Abstract
Seaweeds of the intertidal zone are subjected to diverse stresses due to environmental changes in radiation, salinity, water quality, herbivore communities, etc. Thus, marine seaweeds developed various unique compounds to deal with environmental fluctuations. Therefore, they are a good source of unique novel compounds. Here, we explored the seasonal metabolomic changes in Jania rubens and found notable changes between extracts of different seasons in the metabolomic profile and in their anticancer activity. The most bioactive extract was from samples collected during the Fall season, which demonstrated an LC50 of 178.39 (± 10.02 SD) µg/ml toward Non Small Cell Lung Cancer (NSCLC) followed by the Winter season extract. The Fall and Winter extracts also displayed more resemblance in their metabolic profile relative to Spring and Summer extracts. The Fall extract was fractionated and tested for cytotoxic activity toward an array of cancer cell lines. Eventually, using a bio-guided assay and multiple fractionation steps, we isolated and identified the essential fatty acid, eicosapentaenoic acid, as the active anticancer agent, showing an LC50 of 5.23 (± 0.07 SD) µg/ml toward NSCLC. Our results emphasize the potential use of J. rubens as a source of beneficial fatty acids and stress the importance of environmental effects on metabolic constitutes.
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Introduction
Seaweed extracts and their isolated natural products are gaining popularity in many aspects of healthcare including cosmetics and pharmacology. Their potential uses are investigated for a variety of applications such as anti-inflammatory1, anti-bacterial, wound healing2 and anti-cancer3 effects. Seaweeds contain a broad range of compounds with pharmaceutical use from diverse chemical classes such as polyphenols, polysaccharides, pigments, and Poly Unsaturated Fatty Acids (PUFAs)4,5. For example, pheophorbide, a product of chlorophyll degradation that was isolated from the Red Seaweed Grateloupia elliptica, has shown anti-cancer activity in glioblastoma cell lines6. Fucoxanthin, extracted from Laminaria Japonica has demonstrated reduced metastasis and even increased sensitivity to chemotherapy drugs by lung cancer cells7. Overall, there is numerous evidence suggesting marine seaweed-originated compounds with biological activity for therapeutic purposes4,5,8,9,10.
Naturally occurring seaweeds are subjected to major environmental shifts as a result of seasonal changes in light radiation, temperature, salinity and other factors. Moreover, herbivore communities’ changes and even increase in runoff pollution near shores during the rainy seasons lead to chemical changes11,12. To thrive under changing conditions, seaweeds, namely of the intertidal zone, respond by means of chemical defense using a vast array of metabolic compounds13,14. It was previously shown these seasonal shifts affect the algal metabolic profile13,15 and, as a result, their biological activity16,17.
J. rubens (Rhodophyta), a calcified alga of the order Corallinales, is considered one of the most common seaweeds in the Eastern Mediterranean intertidal zone18. J. rubens is characterized as a small branchy seaweed with thin, segmented, dichotomous, cylindrical thalli, forming dense mats covering the abrasion platforms with colors ranging from dark red to complete white under bleaching conditions during low tides. It can be found attached to the substrate or as an epiphyte that grows on other seaweeds.
J. rubens is currently under investigation for its anticancer activity. Anti-tumorigenic effects of J.rubens extracts have been previously reported by several different studies19,20,21,22. A polysaccharide extract from the seaweed was shown to negatively affect breast and colorectal cancer cell proliferation22. Methanolic extracts have displayed growth inhibition properties on hepatoblastoma cells in-vitro and Ehrlich ascites carcinoma (EAC) cells in in-vivo21,23. Ktari et al.19 have studied the cytotoxic effect of a J. rubens extract on mouth epidermal carcinoma cells, which resulted in the isolation of an active sterol. A few years later, seven types of brominated diterpenes were isolated from the same alga after presenting some anticancer properties on EAC cells24.
Taking together the anticancer potential of J. rubens secondary metabolites along with the environmental annual changes in its costal habitat, we hypothesized that the seasonal environmental changes in the Eastern Mediterranean coastline throughout the year may dramatically affect the metabolomic constitutes and cytotoxicity of the seaweed. We set out to investigate which metabolites that demonstrate seasonal variation lend the seaweed its cytotoxic activity.
