layout: true background-image: url(img/logo_SBR.png), url(img/NTU-Logo-full-colour.png), url(img/phytopk/scales-01.jpg) background-position: right 50px bottom 50px,left 50px bottom 50px, right 50px bottom 200px background-size: 25%, 20%, 40% # Current Issues in Ecology --- <br> <br> <br> <br> ## Scales in marine plankton ecology .font120[**Daniel Vaulot**] .font120[Course coordinator: **David Wardle**] 2021-03-18 --- layout: false class: middle, inverse # Outline .font150[ * The marine Environment * Marine Phytoplankton * Spatial Scales * Temporal Scales * Time Series ] --- layout: true # The Marine Environment --- background-image: linear-gradient(to bottom, rgba(255,255,255,0.7) 0%, rgba(255,255,255,0.7) 100%), url(img/phytopk/sea-surface-temperature-01.jpg) background-position: center middle background-size: 100% --- background-image: url(img/phytopk/sea-surface-temperature-01.jpg) background-position: right 50px bottom 50px background-size: 65% ## Temperature --- ## Marine Environment is highly dynamic .student[What factors drive oceanic circulation?] <div align="center"> <iframe width="768" height="432" src="img/phytopk/sea-surface-temperature-02.mp4" type="video/mp4" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe> </div> --- background-image: url(img/phytopk/coriolis-01.png) background-position: right 100px bottom 100px background-size: 40% ## Currents * Wind (Atmospheric Circulation) * **Earth rotation** (Coriolis effect) * Water density (Temperature, Salinity) * Continents * Turbulence .footnote[https://www.arcgis.com/apps/MapJournal/index.html?appid=d629dd5cc3fe48ea9fc744dada861da0] --- background-image: url(img/phytopk/currents-03.png) background-position: right 100px bottom 50px background-size: 55% ## Currents * Wind (Atmospheric Circulation) * Earth rotation (Coriolis effect) * Water density (Temperature, Salinity) * **Continents** * Turbulence .footnote[https://www.arcgis.com/apps/MapJournal/index.html?appid=d629dd5cc3fe48ea9fc744dada861da0] --- background-image: url(img/phytopk/currents-05.gif) background-position: right 50px bottom 100px background-size: 60% ## Currents * Wind (Atmospheric Circulation) * Earth rotation (Coriolis effect) * Water density (Temperature, Salinity) * Continents * **Turbulence** .footnote[https://svs.gsfc.nasa.gov/3827] --- ## Currents <br> <div align="center"> <iframe width="640" height="320" src="img/phytopk/surface_currents_ecco2.m4v" type="video/m4v" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe> </div> --- layout: true # Marine Plankton --- background-image: linear-gradient(to bottom, rgba(255,255,255,0.7) 0%, rgba(255,255,255,0.7) 100%), url(img/phytopk/plankton-diversity-02.jpg) background-position: center middle background-size: 100% --- background-image: url(img/phytopk/marine-foodweb-01.jpg) background-position: bottom 20px right 50px background-size: 50% ## Classical view of marine foodwebs .student[Waht is the definition of plankton ?] -- .student[What are the different types of plankton ?] --- background-image: url(img/phytopk/plankton-diversity-02.jpg) background-position: bottom 50px right 50px background-size: 60% ## Plankton diversity * Phytoplankton * Zooplankton -- * Bacteria * Viruses --- background-image: url(img/phytopk/plankton-size-classes.png) background-position: bottom 50px right 50px background-size: 65% ## Size classes --- background-image: url(img/phytopk/worden-2015-process-diversity.jpg) background-position: bottom 50px right 50px background-size: 60% ## Complex processes * Predation * Symbiosis * Mixotrophy * Parasitism --- background-image: url(img/phytopk/plankton-diversity-03.jpg) background-position: bottom 100px center background-size: 