| Literature DB >> 29099862 |
Jin-Young Kim1, Hye-Youn Kim1, Jun-Yeong Jeon1, Dong-Min Kim1, Yaoyao Zhou1, Jae Soung Lee1, Heayyean Lee1, Hyung-Kyoon Choi1.
Abstract
In this study, the effects of coronatine treatment on the growth, comprehensive metabolic profiles, and productivity of bioactive compounds, including phenolics and phytosterols, in whole plant cultures of Lemna paucicostata were investigated using gas chromatography-mass spectrometry (GC-MS) coupled with multivariate statistical analysis. To determine the optimal timing of coronatine elicitation, coronatine was added on days 0, 23, and 28 after inoculation. The total growth of L. paucicostata was not significantly different between the coronatine treated groups and the control. The coronatine treatment in L. paucicostata induced increases in the content of hydroxycinnamic acids, such as caffeic acid, isoferulic acid, ρ-coumaric acid, sinapic acid, and phytosterols, such as campesterol and β-sitosterol. The productivity of these useful metabolites was highest when coronatine was added on day 0 and harvested on day 32. These results suggest that coronatine treatment on day 0 activates the phenolic and phytosterol biosynthetic pathways in L. paucicostata to a greater extent than in the control. To the best of our knowledge, this is the first report to investigate the effects of coronatine on the alteration of metabolism in L. paucicostata based on GC-MS profiling. The results of this research provide a foundation for designing strategies for enhanced production of useful metabolites for pharmaceutical and nutraceutical industries by cultivation of L. paucicostata.Entities:
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Year: 2017 PMID: 29099862 PMCID: PMC5669466 DOI: 10.1371/journal.pone.0187622
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1The growth of the whole Lemna paucicostata plants.
Dry weight per liter (L: unit volume of culture medium) (A) and dry weight of one frond (B) of the whole Lemna paucicostata plants at day 27 and 32 under control and day 23 (COR23) and day 28 (COR28) under coronatine treatment. Bars indicate the mean values, and the error bars indicate the standard deviation (n = 4). Significant differences from the control group are indicated by asterisk based on the Mann-Whitney test (at a threshold of p < 0.05). COR0, coronatine treatment at day 0; COR23, coronatine treatment at day 23; COR28, coronatine treatment at day 28.
Relative intensities of various metabolites of Lemna paucicostata cultivated under coronatine elicitation conditions.
| Compound | RT | Ion fragment (m/z) | TMS | Day 27 | Day 32 | ||||
|---|---|---|---|---|---|---|---|---|---|
| Control | Coronatine treatment at day 0 | Coronatine treatment at day 23 | Control | Coronatine treatment at day 0 | Coronatine treatment at day 28 | ||||