Materials and methods
Reagents
Mass spectrometry (MS)-grade acetonitrile, methanol (MeOH), and water were used for the mobile phases, and high-performance liquid chromatography (HPLC)-grade MeOH, water and ethanol were used for sample preparation. All were obtained from Mercury Scientific and Industrial Products Ltd. (Rosh Haayin, Israel). LC/MS grade acetic acid (AcOH) and serum (S1-100 mL) for method validation were purchased from Sigma-Aldrich (Rehovot, Israel). Ecosepantonoic acid (EPA) and PUFA mixed standards were purchased via Cayman chemicals (Michigan, United States), products numbers 90110 and 17941, respectively.
Seaweed sampling
J. rubens (IOLR herbarium access number 00401) samples were collected along the Israeli Mediterranean coast line: Achziv beach (33.043111° N, 35.099028° E), Shikmona marine reserve in Haifa Bay (32.826056° N, 34.956° E), Habonim beach (32.630194° N, 34.920444° E) and Herzliya beach (32.139612° N, 34.789362° E), starting January 2020 through May, August, and November of the same year. Samples were collected in bags containing seawater and kept on ice in a cooler until reaching the lab for further process. Samples were identified according to the local seaweed lexicon by Dr. Rachel Einav18 with the help of Dr. Israel Alvaro and Dr. Tamar Guy-Haim from the Israeli Oceanography and Limnological Research (IOLR) center.
Sample preparation and extraction
Samples were washed with fresh water, manually cleaned from epiphytes and sand, frozen at -80°C followed by lyophilization (Labogene, Denmark) to complete dryness and stored at -80°C. The dried samples were ground to a fine powder using a generic spice grinder (Morphy Richards, UK), then further sifted with a metal 1 mm mesh size strainer to remove inorganic particles. Exactly 50 g of the powder were accurately weighed and extracted with 5 L of (1:100 w/v) under stirring for 5 h. Samples were then filtered once through Whatman filter paper number 4 and once through Whatman 0.22 µm nylon membrane. The crude extract was evaporated under vacuum (Heidolph, Germany) at 39 °C to complete dryness, weighed, and resuspended with either MS-grade MeOH, chloroform:MeOH (2:1 v/v) for the fractionation process or MS-grade dimethyl sulfoxide (DMSO) at a concentration of 50 mg/ml for biological assays.
Chromatographic separation
100 g of reversed phased (RP) silica (LiChroprep® RP-18 (40–63 µm), Merck, Germany, Cas NO. 108688-10-4) was placed in a glass column coupled to a vacuum pump (Vacuubrand, Germany) for Vertical Liquid Chromatography (VLC). After excitation and conditioning using 300 ml MeOH followed by 300 ml H20, 2 g of the crude J. rubens chloroform:MeOH (2:1 v/v) extract were applied and elution was carried with 1 L of solvent with increased ratio of MeOH up to 100%, followed by chloroform:MeOH (2:1, v/v), and ethyl acetate. The resulting fractions were evaporated under vacuum at 39 °C to complete dryness, weighed and resuspended with MS-grade MeOH. The active 80% MeOH (VLC80) product underwent further fractionations using Thermo Scientific semi-preparative UHPLC system, coupled with an automated fraction collector and a UV detector set to 223 nm, through Luna® C18(2) (10 μm, 250 mm × 21.2 mm) column with a guard column (15 μm depth filter × 21.2 mm) (Phenomenex, Torrance, CA, USA). Three fractionation steps were applied with H2O for solvent A and MeOH for solvent B, both added with 0.1% acetic acid modifier. The VLC80 was fractionated into four fractions by the following method: min 0–5, 60% B; min 32–37, 97% B; min 37.1–39 60% B. Fractions were collected at 9 min intervals after 3 min from run start. Second step fractionation was carried for the active fraction 4 (VLC80F4) to create 3 subfractions: min 0–5, 90% B; min 30–35, 97% B, min 35.1–36, 90% B. Fractions were collected at 11 min intervals after 3 min from run start. Third step separation of the active fraction 1 (VLC80F4-1) was conducted to obtain 3 subfractions as follows: min 0–5 90% B; min 30–35 92% B; min 35.1–36 90%B. Fractions were collected for 11 min intervals after 3 min from run start. All separation methods were conducted at a flow rate of 15 ml/min.
