and hairy roots of R. graeca cultivated in vitro as well as rinderol [11].
Plants synthetize a large and diverse group of organic compounds known as secondary metabolites or secondary products. These compounds are often found only in some plant species or a related group of species, while the primary metabolites are found throughout the plant kingdom. For many years the importance of most secondary plant metabolites was unknown. These compounds were considered non-functional end products of metabolism [17]. Currently, many secondary metabolites are recognized as having important ecological functions in plants, such as protecting plants from being eaten by herbivores and against infections by pathogens, or as attractants for pollinators and distribute seeds by animals, and as plant-plant competition agents [17,18].
It has been known for many years that the synthesis and accumulation of metabolites is significantly dependent on growth conditions such as temperature, light, water and nutrient availability, etc. The influence of the environment on the secondary metabolism has also been demonstrated, e.g., various stress factors influence the metabolic pathways responsible for the synthesis of secondary metabolites, leading to their accumulation [18]. Most of the studies that have analyzed the content of secondary metabolites are a comparative analysis between stressed and non-stressed plants, covering only one stress factor in a manner. However, in nature, there are various interferences among many stress factors, such as the increase in light intensity is mainly correlated with elevated temperatures and reduced water availability, as well as associated with higher soil salt level. It has been shown in a wide range of experiments that plants exposed to drought stress do indeed accumulate higher concentrations of secondary metabolites. For example, in response to stress, there is an increase in simple and complex phenols, and many terpenes. The content of nitrogen-containing secondary metabolites such as alkaloids, cyanogenic glycosides and glucosinolates is also increased in response to environmental stresses. There is therefore no doubt that the application of drought stress often increases the concentration of some secondary metabolites. However, it should be taken into account that drought stress also restricts the growth of most plants. Therefore, as a simple and obvious explanation of this effect, it is very often given that under drought stress conditions the same amounts of natural products are synthesized and stored in plants as under normal conditions, but—due to the reduction in biomass—their concentration increase [17,18,19].
In the current study, the treated with cold and drought stress factors roots of R. graeca cultivated in vitro were subjected to the analysis of their secondary metabolite profile using the HPLC-HR-MS method, as well as quantitative assessment of the most abundant phenolic compounds was performed. Additionally, using atomic absorption spectrometry concentration of main plant macro- and microelements such as Ca, Mg, Na, K, Fe and Mn was measured.

2. Materials and Methods

2.1. Root Cultures

Three root lines of Rindera graeca were subjected for investigation in the current study: an anatomical root line (RgAR), and two hairy root lines (RgTR7 and RgTR17). Root cultures were established by Sykłowska-Baranek et al. [10]. Briefly, the RgAR root line was initiated by cutting off anatomical roots developing on the basis of shoots, hairy root lines were obtained as a result of infection performed with Agrobacterium rhizogenes 15,834. All root cultures were performed in a 250 mL Erlenmeyer flask containing 50 mL of liquid hormone-free DCR medium [20] and routinely subcultured every four weeks. The cultures were maintained at 23 ± 1 °C in the dark at 105 rpm on an INFORS gyratory shaker 105 rpm (INFORS AG, Bottmingen, Switzerland).

Experimental Design

The 28-day old roots were subjected to drought and cold stress. Each of roots line before stress treatment were transferred to fresh DCR medium.
Each culture of specific root line was divided into three groups: (i) one group was cultivated for 14 days in unchanged conditions (non-treated) and was set as control; (ii) second group was subjected to low temperature of 10 °C cold stress for 14 days; (iii) third group was subjected for 14 days to drought stress which was induced by medium supplementation with 10% of polyethylene glycol (PEG) 6000. PEG was dissolved in DCR medium and then filtered by Nalgene™ Rapid-Flow™ Sterile Single Use Bottle Top Filters. Roots of the control and drought stressed groups were grown at 23 ± 1 °C in the dark at 105 rpm on an INFORS gyratory shaker. For low temperature treatments, roots were transferred to a chamber at 10 °C, in the dark at 105 rpm on an INFORS gyratory shaker.
The elicitation lasted 14 days, next roots were collected, gently pressed on filter paper, and weighted to determine the fresh weight (FW). Afterward, the roots were lyophilized and their dry weight (DW) was recorded. Also the 28-day old roots that was used as a starting material (day “0”) for stress experiments were collected, lyophilized and subjected to comparative phytochemical analysis.

2.2. Extraction of Plant Material

The powdered lyophilized roots (100 mg) were extracted using ultrasonic bath with 100% methanol (4 × 5 cm3) for 1 h at 25 ± 5 °C. Afterwards the samples were collected and evaporated to dryness under reduced pressure and stored at −20 °C. before analysis. Prior to flavonoids and phenols content measurement the dry residue was dissolved in 80% methanol. Whereas before HPLC-PDA-ESI-HRMS analysis samples were dissolved in 100 % methanol hypergrade for LC-MS LiChrosolv® (Merck; Darmstadt, Germany).

2.3. HPLC-PDA-ESI-HRMS Analysis

2.3.1. Chemicals

Methanol HPLC LC-MS Grade (CAS no. 67-56-1) and acetic acid (CAS no. 64-19-7) of HPLC Grade were purchased in Merck (Darmstadt, Germany). Methanol (CAS no. 67-56-1) for plant material extraction purchased in Avantor Performance Materials (Poland). Standard substances of rosmarinic (CAS no. 20283-92-5), chlorogenic (CAS no. 327-97-9), caffeic (CAS no. 331-39-5), ferulic (CAS no. 1135-24-6), 3,5-dicaffeoyl-quinic (CAS no. 2450-53-5), sinapic (CAS no. 530-59-6) and p-coumaric (CAS no. 501-98-4) acids were purchased in Sigma-Aldrich (Poznań, Poland); 5-O-feruoylouinic acid (CAS no. 1135-24-6) was purchased in LCG Standards Poland. Lithospermic B acid (CAS 115939-25-8), shikonin (CAS no. 517-88-4), acetylshikonin (CAS no. 24502-78-1), isobutyrylshikonin (CAS no. 52438-12-7), deoxyshikonin (CAS no. 43043-74-9) and isovalerylshikonin (CAS no. 52387-14-1) were purchased in ChemFaces (Wuhan, China).

