| Literature DB >> 31935921 |
Christian Burberg1, Thomas Petzoldt2, Eric von Elert1.
Abstract
Increased anthropogenic nutrient inEntities:
Keywords: cyanotoxins; eutrophication; freshwater; protease inhibitors; toxin production
Mesh:
Substances:
Year: 2020 PMID: 31935921 PMCID: PMC7020438 DOI: 10.3390/toxins12010033
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 4.546
Figure 1(a) Cell abundance, (b) particulate organic carbon (POC), and (c) particulate phosphorus (Ppart), in batch culture growth experiments of M. aeruginosa with 8 different initial PO43−-concentrations. Mean ± SD, n = 3–4. Displayed curves were fitted using a logistic growth model. Model parameters for (a) and (b) are given in Table 1; Table 2.
Modeled growth parameters of M. aeruginosa grown with 8 different initial PO43−-concentrations. The model was based on cell abundance (Figure 1a). Mean values (±SD, n = 3–4) of the initial cell abundance (N0), carrying capacity (K) and maximal growth rate (µmax) were determined and tested for differences between treatments (one-way ANOVA followed by a Tukey post-hoc test, p = 0.05). Capital letters indicate significant differences between treatments.
| PO43− [µM] | N0 [104 Cells mL−1] | K [104 Cells mL−1] | µmax [d−1] | R2 Fits 1 |
|---|---|---|---|---|
|
| 24.7 ± 3.3 | 1022 ± 63 A | 0.34 ± 0.03 AB | 0.82 |
|
| 14.8 ± 4.5 | 1272 ± 172 A | 0.33 ± 0.02 AB | 0.87 |
|
| 18.2 ± 18.7 | 4718 ± 362 C | 0.45 ± 0.09 A | 0.96 |
|
| 7.28 ± 7.24 | 4284 ± 247 BC | 0.44 ± 0.06 A | 0.97 |
|
| 51.7 ± 14.8 | 4328 ± 381 BC | 0.27 ± 0.04 B | 0.94 |
|
| 62.9 ± 32.6 | 3729 ± 516 B | 0.25 ± 0.04 B | 0.92 |
|
| 7.9 ± 6.5 | 4129 ± 484 BC | 0.43 ± 0.1 A | 0.93 |
|
| 23.9 ± 19.9 | 4312 ± 239 BC | 0.33 ± 0.06 AB | 0.94 |
1 General fit equation: with t = time [d], Nt = cell abundance at time t [cells mL−1].
Modeled growth parameters of M. aeruginosa grown with 8 different initial PO43−-concentrations. The model was based on POC (Figure 1b). Mean values (± SD, n = 3–4) of the initial POC concentration (N0), carrying capacity (K), and maximal growth rate (µmax) were determined and tested for differences between treatments (one-way ANOVA followed by a Tukey post-hoc test, p = 0.05). Capital letters indicate significant differences between treatments.
| PO43 [µM] | N0 [µg C mL−1] | K [µg C mL−1] | µmax [d−1] | R2 Fits 1 |
|---|---|---|---|---|
|
| 5.02 ± 1.17 | 93.1 ± 3.6 A | 0.24 ± 0.03 A | 0.98 |
|
| 1.17 ± 0.13 | 106.2 ± 4.6 AB | 0.32 ± 0.004 AB | 0.98 |
|
| 2.92 ± 1.62 | 272.9 ± 9.2 CD | 0.41 ± 0.04 BCD | 0.99 |
|
| 0.32 ± 0.18 | 230.8 ± 5.5 BC | 0.5 ± 0.03 D | 0.99 |
|
| 1.07 ± 0.84 | 345.1 ± 20.4 E | 0.49 ± 0.05 D | 0.92 |
|
| 3.82 ± 2.33 | 415 ± 67.3 F | 0.37 ± 0.07 BC | 0.97 |
|
| 0.03 ± 0.008 | 327.5 ± 6.8 DE | 0.67 ± 0.02 E | 0.99 |
|
| 0.5 ± 0.28 | 473.4 ± 9.6 F | 0.45 ± 0.04 CD | 0.99 |
1 General fit equation: with t = time [d], Nt = POC at time t [µg C mL−1].
Linear mixed-effects model for the particulate phosphorus (Ppart; Figure 1c) and biomass stoichiometry (C:N, C:P, N:P; Figure 2) of M. aeruginosa during a 28 days growth experiment. Mean Sq: mean square, NumDF: numerator degrees of freedom, DenDF: denominator DF, F value: test statistic.