Cell lines
All cell lines were purchased from the American Type Culture Collection (ATCC); A549 (CAT NO. CCL-185), SW480 (CCL-228), lnCAP (CRL-1740), and PC3 (CRL-1435) cell lines were maintained using RPMI-1640 medium (Sigma-Aldrich, R8758). NCI-H460 (HTB-177), HT29 (HTB-38), MCF7 (HTB-22), and MDA-MB-231 (HTB-130) cell lines were kept in high glucose DMEM (Sigma-Aldrich, D5796). Media were supplied with 10% FBS (Biological Industries, 04-007-1A), 100 units/ml of penicillin G and 100 μg/ml of streptomycin (Biological Industries, 03-031-1B). Normal bronchial/tracheal epithelial Cells (PCS-300-010) were grown in serum-free Airway Epithelial Cell Basal Medium (ATCC, PCS 300-030) supplemented with the appropriate cell growth kit (ATCC, PCS-300-040). All cells were maintained in a humidified atmosphere of 5% CO2 at 37 °C.
Viability assay
Cell survival assays were conducted as described in Baram et al.25. Briefly, 1 × 104 or 8000 (for A549) cells/well were cultured in 96-well plates and incubated overnight followed by the replacement of the growth medium with fresh media containing 0.5% FBS. Seaweed extracts in DMSO, at a concentration of 50 mg/ml, were diluted to 1 mg/ml in PBS (Sigma-Aldrich, D8537) and added to the cells as indicated. Cells were incubated with treatments for 48 h, then stained using the fluorescent probes propidium iodide (PI) (Sigma-Aldrich, P4864) and Hoechst (Thermo Fisher Scientific, H3570). Cells were visualized using an ImageXpress Micro® system (Molecular Devices, Sunnyvale, CA, USA). Four sites were imaged in each well and the number of detected signals per well was counted and analyzed by MetaXpress® software (Molecular Devices). The following formula was applied to calculate the rate of cell death:
where Tc- is the total number of cells in equal concentration in the control (DMSO), Ts is the total number of cells in the sample treatment, and Ds is the total number of dead cells in the sample treatment.
Flow cytometry cell viability
Annexin V/PI staining was used to determine the apoptotic rate. A549 cells were cultured in 6-well plates at a concentration of 1 × 105 cells/well. After 24 h of incubation the media was replaced with fresh media containing 0.5% FBS, and each well was treated with appropriate extract and further incubated for 24 h. Treated cells were washed, collected and resuspended with annexin binding buffer (BioVision, Milpitas, USA) containing Annexin V-FITC (BioLegend, San Diego, USA) and PI (BioLegend, San Diego, USA) (1:1 v/v). Measurements of Annexin (R 660/20nm) and PI (B 575/26nm) were obtained using BD™ LSR II digital four-laser flow cytometer (BD Biosciences) and were analyzed by BD FACSDiva™ software version 6.1.2. (BD Biosciences).
Metabolites identification with UHPLC-HRMS
Samples were filtered through a 0.22 µm PTFE syringe filter and diluted to 10 mg/ml in MS-grade MeOH prior to analysis. The chromatographic separation was performed in Data-dependent MS/MS mode as described by Berman et al.26 with several modifications. The process was carried out using a Thermo Scientific UHPLC system coupled with a Q Exactive™ Hybrid Quadrupole-Orbitrap MS (Thermo Scientific, Germany). The chromatographic separation was achieved using Luna® C18(2) (3 μm, 150 mm × 4.6 mm) with a guard column (0.5 μm depth filter × 0.1 mm) (Phenomenex, USA) and a multistep gradient (solvent A: Milli Q water containing 0.1% acetic acid, solvent B: methanol containing 0.1% acetic acid. All solvents were of MS-grade).
The multistep gradient program was established as follows: initial conditions were 75% B for 3 min, raised to 90% B until 3.1 min and maintained for 10 min. Then elevated to 95% B until 10.1 min and held at 95% B until minute 15, and decreased to the initial condition of 75% B until minute 20, for re-equilibration of the system prior to the next injection. A flow rate of 0.25 ml/min was used, the column temperature was 30 °C and the injection volume was 1 μL. MS acquisition was carried out with a heated electrospray ionization (HESI-II) ion source operated in negative mode. Source parameters were as follows: sheath gas flow rate, auxiliary gas flow rate and sweep gas flow rate: 10, 20 and 1 arbitrary units, respectively; capillary temperature: 350 °C; heater temperature: 50 °C; spray voltage: 3.6 kV. The scan range was 120–1000 m/z for all acquisition events. Data acquisition in full MS1 mode was performed at 70,000 resolutions, and the AGC target was set to 1e6 with a maximum IT of 100 ms. Compound identification was conducted by comparison to the National Institute of Standards and Technology (NIST) library (version 2.2).
