| Literature DB >> 29324646 |
Andrew D Turner1, Monika Dhanji-Rapkova2, Alison O'Neill3, Lewis Coates4, Adam Lewis5, Katy Lewis6.
Abstract
Cyanobacterial blooms in freshwater bodies in England are currently monitored reactively, with samples containing more than 20,000 cells/mL of potentially toxin-producing species by light microscopy resulting in action by the water body owner. Whilst significantly reducing the risk of microcystin exposure, there is little data describing the levels of these toxins present in cyanobacterial blooms. This study focused on the quantitative LC-MS/MS analysis of microcystins in freshwater samples, collected across England during 2016 and found to contain potentially toxin-producing cyanobacteria. More than 50% of samples contained quantifiable concentrations of microcystins, with approximately 13% exceeding the WHO medium health threshold of 20 μg/L. Toxic samples were confirmed over a nine-month period, with a clear increase in toxins during late summer, but with no apparent geographical patterns. No statistical relationships were found between total toxin concentrations and environmental parameters. Complex toxin profiles were determined and profile clusters were unrelated to cyanobacterial species, although a dominance of MC-RR was determined in water samples from sites associated with lower rainfall. 100% of samples with toxins above the 20 μg/L limit contained cell densities above 20,000 cells/mL or cyanobacterial scum, showing the current regime is suitable for public health. Conversely, with only 18% of cell density threshold samples having total microcystins above 20 μg/L, there is the potential for reactive water closures to unnecessarily impact upon the socio-economics of the local population. In the future, routine analysis of bloom samples by LC-MS/MS would provide a beneficial confirmatory approach to the current microscopic assessment, aiding both public health and the needs of water users and industry.Entities:
Keywords: First systematic screen of microcystins in English water bodies, showing variable toxin profiles and some environmental dependencies. Results show importance of routine toxin testing to supplement microscopic identification of cyanobacteria.; Key Contribution; LC-MS/MS; cyanobacteria; freshwater blooms; microcystins; toxin profiles
Mesh:
Substances:
Year: 2018 PMID: 29324646 PMCID: PMC5793126 DOI: 10.3390/toxins10010039
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 4.546
Figure 1Map showing locations of water samples taken during 2016 study together with total microcystins quantified (red: >100 μg/L; orange: 20–100 μg/L; yellow: 2–20 μg/L; green: <2 μg/L).