2.3.2. HPLC-PDA-ESI-HRMS Analysis

A Shimadzu Prominence high-performance liquid chromatograph (HPLC) was used coupled with a LCMS-IT-TOF mass spectrometer (Shimadzu Shimadzu Europa GmbH, Duisburg, Germany), equipped with an ion trap (IT), a time-of-flight (TOF) detector and an electrospray ionization (ESI) source. Mass spectra were recorded in the positive and negative ion modes using LCMSsolution software (Shimadzu Shimadzu Europa GmbH, Duisburg, Germany).
Conditions for HPLC separation and detection of extracts were as follows: column Kinetex C18, 2.6 µm, 2.1 mm × 100 mm (Phenomenex, Torrance, CA, USA), injection volume: 3 µL, oven column temperature: 40 °C, flow rate: 0.2 mL/min, analysis duration: 75 min, PDA detection at wavelengths λ = 200–800 nm. The mobile phase consisted of (A) water with the addition of 0.2% CHCOOH and (B) methanol. The following gradient was applied: 0–10 min 5% B, 10–30 min 550% B, 30–35 min 5050% B, 35–55 min 5095% B, 55–60 min 95% B, 60–62 min 955% B, equilibrium time—13 min in 5% B.
Conditions for the mass spectrometer were as follows: polarity positive and negative, mass range m/z 100–1000 Da in both modes, ion accumulation time: 10 ms in MS1 experiments and 25 ms in MS2 experiments, interface temperature: 220 °C, heat block temperature: 220 °C, nebulizing gas flow: 1.5 L/min, drying gas pressure: 100 kPa, IS: +4.5 kV (positive mode) and IS: −3.0 kV (negative mode), collision energy in MS2 experiments: 25–35%.
The TOF detector of the LCMS-IT-TOF mass spectrometer for high resolution mass spectrometry experiments (HRMS) was calibrated with mixture of standard compounds. For all standard samples mass spectra and fragmentation mass spectra were acquired for identification and confirmation of compounds presented in the methanolic extracts. In that case a HRMS experiment was also used for confirmation of molecular formula. In all HRMS experiments a difference between theoretical and measurement m/z value was below 5 ppm. For the unknown compounds a HRMS experiment was the only one method, which was applied for prediction of the most likely molecular formula.

2.3.3. Standard Sample Preparation

For the calibration curve six calibration standard samples were prepared in the form of a mixture consisting of caffeic acid (CA), rosmarinic acid (RA) and lithospermic B acid (LBA). Concentrations of acids were as follows: caffeic acid in a range of 3.46–111.11 µg/mL, rosmarinic acid in a range of 3.82–122.22 µg/mL, and lithospermic B acid in a range of 4.38–1.26 µg/mL. All acids were prepared by independent dissolving about 1 mg of each acid in 1 mL of methanol and prepared standard mixtures with concentrations around 1 mg/mL were used for calibration mixture preparation.
The methanolic extract was prepared by dissolving in 300 µL of methanol and spinning on vortex, and the supernatant was transferred to an HPLC injection vial.

2.3.4. HPLC Method Validation

The developed method was validated in terms of linearity, specificity, precision, accuracy (recovery) as well as precision and accuracy of Limit of quantification (LOQ).
Analytical specificity was assessed by comparison of UV chromatograms recorded for a blank sample, standard sample and test sample (Figure S1a).
To asses linearity of the assay, six-level calibrators were analyzed. The calibration curve was established by the linear fit of the peak area ratio versus concentration. For each acid an independent calibration curve was established (Figure S1b–d). In the case of caffeic acid a calibration curve crosses zero.
LOQ was determined as the lowest concentration used for calibration curve preparation with accuracy within accuracy (recovery) within ±20% of true value and precision below 5%.
Assay precision and accuracy (recovery) were determined by sevenfold analysis of the test sample and test sample spiked with standards, respectively. In accuracy assays, seven individual test samples with low concentration of endogenous acids were spiked with known amount of caffeic, rosmarinic and lithospermic B acid. Recovery was expressed as a percentage of increased concentration and true added value of acid. The results of method validation are presented in Figure S1.

2.4. Determination of Total Flavonoid Content (TFC)

Total flavonoid content was determined colorimetrically based on the reaction following procedures from Pękal and Pyrzyńska [21] with modifications described by Śliwińska et al. [17]. Briefly, extracts or standard (quercetin, QE), were mixed with 5% of sodium nitrate. After 5 min of incubation, 2% aluminum chloride were added and allowed to incubate for another 5 min, after which, 1 M sodium hydroxide were added to the mixture. The evaluation of absorbance for TPC calculations was measured spectrophotometrically at 425 nm. Results are reported as mg of QE equivalents per 1 g of drought weight (mg QE/g DW) using the regression equation determined from the standard curve: y = 0.0021x + 0.0072, r2 = 0.9937.

2.5. Determination of Total Phenolic Compounds Content (TPC)

The total phenolic compounds content was determined colorimetrically based on the Folin-Ciocalteu [16] with some modification as described Śliwińska et al. [17]. Samples of each extract or standard (gallic acid, GAE) were mixed with the Folin-Ciocalteu reagent, shaked, and mixed with 7% sodium carbonate. All reactions were done in triplicates. A standard GAE curve was prepared as a comparative reference. Results are reported as mg of GAE equivalents per 1 g of drought weight (mg GAE/g DW) using the regression equation determined from the standard curve: y = 0.0088x − 0.0846, r2 = 0.9947. The evaluation of absorbance for TPC calculations was measured spectrophotometrically at 765 nm.

2.6. Determination of Ions Concentration

The following ions concentrations: Ca, Mg, Na, K, Fe and Mn, were determined in roots by atomic absorption spectrometry (SpektrAA 300, Varian, Mulgrave, Australia) following wet digestion of 50 mg of oven dried plant tissue samples in 5 mL of 69% HNO3 at 140 °C.