| Glycerol | 13.17 | 103, | 3 | 30.55±5.60a | 68.18±9.38b | 74.04±34.05b | 18.55±2.56A | 55.89±7.30B | 30.51±9.52C |
| Glycerol-3-phosphate | 24.93 | 299, | 4 | 71.06±12.9a | 69.98±18.74a | 91.24±8.24b | 60.76±11.47 | 64.45±7.20 | 54.85±9.21 |
| Inositol phosphate | 35.80 | 217, 299, | 7 | 40.97±10.78a | 40.68±13.94a | 58.42±6.29b | 32.05±6.92A | 42.55±5.82B | 43.25±8.93B |
| Myo-inositol | 31.28 | 6 | 29.23±8.48 | 31.78±4.34 | 36.05±4.49 | 17.75±2.71A | 24.42±2.54B | 12.06±2.97C | |
| Alanine | 11.55 | 2 | 92.27±21.87 | 105.74±33.58 | 101.91±19.80 | 85.20±15.84A | 65.00±13.40AB | 66.54±8.21B | |
| Asparagine | 21.26 | 116, 130, | 2 | 1878.04±243.40a | 1299.77±165.88b | 1291.24±71.80b | 2178.30±254.53A | 1532.63±211.79B | 1879.35±184.08C |
| Aspartic acid | 19.44 | 100, 218, | 3 | 107.01±20.30a | 73.78±10.47b | 67.72±15.81b | 97.43±29.99 | 70.99±11.76 | 82.12±9.43 |
| Erythronic acid | 20.39 | 205, 220, | 4 | 20.46±3.70a | 33.08±3.98b | 37.59±8.22b | 24.81±5.10A | 38.06±3.92B | 18.55±2.19C |
| Glutamic acid | 21.79 | 128, 156, | 3 | 396.89±40.03a | 172.50±27.57b | 245.40±51.94c | 375.11±33.23A | 140.18±11.78B | 279.93±19.12C |
| Glutamine | 25.19 | 3 | 1107.78±106.35a | 772.38±74.73b | 857.79±48.06b | 1210.70±74.26A | 923.37±81.11B | 1167.06±86.95A | |
| Glycine | 13.93 | 86, | 2 | 13.86±3.63 | 15.33±3.32 | 15.78±1.28 | 11.29±1.54 | 10.08±1.63 | 10.24±2.18 |
| Isoleucine | 13.63 | 2 | 34.32±7.64 | 23.91±10.16 | 25.26±2.13 | 37.64±4.04A | 25.25±2.58B | 33.24±9.25AB | |
| Lysine | 28.18 | 4 | 2.59±1.23a | 4.72±1.34b | 2.58±0.56a | 2.13±0.70A | 4.69±0.98B | 1.36±0.52A | |
| Phenylalanine | 21.84 | 192, | 2 | 36.55±7.76 | 37.16±10.90 | 42.74±7.37 | 46.21±7.78 | 40.75±4.09 | 41.08±6.36 |
| Serine | 12.68 | 2 | 109.82±26.76 | 90.32±30.49 | 75.60±15.64 | 91.44±23.74 | 77.62±17.54 | 50.50±22.33 | |
| Pyroglutamic acid | 19.39 | 2 | 540.71±100.70a | 1018.53±273.15b | 700.67±136.19a | 605.57±103.81A | 1447.88±431.71A | 625.78±91.20B | |
| Threonine | 16.06 | 117, 203, | 3 | 36.51±8.43a | 22.29±11.07b | 29.93±8.32ab | 39.18±8.82A | 23.87±5.99B | 19.38±5.30B |
| Tyrosine | 28.49 | 3 | 24.40±2.57 | 20.78±7.12 | 25.43±5.50 | 25.18±3.10AB | 20.58±2.30A | 27.08±6.92B | |
| Valine | 8.24 | 1 | 145.93±24.28 | 146.10±36.65 | 209.56±148.10 | 139.09±16.18 | 151.66±44.72 | 122.95±28.63 | |
| Glycerol monostearate | 42.51 | 2 | 21.49±4.49 | 18.12±4.79 | 23.91±2.79 | 25.25±3.52 | 22.21±2.76 | 26.08±3.32 | |
| Linoleic acid | 33.58 | 1 | 16.55±3.07 | 17.07±1.74 | 20.39±4.58 | 16.37±3.71A | 17.98±1.89A | 22.88±1.74B | |
| α-Linolenic acid | 33.69 | 1 | 29.08±5.45a | 34.46±3.73ab | 46.76±15.38b | 25.37±6.91A | 38.73±5.68B | 45.83±7.16B | |
| 1-Monopalmitin | 39.70 | 239, 313, | 2 | 36.41±6.83 | 33.14±7.39 | 39.31±3.91 | 46.81±4.95A | 39.92±4.33B | 46.97±5.81AB |
| Stearic acid | 34.19 | 1 | 7.80±1.82ab | 7.31±0.57a | 8.93±1.15b | 6.26±0.41A | 9.65±1.19B | 6.41±0.63A | |
| Ascorbic acid | 28.62 | 205, | 4 | 80.60±40.10a | 28.13±8.21b | 16.89±14.34b | 24.28±16.03A | 2.58±3.03B | 11.16±4.42A |
