@booklet {barton_novel_2023,
	title = {A novel fluoro-electrochemical technique for classifying diverse marine nanophytoplankton},
	year = {2023},
	month = {apr},
	publisher = {Life Sciences},
	type = {preprint},
	abstract = {<p>To broaden our understanding of pelagic ecosystem responses to environmental change, it is essential that we improve the spatio-temporal resolution of in situ monitoring of phytoplankton communities. A key challenge for existing methods is in classifying and quantifying cells within the nanophytoplankton size range (2-20{\textmu}m). This is particularly difficult when there are similarities in morphology, making visual differentiation difficult for both trained taxonomists and machine learning based approaches. Here we present a rapid fluoro-electrochemical technique for classifying nanophytoplankton, and using a library of 52 diverse strains of nanophytoplankton we assess the accuracy of this technique based on two measurements at the individual level: charge required to reduce per cell chlorophyll a fluorescence by 50\%, and cell radius. We demonstrate a high degree of accuracy overall (\&gt;90\%) in categorising cells belonging to widely recognised key functional groups, however this is reduced when we consider the broader diversity of {\textquotedblleft}nano-phytoflagellates{\textquotedblright}. Notably, we observe that some groups, for example calcifying Isochrysidales, have much greater resilience to electrochemically driven oxidative conditions relative to others of a similar size, making them more easily categorised by the technique. The findings of this study present a promising step forward in advancing our toolkit for monitoring phytoplankton communities. We highlight that, for improved categorisation accuracy, future iterations of the method can be enhanced by measuring additional predictor variables with minimal adjustments to the set-up. In doing so, we foresee this technique being highly applicable, and potentially invaluable, for in situ classification and enumeration of the nanophytoplankton size fraction.</p>
},
	keywords = {RCC1, rcc1084, RCC1130, RCC1150, RCC1178, RCC1185, RCC1198, RCC1216, rcc1217, RCC1242, RCC1314, RCC1346, RCC1489, RCC1511, RCC1546, RCC1557, RCC1614, rcc1731, RCC191, RCC2570, RCC3598, RCC3696, RCC3776, RCC3780, RCC4207, RCC4221, RCC4273, RCC4657, RCC4660, RCC6, RCC623, RCC6516, RCC656, RCC678, RCC69, RCC74, RCC76, RCC8, RCC80, RCC81, RCC88, RCC911, RCC950},
	doi = {10.1002/lom3.10572},
	url = {https://aslopubs.onlinelibrary.wiley.com/doi/10.1002/lom3.10572},
	author = {Barton, Samuel and Yang, Minjun and Chen, Haotian and Batchelor-McAuley, Christopher and Compton, Richard and Bouman, Heather and Rickaby, Rosalind}
}
@article {Zhang2020,
	title = {Interactions of thallium with marine phytoplankton},
	journal = {Geochimica et Cosmochimica Acta},
	volume = {276},
	year = {2020},
	note = {Publisher: The Author(s) tex.mendeley-tags: RCC1,RCC1242,RCC1353,RCC1557,RCC174,RCC834,RCC950},
	pages = {1{\textendash}13},
	keywords = {bioaccumulation, biogeochemical cycle, metallome, phytoplankton, RCC1, RCC1242, RCC1353, RCC1557, rcc174, RCC834, RCC950, thallium},
	issn = {00167037},
	doi = {10.1016/j.gca.2020.02.024},
	url = {https://doi.org/10.1016/j.gca.2020.02.024 https://linkinghub.elsevier.com/retrieve/pii/S0016703720301344},
	author = {Zhang, Qiong and Rickaby, Rosalind E.M.}
}
@article {Bendif2011,
	title = {Integrative taxonomy of the pavlovophyceae (haptophyta) : a reassessment},
	journal = {Protist},
	volume = {162},
	year = {2011},
	note = {tex.mendeley-tags: 2011,RCC1526,RCC1527,RCC1528,RCC1529,RCC1530,RCC1531,RCC1532,RCC1533,RCC1534,RCC1535,RCC1536,RCC1537,RCC1538,RCC1539,RCC1540,RCC1541,RCC1542,RCC1543,RCC1544,RCC1545,RCC1546,RCC1548,RCC1549,RCC1551,RCC1552,RCC1553,RCC1554,RCC1557,rcc,rcc1523,rcc1524,rcc1525},
	pages = {738{\textendash}761},
	abstract = {The Pavlovophyceae (Haptophyta) contains four genera (Pavlova, Diacronema, Exanthemachrysis and Rebecca) and only thirteen characterised species. Considering the importance of members of this class, we constructed molecular phylogenies inferred from sequencing of ribosomal gene markers with comprehensive coverage of the described diversity and using type strains when available add on culture strains. Moreover, the morphology and ultrastructure of 12 of the described species was re-examined and the pigment signatures of many culture strains were determined. The molecular analysis revealed that sequences of all described species differed, although those of Pavlova gyrans and P. pinguis were nearly identical, these potentially forming a single cryptic species complex. Four well-delineated genetic clades were identified, one of which included species of both Pavlova andDiacronema. Unique combinations of morphological/ultrastructural characters were identified foreach of these clades. The ancestral pigment signature of the Pavlovophyceae consisted of a basic set of pigments plus MV chl cPAV, the latter being entirely absent in the Pavlova + Diacronema clade and supplemented by DV chl cPAV in part of the Exanthemachrysis clade. Based on this combination of characters, we propose a taxonomic revision of the class, with transfer of several Pavlova species to an emended Diacronema genus. The evolution of the class is discussed in the context of the phylogenetic reconstruction presented.},
	keywords = {2011, ASSEMBLE, rcc, RCC1523, rcc1524, rcc1525, RCC1526, RCC1527, RCC1528, RCC1529, RCC1530, RCC1531, RCC1532, RCC1533, RCC1534, RCC1535, RCC1536, RCC1537, RCC1538, RCC1539, RCC1540, RCC1541, RCC1542, RCC1543, RCC1544, RCC1545, RCC1546, RCC1548, RCC1549, RCC1551, RCC1552, RCC1553, RCC1554, RCC1557, SBR$_\textrmP$hyto$_\textrmE$PPO},
	doi = {10.1016/j.protis.2011.05.001},
	author = {Bendif, E M and Probert, I and Herv{\'e}, A and Billard, C and Goux, D and Lelong, C and Cadoret, J P and V{\'e}ron, B}
}