2.7. Statistical Analysis

Nine biological replicates per treatment and three for time zero cultures were used for growth, TPC and TFC statistical analysis. Whereas for analytical examination six replicates per treatment and three for time zero cultures were used. Determination of ion concentration was performed based on five replicates. Data represents mean values ± standard deviation (SD). The statistical significance between means was assessed using the Kruskal-Wallis one-way analysis of variance performed with STATISTICA 13.1 PL (StatSoft, Kraków, Poland) software. Significance between groups was further estimated using the Mann-Whitney U test. A probability of p < 0.05 was considered significant. Pair-wise metabolite-antioxidant effects correlations were calculated by Pearson’s correlation coefficient test.

3. Results and Discussion

3.1. Biomass, Total Phenols and Flavonoids as Well as Ions Concentration

The effect of abiotic stress on biomass accumulation varied according to root line. Only in RgAR roots both stresses caused growth of fresh weight (FW) by 56% and 5% in response to drought or cold stress, respectively. In opposite, under cold stress condition the decrease in FW by 55% and 42 % was observed in RgTR7 and RgTR17 root lines, respectively (Table 1).
Dry weight analysis indicates that only in response to cold stress biomass decreased by 39% (RgAR), 51% (RgTR7) and 39% (RgTR17) in comparison to control cultures (Table 1).
In current study the inhibition of root biomass accumulation under cold stress was observed. The decreasing biomass in response to this stress was also reported e.g., in rice [22]. Further, the lack of changes in biomass growth under drought stress could be probably linked with the adaptation effect of this plant species to its natural environment, which is rocky mountains of Greece. Usually, chilling and freezing stresses limits the growth and development of plants, and reduce primary metabolism and cause e.g., a violation of the stability of proteins or protein complexes and a decrease in enzymatic activity [23].
Generally in the plants, the same amounts of ions are absorbed or metabolites are synthesized and accumulated, as under well-watered conditions, but—due to the reduction in biomass—their concentration simply is elevated [17]. Both used stressors did not significantly influence on the changes in the ions concentration between stressed roots and respective controls (Table 2).
Total phenolic compounds concentration (TPC) in unstressed RgAR and RgTR17 were significantly lower by about 65% than in RgAR “0” and RgTR17 “0”, respectively (Figure 1a). In response to drought stress TPC significantly decrease by 65–77% in each of examined root lines in compare to RgAR “0”, RgTR7 “0” and RgTR17 “0”. The lowest significant changes in phenols concentration in the RgAR root line was observed after cold stress treatment and was lower by 6% than in RgAR “0” and RgAR.
In the anatomical root line both stresses did not cause changes in total flavonoids concentration. The concentration of this compounds significantly decreased in RgTR7 and drought stressed RgTR7 by about 72% in compare to RgTR7 “0”. Similarly in RgTR7 and drought stressed RgTR7 were observed decrease of total flavonoids by 51–62% in compare to RgTR7 “0” (Figure 1b).
The results of TPC, TFC and HPLC analysis are consistent. Three selected for quantitative determination phenolic acids are part of the total pool of phenolic compounds that is estimated to exceed 8000 molecules [24], among others are phenolic acids and flavonoids. The highest concentration of investigated compounds determined in roots used for inoculation could be attributed to observed in plant in vitro cultures distinct lag phase when biosynthesis of secondary metabolites is performed at very low levels [25], which was also observed under conditions of present study. The abiotic stress factors applied acted for 14 days and did not affected significantly TPC and TFC accumulation in relation to control.