Chemometrics
MS/MS feature detection and quantification were performed using MZmine2 software27,28. The MZmine2 workflow was executed with Ubuntu 2.04.4 LTS 64bit OS running on a computer with dual E5-2640 Intel Xeon. Parameters for MZmine processing were set as follows: noise level 2E4, chromatogram builder, using Automated Data Analysis Pipeline (ADAP), conducted using minimum group size of 5 above 2E4 threshold with a minimum highest intensity of 4E4 and an m/z tolerance of 5 ppm. Deconvolution of the chromatogram was conducted using the ADAP presetting, m/z range of 0.01 and retention time (r.t.) range of 0.1. Group isotope, using the isotopic peak grouper, was conducted with m/z tolerance of 5 ppm, r.t. tolerance of 0.1 and a maximum of 3 charges. Feature alignment using r.t. tolerance of 0.1, m/z weight of 0.75 and r.t. weight of 0.25. The feature list was filtered using join list row filter, keeping peaks with MS2 data only and gap filling with intensity tolerance of 10%, m/z tolerance of 5 ppm and r.t. tolerance of 0.2. For NMDS analysis, features found in blanks as higher than 2% of the mean amount of the feature quantity in all samples were omitted.
Statistics
All statistical analyses and models were executed using JMP15 (SAS Institute, USA), and R software (R Development Core Team, 2021) using, “ecodist”29 and “vegan”30 packages. LC50 was calculated using 3 parameters logistic on log y scale. Data are reported as the mean ± SE of at least three independent experiments. Multiple groups were compared using one-way or two-way ANOVA followed by a Tukey HSD posthoc multiple comparisons test. P values were adjusted using the Bonferroni correction method and a value of P ≤ 0.05 was considered significant for all tests.
Results
To test the seasonal variation in the metabolic profile and bioactivity of seaweeds from the intertidal zone, we performed an annual screening in which we concurrently tested both. As part of this work, we identified J. rubens as a potential candidate for seaweed-based anti-cancer compounds. A significant change was observed in the bioactivity of J. rubens extracts in different seasons (Fig. 1A,B). Summer and Spring extracts showed poor cytotoxicity toward A549 cells and were only effective in the highest dose tested of 200 µg/ml, while Winter and Fall extracts demonstrated higher cytotoxic activity already at the starting dose of 20 µg/ml (Fig. 1C). The most potent activity was found for the extract of J. rubens samples collected in the Fall season, with an LC50 of 178.39 (± 10.02 SD) µg/ml, followed by the extract of samples collected in the Winter, which demonstrated a trend of cytotoxicity in all tested concentrations. To investigate these seasonal changes, we analyzed each extract by means of LC-MS/MS. Our analyses suggested the metabolic profile of the alga changed throughout the seasons (Fig. 1D).
Biological effect of J. rubens extracts and fractions
As the J. rubens collected in the Fall showed the highest potency on A549 cell line, it was chosen for further characterization. To identify the active ingredients, several fractionation steps were used. The first fractionation step was carried over silica RP using a VLC column, with consecutive elution steps using an increased MeOH-to-water ratio, followed by chloroform:MeOH and ethyl acetate elutions (Fig. 2A). Fractions eluted in the range of 60%-80% MeOH induced A549 cell death at all tested concentrations (Fig. 2B). These elutions were pulled together and referred to from here on as VLC80. To test whether VLC80 can exert a cytotoxic effect on other cancer cell types, we conducted a screening of VLC80 in seven concentrations ranging between 2 and 200 µg/ml (Supplementary Fig. 1) on several cell lines: an additional NSCLC cell line, NCI-H460; two types of prostates adenocarcinoma cell lines, PC3 and lnCAP; two types of colorectal adenocarcinoma cell lines, HT29 and SW480; and two types of breast adenocarcinoma cell lines, MCF7 and MDA-MB-231. To assess the selectivity of VLC80 to cancer cells, we also tested its effect on a normal bronchial/tracheal epithelial cell line. At 100 µg/ml (Fig. 2C,D), NSCLC cells were the most susceptible to the treatment, with 56.73% ± 4.7SE and 64.13% ± 3.7SE cellular death for A549 and NCI-H460, respectively. The cells death recorded in the other cell lines in decreasing sensitivity to treatment was as follows: HT29 with 60.57% ± 3.5SE, PC3 (53.51% ± 2.5SE), SW480 (43.7% ± 3.7SE), MDA-MB-231 (36.43% ± 3.6SE), lnCaP (27.12% ± 434SE), and MCF7 with 25.45% ± 2.69SE cellular death. While all the cancer cell lines responded to the treatment with different degrees of severity, the normal epithelial cells were only affected by doses over 100 µg/ml of VLC80. This variation in cellular response suggested the specificity of VLC80 toward cancer cells, namely NSCLC, and also suggested the activation of a cellular death mechanism over an unspecific death response. As apoptosis is the common cellular death mechanism avoided by cancer cells thriving uncontrollably31, we tested whether VLC80 induced the apoptosis of A549 cells (Fig. 2E). Upon administration of 20 µg/ml VLC80, cells entered an early apoptosis stage, exhibiting high Annexin-V and low PI staining. With increasing doses, the cells entered a late apoptotic stage (positive for both Annexin-V and PI) and administration of 100 µg/ml VLC80 resulted in a dramatic drop in the number of viable cells.