| Fumaric acid | 15.23 | 115, 133, 155, | 2 | 38.98±5.76 | 31.35±4.37 | 37.26±4.59 | 32.03±3.54 | 34.56±4.93 | 33.30±4.76 |
| 3-Hydroxymethylglutaric acid | 21.35 | 115, 231, | 3 | 16.72±9.92 | 11.23±3.47 | 10.35±4.69 | 22.84±11.63A | 44.59±8.14B | 24.71±8.34A |
| 2-Keto-D-gluconic acid | 25.27 | 217, | 5 | 8.68±0.80 | 11.32±2.51 | 8.92±1.37 | 8.48±1.14A | 11.23±1.21B | 7.06±1.01A |
| Malic acid | 18.68 | 133, | 3 | 29.31±8.63a | 53.46±4.58b | 45.83±14.19ab | 24.90±6.38A | 49.07±5.19B | 17.61±3.09C |
| Succinic acid | 14.25 | 129, 218, | 2 | 18.46±5.85a | 30.44±5.52b | 29.11±3.89b | 17.80±4.35A | 27.90±4.67B | 15.29±2.45A |
| Threonolactone | 15.71 | 116, 131, | 2 | 1.68±0.44a | 1.71±0.30a | 2.53±0.50b | 1.78±0.35 | 2.16±0.37 | 2.07±0.35 |
| Caffeic acid* | 32.25 | 219, 307, 381, | 3 | 8.63±1.82a | 10.73±1.87a | 16.95±2.80b | 10.06±1.70A | 13.82±2.85B | 7.46±1.18C |
| m-Coumaric acid | 25.50 | 2 | 2.37±0.44a | 1.43±0.19b | 1.94±0.15a | 1.89±0.47 | 1.82±0.27 | 2.03±0.25 | |
| 28.54 | 2 | 17.82±4.28a | 24.17±3.63b | 16.18±1.30a | 19.13±3.12A | 32.37±4.93B | 16.85±1.39A | ||
| Isoferulic acid* | 31.43 | 249, 308, 323, | 2 | 12.82±3.42ab | 11.48±2.30a | 17.52±2.75b | 11.31±3.98A | 17.32±3.78B | 13.96±1.38AB |
| Sinapic acid* | 34.12 | 323, 338, 358, | 2 | 0.81±0.26a | 1.68±0.54b | 1.32±0.19b | 1.16±0.18A | 3.28±0.84B | 1.52±0.27C |
| Campesterol* | 48.50 | 1 | 7.13±0.99a | 8.85±0.99b | 7.35±0.80a | 7.05±0.64A | 9.47±1.37B | 6.85±1.01A | |
| β-Sitosterol* | 49.53 | 1 | 7.68±1.23a | 11.01±2.35b | 8.14±0.75a | 8.75±1.62 | 9.99±1.76 | 8.61±1.31 | |
| Stigmasterol | 48.80 | 55, | 1 | 18.02±2.75 | 15.60±1.87 | 16.15±2.41 | 17.91±1.30 | 20.31±3.05 | 18.23±1.80 |
| Fructose | 25.97 | 191, | 5 | 7707.92±1216.01a | 4662.33±513.49b | 5311.76±396.30c | 6688.07±871.43A | 3306.13±453.51B | 3194.96±543.29B |
| Glucose | 27.59 | 191, | 5 | 16125.74±2142.47a | 10247.93±1200.77b | 10333.66±1038.86b | 13746.71±2176.35A | 8224.34±892.56B | 7286.62±963.43B |
| Glyceric acid | 14.62 | 103, 133, | 3 | 7.32±2.26 | 9.72±1.83 | 10.31±2.59 | 8.30±1.56A | 8.34±0.83A | 4.37±0.54B |
| Maltose | 45.00 | 8 | 7.06±1.89a | 4.88±0.83b | 9.95±4.65a | 3.33±1.42AB | 4.80±0.73A | 3.64±0.53B | |
| Sucrose | 40.35 | 217, | 8 | 4387.74±695.69 | 3574.66±472.55 | 3859.37±326.21 | 5151.04±782.49A | 3557.20±480.92B | 4374.96±475.44C |
| γ -Aminobutyric acid | 19.63 | 86, | 3 | 1293.49±128.29a | 935.16±228.19b | 1294.90±169.74a | 1210.67±156.73A | 761.16±121.85B | 877.51±155.70B |
| Serotonin | 37.62 | 4 | 145.01±28.34a | 76.86±23.43b | 148.47±21.80a | 168.72±31.60 | 130.25±19.78 | 160.22±24.55 | |
Data are mean ± SD values of 8 measurements from four biological replications and duplicate analytical replications. The values were obtained by dividing the peak intensity of compounds by the peak intensity of the internal standard (myristic acid-d27).