3.2. HPLC-PDA-ESI-HRMS Analysis

The HPLC-PDA-ESI-HRMS analysis of methanolic extracts derived from roots cultivated in control and drought or cold stress treated root cultures was performed to determine 16 standard compounds (Table 3). The major constituents of investigated extracts were caffeic (CA), rosmarinic (RA) and lithospermic B acid (LAB) and their concentration in root extracts was determined. The validation parameters elaborated for quantitative HPLC analysis of three phenolic acids, i.e., CA, RA and LAB are presented in Figure S1.
For all standard samples mass spectra and fragmentation mass spectra were acquired for identification and confirmation of compounds presented in the methanolic extracts. In addition, HRMS experiment was also used for confirmation of molecular formula. Further, the profiling of extracts by HRMS method was carried out, and prediction of the most likely molecular formula of detected compounds was done (Table S1–S3). In all HRMS experiments a difference between theoretical and measurement m/z value was below 5 ppm (Table S4). The compounds annotation was performed based on the Pub Chem database. The structures were proposed in accordance with recorded HRMS measurements that consisted of finding the most suitable molecular formulas with mass accuracy below 5 ppm. Moreover, in the Pub Chem database, a lot of additional information like provenance and compounds class were published, which were also used for the identification of compounds found in methanolic extracts. All of the proposed structures were known in literature and were also detected in various parts of different plants.
Irrespectively root line, the highest content of investigated phenolic acids was determined in 28-day old roots that is at time zero (Table 4). The quantitative analysis of CA, RA and LAB in root extracts revealed that LBA was the most abundant phenolic acid accumulated. At this time point the LBA content was the highest in RgTR7 roots (106.07 ± 10.65 mg/g DW) and was almost 1.7- and over 1.2-fold higher than in RgAR and RgTR17 roots, respectively. RA concentration was also the highest in roots of RgTR7 line, although its concentration was lower than LAB content almost 5-, 3- and 8-fold in RgAR, RgTR7 and RgTR17 roots, respectively. CA was present in the lowest concentration in investigated root extracts.
In all examined root lines stresses caused increase in concentration of CA. In response to drought or cold, in the RgAR concentration of this compound grew by 100% and 167%, respectively. In the RgTR7 both stresses caused growth of CA by 67%. The level of C A in RgTR17 increased by 125% and 100% after drought and cold stress treatment, respectively. In compare to CA, RA production presented different dynamic of changes. Only in cold stressed roots concentration of RA increased by 163% (RgAR) and 152% (RgTR17) in compare to respective control. The concentration of this acid in cold stressed RgTR7 decrease by 33% than in control.
In response to cold stress the high growth of LAB by 237% (RgTR7) and 268% (RgTR17) than in controls was observed whereas level of this compounds in RgAR increased 15-fold than in unstressed RgAR (Table 4). The production of LBA was mostly reported for plants of Lamiaceae family [25,26], with one study describing its and RA accumulation in hairy root cultures of Lithospermum erythrorhizon [27]. Nevertheless, the yield of LBA reported in current study substantially exceeds its previously reported productivity.
Abiotic stresses, including drought and low temperature ones, are broadly used to improve production of secondary metabolites or induce de novo their biosynthesis [28]. The significant role in production of secondary metabolites under stress condition is attributed to generation of oxidative stress defense response [29,30]. In turn to cope with excessive production of reactive oxygen species (ROS) generated induction of secondary metabolites biosynthesis is initiated.
The present study analysis of metabolome showed variation in chemical profiles between investigated root lines treated with various stress conditions (Figure 2, Figure 3 and Figure 4; Table 5, Table 6 and Table 7). However, the majority of metabolites biosynthesized by root of the same line were similar and the patter of compounds detected was similar. The main groups of secondary metabolites produced in response to stresses applied belongs to flavonoids, phenolic compounds and iridoids, that is metabolites that were reported to play crucial role in plant cell protection against detrimental environmental factors [28,31,32]. Many of compounds detected in chemical profiles of investigated root lines, as well quantitative analysis of CA, RA and LBA are reported for the first time in R. graeca root extracts [7,11]. The results of present study are not consistent with the previous report describing chemical prolife of R. graeca roots cultivated in vitro [11], that noted lack of LAB and chlorogenic acid. While in present study LAB was the major secondary metabolite accumulated in roots. However, RA yield determined in roots cultivated under conditions of present study was considerably lower than that quantified in R. lanata aerial parts [15]. Further, in present study no quercetin 3-rutinoside-7-rhamnoside or pyrrolizidine alkaloids were detected which were also previously found in R. graeca [7,11] and other species of this genus [33,34]. None of the compounds detected in investigated root extracts obtained under conditions of this study was documented before in Rindera genus. In examined R. graeca root extracts no shikonin derivatives were detected (Table 3). This phenomena was earlier reported in cell suspension cultures of L. erythrorhizon [35]. Authors suggest that in specific culture conditions, in LBA and shikonin biosynthetic pathway, in which they share its early steps, the phenylpropanoid unit is further favorably used for LBA synthesis. Nevertheless under conditions of this study in two samples of 28-day old roots: RgAR and hairy of RgTR17 line was detected rinderol, a furano-naphthoquinone compound demonstrating antiapoptotic potential [13]. Previously rinderol was determined both in RgTR7 and RgTR17 28-old-day root lines cultivated in vitro [11], but in further subcultures its biosynthesis was induced only in cultures carried out on polyurethane rafts [11]. Such gradual loss of biosynthetic capacity, could be attributed to genetic and epigenetic variation during long-term cultivation in vitro [36,37], which is believed to be the main cause of decrease in secondary metabolites production abilities.
The results of current study suggest that root cultures of R. graeca could serve as a new and abundant source of LBA, the phenolic acid exhibiting various biological activities like lowering blood pressure [38], cytoprotective effects on pancreatic β-cells [39,40] and cardioprotective properties [41]. HPLC-PDA-ESI-HRMS analysis revealed differences in chemical profiles of investigated root lines that could be connected with their genetic diversity as well as be connected with stress factors used. Among abiotic stressors the cold had the most impact on accumulation of three selected phenolic acids, however effect of both used abiotic factors on their biosynthesis was not considerable. In conclusion, R. graeca roots, hairy and anatomical, are an interesting plant material for further phytochemical and biological exploitation. Further investigations are needed to identified other detected in root extracts molecules.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/cells11060931/s1, Figure S1: Validation parameters of HPLC method., Table S1: Mass spectra of compounds detected in extracts of RgAR root line; Table S2: Mass spectra of compounds detected in extracts of RgTR7 root line; Table S3: Mass spectra of compounds detected in extracts of RgTR17 root line; Table S4 HRMS data for investigated methanolic extracts.

Author Contributions

Conceptualization, M.R.N. and K.S.-B.; methodology, M.R.N., B.W. and K.S.-B.; validation, B.W.; formal analysis, M.R.N., B.W. and K.S.-B.; investigation, M.R.N. and B.W.; data curation, M.R.N., B.W. and K.S.-B.; writing—original draft preparation, M.R.N., B.W. and K.S.-B.; writing—review and editing, A.M. and A.P.; visualization, M.R.N. and B.W.; supervision, K.S.-B. 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

The data presented in this study are available on request from the corresponding author. The data are not publicly available because they are a part of one of co-authors habilitation work and after finishing this work the data will be accessible.