Isolation and identification of an active compound
To isolate the active compounds in VLC80, we performed consecutive fractionations using semi-preparative HPLC (Fig. 3). Each fraction was tested for its cytotoxic effect on A549 cell line in four different concentrations and the most active fraction was further fractionated. Thus, fraction 4 (Fig. 3A) was further fractionated into three subfractions. Of them, fraction 4–1 (Fig. 3B) was further fractionated into three subfractions. Finally, of these three fractions, fractions F4-1-2 and F4-2-2 showed the highest cytotoxic effect on A549 cells (Fig. 3C). We analyzed the compounds in both fractions by means of LC-MS/MS (Fig. 4A). These fractions mainly consisted of a single large peak. We matched this peak to a NIST library and identified it as cis-5, 8, 11, 14, 17-eicosapentaenoic acid methyl ester (EPA). To verify our results, we compared fraction F4-1–2 to a commercial standard of EPA and revealed the active metabolite from J. rubens is an isomer of EPA, as shown by the shift in retention time (Fig. 4B,C). In order to validate that EPA is the molecule responsible for the cytotoxicity of J. rubens extract on A549 cells, we used synthetic commercial EPA and compared its activity to J. rubens fraction F4-1-2 of. First, we quantified the EPA in F4-1-2 by using a calibration curve of a commercial standard, it revealed that the fraction consisted of 71% EPA. Next, we compared the biological activity of fraction F4-1-2 to that of the synthetic commercial EPA (Fig. 4D). Both F4-1-2 and commercial EPA yielded similar percentages of cell death, showing an LC50 of 9.34 (± 0.19 SD) µg/ml and 5.23 (± 0.07 SD) µg/ml for the commercial and isolated EPA, respectively.
Discussion
Plants of the marine environment, especially in the intertidal zone, are subjected to major shifts in both biotic and abiotic stresses such as changes in salinity and light radiation, herbivory and epiphytic settlement and contamination from marine and terrestrial sources. As such, their metabolic response must adjust to react to such changes. The nature of the stress cause is strongly controlled by seasonality. For example, some herbivores will be more abundant during certain seasons and some epiphytes might proliferate in the same manner. As J. rubens grows year-round, it faces many forms of grazing by fish, mollusks and crustacea, as well as the competition that rises due to seasonal dynamics of epiphyte algae and microbial settlements32,33. Considering that, our findings strengthen the assumption that seasonal variation can have a major impact on the chemical profile and bioactivity of the collected seaweed and therefore should be considered when one attempts to explore natural compounds with biological effects.
The marine seaweed J. rubens has been previously investigated for its anti-cancer properties, it is an organism from which originated novel sterols and brominated diterpenes with anticancer activity19,20. Yet, in this research we have identified an essential PUFA, EPA, to be the active compound in our isolates. As terrestrial higher plants do not have the capability to synthesize long-chain PUFAs such as EPA34, EPA nutrition can be obtained either by consumption of α-linolenic, a precursor for long-chain fatty acids synthesis in mammalians which can be found in terrestrial plants, or by its direct consumption from marine sources such as micro and macro algae and fish35,36. EPA has previously demonstrated a seasonal pattern in many marine organisms37,38,39 with a strong correlation between cold temperatures and an increase in PUFA content39,40,41. This trend of seasonal variation in the concentration of EPA was also reported in marine seaweeds42,43, including J. rubens. The EPA content of J. rubens was estimated to range between 9 and 24.47% of total fatty acids15,44, which translates to about 7% of the seaweed dry weight45, and to change seasonally with the reported peak concentration depending upon the research location. As our Fall sampling in Israel during November–December was conducted during a temperature drop (Supplementary Fig. 2), it can explain the increase in PUFA content, namely EPA, which correlates with the increased cytotoxicity we observed during the Fall and Winter seasons.
