Ecology

Benca, J. P., Duijnstee, I. A. & Looy, C. V. Fossilized pollen malformations as indicators of past environmental stress and meiotic disruption: Insights from modern conifers. Paleobiology, 1–34 (2022).Marshall, J. E., Lakin, J., Troth, I. & Wallace-Johnson, S. M. Uv-b radiation was the devonian-carboniferous boundary terrestrial extinction kill mechanism. Sci. Adv. 6, eaba0768 (2020).Article 
ADS 
CAS 

Google Scholar 
Looy, C. V., Twitchett, R. J., Dilcher, D. L., Van Konijnenburg-Van Cittert, J. H. & Visscher, H. Life in the end-permian dead zone. Proc. Natl. Acad. Sci. 98, 7879–7883 (2001).Article 
ADS 
CAS 

Google Scholar 
Foster, C. & Afonin, S. Abnormal pollen grains: An outcome of deteriorating atmospheric conditions around the permian-triassic boundary. J. Geol. Soc. 162, 653–659 (2005).Article 
ADS 

Google Scholar 
Hochuli, P. A., Schneebeli-Hermann, E., Mangerud, G. & Bucher, H. Evidence for atmospheric pollution across the permian-triassic transition. Geology 45, 1123–1126 (2017).Article 
ADS 

Google Scholar 
Galasso, F., Bucher, H. & Schneebeli-Hermann, E. Mapping monstrosity: Malformed sporomorphs across the smithian/spathian boundary interval and beyond (salt range, pakistan). Global Planet. Change 219, 103975 (2022).Article 

Google Scholar 
Van de Schootbrugge, B. et al. Floral changes across the triassic/jurassic boundary linked to flood basalt volcanism. Nat. Geosci. 2, 589–594 (2009).Article 
ADS 

Google Scholar 
Lindström, S. et al. Volcanic mercury and mutagenesis in land plants during the end-triassic mass extinction. Sci. Adv. 5, eaaw4018 (2019).Article 
ADS 

Google Scholar 
Gravendyck, J., Schobben, M., Bachelier, J. B. & Kürschner, W. M. Macroecological patterns of the terrestrial vegetation history during the end-triassic biotic crisis in the central european basin: A palynological study of the bonenburg section (nw-germany) and its supra-regional implications. Global Planet. Change 194, 103286 (2020).Article 

Google Scholar 
Vilas-Boas, M., Pereira, Z., Cirilli, S., Duarte, L. V. & Fernandes, P. New data on the palynology of the triassic-jurassic boundary of the silves group, lusitanian basin, portugal. Rev. Palaeobot. Palynol. 290, 104426 (2021).Article 

Google Scholar 
Galasso, F., Feist-Burkhardt, S. & Schneebeli-Hermann, E. The palynology of the toarcian oceanic anoxic event at dormettingen, southwest germany, with emphasis on changes in vegetational dynamics. Rev. Palaeobotany Palynol. 304, 104701 (2022).Article 

Google Scholar 
Galasso, F., Feist-Burkhardt, S. & Schneebeli-Hermann, E. Do spores herald the toarcian oceanic anoxic event?. Rev. Palaeobot. Palynol. 306, 104748 (2022).Article 

Google Scholar 
Hay, W. W. & Floegel, S. New thoughts about the cretaceous climate and oceans. Earth Sci. Rev. 115, 262–272 (2012).Article 
ADS 
CAS 

Google Scholar 
Faucher, G., Erba, E., Bottini, C. & Gambacorta, G. Calcareous nannoplankton response to the latest cenomanian oceanic anoxic event 2 perturbation. RIVISTA ITALIANA DI PALEONTOLOGIA E STRATIGRAFIA (2017).Cohen, K. M., Finney, S. C., Gibbard, P. L. & Fan, J.-X. The ics international chronostratigraphic chart. Epis. J. Int. Geosci. 36, 199–204 (2013).
Google Scholar 
Caron, M. & Homewood, P. Evolution of early planktic foraminifers. Mar. Micropaleontol. 7, 453–462 (1983).Article 
ADS 

Google Scholar 
Jarvis, I. et al. Microfossil assemblages and the cenomanian-turonian (late cretaceous) oceanic anoxic event. Cretac. Res. 9, 3–103 (1988).Article 

Google Scholar 
Huber, B. T., Leckie, R. M., Norris, R. D., Bralower, T. J. & CoBabe, E. Foraminiferal assemblage and stable isotopic change across the cenomanian-turonian boundary in the subtropical north atlantic. J. Foraminiferal Res. 29, 392–417 (1999).
Google Scholar 
Culver, S. J. & Rawson, P. F. Biotic response to global change: The last 145 million years (Cambridge University Press, 2006).Erba, E. Calcareous nannofossils and mesozoic oceanic anoxic events. Mar. Micropaleontol. 52, 85–106 (2004).Article 
ADS 

Google Scholar 
Gebhardt, H., Kuhnt, W. & Holbourn, A. Foraminiferal response to sea level change, organic flux and oxygen deficiency in the cenomanian of the tarfaya basin, southern morocco. Mar. Micropaleontol. 53, 133–157 (2004).Article 
ADS 

Google Scholar 
Hardenbol, J. et al. Mesozoic and cenozoic sequence chronostratigraphic framework of european basins. Soc. Sediment. Geol. (1998).Miller, K. G. et al. The phanerozoic record of global sea-level change. Science 310, 1293–1298 (2005).Article 
ADS 
CAS 

Google Scholar 
Voigt, S., Gale, A. S. & Voigt, T. Sea-level change, carbon cycling and palaeoclimate during the late cenomanian of northwest europe; an integrated palaeoenvironmental analysis. Cretac. Res. 27, 836–858 (2006).Article 

Google Scholar 
Haq, B. U. Cretaceous eustasy revisited. Global Planet. Change 113, 44–58 (2014).Article 
ADS 

Google Scholar 
Sames, B. et al. Short-term sea-level changes in a greenhouse world-a view from the cretaceous. Palaeogeogr. Palaeoclimatol. Palaeoecol. 441, 393–411 (2016).Article 

Google Scholar 
Arthur, M. A., Dean, W. E. & Pratt, L. M. Geochemical and climatic effects of increased marine organic carbon burial at the cenomanian/turonian boundary. Nature 335, 714–717 (1988).Article 
ADS 

Google Scholar 
Tsikos, H. et al. Carbon-isotope stratigraphy recorded by the cenomanian-turonian oceanic anoxic event: Correlation and implications based on three key localities. J. Geol. Soc. 161, 711–719 (2004).Article 
ADS 
CAS 

Google Scholar 
Jarvis, I., Lignum, J. S., Gröcke, D. R., Jenkyns, H. C. & Pearce, M. A. Black shale deposition, atmospheric co2 drawdown, and cooling during the cenomanian-turonian oceanic anoxic event. Paleoceanography26 (2011).van Bentum, E. C., Reichart, G.-J. & Damsté, J. S. S. Organic matter provenance, palaeoproductivity and bottom water anoxia during the cenomanian/turonian oceanic anoxic event in the newfoundland basin (northern proto north atlantic ocean). Org. Geochem. 50, 11–18 (2012).Article 