| Mean Sq | NumDF | DenDF | F Value | |||
|---|---|---|---|---|---|---|
|
| ||||||
|
| 1.18 × 10−7 | 7 | 261.25 | 0.6286 | 0.7321 | |
|
| 5.27 × 10−5 | 1 | 260.22 | 280.27 | <2 × 10−16 | *** |
|
| 3.53 × 10−6 | 7 | 260.22 | 18.74 | <2 × 10−16 | *** |
|
| ||||||
|
| 138.742 | 7 | 197.87 | 67.057 | <2.2 × 10−16 | *** |
|
| 250.839 | 9 | 197.07 | 121.265 | <2.2 × 10−16 | *** |
|
| 26.879 | 63 | 197.07 | 12.994 | <2.2 × 10−16 | *** |
|
| ||||||
|
| 614,724 | 7 | 197.02 | 54.6476 | <2.2 × 10−16 | *** |
|
| 1,364,784 | 9 | 197.22 | 121.3772 | <2.2 × 10−16 | *** |
|
| 32,240 | 63 | 197.22 | 2.8673 | 1.323 × 10−08 | *** |
|
| ||||||
|
| 12,892.4 | 7 | 197.97 | 110.690 | <2.2 × 10−16 | *** |
|
| 8209.8 | 9 | 197.06 | 70.502 | <2.2 × 10−16 | *** |
|
| 724.3 | 63 | 197.06 | 6.220 | <2.2 × 10−16 | *** |
1 Significance levels: *** <0.001.
Figure 2Elemental molar ratios (a) C:N, (b) C:P, and (c) N:P of the biomass of M. aeruginosa grown on 8 different initial of PO43−-concentrations. Mean ± SD, n = 3–4. The dashed horizontal lines indicate the respective Redfield ratio.
Figure 3Cellular quota of (a) carbon, (b) nitrogen, and (c) phosphorus of M. aeruginosa during early exponential (phase 1), mid-exponential (phase 2), and late growth (phase 3) in treatments with low (<15 µM), medium (15–30 µM) and high (>30 µM) initial P-concentrations. Bars denoted by the same letter are not significantly different (p ≥ 0.05), whiskers indicate standard errors.
Figure 4Protease inhibitor content of (a) nostopeptin 920 (BN920) and (b) cyanopeptolin 954 (CP954) in the biomass of M. aeruginosa. The inhibitor content was normalized to the particulate organic carbon (mg C), which served as a proxy for cyanobacterial biomass. Mean ± SD, n = 3–4.
Linear mixed-effects model for effects of treatment and sampling day on the protease inhibitor content of BN920 and CP954 in M. aeruginosa. Mean Sq: mean square, NumDF: numerator degrees of freedom, DenDF: denominator DF, F value: test statistic.
| Mean Sq | NumDF | DenDF | F Value | |||
|---|---|---|---|---|---|---|
|
| ||||||
|
| 71.715 | 7 | 197.36 | 18.2154 | <2.2 × 10−16 | *** |
|
| 172.494 | 9 | 197.14 | 43.8287 | <2.2 × 10−16 | *** |
|
| 14.333 | 63 | 197.14 | 3.6419 | 2.744 × 10−12 | *** |
|
| ||||||
|
| 4408.5 | 7 | 197.47 | 53.8364 | <2.2 × 10−16 | *** |
|
| 2508.0 | 9 | 197.12 | 30.6383 | <2.2 × 10−16 | *** |
|
| 342.5 | 63 | 197.12 | 4.1837 | 8.755 × 10−15 | *** |
1 Significance levels: *** <0.001.
Figure 5Protease inhibitor content of (a) nostopeptin 920 (BN920) and (b) cyanopeptolin 954 (CP954) of M. aeruginosa during early exponential (phase 1), mid-exponential (phase 2), and late growth (phase 3) in treatments with low (<15 µM), medium (15–30 µM) and high (>30 µM) initial P-concentrations. Bars denoted by the same letter are not significantly different (p ≥ 0.05), whiskers indicate standard errors.