65% ## Phytoplankton .student[Can you name phytoplankton groups ?] --- background-image: url(img/phytopk/phytoplankton_types.jpg) background-position: bottom 200px center background-size: 80% ## Major groups --- background-image: url(img/phytopk/haeckel-diatoms-01.JPG), url(img/phytopk/haeckel-dinos-01.JPG) background-position: left 100px top 100px, right 100px top 100px background-size: 28%, 30% ## Diatoms and dinoflagellates: 20-200 µm --- background-image: url(img/phytopk/picopk-domi.png) background-position: bottom 20px right 50px background-size: 55% ## Picoplankton: 0.2-2 µm * Very small eukaryotes (_Ostreococcus_) * Cyanobacteria (_Synechococcus_) --- background-image: url(img/phytopk/plankton-diversity.png), url(img/phytopk/2012-not-tree.png) background-position: left 50px bottom 150px, right 50px bottom 100px background-size: 30%, 55% ## Wide phylogenetic diversity .footnote[Not, F., Siano, R., Kooistra, W.H.C.F., Simon, N., Vaulot, D. & Probert, I. 2012. In Piganeau, G. [Ed.] Genomic Insights Gained into the Diversity, Biology and Evolution of Microbial Photosynthetic Eukaryotes. Elsevier.] --- layout: true # Spatial scales --- background-image: linear-gradient(to bottom, rgba(255,255,255,0.7) 0%, rgba(255,255,255,0.7) 100%), url(img/phytopk/chlorophyll-satellite-03.jpg) background-position: center middle background-size: 100% --- background-image: url(img/phytopk/chloropicophyceae-fluorescence-01.jpg) background-position: bottom 50px right 20px background-size: 60% ## Chlorophyll Proxy of phytoplankton biomass --- background-image: url(img/phytopk/satellite-modis.png) background-position: bottom 50px right 20px background-size: 50% ## Chlorophyll Can be measured from space --- background-image: url(img/phytopk/chlorophyll-satellite-03.jpg) background-position: bottom 50px right 20px background-size: 63% ## Chlorophyll What can you see ? --- background-image: url(img/phytopk/chlorophyll-satellite-bloom-Emiliania_huxleyi.jpg), url(img/phytopk/e-huxleyi.jpg) background-position: bottom 50px right 100px, bottom 50px left 50px background-size: 55%, 25% ## Blooms #### English Channel Coccolithophorids --- background-image: url(img/phytopk/chlorophyll-satellite-bloom-NZ.jpg) background-position: bottom 50px right 100px background-size: 63% ## Blooms #### New Zealand --- background-image: url(img/phytopk/chlorophyll-satellite-bloom-baltic.jpg), url(img/phytopk/Nodularia_spumigena.jpg) background-position: bottom 50px right 150px, bottom 50px left 50px background-size: 45%, 25% ## Blooms #### Baltic Cyanobacteria --- background-image: url(img/phytopk/plankton-diversity-03.jpg) background-position: bottom 50px center background-size: 50% .student[What factors control phytoplankton ?] --- background-image: url(img/phytopk/phyto-controls.png) background-position: bottom 50px right 100px background-size: 50% ## What controls phytoplankton ? #### Positive * Light * Nutrients (Nitrogen, Phosphorus) * Trace elements (Iron) #### Negative * Predation * Parasites (e.g. viruses) * Death #### Species selection * Temperature * Salinity --- background-image: url(img/phytopk/plankton-diversity-03.jpg) background-position: bottom 50px center background-size: 50% .student[Is phytoplankton uniformly distributed in the water column?] --- background-image: url(img/phytopk/ocean-vertical-01.jpg) background-position: bottom 50px center background-size: 50% ## Water column --- background-image: url(img/phytopk/ocean-vertical-02.png) background-position: bottom 30px center background-size: 35% ## Euphotic layer --- background-image: url(img/phytopk/euphotic-layer.png) background-position: bottom 50px center background-size: 65% ## Chlorophyll maximum --- background-image: url(img/phytopk/ocean-sampling-02.png) background-position: bottom 50px center background-size: 30% ## Sampling the ocean * Bucket sampling --- background-image: url(img/phytopk/ocean-sampling-ctd-01.png), url(img/phytopk/ocean-sampling-ctd-02.png) background-position: bottom 100px right 20px, bottom 50px left 50px background-size: 55%, 35% ## Sampling the ocean * Bottles on a Rosette * CTD - Conducitivity, Temperature, Depth --- background-image: url(img/phytopk/ocean-sampling-filtration-01.png) background-position: bottom 100px right 20px background-size: 55% ## Sampling the ocean * Filtration --- background-image: url(img/phytopk/plankton_net_01.jpg) background-position: bottom 100px right 20px background-size: 55% ## Sampling the ocean * Nets --- background-image: url(img/phytopk/ocean-sampling-01.png) background-position: bottom 50px center background-size: 65% ## Sampling the ocean * Eulerian -- * Lagrangian --- background-image: url(img/phytopk/ocean-sampling-amt.png) background-position: bottom 50px right 150px background-size: 45% ## Sampling the ocean * Transects (Eulerian) --- background-image: url(img/phytopk/ocean-sampling-calcofi.png) background-position: bottom 50px right 150px background-size: 45% ## Sampling the ocean * Grids (Eulerian) .footnote[https://calcofi.org/index.php] --- background-image: url(img/phytopk/ocean-sampling-lagrangian.png) background-position: bottom 100px right 150px background-size: 60% ## Sampling the ocean * Drifting buoy (Lagrangian) .footnote[Lizotte et al.(2008) Fate of dimethylsulfoniopropionate (DMSP) during the decline of the northwest Atlantic Ocean spring diatom bloom. Aquat Microb Ecol 52:159-173] --- layout: true # Temporal scales --- background-image: linear-gradient(to bottom, rgba(255,255,255,0.7) 0%, rgba(255,255,255,0.7) 100%), url(img/phytopk/seasonal_succession_01.jpg) background-position: center middle background-size: 100% --- background-image: url(img/phytopk/plankton-diversity-03.jpg) background-position: bottom 50px center background-size: 50% .student[What are the most important scales in the ocean?] --- ## Temporal variations <br> <div align="center"> <iframe width="800" height="400" src="img/phytopk/chlorophyll-satellite-bloom.mp4" type="video/mp4" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe> </div> .footnote[Bloom populations in the North Atlantic and North Pacific oceans from March 2003 to October 2006: https://svs.gsfc.nasa.gov/10971] --- background-image: url(img/phytopk/seasonal_succession_02.jpg), url(img/phytopk/diatom_stephanopyxis.jpg), url(img/phytopk/dino_alexandrium.jpg) background-position: bottom 50px center, top 40px right 600px, top 40px right 450px background-size: 65%, 8%, 7.5% ## Annual scale - Spring bloom * Diatoms * Dinoflagellates .footnote[Lindemann C and St. John MA (2014) A seasonal diary of phytoplankton in the North Atlantic. Front. Mar. Sci. 1:37] --- background-image: url(img/phytopk/seasonal_succession_01.jpg) background-position: bottom 50px right 100px background-size: 60% ## Annual scale - Spring bloom * Depends on latitude * Temperate * Tropical * Arctic --- background-image: url(img/phytopk/el-nino-temp.jpg) background-position: bottom 50px right 50px background-size: 55% ## Multi-year scale - El Niño Warm water accumulates over East Pacific --- background-image: url(img/phytopk/el-nino-scheme.jpg) background-position: bottom 150px right 50px background-size: 65% ## Multi-year scale - El Niño * Blocks upwelling * Phytoplankton decrease * Lower fish capture (anchovy) --- background-image: url(img/phytopk/el-nino-index.png) background-position: bottom 100px right 100px background-size: 65% ## Multi-year scale - El Niño * Year to year change in intensity --- background-image: url(img/phytopk/hawaii-chlorophyll-01.png), url(img/phytopk/hawaii-aloha-01.jpg) background-position: top 30px right 100px, top 150px left 50px background-size: 55%, 25% ## Climatic change * ALOHA station --- background-image: url(img/phytopk/hawaii-chlorophyll-02.png), url(img/phytopk/hawaii-aloha-01.jpg) background-position: top 30px right 100px, top 150px left 50px background-size: 55%, 25% ## Climatic change * ALOHA station --- background-image: url(img/phytopk/tide-schematic.png), url(img/phytopk/tides-saint-malo.jpg) background-position: top 50px left 250px, bottom 50px right 50px background-size: 45%, 40% ## Monthly scale * Neap tide * Spring tide --- background-image: url(img/phytopk/1999-Vaulot-OLIPAC-diel.png) background-position: bottom 50px right 100px background-size: 65% ## Daily scale Unique to marine systems .footnote[Vaulot D., Marie D. 1999. Diel variability of photosynthetic picoplankton in the equatorial Pacific. Journal of Geophysical Research 104:3297.] --- background-image: url(img/phytopk/scales-01.jpg) background-position: bottom 80px right 100px background-size: 55% ## Spatial and temporal scales .footnote[Benway HM. et al. 2019. Ocean Time Series Observations of Changing Marine Ecosystems: An Era of Integration, Synthesis, and Societal Applications. Frontiers in Marine Science 6:1–22.] --- layout: true # Time series --- background-image: linear-gradient(to bottom, rgba(255,255,255,0.7) 0%, rgba(255,255,255,0.7) 100%), url(img/phytopk/time-series-stations.png) background-position: center middle background-size: 100% --- background-image: url(img/phytopk/time-series-stations.png) background-position: bottom 70px center background-size: 75% ## Long term stations .footnote[Bunse C., Pinhassi J. 2017. Marine Bacterioplankton Seasonal Succession Dynamics. Trends in Microbiology 25:494–505.] --- background-image: url(img/phytopk/plankton-diversity-03.jpg) background-position: bottom 50px center background-size: 50% .student[What kind of questions can be adressed by such long term series?] --- class: inverse, middle .font150[ - What are the key periodicities ? * annual (what about equator ?) * tides (monthly) * daily - Long term climatic trends - What drives the year to year variability - Recurring species ? ] --- background-image: url(img/phytopk/time-series-plymouth.png) background-position: bottom 50px right 50px background-size: 65% ## Chlorophyll time series * North Atlantic Chl-a time series (57–628 N, 20–108 W) from 1967 to 1979 * Wavelet anlysis .footnote[Winder M., Cloern JE. 2010. The annual cycles of phytoplankton biomass. Philosophical Transactions of the Royal Society B: Biological Sciences 365:3215–3226.] --- background-image: url(img/phytopk/time-series-04.png) background-position: bottom 50px right 100px background-size:60% ## Chlorophyll time series .student[What can you see ?] .footnote[Winder M., Cloern JE. 2010. The annual cycles of phytoplankton biomass. Philosophical Transactions of the Royal Society B: Biological Sciences 365:3215–3226.] --- background-image: url(img/phytopk/time-series-05.png), url(img/phytopk/time-series-04.png) background-position: bottom 150px left 50px, bottom 50px right 100px background-size: 20%, 60% ## Chlorophyll time series * Different environments have different frequencies .footnote[Winder M., Cloern JE. 2010. The annual cycles of phytoplankton biomass. Philosophical Transactions of the Royal Society B: Biological Sciences 365:3215–3226.] --- layout: true # What drives the _Synechoccus_ bloom ? --- background-image: linear-gradient(to bottom, rgba(255,255,255,0.7) 0%, rgba(255,255,255,0.7) 