Google Scholar 
Owens, J. D., Lyons, T. W. & Lowery, C. M. Quantifying the missing sink for global organic carbon burial during a cretaceous oceanic anoxic event. Earth Planet. Sci. Lett. 499, 83–94 (2018).Article 
ADS 
CAS 

Google Scholar 
Bralower, T. J. Calcareous nannofossil biostratigraphy and assemblages of the cenomanian-turonian boundary interval: Implications for the origin and timing of oceanic anoxia. Paleoceanography 3, 275–316 (1988).Article 
ADS 

Google Scholar 
Leckie, R. M., Bralower, T. J. & Cashman, R. Oceanic anoxic events and plankton evolution: Biotic response to tectonic forcing during the mid-cretaceous. Paleoceanography 17, 13–1 (2002).Article 

Google Scholar 
Slater, S. M., Bown, P., Twitchett, R. J., Danise, S. & Vajda, V. Global record of “ghost’’ nannofossils reveals plankton resilience to high co2 and warming. Science 376, 853–856 (2022).Article 
ADS 
CAS 

Google Scholar 
Forster, A., Schouten, S., Moriya, K., Wilson, P. A. & Sinninghe Damsté, J. S. Tropical warming and intermittent cooling during the cenomanian/turonian oceanic anoxic event 2: Sea surface temperature records from the equatorial atlantic. Paleoceanography22 (2007).Barclay, R. S., McElwain, J. C. & Sageman, B. B. Carbon sequestration activated by a volcanic co2 pulse during ocean anoxic event 2. Nat. Geosci. 3, 205–208 (2010).Article 
ADS 
CAS 

Google Scholar 
Damsté, J. S. S., van Bentum, E. C., Reichart, G.-J., Pross, J. & Schouten, S. A co2 decrease-driven cooling and increased latitudinal temperature gradient during the mid-cretaceous oceanic anoxic event 2. Earth Planet. Sci. Lett. 293, 97–103 (2010).Article 
ADS 

Google Scholar 
Heimhofer, U. et al. Vegetation response to exceptional global warmth during oceanic anoxic event 2. Nat. Commun. 9, 1–8 (2018).Article 
CAS 

Google Scholar 
Huber, B. T., MacLeod, K. G., Watkins, D. K. & Coffin, M. F. The rise and fall of the cretaceous hot greenhouse climate. Global Planet. Change 167, 1–23 (2018).Article 
ADS 

Google Scholar 
Robinson, S. A. et al. Southern hemisphere sea-surface temperatures during the cenomanian-turonian: Implications for the termination of oceanic anoxic event 2. Geology 47, 131–134 (2019).Article 
ADS 
CAS 

Google Scholar 
Voigt, S., Gale, A. S. & Flögel, S. Midlatitude shelf seas in the cenomanian-turonian greenhouse world: Temperature evolution and north atlantic circulation. Paleoceanography19 (2004).Van Helmond, N. et al. Freshwater discharge controlled deposition of cenomanian-turonian black shales on the nw european epicontinental shelf (wunstorf, north germany). Clim. Past Discuss 10, 3755–3786 (2014).ADS 

Google Scholar 
Li, Y.-X., Montanez, I. P., Liu, Z. & Ma, L. Astronomical constraints on global carbon-cycle perturbation during oceanic anoxic event 2 (oae2). Earth Planet. Sci. Lett. 462, 35–46 (2017).Article 
ADS 
CAS 

Google Scholar 
O’Brien, C. L. et al. Cretaceous sea-surface temperature evolution: Constraints from tex86 and planktonic foraminiferal oxygen isotopes. Earth Sci. Rev. 172, 224–247 (2017).Article 
ADS 

Google Scholar 
Jones, C. E. & Jenkyns, H. C. Seawater strontium isotopes, oceanic anoxic events, and seafloor hydrothermal activity in the jurassic and cretaceous. Am. J. Sci. 301, 112–149 (2001).Article 
ADS 
CAS 

Google Scholar 
Snow, L. J., Duncan, R. A. & Bralower, T. J. Trace element abundances in the rock canyon anticline, pueblo, colorado, marine sedimentary section and their relationship to caribbean plateau construction and oxygen anoxic event 2. Paleoceanography20 (2005).Kuroda, J. et al. Contemporaneous massive subaerial volcanism and late cretaceous oceanic anoxic event 2. Earth Planet. Sci. Lett. 256, 211–223 (2007).Article 
ADS 
CAS 

Google Scholar 
Turgeon, S. C. & Creaser, R. A. Cretaceous oceanic anoxic event 2 triggered by a massive magmatic episode. Nature 454, 323–326 (2008).Article 
ADS 
CAS 

Google Scholar 
Floegel, S. et al. Simulating the biogeochemical effects of volcanic co2 degassing on the oxygen-state of the deep ocean during the cenomanian/turonian anoxic event (oae2). Earth Planet. Sci. Lett. 305, 371–384 (2011).Article 
ADS 
CAS 

Google Scholar 
Tegner, C. et al. Magmatism and eurekan deformation in the high arctic large igneous province: 40ar-39ar age of kap washington group volcanics, north greenland. Earth Planet. Sci. Lett. 303, 203–214 (2011).Article 
ADS 
CAS 

Google Scholar 
Du Vivier, A. D. et al. Marine 187os/188os isotope stratigraphy reveals the interaction of volcanism and ocean circulation during oceanic anoxic event 2. Earth Planet. Sci. Lett. 389, 23–33 (2014).Article 
ADS 

Google Scholar 
Du Vivier, A., Selby, D., Condon, D., Takashima, R. & Nishi, H. Pacific 187os/188os isotope chemistry and u-pb geochronology: Synchroneity of global os isotope change across oae 2. Earth Planet. Sci. Lett. 428, 204–216 (2015).Article 
ADS 

Google Scholar 
Meyers, P. A. Why are the (delta )13corg values in phanerozoic black shales more negative than in modern marine organic matter?. Geochem. Geophys. Geosyst. 15, 3085–3106 (2014).Article 
ADS 
CAS 

Google Scholar 
Jenkyns, H. C., Dickson, A. J., Ruhl, M. & Van den Boorn, S. H. Basalt-seawater interaction, the plenus cold event, enhanced weathering and geochemical change: Deconstructing oceanic anoxic event 2 (cenomanian-turonian, late cretaceous). Sedimentology 64, 16–43 (2017).Article 
CAS 

Google Scholar 
Scaife, J. et al. Sedimentary mercury enrichments as a marker for submarine large igneous province volcanism? evidence from the mid-cenomanian event and oceanic anoxic event 2 (late cretaceous). Geochem. Geophys. Geosyst. 18, 4253–4275 (2017).Article 
ADS 
CAS 

Google Scholar 
Schröder-Adams, C. J., Herrle, J. O., Selby, D., Quesnel, A. & Froude, G. Influence of the high arctic igneous province on the cenomanian/turonian boundary interval, sverdrup basin, high canadian arctic. Earth Planet. Sci. Lett. 511, 76–88 (2019).Article 
ADS 