Significant differences are indicated by different superscript letters based on the Kruskal-Wallis test; pairwise comparisons were made using Mann-Whitney test with Bonferroni’s correction (p < 0.017), and p-values for post hoc comparisons between groups of L. paucicostata are listed in S2 Table.
Lower case letters a—c indicate significant differences among three groups (control, coronatine treatment at day 0, and day 23) on day 27, and upper case letters A—C indicate significant differences among three groups (control, coronatine treatment at day 0, and day 28) on day 32.
The metabolite identification levels of each compound in this table are level 2 according to The Metabolomics Standards Initiative (MSI) [32], except level 1 metabolites indicated by *.
Base peak in each compound among ion fragments is shown as bold letters. Base peak means the highest ion fragments apart from ion fragments of TMS in various ion fragments of each compound, and it is used for relative quantification of each compound.
RT, retention time; TMS, trimethylsilylation.
Regression equation, correlation coefficient (r2 values), LOD, and LOQ of standard compounds of phenolics and phytosterols.
| Compounds | Regression equation | r2 values | LOD (μg/mL) | LOQ (μg/mL) |
|---|---|---|---|---|
| y = 0.0028x − 0.0072 | 0.9997 | 3.74 | 11.35 | |
| Isoferulic acid | y = 0.003x − 0.0201 | 0.9991 | 8.76 | 26.54 |
| Caffeic acid | y = 0.0084x − 0.0499 | 0.9992 | 1.29 | 3.92 |
| Sinapic acid | y = 0.0028x − 0.0152 | 0.999 | 2.58 | 7.83 |
| Campesterol | y = 0.0007x − 0.0063 | 0.9926 | 2.62 | 7.94 |
| β-Sitosterol | y = 0.002x − 0.0115 | 0.9993 | 4.45 | 13.49 |
Triplicate measurements were performed for each test.
Productivity (mg/L) and daily productivity (mg/L/day) of selected phenolic compounds and phytosterols on days 27 and 32 in Lemna paucicostata culture upon 1 μM coronatine treatment.
| Compound | Content | Day 27 | Day 32 | ||
|---|---|---|---|---|---|
| Control | Coronatine treatment at day 0 | Control | Coronatine treatment at day 0 | ||
| Productivity (mg/L) | 0.75±0.22 | 1.08±0.23* | 1.16±0.25 | 1.75±0.31* | |
| Daily productivity (mg/L/day) | 0.028±0.0080 | 0.040±0.0086* | 0.036±0.0077 | 0.055±0.0096* | |
| Isoferulic acid | Productivity (mg/L) | 0.91±0.20 | 1.01±0.20 | 1.28±0.22 | 1.54±0.23* |
| Daily productivity (mg/L/day) | 0.034±0.0075 | 0.038±0.0075 | 0.040±0.0068 | 0.048±0.0073* | |
| Caffeic acid | Productivity (mg/L) | 0.58±0.08 | 0.69±0.10 | 0.88±0.11 | 0.94±0.09 |
| Daily productivity (mg/L/day) | 0.021±0.0031 | 0.026±0.0038 | 0.027±0.0033 | 0.029±0.0029 | |
| Sinapic acid | Productivity (mg/L) | 0.47±0.06 | 0.58±0.10 | 0.72±0.09 | 0.82±0.08* |
| Daily productivity (mg/L/day) | 0.017±0.0022 | 0.021±0.0036 | 0.022±0.0028 | 0.025±0.0025* | |
| Campesterol | Productivity (mg/L) | 1.58±0.26 | 2.07±0.30* | 2.34±0.29 | 2.78±0.33* |
| Daily productivity (mg/L/day) | 0.059±0.0096 | 0.077±0.011* | 0.073±0.0092 | 0.087±0.010* | |
| β-Sitosterol | Productivity (mg/L) | 0.79±0.14 | 1.07±0.12* | 1.24±0.18 | 1.33±0.17 |
| Daily productivity (mg/L/day) | 0.029±0.0050 | 0.040±0.0046* | 0.039±0.0057 | 0.042±0.0052 | |
Data are mean ± SD values of 8 measurements from four biological replications and duplicate analytical replications.
Asterisk (*) indicates statistically significant differences from the control, as analyzed by the Mann-Whitney test.