Summary of freshwater sample collection dates, locations, water body types, identified taxa, scum presence, enumerated cells in comparison to 20,000 cells/mL threshold and total microcystin concentrations (extra and intracellular combined) during 2016 throughout England.
| Sample | Date Collected | Grid Reference | Size (km2) | Type | Taxa | Scum | Threshold Exceeded | Total MCs (μg/L) | Total MCs (pg/Cell ‡) |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 09/02/16 | SD4648304966 | 0.0024 | NL | M | N | N | 0.0 | 304 |
| 2 | 31/03/16 | SJ7500781064 | 0.08 | NL | Ap Os | Y | y | 22.7 | 45 |
| 3 | 20/04/16 | SK4764995980 | 0.18 | R | An | Y | y | 610.5 | 1221 |
| 4 | 05/05/16 | SU0415037183 | 0.03 | NL | Os | Y | y | 7.1 | 14 |
| 5 | 09/05/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 6 | 09/05/16 | TQ1730003400 | 0.009 | NL | Os | N | n | 0.0 | 0.0 |
| P-1 | 12/05/16 | ST4637977160 | 0.006 | AL | An | N | Y | 4019.4 | na |
| P-2 | 12/05/16 | ST4637977160 | 0.006 | AL | An | Y | Y | 0.8 | na |
| P-3 | 12/05/16 | ST4637977160 | 0.006 | AL | M | N | N | 0.8 | na |
| P-4 | 12/05/16 | ST4637977160 | 0.006 | AL | M | Y | Y | 0.0 | na |
| 7 | 17/05/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 9 | 17/05/16 | TQ5453672982 | 0.005 | NL | Os | N | n | 6.7 | 67,182 |
| 8 | 18/05/16 | TQ5453672982 | 0.005 | NL | Os | N | n | 0.0 | 0.0 |
| 10 | 23/05/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.7 | na |
| 11 | 23/05/16 | SE3999828451 | 0.06 | NL | Pl | n | y | 0.0 | 0.0 |
| 12 | 23/05/16 | SE4710227289 | 0.09 | NL | Os | n | y | 0.0 | 0.0 |
| 13 | 23/05/16 | SE4535127829 | 0.18 | NL | Os | n | y | 0.0 | 0.0 |
| 14 | 03/06/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.1 | na |
| 15 | 08/06/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 16 | 08/06/16 | SK6175739286 | 0.4 | AL | Os An | N | y | 0.04 | 0.3 |
| P-5 | 08/06/16 | ST4637977160 | 0.006 | AL | M | N | N | 8.0 | 668 |
| P-6 | 08/06/16 | ST4637977160 | 0.006 | AL | M | Y | Y | 9.0 | 751 |
| 17 | 10/06/16 | TR0318143471 | 0.04 | NL | An | N | y | 0.0 | 0.0 |
| 18 | 12/06/16 | SE2221504615 | 0.09 | R | Pl | Y | y | 0.2 | 0.4 |
| 19 | 12/06/16 | SE2204504797 | 0.09 | R | Pl | Y | y | 0.1 | 0.3 |
| 21 | 13/06/16 | SD3754089840 | 5 | NL | An Os | Y | y | 1.5 | 3.0 |
| 20 | 14/06/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.8 | na |
| 22 | 17/06/16 | TR0318143471 | 0.04 | NL | An | N | y | 0.0 | 1.7 |
| 23 | 21/06/16 | TQ4769380228 | 0.03 | AL | Ap Go | Y | y | 1.0 | 2.0 |
| 26 * | 23/06/16 | TQ8153583675 | 0.0012 | AL | An | Y | y | 0.0 | 0.0 |
| 29 | 24/06/16 | SU5071867008 | 0.0225 | NL | Ap | Y | y | 0.0 | 0.0 |
| 24 | 26/06/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 30 | 26/06/16 | SU8478040480 | 0.16 | NL | M Gl | Y | y | 0.4 | 0.8 |