Google Scholar 
Jolet, P., Philip, J., Thomel, G., Lopez, G. & Tronchetti, G. Nouvelles données biostratigraphiques sur la limite cénomanien-turonien. la coupe de cassis (sud-est de la france): Proposition d’un hypostratotype européen. Comptes Rendus de l’Académie des Sciences-Series IIA-Earth and Planetary Science325, 703–709 (1997).Bown, P. R. & Young, J. Calcareous nannofossil biostratigraphy (Springer, 1998).Green, T., Renne, P. R. & Keller, C. B. Continental flood basalts drive phanerozoic extinctions. Proc. Natl. Acad. Sci. 119, e2120441119 (2022).Article 
CAS 

Google Scholar 
Percival, L. M. et al. Does large igneous province volcanism always perturb the mercury cycle? Comparing the records of oceanic anoxic event 2 and the end-cretaceous to other mesozoic events. Am. J. Sci. 318, 799–860 (2018).Article 
ADS 
CAS 

Google Scholar 
Salazar, L. et al. Diversity patterns of ferns along elevational gradients in andean tropical forests. Plant Ecol. Divers. 8, 13–24 (2015).Article 

Google Scholar 
Mehltreter, K., Walker, L. R. & Sharpe, J. M. Fern ecology (Cambridge University Press, 2010).Carvajal-Hernández, C. I., Gómez-Díaz, J. A., Kessler, M. & Krömer, T. Influence of elevation and habitat disturbance on the functional diversity of ferns and lycophytes. Plant Ecol. Divers. 11, 335–347 (2018).Article 

Google Scholar 
Kürschner, W. M., Batenburg, S. J. & Mander, L. Aberrant classopollis pollen reveals evidence for unreduced (2 n) pollen in the conifer family cheirolepidiaceae during the triassic-jurassic transition. Proc. Royal Soc. B: Biol. Sci. 280, 20131708 (2013).Article 

Google Scholar 
Traverse, A. Paleopalynology Vol. 28 (Springer Science & Business Media, 2007).Tyson, R. V. Palynofacies investigation of callovian (middle jurassic) sediments from dsdp site 534, blake-bahama basin, western central atlantic. Mar. Pet. Geol. 1, 3–13 (1984).Article 

Google Scholar 
RV, T. Sedimentary organic matter: Organic facies and palynofacieschapman & hall. London, 615pp (1995).Vakhrameyev, V. Classopollis pollen as an indicator of jurassic and cretaceous climate. Int. Geol. Rev. 24, 1190–1196 (1982).Article 

Google Scholar 
Vakhrameev, V. Range and palaeoecology of mesozoic conifers, the cheirolepidiaceae. Paleontol. Zh. 1, 19–34 (1970).
Google Scholar 
WATSON, J. Some lower cretaceous conifers of the cheirolepidiaceae from the usa and england. Palaeontology 20, 715–749 (1977).
Google Scholar 
Fonseca, C., Mendonça Filho, J. G., Lézin, C., De Oliveira, A. D. & Duarte, L. V. Organic matter deposition and paleoenvironmental implications across the cenomanian-turonian boundary of the subalpine basin (se france): Local and global controls. Int. J. Coal Geol. 218, 103364 (2020).Article 
CAS 

Google Scholar 
Benca, J. P., Duijnstee, I. A. & Looy, C. V. Uv-b-induced forest sterility: Implications of ozone shield failure in earth’s largest extinction. Sci. Adv. 4, e1700618 (2018).Article 
ADS 

Google Scholar 
Wilson, L. A study in variation of picea glauca (moench) voss pollen. Grana 4, 380–387 (1963).
Google Scholar 
Lindström, S., McLoughlin, S. & Drinnan, A. N. Intraspecific variation of taeniate bisaccate pollen within permian glossopterid sporangia, from the prince charles mountains, antarctica. Int. J. Plant Sci. 158, 673–684 (1997).Article 

Google Scholar 
Leitch, A. & Leitch, I. Ecological and genetic factors linked to contrasting genome dynamics in seed plants. New Phytol. 194, 629–646 (2012).Article 
CAS 

Google Scholar 
Coffin, M. F. & Eldholm, O. Large igneous provinces: crustal structure, dimensions, and external consequences. Rev. Geophys. 32, 1–36 (1994).Article 
ADS 

Google Scholar 
Wignall, P. B. Large igneous provinces and mass extinctions. Earth Sci. Rev. 53, 1–33 (2001).Article 
ADS 
CAS 

Google Scholar 
McElwain, J. C., Wade-Murphy, J. & Hesselbo, S. P. Changes in carbon dioxide during an oceanic anoxic event linked to intrusion into gondwana coals. Nature 435, 479–482 (2005).Article 
ADS 
CAS 

Google Scholar 
Bond, D. P., Wignall, P. B., Keller, G. & Kerr, A. Large igneous provinces and mass extinctions: An update. Volcan., Impacts, Mass Extinc.: Causes Effects 505, 29–55 (2014).
Google Scholar 
Burgess, S., Bowring, S., Fleming, T. & Elliot, D. High-precision geochronology links the ferrar large igneous province with early-jurassic ocean anoxia and biotic crisis. Earth Planet. Sci. Lett. 415, 90–99 (2015).Article 
ADS 
CAS 

Google Scholar 
Burgess, S. D., Muirhead, J. D. & Bowring, S. A. Initial pulse of siberian traps sills as the trigger of the end-permian mass extinction. Nat. Commun. 8, 1–6 (2017).Article 
ADS 
CAS 

Google Scholar 
Ernst, R. E. & Youbi, N. How large igneous provinces affect global climate, sometimes cause mass extinctions, and represent natural markers in the geological record. Palaeogeogr. Palaeoclimatol. Palaeoecol. 478, 30–52 (2017).Article 

Google Scholar 
Ruhl, M. et al. Reduced plate motion controlled timing of early jurassic karoo-ferrar large igneous province volcanism. Sci. Adv. 8, eabo0866 (2022).Article 
CAS 

Google Scholar 
Dickens, G. R., Paull, C. K. & Wallace, P. Direct measurement of in situ methane quantities in a large gas-hydrate reservoir. Nature 385, 426–428 (1997).Article 
ADS 
CAS 

Google Scholar 
Courtillot, V. E. & Renne, P. R. On the ages of flood basalt events. C.R. Geosci. 335, 113–140 (2003).Article 
ADS 

Google Scholar 
Rampino, M. R., Rodriguez, S., Baransky, E. & Cai, Y. Global nickel anomaly links siberian traps eruptions and the latest permian mass extinction. Sci. Rep. 7, 1–6 (2017).Article 
CAS 

Google Scholar 
Clapham, M. E. & Renne, P. R. Flood basalts and mass extinctions. Annu. Rev. Earth Planet. Sci. 47, 275–303 (2019).Article 
ADS 
CAS 

Google Scholar 
McElwain, J. C., Popa, M. E., Hesselbo, S. P., Haworth, M. & Surlyk, F. Macroecological responses of terrestrial vegetation to climatic and atmospheric change across the triassic/jurassic boundary in east greenland. Paleobiology 33, 547–573 (2007).Article 

Google Scholar 
Van de Schootbrugge, B. et al. End-triassic calcification crisis and blooms of organic-walled ‘disaster species’. Palaeogeogr. Palaeoclimatol. Palaeoecol. 244, 126–141 (2007).Article 