Figure 6Protease inhibitor content of (a) nostopeptin 920 (BN920) and (b) cyanopeptolin 954 (CP954) as a function of the growth rate of M. aeruginosa. Growth rates were taken from the logistic growth model for POC (see Figure 1b). Each point represents the measured inhibitor content in a single replicate at a single sampling day and the corresponding specific growth rate. Different symbols represent the different treatments. The x-axis was square root and the y-axis natural logarithmic transformed. Linear (solid lines) and squared (dashed lines) regression models were applied. Equations, R2- and p-values are shown in Table 5.
Equations, parameters, and significance tests for the regression models applied to the data in Figure 4 and Figure 5. Data were natural logarithmic (ln) resp. square root transformed and then analyzed using linear mixed-effects models with a single explanation variable (x) as fixed effect (intercept, slope and quadratic term) and individual slopes for the 28 treatment x replicate combinations. The null model (-) contains the same random effects but omitted the explanation variable. p-values indicate significant likelihood ratio (Chi2) of consecutive models (i.e., between linear and null model resp. between quadratic and linear model). Rp: Pearson correlation coefficient, calculated from the transformed x and y data: R2: coefficient of determination of the mixed model (fixed effects only). AIC: Akaike information criterion.
| Euation | Rp | R2 | AIC | |||
|---|---|---|---|---|---|---|
|
| ||||||
|
| ln y = 1.576 | 497.1 | - | |||
|
| ln y = 1.072 + 0.9555 | 0.37 | 0.13 | 493.1 | 1.00 × 10−6 | *** |
|
| ln y = 0.9178 + 2.578 | 0.14 | 485.3 | 3.6 × 10−4 | ** | |
|
| ln y = 3.098 − 0.7396 ln x | −0.43 | 0.18 | 442.3 | 1.20 × 10−14 | *** |
|
| ln y = 6.426 − 3.612 ln x + 0.6036 (ln x)2 | 0.21 | 439.7 | 0.018 | * | |
|
| ln y = 2.916 − 0.2622 ln x | −0.38 | 0.14 | 449.0 | 2.00 × 10−13 | *** |
|
| ln y = 3.179 − 0.3684 ln x + 0.01027 (ln x)2 | 0.14 | 456.3 | 0.7 | ||
|
| ln y = 2.301 − 0.2586 ln x | −0.24 | 0.05 | 473.6 | 4.60 × 10−8 | *** |
|
| ln y = 2.838 − 0.6473 ln x + 0.06414 (ln x)2 | 0.09 | 477.5 | 0.081 | ||
|
| ||||||
|
| ln y = 2.768 | 549.1 | - | |||
|
| ln y = 2.989 − 0.03925 | −0.07 | 0.002 | 597.5 | 0.83 | |
|
| ln y = 2.591 + 4.081 | 0.11 | 557.9 | 2.40 × 10−10 | *** | |
|
| ln y = 2.602 + 0.1626 ln x | −0.009 | −0.01 | 565.0 | 0.16 | |
|
| ln y = −7.357 + 8.758 ln x − 1.807 (ln x)2 | 0.10 | 533.8 | 5.60 × 10−9 | *** | |
|
| ln y = 1.736 + 0.2134 ln x | 0.37 | 0.13 | 533.5 | 1.50 × 10−7 | *** |
|
| ln y = −1.478 + 1.515 ln x − 0.126 (ln x)2 | 0.14 | 524.6 | 6.10 × 10−5 | *** | |
|
| ln y = 1.896 + 0.3076 ln x | 0.42 | 0.18 | 519.5 | 1.70 × 10−9 | *** |
|
| ln y = 1.135 + 0.8565 ln x − 0.09022 (ln x)2 | 0.17 | 521.1 | 0.026 | * |
1 Significance levels: *** <0.001, ** <0.01, * <0.05.
Figure 7Protease inhibitor content of (a,c,e) nostopeptin 920 (BN920) and (b,d,f) cyanopeptolin 954 (CP954) as a function of the molar ratios between carbon, nitrogen, and phosphorus of M. aeruginosa. Each point represents the measured inhibitor content in a single replicate at a single sampling day and the corresponding stoichiometric ratio. Different symbols represent the different treatments. Both axes were natural logarithmic transformed. Linear (solid lines) and squared (dashed lines) regression models were applied. Equations, R2-, and p-values are shown in Table 5.