| 25 | 28/06/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 27 | 28/06/16 | TQ4769380228 | 0.03 | AL | Ap | Y | y | 0.5 | 1.0 |
| 28 | 28/06/16 | TQ0390677601 | 0.01 | NL | An | Y | y | 0.6 | 1.2 |
| 31 | 30/06/16 | ST2975437518 | 0.0075 | AL | Os | Y | y | 1.9 | 3.9 |
| 32 | 30/06/16 | TR2268161365 | 0.004 | AL | Os An | Y | y | 0.1 | 0.2 |
| 33 | 04/07/16 | TQ4769380228 | 0.03 | AL | Ap | Y | y | 0.0 | 0.0 |
| 34 | 04/07/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 35 | 06/07/16 | SK5215608209 | 0.09 | NL | An | Y | y | 6.7 | 13 |
| 43 † | 06/07/16 | TQ9163916682 | 0.0003 | NL | Gy | N | n | 0.0 | 0.0 |
| 36 | 07/07/16 | TR2268161365 | 0.004 | AL | Os An | N | n | 0.1 | 92 |
| 37 * | 08/07/16 | TL1775658154 | 0.03 | NL | An | Y | y | 0.0 | 0.3 |
| 38 | 11/07/16 | SU8478040480 | 0.16 | NL | M Gl | Y | y | 1.2 | 2.4 |
| 41 | 12/07/16 | SJ3791791961 | 0.0075 | NL | An | N | n | 0.9 | 18133 |
| 39 | 13/07/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 40 | 14/07/16 | TR2268161365 | 0.004 | AL | An Os | Y | y | 1.8 | 13 |
| 42 | 14/07/16 | TQ4769380228 | 0.03 | AL | Ap | Y | y | 0.0 | 0.0 |
| 44 | 18/07/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 45 | 18/07/16 | SD4881461153 | 0.0003 | NL | An | Y | y | 0.0 | 0.0 |
| 46 | 21/07/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 47 | 24/07/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.7 | na |
| 48 | 25/07/16 | SJ6844577250 | 0.125 | NL | M An | n | n | 0.1 | 10 |
| 52 | 25/07/16 | SU0686094628 | 0.24 | NL | Gl | y | y | 0.0 | 0.0 |
| 53 | 25/07/16 | SP5732550449 | 0.006 | NL | Ap | y | y | 0.0 | 0.0 |
| 50 | 26/07/16 | TA0848030328 | 0.0005 | AL | M | y | y | 90.9 | 182 |
| 54 | 26/07/16 | SD4881461153 | 0.0003 | NL | An | y | y | 0.0 | 0.0 |
| 55 * | 26/07/16 | TR0808521709 | 0.0008 | AL | M An | n | y | 0.5 | 0.1 |
| 49 | 27/07/16 | SP8896035736 | 0.09 | NL | Ap | y | y | 0.1 | 0.3 |
| 51 | 27/07/16 | SU8478040480 | 0.16 | NL | Gl | y | y | 0.0 | 0.0 |
| 56 | 27/07/16 | SJ2926290282 | 0.0075 | AL | M | n | n | 2.8 | 234 |
| 57 | 28/07/16 | SU0927095489 | 0.0024 | NL | An | n | y | 0.0 | 0.0 |
| 58 | 01/08/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 59 | 01/08/16 | SP9990079600 | 0.4 | NL | M | Y | y | 193.6 | 387 |
| 60 | 01/08/16 | SE5809049247 | 0.0225 | NL | An | Y | y | 0.0 | 0.0 |
| 61 | 02/08/16 | TR0808521709 | 0.0008 | AL | M | N | y | 0.6 | 0.2 |
| 62 | 04/08/16 | TA1094628599 | 0.0036 | AL | An Os | N | y | 3.3 | 62 |
| 63 | 04/08/16 | SD7415406707 | 0.0225 | AL | Ap M | Y | y | 30.8 | 62 |
| 64 | 05/08/16 | SD4017798465 | 5 | An | Y | y | 0.2 | 0.3 | |
| 65 | 09/08/16 | TR0808521709 | 0.0008 | AL | M | N | n | 1.2 | 167 |
| 67 | 09/08/16 | TR0318143471 | 0.04 | NL | Ap | Y | y | 0.1 | 0.2 |