Google Scholar 
Ruckwied, K., Götz, A. E., Pálfy, J. & Török, Á. Palynology of a terrestrial coal-bearing series across the triassic/jurassic boundary (mecsek mts, hungary). Central Euro. Geol. 51, 1–15 (2008).Article 
CAS 

Google Scholar 
Götz, A., Ruckwied, K., Pálfy, J. & Haas, J. Palynological evidence of synchronous changes within the terrestrial and marine realm at the triassic/jurassic boundary (csővár section, hungary). Rev. Palaeobot. Palynol. 156, 401–409 (2009).Article 

Google Scholar 
Hochuli, P. A., Hermann, E., Vigran, J. O., Bucher, H. & Weissert, H. Rapid demise and recovery of plant ecosystems across the end-permian extinction event. Global Planet. Change 74, 144–155 (2010).Article 
ADS 

Google Scholar 
Bonis, N. et al.Palaeoenvironmental changes and vegetation history during the Triassic-Jurassic transition (LPP Contribution Series No. 29, 2010).Bonis, N. R. & Kürschner, W. M. Vegetation history, diversity patterns, and climate change across the triassic/jurassic boundary. Paleobiology 38, 240–264 (2012).Article 

Google Scholar 
Visscher, H. et al. Environmental mutagenesis during the end-permian ecological crisis. Proc. Natl. Acad. Sci. 101, 12952–12956 (2004).Article 
ADS 
CAS 

Google Scholar  More

Pawlowski, J. et al. CBOL Protist working group: barcoding eukaryotic richness beyond the animal, plant, and fungal kingdoms. PLOS Biol. 10, e1001419 (2012).Article 
CAS 
PubMed 
PubMed Central 

Google Scholar 
del Campo, J. et al. The others: our biased perspective of eukaryotic genomes. Trends Ecol. Evol. 29, 252–259 (2014).Article 
PubMed 
PubMed Central 

Google Scholar 
Handbook of the Protists (Springer, 2017). https://doi.org/10.1007/978-3-319-28149-0.Lang, B. F., O’Kelly, C., Nerad, T., Gray, M. W. & Burger, G. The closest unicellular relatives of animals. Curr. Biol. 12, 1773–1778 (2002).Article 
CAS 
PubMed 

Google Scholar 
del Campo, J. et al. Ecological and evolutionary significance of novel protist lineages. Eur. J. Protistol. 55, 4–11 (2016).Article 
PubMed 
PubMed Central 

Google Scholar 
Grau-Bové, X. et al. Dynamics of genomic innovation in the unicellular ancestry of animals. Life 6, e26036 (2017).
Google Scholar 
Gawryluk, R. M. R. et al. Non-photosynthetic predators are sister to red algae. Nature 572, 240–243 (2019).Article 
CAS 
PubMed 

Google Scholar 
Gabr, A., Grossman, A. R. & Bhattacharya, D. Paulinella, a model for understanding plastid primary endosymbiosis. J. Phycol. 56, 837–843 (2020).Article 
CAS 
PubMed 
PubMed Central 

Google Scholar 
Gao, Z., Karlsson, I., Geisen, S., Kowalchuk, G. & Jousset, A. Protists: Puppet masters of the rhizosphere microbiome. Trends Plant Sci. 24, 165–176 (2019).Article 
CAS 
PubMed 

Google Scholar 
Caron, D. A. New accomplishments and approaches for assessing protistan diversity and ecology in natural ecosystems. Bioscience 59, 287–299 (2009).Article 

Google Scholar 
Gooday, A. J., Schoenle, A., Dolan, J. R. & Arndt, H. Protist diversity and function in the dark ocean: Challenging the paradigms of deep-sea ecology with special emphasis on foraminiferans and naked protists. Eur. J. Protistol. 75, 125721 (2020).Article 
PubMed 

Google Scholar 
Stoecker, D. K., Johnson, M. D., de Vargas, C. & Not, F. Acquired phototrophy in aquatic protists. Aquat. Microb. Ecol. 57, 279–310 (2009).Article 

Google Scholar 
Strom, S. L., Benner, R., Ziegler, S. & Dagg, M. J. Planktonic grazers are a potentially important source of marine dissolved organic carbon. Limnol. Oceanogr. 42, 1364–1374 (1997).Article 
ADS 
CAS 

Google Scholar 
Orsi, W. D. et al. Identifying protist consumers of photosynthetic picoeukaryotes in the surface ocean using stable isotope probing. Environ. Microbiol. 20, 815–827 (2018).Article 
CAS 
PubMed 

Google Scholar 
Corno, G. & Jürgens, K. Direct and indirect effects of protist predation on population size structure of a bacterial strain with high phenotypic plasticity. Appl. Environ. Microbiol. 72, 78–86 (2006).Article 
ADS 
CAS 
PubMed 
PubMed Central 

Google Scholar 
Mahé, F. et al. Parasites dominate hyperdiverse soil protist communities in Neotropical rainforests. Nat. Ecol. Evol. 1, 91 (2017).Article 
PubMed 

Google Scholar 
Ruppert, K. M., Kline, R. J. & Rahman, M. S. Past, present, and future perspectives of environmental DNA (eDNA) metabarcoding: A systematic review in methods, monitoring, and applications of global eDNA. Glob. Ecol. Conserv. 17, e00547 (2019).Article 

Google Scholar 
Epstein, S. & López-García, P. “Missing” protists: a molecular prospective. Biodivers. Conserv. 17, 261–276 (2008).Article 

Google Scholar 
López-García, P., Rodríguez-Valera, F., Pedrós-Alió, C. & Moreira, D. Unexpected diversity of small eukaryotes in deep-sea Antarctic plankton. Nature 409, 603–607 (2001).Article 
ADS 
PubMed 

Google Scholar 
Lovejoy, C., Massana, R. & Pedrós-Alió, C. Diversity and distribution of marine microbial eukaryotes in the Arctic Ocean and adjacent seas. Appl. Environ. Microbiol. 72, 3085–3095 (2006).Article 
ADS 
CAS 
PubMed 
PubMed Central 

Google Scholar 
Worden, A. Z., Cuvelier, M. L. & Bartlett, D. H. In-depth analyses of marine microbial community genomics. Trends Microbiol. 14, 331–336 (2006).Article 
CAS 
PubMed 

Google Scholar 
Countway, P. D. et al. Distinct protistan assemblages characterize the euphotic zone and deep sea (2500 m) of the western North Atlantic (Sargasso Sea and Gulf Stream). Environ. Microbiol. 9, 1219–1232 (2007).Article 
CAS 
PubMed 

Google Scholar 
Massana, R. & Pedrós-Alió, C. Unveiling new microbial eukaryotes in the surface ocean. Curr. Opin. Microbiol. 11, 213–218 (2008).Article 
PubMed 

Google Scholar 
Alexander, E. et al. Microbial eukaryotes in the hypersaline anoxic L’Atalante deep-sea basin. Environ. Microbiol. 11, 360–381 (2009).Article 
CAS 
PubMed 

Google Scholar 
Stoeck, T. et al. Multiple marker parallel tag environmental DNA sequencing reveals a highly complex eukaryotic community in marine anoxic water. Mol. Ecol. 19, 21–31 (2010).Article 
CAS 
PubMed 