Acknowledgments

Authors are grateful to Janusz Mazur M.Sc. for ion concentration determination by atomic absorption spectrometry.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. (a) Total phenolic (TPC) and (b) total flavonoid (TFC) content determined in R. graeca roots cultivated under various conditions. RgAR—anatomical roots; RgTR7—hairy root line TR7; RgTR17—hairy root line TR17; time “0”—28-day-old roots at time of inoculation; Control—roots cultivated without any treatment for 14 days; Drought stress—roots treated by drought stress for 14 days; Cold stress—roots treated by cold stress for 14 days. The same letters indicate statistically significant differences (p ≤ 0.05) in relation to control within the same root lines between treatments. Asterisks (*) indicate statistically significant differences (p ≤ 0.05) in relation to time “0” within the same root lines between treatments.
Figure 1. (a) Total phenolic (TPC) and (b) total flavonoid (TFC) content determined in R. graeca roots cultivated under various conditions. RgAR—anatomical roots; RgTR7—hairy root line TR7; RgTR17—hairy root line TR17; time “0”—28-day-old roots at time of inoculation; Control—roots cultivated without any treatment for 14 days; Drought stress—roots treated by drought stress for 14 days; Cold stress—roots treated by cold stress for 14 days. The same letters indicate statistically significant differences (p ≤ 0.05) in relation to control within the same root lines between treatments. Asterisks (*) indicate statistically significant differences (p ≤ 0.05) in relation to time “0” within the same root lines between treatments.
Cells 11 00931 g001
Figure 2. HPLC-PDA chromatograms (wavelength 320 nm) of RgAR line root extracts:(A) 28-day-old (time zero); (B) 14-day old untreated roots-control; (C) roots treated 14 days with drought stress; (D) roots treated 14 days with cold stress.
Figure 2. HPLC-PDA chromatograms (wavelength 320 nm) of RgAR line root extracts:(A) 28-day-old (time zero); (B) 14-day old untreated roots-control; (C) roots treated 14 days with drought stress; (D) roots treated 14 days with cold stress.
Cells 11 00931 g002
Figure 3. HPLC-PDA chromatograms (wavelength 320 nm) of RgTR7 line root extracts: (A) 28-day-old (time zero); (B) 14-day old untreated roots-control; (C) roots treated 14 days with drought stress; (D) roots treated 14 days with cold stress.
Figure 3. HPLC-PDA chromatograms (wavelength 320 nm) of RgTR7 line root extracts: (A) 28-day-old (time zero); (B) 14-day old untreated roots-control; (C) roots treated 14 days with drought stress; (D) roots treated 14 days with cold stress.
Cells 11 00931 g003
Figure 4. HPLC-PDA chromatograms (wavelength 320 nm) of RgTR17 line root extracts: (A) 28-day-old (time zero); (B) 14-day old untreated roots-control; (C) roots treated 14 days with drought stress; (D) roots treated 14 days with cold stress.
Figure 4. HPLC-PDA chromatograms (wavelength 320 nm) of RgTR17 line root extracts: (A) 28-day-old (time zero); (B) 14-day old untreated roots-control; (C) roots treated 14 days with drought stress; (D) roots treated 14 days with cold stress.
Cells 11 00931 g004
Table 1. Biomass [mg] of R. graeca roots cultivated under various conditions.
Table 1. Biomass [mg] of R. graeca roots cultivated under various conditions.
Treatment 28 Day Old Roots-Time “0”Control Drought Stress Cold Stress
Root Line
FW/DW RgAR RgTR7 RgTR17 RgAR RgTR7 RgTR17 RgAR RgTR7 RgTR17 RgAR RgTR7 RgTR17
FW1835.7 ± 103.0 * 1040.3 ± 387.6 *2068.1 ± 239.7 *2138.7 ± 573.8 a*3550.7 ± 854.7 b*4708.4 ± 421.1 c*3344.3 ± 454.3 *3280.8 ± 879.9 *3732.6 ± 525.8 2241.2 ± 254.7 a 1683.6 ± 685.2 b2740.0 ± 408.5 c
DW360.9 ± 23.6229.9 ± 92.1 359.5 ± 13.5 664.3 ± 79.6 621.7 ± 144.2 767.8 ± 35.7 654.9 ± 61.4 646.2 ± 153.1 700.3 ± 62.2 408.1 ± 41.7 305.7 ± 134.7 470.2 ± 55.5
FW—fresh weight; DW—dry weight; RgAR—anatomical roots; RgTR7—hairy root line TR7; RgTR17—hairy root line TR17; time “0”—28-day-old roots at time of inoculation; Control—roots cultivated without any treatment for 14 days; Drought stress—roots treated by drought stress for 14 days; Cold stress—roots treated by cold stress for 14 days. Means denoted with the same letter or asterisk are statistically significant (p < 0.05). The same letters indicate statistically significant differences (p ≤ 0.05) in relation to control within the same root lines between treatments. Asterisks (*) indicate statistically significant differences (p ≤ 0.05) in relation to time “0” within the same root lines between treatments.
Table 2. Ions concentration [ppm/g DW] in R. graeca roots cultivated under various conditions.
Table 2. Ions concentration [ppm/g DW] in R. graeca roots cultivated under various conditions.
Treatment28 Day Old Roots-Time “0”ControlDrought StressCold Stress
Root Line
IonRgARRgTR7RgTR17RgARRgTR7RgTR17RgARRgTR7RgTR17RgARRgTR7RgTR17
Ca3.37 ± 0.811.64 ± 0.122.81 ± 0.552.64 ± 0.422.12 ± 0.202.90 ± 0.17 a2.50 ± 0.252.27 ± 0.342.24 ± 0.402.50 ± 0.311.90 ± 0.19 a2.66 ± 0.27
Mg1.36 ± 0.270.76 ± 0.031.29 ± 0.291.17 ± 0.191.06 ± 0.141.41 ± 0.09 *a,b1.04 ± 0.110.87 ± 0.15 a0.90 ± 0.171.06 ± 0.060.87 ± 0.06 b1.20 ± 0.11
Na2.53 ± 0.162.51 ± 0.282.37 ± 0.072.47 ± 0.112.33 ± 0.182.19 ± 0.072.20 ± 0.102.11 ± 0.702.09 ± 0.07 a,b2.82 ± 0.18 a2.78 ± 0.36 b2.52 ± 0.12
K11.29 ± 1.0911.25 ± 0.2911.11 ± 1.8513.37 ± 0.68 a,b12.35 ± 0.5311.42 ± 0.5410.93 ± 0.4110.29 ± 0.77 a9.57 ± 1.15 b10.91 ± 2.5712.89 ± 0.7012.74 ± 1.41
Fe0.35 ± 0.040.30 ± 0.040.27 ± 0.010.26 ± 0.020.21 ± 0.020.23 ± 0.020.22 ± 0.030.23 ± 0.040.17 ± 0.02 a,b,c0.29 ± 0.05 a0.33 ± 0.05 b0.29 ± 0.03 c,b
Mn0.38 ± 0.040.33 ± 0.010.34 ± 0.020.31 ± 0.030.29 ± 0.010.30 ± 0.010.27 ± 0.010.25 ± 0.03 a,b0.22 ± 0.030.34 ± 0.01 a0.32 ± 0.020.34 ± 0.02 b