| 66 | 11/08/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 68 | 12/08/16 | SK5282738907 | 0.06 | NL | An M | Y | y | 7.2 | 14 |
| 81 | 15/08/16 | SO8307960032 | 0.00125 | AL | An Os | N | y | 0.0 | 0.0 |
| 82 | 15/08/16 | SO8315359973 | 0.025 | AL | An Os | N | y | 0.0 | 0.0 |
| 80 | 17/08/16 | SO7499006989 | 0.12 | NL | Ap M An At | Y | y | 7.9 | 15.8 |
| 78 | 18/08/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 85 | 18/08/16 | SD9089540319 | 0.004 | AL | M Go | N | y | 1.1 | 2.2 |
| 79 | 19/08/16 | TG2522007900 | 0.2 | NL | Ap M An | N | n | 0.1 | 1046 |
| 83 | 22/08/16 | TR0318143471 | 0.04 | NL | Ap | Y | y | 0.8 | 1.6 |
| 86 | 22/08/16 | ST4679744377 | 0.005 | AL | An M Os | Y | y | 2.3 | 4.5 |
| 84 | 23/08/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 88 | 23/08/16 | SZ3777596540 | 0.035 | NL | M | Y | y | 2.8 | 5.6 |
| 87 | 25/08/16 | SD9089540319 | 0.004 | AL | M Go | Y | y | 10.0 | 20 |
| 89 | 25/08/16 | SU8478040480 | 0.16 | NL | Gl | Y | y | 0.0 | 0.0 |
| 90 | 25/08/16 | SU8201355304 | 0.09 | NL | Ap | Y | y | 0.0 | 0.0 |
| 99 | 25/08/16 | SU8728403186 | 0.16 | NL | M Ap | Y | y | 78.7 | 157 |
| 101 | 25/08/16 | SU8728403186 | 0.16 | NL | M | Y | y | 296.9 | 594 |
| 102 | 25/08/16 | SU8728403186 | 0.16 | NL | M Ap | N | y | 1.5 | 3.0 |
| 100 | 26/08/16 | SU8728403186 | 0.16 | NL | Ap | Y | y | 0.1 | 0.2 |
| 91 | 27/08/16 | TL1572653882 | 0.01 | NL | M | Y | y | 13.6 | 27 |
| 92 | 30/08/16 | TR0318143471 | 0.04 | NL | Ap M An | Y | y | 2561.0 | 5122 |
| 93 | 30/08/16 | TL6943690325 | 0.0009 | AL | M | Y | y | 2.5 | 5.0 |
| 97 | 30/08/16 | SU6663501299 | 0.0036 | NL | Ap Ps | N | y | 3.2 | 21 |
| 94 | 01/09/16 | SD9089540319 | 0.004 | AL | M Go | Y | y | 89.9 | 180 |
| 95 | 02/09/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | na |
| 98 | 02/09/16 | SU4410721883 | 0.004 | NL | M An | Y | y | 21.1 | 42 |
| 96 | 04/09/16 | TQ2097086918 | 0.16 | R | Ap | Y | y | 2.2 | 4.4 |
| 107 | 06/09/16 | SU1762682163 | 0.175 | NL | M | Y | y | 14.2 | 28 |
| 108 | 06/09/16 | SU1762682163 | 0.175 | NL | Ap | N | n | 0.0 | 0.0 |
| 103 | 07/09/16 | SO7499006989 | 0.12 | NL | M Ap | Y | y | 103.2 | 206 |
| 104 | 07/09/16 | TQ3403669313 | 0.0096 | NL | Ap | Y | y | 0.0 | 0.0 |
| 106 | 07/09/16 | SU5296391042 | 0.0024 | NL | At | N | y | 0.0 | 0.1 |
| 105 | 09/09/16 | SE3248717960 | 0.3 | NL | M Ap | Y | y | 0.3 | 0.6 |
| 111 | 12/09/16 | SU8779803166 | 0.015 | NL | M An | Y | y | 244.0 | 488 |
| 114 | 12/09/16 | SD9089540319 | 0.004 | AL | M Go | Y | y | 42,724.1 | 85,448 |
| 110 | 13/09/16 | SO8267761829 | 0.01 | AL | Ap An M | Y | y | 52.7 | 105 |
| 112 | 13/09/16 | TL538202 | 0.0075 | NL | An | Y | y | 0.2 | 0.5 |
| 115 | 13/09/16 | SU7483471048 | 0.015 | NL | An Ps Os | N | y | 0.0 | 0.0 |