Google Scholar 
Logares, R. et al. Patterns of rare and abundant marine microbial eukaryotes. Curr. Biol. 24, 813–821 (2014).Article 
CAS 
PubMed 

Google Scholar 
de Vargas, C. et al. Eukaryotic plankton diversity in the sunlit ocean. Science 348, 150 (2015).Article 

Google Scholar 
Fell, J. W., Scorzetti, G., Connell, L. & Craig, S. Biodiversity of micro-eukaryotes in Antarctic Dry Valley soils with More

Darwin, C. The Descent of Man and Selection in Relation to Sex. (John Murray, 1871).Andersson, M. Sexual Selection. (Princeton University Press, 1994).Shuster, S. & Wade, M. J. Mating Systems and Strategies. (Princeton University Press, 2003).Gosden, T. P. & Svensson, E. I. Spatial and temporal dynamics in a sexual selection mosaic. Evolution 62, 845–856 (2008).Article 
PubMed 

Google Scholar 
Kasumovic, M. M., Bruce, M. J., Andrade, M. C. B. & Herberstein, M. E. Spatial and temporal demographic variation drives within-season fluctuations in sexual selection. Evolution 62, 2316–2325 (2008).Article 
PubMed 

Google Scholar 
Mobley, K. B. & Jones, A. G. Environmental, demographic, and genetic mating system variation among five geographically distinct dusky pipefish (Syngnathus floridae) populations. Mol. Ecol. 18, 1476–1490 (2009).Article 
PubMed 

Google Scholar 
Hoffer, J. N., Mariën, J., Ellers, J. & Koene, J. M. Sexual selection gradients change over time in a simultaneous hermaphrodite. eLife 6, e25139 (2017).Article 
PubMed 
PubMed Central 

Google Scholar 
Sih, A., Montiglio, P.-O., Wey, T. W. & Fogarty, S. Altered physical and social conditions produce rapidly reversible mating systems in water striders. Behav. Ecol. 28, 632–639 (2017).Article 

Google Scholar 
Preston, B. T., Stevenson, I. R., Pemberton, J. M. & Wilson, K. Dominant rams lose out by sperm depletion. Nature 409, 681–682 (2001).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Cornwallis, C. K. & Uller, T. Towards an evolutionary ecology of sexual traits. Trends Ecol. Evol. 25, 145–152 (2010).Article 
PubMed 

Google Scholar 
Forsgren, E., Amundsen, T., Borg, A. A. & Bjelvenmark, J. Unusually dynamic sex roles in a fish. Nature 429, 551–554 (2004).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Hare, R. M. & Simmons, L. W. Sexual selection maintains a female-specific character in a species with dynamic sex roles. Behav. Ecol. 32, 609–616 (2021).Article 

Google Scholar 
Fox, R. J., Donelson, J. M., Schunter, C., Ravasi, T. & Gaitán-Espitia, J. D. Beyond buying time: the role of plasticity in phenotypic adaptation to rapid environmental change. Philos. Trans. R. Soc. B 374, 20180174 (2019).Article 

Google Scholar 
Ingleby, F. C., Hunt, J. & Hosken, D. J. The role of genotype-by-environment interactions in sexual selection. J. Evol. Biol. 23, 2031–2045 (2010).Article 
CAS 
PubMed 

Google Scholar 
Lindström, J., Pike, T. W., Blount, J. D. & Metcalfe, N. B. Optimization of resource allocation can explain the temporal dynamics and honesty of sexual signals. Am. Nat. 174, 515–525 (2009).Article 
PubMed 

Google Scholar 
Janicke, T., David, P. & Chapuis, E. Environment-dependent sexual selection: Bateman’s parameters under varying levels of food availability. Am. Nat. 185, 756–768 (2015).Article 
PubMed 

Google Scholar 
Morimoto, J., Pizzari, T. & Wigby, S. Developmental environment effects on sexual selection in male and female Drosophila melanogaster. PLoS ONE 11, e0154468 (2016).Article 
PubMed 
PubMed Central 

Google Scholar 
Cattelan, S., Evans, J. P., Garcia-Gonzalez, F., Morbiato, E. & Pilastro, A. Dietary stress increases the total opportunity for sexual selection and modifies selection on condition-dependent traits. Ecol. Lett. 23, 447–456 (2020).Article 
PubMed 

Google Scholar 
Glavaschi, A., Cattelan, S., Grapputo, A. & Pilastro, A. Imminent risk of predation reduces the relative strength of postcopulatory sexual selection in the guppy. Philos. Trans. R. Soc. B 375, 20200076 (2020).Article 

Google Scholar 
Clark, D. C., DeBano, S. J. & Moore, A. J. The influence of environmental quality on sexual selection in Nauphoeta cinerea (Dictyoptera: Blaberidae). Behav. Ecol. 8, 46–53 (1997).Article 

Google Scholar 
Emlen, S. & Oring, L. Ecology, sexual selection and the evolution of mating systems. Science 197, 215–223 (1977).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Liker, A., Freckleton, R. P. & Székely, T. The evolution of sex roles in birds is related to adult sex ratio. Nat. Commun. 4, 1–6 (2013).Article 

Google Scholar 
Wacker, S. et al. Operational sex ratio but not density affects sexual selection in a fish. Evolution 67, 1937–1949 (2013).Article 
PubMed 

Google Scholar 
Wacker, S., Ness, M. H., Östlund-Nilsson, S. & Amundsen, T. Social structure affects mating competition in a damselfish. Coral Reefs 36, 1279–1289 (2017).Article 
ADS 

Google Scholar 
Janicke, T. & Morrow, E. H. Operational sex ratio predicts the opportunity and direction of sexual selection across animals. Ecol. Lett. 21, 384–391 (2018).Article 
PubMed 

Google Scholar 
Procter, D. S., Moore, A. J. & Miller, C. W. The form of sexual selection arising from male-male competition depends on the presence of females in the social environment. J. Evol. Biol. 25, 803–812 (2012).Article 
CAS 
PubMed 

Google Scholar 
Eldakar, O. T., Dlugos, M. J., Pepper, J. W. & Wilson, D. S. Population structure mediates sexual conflict in Water striders. Science 326, 816–816 (2009).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Martin, A. M., Festa-Bianchet, M., Coltman, D. W. & Pelletier, F. Demographic drivers of age-dependent sexual selection. J. Evol. Biol. 29, 1437–1446 (2016).Article 
CAS 
PubMed 

Google Scholar 
Pilakouta, N. & Ålund, M. Sexual selection and environmental change: what do we know and what comes next? Curr. Zool. 67, 293–298 (2021).Article 
PubMed 
PubMed Central 

Google Scholar 
Kahn, A. T., Dolstra, T., Jennions, M. D. & Backwell, P. R. Y. Strategic male courtship effort varies in concert with adaptive shifts in female mating preferences. Behav. Ecol. 24, 906–913 (2013).Article 

Google Scholar 
Jordan, L. A. & Brooks, R. C. Recent social history alters male courtship preferences. Evolution 66, 280–287 (2012).Article 
PubMed 