RgAR—anatomical roots; RgTR7—hairy root line TR7; RgTR17—hairy root line TR17; time “0”—28-day-old roots at time of inoculation; Control—roots cultivated without any treatment for 14 days; Drought stress—roots treated by drought stress for 14 days; Cold stress—roots treated by cold stress for 14 days. Means denoted with the same letter or asterisk are statistically significant (p < 0.05). Asterisks (*) indicate statistically significant differences (p ≤ 0.05) in relation to control within the same root lines between treatments. The same letters indicate statistically significant differences (p ≤ 0.05) between different root lines.
Table 3. The presence of standard compounds in Rindera graeca root extracts determined by HPLC-PDA-ESI-HRMS analysis.
Table 3. The presence of standard compounds in Rindera graeca root extracts determined by HPLC-PDA-ESI-HRMS analysis.
Treatment28 Day Old Roots-Time “0”ControlDrought StressCold Stress
Root Line
CompoundRgARRgTR7RgTR17RgARRgTR7RgTR17RgARRgTR7RgTR17RgARRgTR7RgTR17
Caffeic acid++++++++++++
Chlorogenic acid
p-coumaric acid
5-O-feruoylo-quinic acid
Sinapic acid
3,5-dicaffeoyl-quinic acid
Rosmarinic acid++++++++++++
Lithospermic acid++++
Lithospermic B acid++++++++++++
Shikonin
Acetylshikonin
Isobutyrylshikonin
Deoxyshikonin
Isovalerylshikonin
Dimethylacrylshikonin
Rinderol++
RgAR—anatomical roots; RgTR7—hairy root line TR7; RgTR17—hairy root line TR17; time “0”—28-day-old roots at time of inoculation; Control—roots cultivated without any treatment for 14 days; Drought stress—roots treated by drought stress for 14 days; Cold stress—roots treated by cold stress for 14 days.
Table 4. Phenolic acid content [mg/g DW] in R. graeca roots cultivated under various conditions.
Table 4. Phenolic acid content [mg/g DW] in R. graeca roots cultivated under various conditions.
Treatment28 Day Old Roots-Time “0”ControlDrought StressCold Stress
Root Line
CompoundRgARRgTR7RgTR17RgARRgTR7RgTR17RgARRgTR7RgTR17RgARRgTR7RgTR17
Caffeic acid0.20 ± 0.010.01 ± 0.010.24 ± 0.040.03 ± 0.0050.03 ± 0.005 *0.04 ± 0.01 *0.06 ± 0.150.05 ± 0.01 *0.09 ± 0.02 *0.08 ± 0.020.05 ± 0.010.08 ± 0.01 a
Rosmarinic acid12.74 ± 0.1233.69 ± 15.1110.97 ± 1.240.95 ± 0.080.90 ± 2.450.52 ± 0.230.87 ± 0.100.99 ± 0.600.48 ± 0.242.50 ± 0.98 *0.60 ± 0.14*1.31 ± 0.50
Lithospermic B acid63.17 ± 17.68106.07 ± 10.6587.77 ± 14.712.05 ± 0.43 a1.68 ± 0.79 b2.01 ± 0.32 c2.13 ± 0.341.76 ± 0.671.71 ± 0.08 c31.78 ± 7.08 a,*5.67 ± 2.37 b,*7.39 ± 1.12 c,*
RgAR—anatomical roots; RgTR7—hairy root line TR7; RgTR17—hairy root line TR17; time “0”—28-day-old roots at time of inoculation; Control—roots cultivated without any treatment for 14 days; Drought stress—roots treated by drought stress for 14 days; Cold stress—roots treated by cold stress for 14 days. The same letters indicate statistically significant differences (p ≤ 0.05) in relation to control in specific phenolic acid content within the same root line. Asterisks (*) indicate statistically significant differences (p ≤ 0.05) in specific phenolic acid content among root lines within the same treatment.
Table 5. HPLC-PDA-ESI-HRMS data on detected compounds in RgAR root extracts derived from various culture conditions.
Table 5. HPLC-PDA-ESI-HRMS data on detected compounds in RgAR root extracts derived from various culture conditions.
Peak No.Tr[M–H]-Molecular FormulaCompoundConditions
119.39179C9H8O4Caffeic acidDZ; control; DS; CS
219.88329
341
C15H22O8
C15H18O9
Bartsioside
Caffeic acid 3-glucoside
DS
321.22431C20H24N4O7UnidentifiedDZ; control; DS; CS
421.90375C18H16O9LimocitrolDZ
523.46499C22H28O13HaploperosideDS
624.13509
553
C33H18O6
C27H22O13
Unidentified
Unidentified
control; DS
724.89269
313
627
715
C16H14O4
C17H14O6
C34H28O12
C36H28O16
Imperatorin
Crisimaritin
Unidentified
Dehydrorabdosiin
DZ; control; DS; CS
826.58733C54H22O4UnidentifiedDZ; control; DS; CS
927.24515C26H32N2O9Strictosidinic acid?DZ; DS; CS
1027.54436C25H31N3O4N1,N10-Bis(p-coumaroyl)spermidineDZ
1127.99537
545
C27H22O12
C32H34O8
Globoidnan B
Vittarin E
DZ; control; DS; CS
1228.14439 (2-)C28H32N16O8UnidentifiedDZ
1328.29435
521
C20H20O11
C24H26O13
Irisxanthone
Iridin
DZ
1428.57359
369
483
C18H16O8
C21H18N6O or C20H22N2O5
C22H28O12
Irigenin
Unidentified or
Apabetalone
Rubinaphthin B/7-methyl-1,4,5-naphthalenetriol-4-[xylosyl-(1→6)-glucoside]/MEGxp0_002017
DZ; control; DS; CS
1529.55359C18H16O8Rosmarinic acidDZ; control; DS; CS
1629.71447
461
627
C22H24O10
C22H22O11
C28H36O16
Sakuranin or Androechin
Azalein or Tectoridin
Piloside A
DS; CS
1730.11717C36H30O16Lithospermic B acidDZ; control; DS; CS
1830.71383C21H24N2O5 or C22H20N6OUnidentifiedDZ; control; DS; CS
1930.83335
461
557
C17H20O7
C22H22O11
C25H34O14
Unidentified
Azalein
Peujaponiside or Macrophylloside D
DZ; control; DS; CS
2031.66551C28H24O12Schizotenuin FDZ; control; DS; CS
2133.63465
613
C22H26O11
C29H42O14
Curculigoside
Unidentified
DZ; control; DS; CS
2233.82611
669
765
C29H40O14
C35H24O14
C48H46O9
Unidentified
S-(+)-skyrin-6-O-alpha-
arabinofuranoside
Unidentified
control; DS; CS
2334.33449C22H26O10Auriculoside or 4-methoxyphlorizinDS; CS
2434.87451C23H32O9UnidentifiedDS; CS
2537.99303C16H16O6UnidentifiedDS
2641.07215C13H12O3UnidentifiedDS
DZ—28-old day roots (day zero); Control—14-day-old untreated roots; DS—roots treated with drought stress for 14 days; CS—roots treated with cold stress for 14 days.
Table 6. HPLC-PDA-ESI-HRMS data on detected compounds in RgTR7 root extracts derived from various culture conditions.
Table 6. HPLC-PDA-ESI-HRMS data on detected compounds in RgTR7 root extracts derived from various culture conditions.
Peak No.Tr[M–H]-Molecular FormulaCompoundSample No.
119.43179C9H8O4Caffeic acidDZ, control, DS, CS
219.78329
341
C15H22O8
C15H18O9
Bartsioside
Caffeic acid 3-glucoside
control, DS, CS
321.27431C19H28O11Zizybeoside Icontrol, DS, CS
421.90519C29H28O9UnidentifiedDS, CS
522.40271
297