80%), url(img/phytopk/2016-Hunter-title.png) background-position: center middle background-size: 80% --- background-image: url(img/phytopk/flow-cytobot-01.jpg), url(img/phytopk/flow-cytobot-02.png) background-position: bottom 200px left 50px, bottom 50px right 100px background-size: 30%, 60% ## Flow Cytobot * Imaging and flow cytometry --- background-image: url(img/phytopk/flow-cytobot-03.jpg) background-position: bottom 50px center background-size: 45% ## Flow Cytobot * Diatoms --- background-image: url(img/people/waterbury.jpg) background-position: right 10px top 10px background-size: 15% ## _Synechococcus_ * Discovered in 1979 by John Waterbury - _Epifluorescence microscopy_ .pull-left[ <img src="../../../Images/phytopk/Synechococcus_BIOSOPE_Microscopy_3665.jpg" width="80%" style="display: block; margin: auto;" /> ] .pull-right[ <img src="../../../Images/phytopk/1979-Waterbury-fig1.png" width="80%" style="display: block; margin: auto;" /> ] .footnote[_Waterbury, J.B., Watson, S.W., Guillard, R.R.L. & Brand, L.E. 1979. Nature. 277:293–4._] --- background-image: url(img/phytopk/binary_fission.gif) background-position: center middle background-size: 45% ## Cell multiplication * Binary fission * Typically once every day --- background-image: url(img/phytopk/Synechococcus_phage.png), url(img/phytopk/Synechococcus_predation_dino.png) background-position: bottom 50px left 150px, bottom 100px right 100px background-size: 20%, 40% ## Cell disappearance * Virus * Predation * Cell death (UV, nutrient deprivation) --- ## Growth rate vs Loss rate <br> <br> .pull-left[ `\(\dfrac{\mathrm{d}N}{\mathrm{d}t}=\mu_{net}*N\)` `\(N = N_{0}\exp^{\mu_{net}*t}\)` `\(\mu_{net} = \mu_{growth} - \mu_{loss}\)` * Growth rate = division * Loss rate = cell death, predation, viruses ] -- .pull-right[ ![](Marine-systems-scales_files/figure-html/unnamed-chunk-4-1.png)<!-- --> ] --- ## Growth rate vs Loss rate <br> <br> .pull-left[ `\(\dfrac{\mathrm{d}N}{\mathrm{d}t}=\mu_{net}*N\)` `\(N = N_{0}\exp^{\mu_{net}*t}\)` `\(\mu_{net} = \mu_{growth} - \mu_{loss}\)` * Growth rate = division * Loss rate = cell death, predation, viruses ] .pull-right[ ![](Marine-systems-scales_files/figure-html/unnamed-chunk-5-1.png)<!-- --> ] --- background-image: url(img/phytopk/2016-Hunter-Syn-01.png) background-position: bottom 50px center background-size: 55% ## _Synechococcus_ abundance .footnote[Hunter-Cevera et al. 2016. Physiological and ecological drivers of early spring blooms of a coastal phytoplankter. Science 354:326–329.] --- background-image: url(img/phytopk/2016-Hunter-Syn-02.png) background-position: bottom 50px center background-size: 55% ## _Synechococcus_ abundance .footnote[Hunter-Cevera et al. 2016. Physiological and ecological drivers of early spring blooms of a coastal phytoplankter. Science 354:326–329.] --- background-image: url(img/phytopk/2016-Hunter-Temp.png) background-position: bottom 50px center background-size: 55% ## Temperature .footnote[Hunter-Cevera et al. 2016. Physiological and ecological drivers of early spring blooms of a coastal phytoplankter. Science 354:326–329.] --- background-image: url(img/phytopk/2016-Hunter-Temp-02.png) background-position: bottom 150px center background-size: 55% ## Temperature anomaly .footnote[Hunter-Cevera et al. 2016. Physiological and ecological drivers of early spring blooms of a coastal phytoplankter. Science 354:326–329.] --- background-image: url(img/phytopk/2016-Hunter-timing.png) background-position: bottom 50px center background-size: 45% ## _Synechococcus_ vs. Temperature .footnote[Hunter-Cevera et al. 2016. Physiological and ecological drivers of early spring blooms of a coastal phytoplankter. Science 354:326–329.] --- background-image: url(img/phytopk/2016-Hunter-loss_division_spring.png) background-position: bottom 80px center background-size: 65% ## Loss _vs._ Division rate .footnote[Hunter-Cevera et al. 2016. Physiological and ecological drivers of early spring blooms of a coastal phytoplankter. Science 354:326–329.] --- layout: true # Which groups/species exhibit periodic recurrence ? --- background-image: linear-gradient(to bottom, rgba(255,255,255,0.7) 0%, rgba(255,255,255,0.7) 80%), url(img/phytopk/2018-Giner-cover.png) background-position: center middle background-size: 50% --- background-image: url(img/phytopk/time-series-stations.png) background-position: bottom 70px center background-size: 75% ## Study in the Mediterranean Sea * 2014-2013 .footnote[Giner et al. 2019. Quantifying long-term recurrence in planktonic microbial eukaryotes. 28:923-935. Molecular Ecology] --- background-image: url(img/phytopk/2018-Giner-04.png) background-position: bottom 50px center background-size: 45% ## Yearly cycles .footnote[Giner et al. 2019. Quantifying long-term recurrence in planktonic microbial eukaryotes. 28:923-935. Molecular Ecology] --- background-image: url(img/metabarcoding/metabarcoding.png) background-position: bottom 80px center background-size: 70% ## Metabarcoding --- background-image: url(img/metabarcoding/tree_amplicons_forest.png) background-position: bottom 80px center background-size: 50% ## Metabarcoding .footnote[Mahé et al.. 2017. Parasites dominate hyperdiverse soil protist communities in Neotropical rainforests. Nature Ecology & Evolution 1:0091.] --- background-image: url(img/metabarcoding/metabarcoding_table.png) background-position: bottom 50px center background-size: 70% ## Metabarcoding --- background-image: url(img/phytopk/2016-Hunter-Temp.png) background-position: bottom 100px center background-size: 60% ## How to determine periodicity ? --- background-image: url(img/phytopk/time-series-acf.png) background-position: bottom 50px center background-size: 60% ## How to determine periodicity ? * Autocorrelation --- background-image: url(img/phytopk/time-series-acf-02.png) background-position: bottom 50px center background-size: 60% ## How to determine periodicity ? * Autocorrelation --- background-image: url(img/phytopk/time-series-acf-03.png) background-position: bottom 50px center background-size: 45% ## How to determine periodicity ? * Autocorrelation --- background-image: url(img/phytopk/2018-Giner-02.png) background-position: bottom 50px center background-size: 60% ## Group periodicity * Autocorrelation function .footnote[Giner et al. 2019. Quantifying long-term recurrence in planktonic microbial eukaryotes. 28:923-935. Molecular Ecology] --- background-image: url(img/phytopk/2018-Giner-01.png) background-position: bottom 50px center background-size: 60% ## Group periodicity .footnote[Giner et al. 2019. Quantifying long-term recurrence in planktonic microbial eukaryotes. 28:923-935. Molecular Ecology] --- background-image: url(img/phytopk/2018-Giner-03.png) background-position: bottom 50px center background-size: 60% ## Species periodicity .footnote[Giner et al. 2019. Quantifying long-term recurrence in planktonic microbial eukaryotes. 28:923-935. Molecular Ecology] --- background-image: url(img/phytopk/2018-Giner-05.png) background-position: bottom 50px center background-size: 80% ## Species periodicity .footnote[Giner et al. 2019. Quantifying long-term recurrence in planktonic microbial eukaryotes. 28:923-935. Molecular Ecology] --- layout: false class: inverse, middle # What did we talked about ? .font150[ - Spatial scales - Time scales - Sampling the Ocean - Time series - Chlorophyll periodicity - Bloom dynamics - Which species are periodic ? ]