Google Scholar 
Wilson, D. R., Nelson, X. J. & Evans, C. S. Seizing the opportunity: Subordinate male fowl respond rapidly to variation in social context. Ethology 115, 996–1004 (2009).Article 

Google Scholar 
Gwynne, D. T., Bailey, W. J. & Annells, A. The sex in short supply for matings varies over small Spatial scales in a Katydid (Kawanaphila nartee, Orthoptera: Tettigoniidae). Behav. Ecol. Sociobiol. 42, 157–162 (1998).Article 

Google Scholar 
Fedina, T. Y. & Lewis, S. M. Female mate choice across mating stages and between sequential mates in flour beetles. J. Evol. Biol. 20, 2138–2143 (2007).Article 
CAS 
PubMed 

Google Scholar 
Clark, H. L. & Backwell, P. R. Y. Temporal and spatial variation in female mating preferences in a fiddler crab. Behav. Ecol. Sociobiol. 69, 1779–1784 (2015).Article 

Google Scholar 
Serbezov, D., Bernatchez, L., Olsen, E. M. & Vøllestad, L. A. Mating patterns and determinants of individual reproductive success in brown trout (Salmo trutta) revealed by parentage analysis of an entire stream living population. Mol. Ecol. 19, 3193–3205 (2010).Article 
PubMed 

Google Scholar 
Gerlach, N. M., McGlothlin, J. W., Parker, P. G. & Ketterson, E. D. Reinterpreting Bateman gradients: multiple mating and selection in both sexes of a songbird species. Behav. Ecol. 23, 1078–1088 (2012).Article 

Google Scholar 
Dubuc, C., Ruiz-Lambides, A. & Widdig, A. Variance in male lifetime reproductive success and estimation of the degree of polygyny in a primate. Behav. Ecol. 25, 878–889 (2014).Article 
PubMed 
PubMed Central 

Google Scholar 
Breuer, T. et al. Variance in the male reproductive success of western gorillas: acquiring females is just the beginning. Behav. Ecol. Sociobiol. 64, 515–528 (2010).Article 

Google Scholar 
Germain, R. R., Hallworth, M. T., Kaiser, S. A., Sillett, T. S. & Webster, M. S. Variance in within-pair reproductive success influences the opportunity for selection annually and over the lifetimes of males in a multi-brooded songbird. Evolution 75, 915–930 (2021).Article 
PubMed 

Google Scholar 
Lande, R. & Arnold, S. J. The measurement of selection on correlated characters. Evolution 37, 1210–1226 (1983).Article 
PubMed 

Google Scholar 
Klug, H., Heuschele, J., Jennions, M. D. & Kokko, H. The mismeasurement of sexual selection. J. Evol. Biol. 23, 447–462 (2010).Article 
CAS 
PubMed 

Google Scholar 
Jennions, M. D., Kokko, H. & Klug, H. The opportunity to be misled in studies of sexual selection. J. Evol. Biol. 25, 591–598 (2012).Article 
CAS 
PubMed 

Google Scholar 
Krakauer, A. H., Webster, M. S., Duval, E. H., Jones, A. G. & Shuster, S. M. The opportunity for sexual selection: not mismeasured, just misunderstood. J. Evol. Biol. 24, 2064–2071 (2011).Article 
CAS 
PubMed 

Google Scholar 
Hebets, E. A., Stafstrom, J. A., Rodriguez, R. L. & Wilgers, D. J. Enigmatic ornamentation eases male reliance on courtship performance for mating success. Anim. Behav. 81, 963–972 (2011).Article 

Google Scholar 
Fitzpatrick, J. L. & Lüpold, S. Sexual selection and the evolution of sperm quality. Mol. Hum. Reprod. 20, 1180–1189 (2014).Article 
PubMed 

Google Scholar 
Jones, A. G. On the opportunity for sexual selection, the Bateman gradient and the maximum intensity of sexual selection. Evolution 63, 1673–1684 (2009).Article 
PubMed 

Google Scholar 
Henshaw, J. M., Kahn, A. T. & Fritzsche, K. A rigorous comparison of sexual selection indexes via simulations of diverse mating systems. Proc. Natl Acad. Sci. USA 113, E300–E308 (2016).Article 
ADS 
CAS 
PubMed 
PubMed Central 

Google Scholar 
Evans, J. P. & Garcia-Gonzalez, F. The total opportunity for sexual selection and the integration of pre- and post-mating episodes of sexual selection in a complex world. J. Evol. Biol. 29, 2338–2361 (2016).Article 
CAS 
PubMed 

Google Scholar 
Downhower, J. F., Blumer, L. S. & Brown, L. Opportunity for selection: an appropriate measure for evaluating variation in the potential for selection? Evolution 41, 1395–1400 (1987).Article 
PubMed 

Google Scholar 
Klug, H. & Stone, L. More than just noise: Chance, mating success, and sexual selection. Ecol. Evol. 11, 6326–6340 (2021).Article 
PubMed 
PubMed Central 

Google Scholar 
Anthes, N., Häderer, I. K., Michiels, N. K. & Janicke, T. Measuring and interpreting sexual selection metrics: evaluation and guidelines. Methods Ecol. Evol. 8, 918–931 (2016).Article 

Google Scholar 
Klug, H., Lindström, K. & Kokko, H. Who to include in measures of sexual selection is no trivial matter. Ecol. Lett. 13, 1094–1102 (2010).Article 
PubMed 

Google Scholar 
Collet, J. M., Dean, R. F., Worley, K., Richardson, D. S. & Pizzari, T. The measure and significance of Bateman’s principles. Proc. R. Soc. B 281, 20132973 (2014).Article 
PubMed 
PubMed Central 

Google Scholar 
Collet, J., Richardson, D. S., Worley, K. & Pizzari, T. Sexual selection and the differential effect of polyandry. Proc. Natl Acad. Sci. USA 109, 8641–8645 (2012).Article 
ADS 
CAS 
PubMed 
PubMed Central 

Google Scholar 
McDonald, G. C., Spurgin, L. G., Fairfield, E. A., Richardson, D. S. & Pizzari, T. Pre- and postcopulatory sexual selection favor aggressive, young males in polyandrous groups of red junglefowl. Evolution 71, 1653–1669 (2017).Article 
PubMed 

Google Scholar 
Morimoto, J. et al. Sex peptide receptor-regulated polyandry modulates the balance of pre- and post-copulatory sexual selection in Drosophila. Nat. Commun. 10, 283 (2019).Article 
ADS 
PubMed 
PubMed Central 

Google Scholar 
Shuster, S. M., Willen, R. M., Keane, B. & Solomon, N. G. Alternative mating tactics in socially monogamous prairie voles, Microtus ochrogaster. Front. Ecol. Evol. 7, 7 (2019).Article 

Google Scholar 
Dowling, J. & Webster, M. S. Working with what you’ve got: unattractive males show greater mate-guarding effort in a duetting songbird. Biol. Lett. 13, 20160682 (2017).Article 
PubMed 
PubMed Central 

Google Scholar 
Pizzari, T. & McDonald, G. C. Sexual selection in socially structured, polyandrous populations: Some insights from the fowl. Adv. Study Behav. 51, 77–141 (2019).Article 