299
415


553
C15H12O5
C16H10O6



C14H12N4O4
C18H24O11


C25H30O14
Naringenin
Irilone or Trifoliol or 3,8-dihydroxy-1-methylanthraquinone-2-caroxylic acid



Unidentified
Regaloside L or Carbomethoxyferuoyl sorbitol


Isoligusrosidic acid or Aquilarisinin
control
622.69431
483
579
C18H24O12
C22H28O12
C32H36O10
Griselinoside
Rubinaphthin B
Unidentified
control, DS
723.41373
399
475
519
C16H22O10
C18H24O10
C23H24O11
C24H24O13
Unidentified
Regaloside
Cirsimarin
Eujambolin or Purifolin
control, DS, CS
823.90499C22H28O13Haploperosidecontrol, DS
924.23337
467
509
553
C16H18O8
C15H32O16
C26H22O11
C27H22O13
Coumaroylquinic acid I or II
Unidentified
Unidentified
Unidentified
control, DS, CS
1024.57501
597
699
C24H22O12
C26H30O16
C33H32O17
Malonyldaidzin
Swertiapuniside
Unidentified
control, DS, CS
1124.83269
313
627
671
715
C16H14O4
C17H14O6
C34H28O12
C30H28N2O16
C36H28O16
Imperatorin
Crisimaritin
Unidentified
Unidentified
Dehydrorabdosiin
control, DS, CS
1225.70531C38H28O3UnidentifiedCS
1325.89501C22H30O13Ferulic acid rutinosideCS
1426.13547
581