EPA and other omega-3 PUFAs are important for human health and are crucial in many biological processes. They are the precursors of eicosanoids such as prostaglandins, thromboxanes, and leukotrienes46 that possess protective qualities against the development of cardiovascular diseases, inflammation, atopic dermatitis, psoriasis, and other malignancies47,48. Studies in the past decade suggested omega-3 PUFAs such as EPA also play a crucial role in cancer metabolism.
The anticancer effects of EPA on NSCLC, and A549 cells in particular, were previously reported and are well established. These studies suggest the mechanism via which EPA suppresses proliferation and induces apoptosis of A549 cells is by enhancing the formation of autophagosomes49, organelles involved in recycling damaged components50. Other studies suggested the mechanism of action of EPA in NSCLC cells involves a shift in prostaglandins, enhancing the formation of the anti-inflammatory PGE3 at the expense of pro-inflammatory PGE2, which leads to a reduction in inflammation, metastasis, proliferation and angiogenesis in cancer cell lines51,52. Our results are in line with previous research that explored the apoptotic impact of EPA on the A549 cell line and its specific effectiveness against cancer cell lines49,50,53,54. In this study, the EPA from J. rubens was isolated and identified through LC-MS/MS analysis, compared with a NIST mass spectral library, and validated using an EPA standard, which showed similar LC50 values. The VLC80 fraction has shown increased potency against NCSLC cell lines and induced apoptosis in A549 cell line after 24 h treatment. The slightly enhanced bioactivity of the isolated EPA relative to the commercial one might be attributed to the isolated EPA being an isomer, necessitating further exploration of the distinctions between invertebrate processed and natural seaweed-originated EPA forms, and might be of interest for understanding the importance and health implications of PUFA consumed in modern diet55.
EPA is important in human nutrition. In the western diet, essential PUFAs are obtained by consuming fish products which, beforehand, consumed and accumulated essential PUFAs from plant sources such as micro- and macro-algae. Although J. rubens is widely abundant in nature, to utilize its high content of PUFA and EPA45 for industrial purposes, efforts should be directed to its cultivation to avoid damage of this important marine costal habitat. PUFAs have an important role in cell membrane fluidity and are important for cell functioning in cold environments56. Therefore, PUFAs are known to increase in plants during cold seasons. Similarly, previous reports showed the EPA constitute in marine algae increased during cold seasons57. These findings correlate with our results showing increased cytotoxicity of J. rubens during the Fall and Winter seasons. Along with its high abundance and robust growth, our findings put forward J. rubens as a potential source organism for omega-3 PUFAs and EPA and might raise an alternative to the current commercial fish based PUFAs.
Data availability
The authors confirm that the data supporting the findings of this study are available within the article and its supplementary materials. Datasets accompanying this research can be found in figshare repository, https://doi.org/10.6084/m9.figshare.22793627.
Abbreviations
- EPA:
-
Eicosapentaenoic acid
- J. ruben :
-
Jania rubens
- NSCLC:
-
Non-small cell lung cancer
- PUFA:
-
Poly unsaturated fatty acid
- MeOH:
-
Methanol
- LC-MS:
-
Liquid chromatography-mass spectrometry
- UHPLC:
-
Ultra-high-performance liquid chromatography
- HRMS:
-
High resolution mass spectrometry
- VLC:
-
Vertical liquid chromatography
- NIST:
-
National Institute of Standards and Technology
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Acknowledgements
We would like to thank Dr. Shiri Procaccia for her revision of the written manuscript, and Dr. Tamar Guy-Haim for her assistance in seaweed identification. The authors declare there was no conflict of interest associated with this research.
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Conceptualization, analysis and interpretation of data, writing: N.K. and D.M.; Methodology, investigation: N.K.; Professional consultation: A.I.; Study supervision: D.M. All authors reviewed the manuscript.
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Krupnik, N., Israel, A. & Meiri, D. Seasonal variation in the metabolome expression of Jania rubens (Rhodophyta) reveals eicosapentaenoic acid as a potential anticancer metabolite. Sci Rep 13, 15559 (2023). https://doi.org/10.1038/s41598-023-42497-0
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DOI: https://doi.org/10.1038/s41598-023-42497-0
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