Google Scholar 
Archer, M. S. & Elgar, M. A. Female preference for multiple partners: sperm competition in the hide beetle, Dermestes maculatus (DeGeer). Anim. Behav. 58, 669–675 (1999).Article 
CAS 
PubMed 

Google Scholar 
Qvarnström, A. & Forsgren, E. Should females prefer dominant males? Trends Ecol. Evol. 13, 498–501 (1998).Article 
PubMed 

Google Scholar 
Webster, M. S., Tarvin, K. A., Tuttle, E. M. & Pruett-Jones, S. Promiscuity drives sexual selection in a socially monogamous bird. Evolution 61, 2205–2211 (2007).Article 
PubMed 

Google Scholar 
Brunton, D. H. Energy expenditure in reproductive effort of male and female Killdeer (Charadrius vociferus). Auk 105, 553–564 (1988).Article 

Google Scholar 
Johnson, L. S., Hicks, B. G. & Masters, B. S. Increased cuckoldry as a cost of breeding late for male house wrens (Troglodytes aedon). Behav. Ecol. 13, 670–675 (2002).Article 

Google Scholar 
Boinski, S. Mating patterns in squirrel monkeys (Saimiri oerstedi): implications for seasonal sexual dimorphism. Behav. Ecol. Sociobiol. 21, 13–21 (1987).Article 

Google Scholar 
McDonald, G. C., Spurgin, L. G., Fairfield, E. A., Richardson, D. S. & Pizzari, T. Differential female sociality is linked with the fine-scale structure of sexual interactions in replicate groups of red junglefowl, Gallus gallus. Proc. R. Soc. B 286, 20191734 (2019).Article 
PubMed 
PubMed Central 

Google Scholar 
Carleial, R. et al. Temporal dynamics of competitive fertilization in social groups of red junglefowl (Gallus gallus) shed new light on avian sperm competition. Philos. Trans. R. Soc. B 375, 20200081 (2020).Article 

Google Scholar 
Lessells, C. M. & Birkhead, T. R. Mechanisms of sperm competition in birds: mathematical models. Behav. Ecol. Sociobiol. 27, 325–337 (1990).Article 

Google Scholar 
Taborsky, T., Oliveira, R. F. & Brockmann, H. J. The Evolution of Alternative Reproductive Tactics: Concepts and Questions. in Alternative Reproductive Tactics: An Integrative Approach (Cambridge University Press, 2008).Ghislandi, P. G. et al. Resource availability, mating opportunity and sexual selection intensity influence the expression of male alternative reproductive tactics. J. Evol. Biol. 31, 1035–1046 (2018).Article 
PubMed 

Google Scholar 
Lehtonen, T. K., Wong, B. B. M. & Lindström, K. Fluctuating mate preferences in a marine fish. Biol. Lett. 6, 21–23 (2010).Article 
PubMed 

Google Scholar 
Chaine, A. S. & Lyon, B. E. Adaptive plasticity in female mate choice dampens sexual selection on male ornaments in the lark bunting. Science 319, 459–462 (2008).Article 
ADS 
CAS 
PubMed 

Google Scholar 
R Core Team. R: A Language and Environment for Statistical Computing. (R Foundation for Statistical Computing, 2019).Bates, D., Mächler, M., Bolker, B. & Walker, S. Fitting Linear Mixed-Effects Models Using lme4. J. Stat. Softw. 67, 1–48 (2015).Article 

Google Scholar 
Kuznetsova, A., Brockhoff, P. B. & Christensen, R. H. lmerTest package: tests in linear mixed effects models. J. Stat. Softw. 82, 1–26 (2017).Article 

Google Scholar 
Oklander, L. I., Kowalewski, M. & Corach, D. Male reproductive strategies in black and gold howler monkeys (Alouatta caraya). Am. J. Primatol. 76, 43–55 (2014).Article 
PubMed 

Google Scholar 
Pröhl, H. & Hödl, W. Parental investment, potential reproductive rates, and mating system in the strawberry dart-poison frog, Dendrobates pumilio. Behav. Ecol. Sociobiol. 46, 215–220 (1999).Article 

Google Scholar 
Turnell, B. R. & Shaw, K. L. High opportunity for postcopulatory sexual selection under field conditions. Evolution 69, 2094–2104 (2015).Article 
PubMed 

Google Scholar 
Gill, L. F., van Schaik, J., von Bayern, A. M. P. & Gahr, M. L. Genetic monogamy despite frequent extrapair copulations in “strictly monogamous” wild jackdaws. Behav. Ecol. 31, 247–260 (2020).Article 
PubMed 

Google Scholar 
Carleial, R., McDonald, G. C. & Pizzari, T. Dynamic phenotypic correlates of social status and mating effort in male and female red junglefowl, Gallus gallus. J. Evol. Biol. 33, 22–40 (2020).Article 
PubMed 

Google Scholar 
McDonald, G. C. & Pizzari, T. Structure of sexual networks determines the operation of sexual selection. Proc. Natl Acad. Sci. USA 115, E53–E61 (2018).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Janicke, T., Häderer, I. K., Lajeunesse, M. J. & Anthes, N. Darwinian sex roles confirmed across the animal kingdom. Sci. Adv. 2, e1500983 (2016).Article 
ADS 
PubMed 
PubMed Central 

Google Scholar 
Webster, M. S., Pruett-Jones, S., Westneat, D. F. & Arnold, S. J. Measuring the effects of pairing success, extra-pair copulations and mate quality on the opportunity for sexual selection. Evolution 49, 1147–1157 (1995).PubMed 

Google Scholar 
Etches, R. J. Reproduction in Poultry. (CABI, 1996).Schielzeth, H. Simple means to improve the interpretability of regression coefficients: Interpretation of regression coefficients. Methods Ecol. Evol. 1, 103–113 (2010).Article 

Google Scholar 
Løvlie, H., Cornwallis, C. K. & Pizzari, T. Male mounting alone reduces female promiscuity in the fowl. Curr. Biol. 15, 1222–1227 (2005).Article 
PubMed 

Google Scholar 
Berglund, A. Many mates make male pipefish choosy. Behaviour 132, 213–218 (1995).Article 

Google Scholar 
Carleial, R., Pizzari, T., Richardson, D. S. & McDonald, G. C. Data for: Disentangling the causes of temporal variation in the opportunity for sexual selection. figshare Dataset (2023) https://doi.org/10.6084/m9.figshare.21902133.v1.McLain, D. K., Burnette, L. B. & Deeds, D. A. Within season variation in the intensity of sexual selection on body size in the bug Margus obscurator (Hemiptera Coreidae). Ethol. Ecol. Evol. 5, 75–86 (1993).Article 

Google Scholar 
Schlicht, E. & Kempenaers, B. Effects of social and extra-pair mating on sexual selection in Blue tits (Cyanistes caeruleus). Evolution 67, 1420–1434 (2013).PubMed 