| 118 | 13/09/16 | SU1762682163 | 0.175 | NL | Ap | Y | y | 0.2 | 0.3 |
| 109 | 14/09/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.2 | na |
| 119 | 14/09/16 | SJ7493757095 | 0.01 | NL | An M | Y | y | 830.4 | 1661 |
| 122 | 14/09/16 | TL 23456 12000 | 0.01 | NL | M | N | n | 0.3 | 2706 |
| 116 | 14/09/16 | SU0158594707 | 0.045 | AL | M An | Y | y | 1.8 | 3.7 |
| 113 | 15/09/16 | SD2430078100 | 0.18 | R | Go M An | Y | y | 1.0 | 2.0 |
| 117 | 15/09/16 | SP4976352470 | 0.12 | R | Ap M An Os | Y | y | 1.9 | 3.9 |
| 120 | 16/09/16 | TQ3403669313 | 0.0096 | NL | Ap | Y | y | 1.1 | 2.2 |
| 123 | 19/09/16 | TL 23456 12000 | 0.01 | NL | M | N | n | 1.0 | 9926 |
| 121 | 20/09/16 | TG2522007900 | 0.2 | NL | Sn Os M Me | N | n | 0.0 | 0.0 |
| 125 | 21/09/16 | TQ6421836460 | 0.015 | NL | Os Go | Y | y | 7.1 | 14.2 |
| 124 | 22/09/16 | ST5805477480 | 0.009 | NL | - | N | n | 0.0 | 238 |
| 126 | 22/09/16 | TQ3403669313 | 0.0096 | NL | Ap | Y | y | 0.0 | 0.1 |
| 128 | 29/09/16 | SD9089540319 | 0.004 | AL | Go M | Y | y | 2.3 | 4.6 |
| 132 | 07/10/16 | TL0072233302 | 0.0015 | NL | An | Y | y | 0.3 | 5.7 |
| 133 | 10/10/16 | SD9089540319 | 0.004 | AL | Go M | Y | y | 4.1 | 8.3 |
| 129 | 11/10/16 | SO8745754176 | 0.0008 | AL | Os M | Y | y | 0.0 | 0.0 |
| 130 | 11/10/16 | SK4542133791 | 0.025 | NL | Pl | N | y | 0.0 | 0.0 |
| 131 | 11/10/16 | SK4542133791 | 0.025 | NL | Pl | N | y | 0.0 | 0.0 |
| 135 | 13/10/16 | TQ8074010542 | 0.002 | NL | Go Os Ly | N | y | 0.4 | 1.2 |
| 136 | 13/10/16 | TQ8032210477 | 0.004 | R | Go | N | y | 0.7 | 0.8 |
| 134 | 20/10/16 | ST8529642290 | 0.04 | NL | Go Ap Os | Y | y | 278.8 | 558 |
| 137 | 24/10/16 | SE0209118762 | 0.12 | R | Ap | Y | y | 5.5 | 11.0 |
| 138 | 26/10/16 | SD9089540319 | 0.004 | AL | M Ap | N | n | 0.5 | 309 |
| 139 | 31/10/16 | SD7146329903 | 0.18 | R | Go | Y | y | 198.8 | 398 |
| 140 | 07/12/16 | SX1799070900 | 0.001 | NL | M Os | Y | y | 7.2 | 14 |
| 141 | 13/12/16 | NY3750003300 | 3.2 | NL | Go | Y | y | 0.0 | 0.0 |
* Samples taken from water bodies associated with fish kills, nd = not detected, MCs = microcystins; † Brackish water, ‡ Assuming scum containing samples have 500,000 cells/mL; NL = Natural lake, AL = artificial lake, R = reservoir, na = no analysis. Cyanobacterial genus abbreviations as follows: M = Microcystis, An = Anabaena, Ap = Aphanizomenon, Os = Oscillatoria, Pl = Planktothrix, Go = Gomphosphaeria, Gl = Gloeotrichia, Gy = Gymnodinium, Ly = Lyngbia, At = Aphanothece, Ps = Pseudoanabaena, Sn = Snowella, Me = Merismopedia.
Summary of English bloom samples, identified taxa, and total microcystin concentrations (extra and intracellular combined) in samples containing total concentrations above 20 μg/L.