729
C25H28N2O12
C26H30O15

C36H26O17
Unidentified
Gentiabavaroside or Sophodibenzenoside A

Unidentified
DS
1526.63733C36H30O17UnidentifiedCS
1627.26515
581

717
C26H32N2O9
C26H30O15

C36H30O16
Strictosidinic acid?
Gentiabavaroside or Sophodibenzenoside A

Rabdosiin
DZ, control, CS
1727.54436
479
C25H31N3O4
C22H24O12
N1,N10-Bis(p-coumaroyl)spermidineDZ, control, DS, CS
1828.01537C27H22O12Globoidnan BDZ, control, DS, CS
1928.17459
879
C20H28O12
C38H36ON6O19
Paeonolide or Apiopaeonoside
Unidentified
DZ, control, DS, CS
2028.32435C20H20O11Irisxanthone or Homomangiferin or SwertianolinDZ, CS
2128.57369
521
715
C19H16O9
C24H26O13
C36H28O16 or C42H24O11
Unidentified
Rosmarinic acid hexoside
Dehydrorabdosiin
DZ, control, DS, CS
2229.14435C20H20O11Irisxanthone or Homomangiferin or SwertianolinCS
2329.65359
493
C18H16O8
C26H22O10
Rosmarinic acid
Salvianolic acid A
DZ, control, DS, CS
2429.71447
627
C22H24O10
C28H36O16
Sakuranin or Androechin
Piloside A
control, DS
2530.30717C36H30O16Lithospermic B acidDZ, control, DS, CS
2630.74383C21H24N2O5Unidentifiedcontrol, DS, CS
2730.83461C22H22O11Azaleincontrol, DS, CS
2831.20445C22H22O10Swertisin or Glycitin or SissotrinDZ, control, DS, CS
2931.71551C28H24O12Schizoteniun FDZ, control, DS, CS
3032.15493
641
C26H22O10
C31H30O15
Dihydrogloboidnan A
Unidentified
DS, CS
3132.64311C16H8O7Unidentifiedcontrol, DS, CS
3232.99635C38H36O9UnidentifiedDS, CS
3333.66613C29H42O14Unidentifiedcontrol, DS, CS
3433.90451
765
C23H32O9
C41H50O14
Unidentified
Unidentified
control, DS, CS
3534.36449C22H26O10Auriculosidecontrol, DS, CS
3634.95275
313
451
C15H16O5
C17H14O6
C23H32O9
Unidentified
Pityrogrammin
Unidentified
control, DS, CS
DZ—28-old day roots (day zero); Control—14-day-old untreated roots; DS—roots treated with drought stress for 14 days; CS—roots treated with cold stress for 14 days.
Table 7. HPLC-PDA-ESI-HRMS data on detected compounds in RgTR17 root extracts derived from various culture conditions.
Table 7. HPLC-PDA-ESI-HRMS data on detected compounds in RgTR17 root extracts derived from various culture conditions.
Peak No.Tr[M–H]-Molecular FormulaCompoundSample No.
119.58179C9H8O4Caffeic acidDZ, control, DS, CS
219.91329
341
C15H22O8
C15H18O9
Bartsioside
Caffeic acid 3-glucoside
control, DS, CS
321.10431C19H28O11Zizybeoside IDZ, control, DS, CS
421.40499C22H28O134-Methylumbelliferyl-beta-D-lactoside or HaploperosideDZ, control, DS,CS
521.97519C22H32O14Segetoside ADZ, control, DS, CS
622.46271
553
C15H12O5
C25H30O14
Naringenin
Isoligusrosidicacid or Aquilarisinin
control, DS, CS
722.72483C22H28O12Rubinaphthin Bcontrol, DS, DC
823.46443C26H20O7ArtomunoxanthentrioneDZ, control, DS, DC
923.96499C22H28O134-Methylumbelliferyl-beta-D-lactoside or Haploperosidecontrol, DS, DC
1024.10509
553
C26H22O11
C27H22O13
Pseudonocardone C
Unidentified
control, DS, DC
1124.58505C21H30O14EchisosideDZ, control, DS, DC
1224.85269
313
627
715
C16H14O4
C17H14O6
C34H28O12
C36H28O16
Unidentified
Crisimaritin
Unidentified
Dehydrorabdosiin
DZ, control, DS, DC
1325.95501C22H30O13Ferulic acid rutinosidecontrol, DS
1426.13227
547
581
729
C12H12N4O
C30H28O10
C26H30O15
C36H26O17
Unidentified
3,5-dihydroxyrottlerin
Gentiabavaroside or Sophodibenzenoside A
Unidentified
control, DS
1526.50733C36H30O17UnidentifiedDZ, control, DS, DC
1626.77439
459
501
534
C22H32O9
C20H28O12
C22H30O13
C21H17NO7
Unidentified
Paeonolide or Apiopaeonoside
Micromelumoside B
Unidentified
control, DS
1727.23515C31H32O7Pannokin ADZ, control, DS, DC
1827.53436C25H31N3O4UnidentifiedDZ, control, DS, DC
1927.93339
459
537
C18H12O7
C20H28O12
C27H22O12
Grevilline B
Paeonolide or Apiopaeonoside
Globoidnan B
DZ, control, DS, DC
2028.14439(2+)C60H32O8UnidentifiedDZ, DS, DC
2128.30435
C20H20O11
Irisxanthone or Homomangiferin or SwertianolinDZ, DS, DC
2228.58359
483
715
C18H16O8
C22H28O12
C36H28O16
Irigenin
Rubinaphthin B or 3,4-dihydrocatalposide
Unidentified
DZ, control, DS, DC
2329.16435
C20H20O11Irisxanthone or Homomangiferin or SwertianolinDZ, DC
2429.55359
493
537
C18H16O8
C26H22O10
C27H22O12
Rosmarinic acid
Salvianolic acid A
Lithospermic acid
DZ, control, DS, DC
2529.72419
447
449
627
C20H20O10
C22H24O10
C17H26N2O12
C28H36O16
Isogentisin 3-O-glucoside
Sakuranin or Androechin
Unidentified
Piloside A
control, DS, DC
2630.17717C36H30O16Lithospermic B acidDZ, control, DS, DC
2730.74383C26H24O3UnidentifiedDZ, control, DS, DC
2830.86335
465
497
533
557
611
C17H20O7
C22H26O11
C16H34O17
C29H26O10
C25H34O14
C27H32O16
Unidentified
Curculigoside
Unidentified
Unidentified
Peujaponiside
Hydroxysafflor yellow A
DZ, control, DS, DC
2931.26445C22H22O10Swertisin or Glycitin or Sissotrincontrol, DS, DC
3031.55475
701
C23H24O11
C35H30N2O14
Crisimarin or Kakkalidone
Unidentified
DC
3131.69551C28H24O12Schizoteniun FDZ, control, DS, DC
3232.28320
335
507
539
641
C31H30O15
C27H44O19
C24H28O12
C25H32O13
C31H30O15
Unidentified
Unidentified
Specioside or 10-O-cis-p-Coumaorylcatalpol
Oleuropein
Unidentified
DS, DC
3332.41465C22H26O11CurculigosideDC
3432.59453C22H30O19UnidentifiedDS, DC
3533.67613C29H42O14UnidentifiedDZ, control, DS, DC
3633.90435
451
669
765
C17H12N10O5
C19H28N6O7
C36H26O14
C41H50O14
Unidentified
Unidentified
Unidentified
Unidentified
DZ, control, DS, DC
3734.36449C22H26O10AuriculosideDZ, control, DS, DC
3834.57463C22H24O11Lanceolin or ScuteamoenosideDZ, control, DS, DC
3934.91451C23H32O9UnidentifiedDZ, control, DS, DC
4038.01303
479
543
C16H16O6
C23H28O11
C29H36O10
3‘-O-Methylcatechin
Unidentified
Unidentified
DZ, control, DS, DC
DZ—28-old day roots (day zero); Control—14-day-old untreated roots; DS—roots treated with drought stress for 14 days; CS—roots treated with cold stress for 14 days.
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Naliwajski, M.R.; Wileńska, B.; Misicka, A.; Pietrosiuk, A.; Sykłowska-Baranek, K. HPLC-PDA-ESI-HRMS-Based Profiling of Secondary Metabolites of Rindera graeca Anatomical and Hairy Roots Treated with Drought and Cold Stress. Cells 2022, 11, 931. https://doi.org/10.3390/cells11060931

AMA Style

Naliwajski MR, Wileńska B, Misicka A, Pietrosiuk A, Sykłowska-Baranek K. HPLC-PDA-ESI-HRMS-Based Profiling of Secondary Metabolites of Rindera graeca Anatomical and Hairy Roots Treated with Drought and Cold Stress. Cells. 2022; 11(6):931. https://doi.org/10.3390/cells11060931

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Naliwajski, Marcin Robert, Beata Wileńska, Aleksandra Misicka, Agnieszka Pietrosiuk, and Katarzyna Sykłowska-Baranek. 2022. "HPLC-PDA-ESI-HRMS-Based Profiling of Secondary Metabolites of Rindera graeca Anatomical and Hairy Roots Treated with Drought and Cold Stress" Cells 11, no. 6: 931. https://doi.org/10.3390/cells11060931

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