| Sample ID | Date Collected | Taxa | Total MCs (μg/L) | Total MCs (pg/Cell) * |
|---|---|---|---|---|
| 2 | 31/03/16 | Ap, Os | 22.7 | 45 |
| 3 | 20/04/16 | An | 611 | 1221 |
| P-1 | 12/05/16 | An | 4019 | na |
| 50 | 26/07/16 | M | 91 | 182 |
| 59 | 01/08/16 | M | 194 | 387 |
| 63 | 04/08/16 | Ap, M | 31 | 62 |
| 99 | 25/08/16 | Ap, M | 79 | 157 |
| 101 | 25/08/16 | M | 297 | 594 |
| 92 | 30/08/16 | An, Ap, M | 2561 | 5122 |
| 94 | 01/09/16 | Go, M | 89.9 | 180 |
| 98 | 02/09/16 | An, M | 21 | 42 |
| 103 | 07/09/16 | Ap, M | 103 | 206 |
| 111 | 12/09/16 | An, M | 244 | 488 |
| 114 | 12/09/16 | Go, M | 42724 | 85448 |
| 110 | 13/09/16 | An, Ap, M | 53 | 105 |
| 119 | 14/09/16 | An, Ap, M | 830 | 1661 |
| 134 | 20/10/16 | Ap, Go, Os | 279 | 558 |
| 139 | 31/10/16 | Go | 199 | 398 |
na = not analysed (taxonomy not performed). M = Microcystis, An = Anabaena, Ap = Aphanizomenon, Os = Oscillatoria, Go = Gomphosphaeria. Assuming scum-containing samples have cell density of 500,000 cells/mL. * = assuming scum-containing samples have cell count of 500,000 cells/mL.
Figure 2SRM chromatograms for individual microcystin analogues detected in (a) high level calibration standard (b) sample containing the highest total toxin result (sample 114). MC = Microcystin.
Figure 3Summary of total microcystin concentrations (extracellular + intracellular) quantified in freshwater samples from England during 2016.
Figure 4Occurrence and magnitude of total microcystins in water samples throughout England during 2016: (a) February; (b) March; (c) April; (d) May; (e) June; (f) July; (g) August; (h) September; (i) October; (j) November; (k) December (red: >100 μg/L; orange: 20–100 μg/L; yellow: 2–20 μg/L; green: <2 μg/L).
Summary of the total number of water samples containing each cyanobacterial genus, together with those containing total microcystin concentrations above LOQ, 2, 20 and 100 μg/L.
| Total Samples | M | An | Ap | Os | Go | Pl | Gl | At | Ly | Ps | Sn | Me | Gy |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 48 | 40 | 33 | 25 | 14 | 5 | 5 | 2 | 1 | 2 | 1 | 1 | 1 | |
| No. MC detected | 43 | 22 | 20 | 13 | 13 | 1 | 2 | 1 | 1 | 1 | 0 | 0 | 0 |
| No. MC > 2 μg/L | 27 | 9 | 12 | 8 | 8 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| No. MC > 20 μg/L | 13 | 7 | 8 | 2 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| No. MC > 100 μg/L | 7 | 4 | 4 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
M = Microcystis, An = Anabaena, Ap = Aphanizomenon, Os = Oscillatoria, Pl = Planktothrix, Go = Gomphosphaeria, Gl = Gloeotrichia, Gy = Gymnodinium, Ly = Lyngbia, At = Aphanothece, Ps = Pseudoanabaena, Sn = Snowella, Me = Merismopedia.
Figure A1Regressions showing correlation coefficients between environmental factors and total microcystin concentrations (a) mean maximum monthly air temperatures; (b) total monthly rainfall; (c) lake area.
Figure 5Proportions of microcystin analogues quantified in water samples from England illustrating toxin profiles from (a) all samples (b) Microcystis bloom samples (c) Anabaena (d) Oscillatoria and (e) Aphanizomenon.
Figure A2Summary of mean microcystin profiles (±sd) in English cyanobacterial blooms across all samples together with mean profiles (±sd) from single genus blooms.
Figure A3Mean microcystin variant proportions (±sd) determined in each of the three profile types (clusters).
Figure 6Location of microcystin-positive water bloom samples containing toxin profiles of each profile cluster (blue squares = profile 1; green circles = profile 2; red triangles = profile 3).
Figure A4Microcystin profile clusters determined in bloom samples throughout England during: (a) April; (b) May; (c) June; (d) July; (e) August; (f) September (blue squares = profile 1; green circles = profile 2; red triangles = profile 3).
Figure A5Box and whisker plots illustrating environmental parameters for each of the three toxin profile clusters: (a) mean maximum air temperatures (°C); (b) total monthly rainfall (c) lake size (km2).