Google Scholar  More

Strains belonging to the same species display distinct growth dynamics on the marine polysaccharide alginateWe first quantified the growth dynamics of the 12 Vibrionaceae strains (Supplementary Table 1) on alginate in well-mixed batch cultures. Growth of populations was initiated at approximately the same inoculum density (105 colony forming units (c.f.u.) ml−1). We tracked the growth dynamics by measuring the optical density at 600 nm and compared the maximum population size reached over the course of 36 h (Fig. 1 and S1). We found significant differences in the maximal optical density achieved by different strains within each species (Fig. 1 and S1). In V. splendidus, strains 12B01 and FF6 reached a lower maximum population size compared to strains 1S124 and 13B01 (Fig. 1 and S1A). In V. cyclitrophicus, strain ZF270 reached a lower maximum population size compared to strains 1F175, 1F111, and ZF28 (Fig. 1 and S1A). Similarly, in V. sp. F13, strain 9ZC77 reached a lower maximum population size than strains 9CS106, 9ZC13, and ZF57 (Fig. 1 and S1A). These findings suggest that some strains are limited in their growth abilities in well-mixed environments, perhaps as a consequence of differences in the amount and activity of enzymes they release (Supplementary Table 1).Fig. 1: Vibrionaceae strains differ in their growth dynamics on the marine polysaccharide alginate under well-mixed conditions.Maximum optical density (measured at 600 nm) achieved by populations of strains belonging to Vibrio splendidus, Vibrio cyclitrophicus, and Vibrio sp. F13 during the course of a 36 h growth cycle on the same concentration (0.1% weight/volume) of the polysaccharide alginate. Points and error bars indicate the mean of measurements across populations within each ecotype (npopulations = 3) and the 95% confidence interval (CI), respectively. Different letters indicate statistically significant differences between strains within one species (One-way ANOVA and Dunnett’s post-hoc test; V. splendidus: p  More

Smith, V. H. Eutrophication of freshwater and coastal marine ecosystems: A global problem. Environ. Sc. Pollut. R. Int. 10, 126–139 (2003).Article 
CAS 

Google Scholar 
Jeppesen, E., Sondergaard, M. & Jensen, J. P. Lake responses to reduced nutrient loading an analysis of contemporary long term data from 35 case studies. Freshw. Biol. 50, 1747–1771 (2005).Article 
CAS 

Google Scholar 
Kim, L. H., Choi, E. & Michal, K. S. Sediment characteristics, phosphorus types and phosphorus release rates between river and lake sediments. Chemosphere 50, 53–61 (2003).Article 
ADS 
CAS 

Google Scholar 
Jiang, X. J., Xiang, C. & Yao, Y. Effects of biological activity, light, temperature and oxygen on phosphorus release processes at the sediment and water interface of Taihu Lake, China. Water Res. 42, 2251–2259 (2008).Article 
CAS 

Google Scholar 
Wang, S. R., Jin, X. C. & Bu, Q. Y. Effects of dissolved oxygen supply level on phosphorus release from lake sediments. Colloids Surf. A 316, 245–252 (2008).Article 
CAS 

Google Scholar 
Miao, S. Y., De-Laune, R. D. & Jug-Sujinda, A. Influence of sediment redox conditions on release/solubility of metals and nutrients in a Louisiana Mississippi River deltaic plain freshwater lake. Sci. Total Environ. 371, 334–343 (2006).Article 
ADS 
CAS 

Google Scholar 
Smits, J. G. C. & Van Beek, J. K. L. ECO: A generic eutrophication model including comprehensive sediment-water interaction. PLoS ONE 8, e68104 (2013).Article 
ADS 
CAS 

Google Scholar 
Topcu, A. & Pulatsu, S. Phosphorus fractions and cycling in the sediment of a shallow eutrophic pond. Tarim Bilim. Derg. 20, 63–70 (2014).Article 

Google Scholar 
Jeppesen, E., Sondergaard, M. & Jensen, J. P. Lake responses to reduced nutrient loading-an analysis of contemporary long-term data from 35 case studies. Freshw. Biol. 50, 1747–1771 (2005).Article 
CAS 

Google Scholar 
Song, C. L., Cao, X. Y. & Liu, Y. B. Seasonal variations in chlorophyll a concentrations in relation to potentials of sediment phosphate release by different mechanisms in a large chinese shallow eutrophic lake (Lake Taihu). Geomicrobiol. J. 26, 508–515 (2009).Article 
CAS 

Google Scholar 
Pop, O., Martin, U., Abel, C. & Müller, J. P. The twin-arginine signal peptide of PhoD and the TatAd/Cd proteins of Bacillus subtilis form an autonomous tat translocation system. J. Biol. Chem. 277, 3268–3273 (2002).Article 
CAS 

Google Scholar 
Luo, H. W., Zhang, H. M. & Long, R. A. Depth distributions of alkaline phosphatase and phosphonate utilization genes in the North Pacific Subtropical Gyre. Aquat. Microb. Ecol. 62, 61–69 (2011).Article 

Google Scholar 
Tan, H. et al. Long-term phosphorus fertilisation increased the diversity of the total bacterial community and the phoD phosphorus mineraliser group in pasture soils. Biol. Fertil. Soils 49, 661–672 (2012).Article 

Google Scholar 
Wan, W. J. et al. Spatial differences in soil microbial diversity caused by pH-driven organic phosphorus mineralization. Land Degrad. Dev. 32, 766–776 (2021).Article 

Google Scholar 
Chen, X. et al. Response of soil phoD phosphatase gene to long-term combined applications of chemical fertilizers and organic materials. Appl. Soil Ecol. 119, 197–204 (2017).Article 
ADS 

Google Scholar 
Sagnon, A. et al. Amendment with Burkina Faso phosphate rock-enriched composts alters soil chemical properties and microbial structure, and enhances sorghum agronomic performance. Sci. Rep. 12, 13945 (2022).Article 
ADS 
CAS 

Google Scholar 
Chhabra, S. et al. Fertilization management affects the alkaline phosphatase bacterial community in barley rhizosphere soil. Biol. Fertil. Soils 49, 31–39 (2012).Article 

Google Scholar 
Luo, H. W., Benner, R., Long, R. A. & Hu, J. J. Subcellular localization of marine bacterial alkaline phosphatases. Proc. Natl. Acad. Sci. 106, 212–219 (2009).Article 

Google Scholar 
Zhang, T. X. et al. Suspended particles phoD alkaline phosphatase gene diversity in large shallow eutrophic Lake Taihu. Sci. Total Environ. 728, 138615 (2020).Article 
ADS 
CAS 

Google Scholar 
Li, H. et al. Nutrients regeneration pathway, release potential, transformation pattern and algal utilization strategies jointly drove cyanobacterial growth and their succession. J. Environ. Sci. 103, 255–267 (2021).Article 
CAS 

Google Scholar 
Sun, T. T., Huang, T. & Liu, Y. X. Effects of cyanobacterial growth and decline on the phoD-harboring bacterial community structure in sediments of Lake Chaohu. J. Lake Sci. 34, 32 (2022).ADS 

Google Scholar 
Li, Y., Ai, M. J., Sun, Y., Zhang, Y. Q. & Zhang, J. Q. Spirosoma lacussanchae sp. nov., a phosphate-solubilizing bacterium isolated from a freshwater reservoir. Int. J. Syst. Evol. Microbiol. 67, 3144–3149 (2017).Article 
CAS 

Google Scholar 
Li, Y., Zhang, J. J., Xu, W. L. & Mou, Z. S. Microbial community structure in the sediments and its relation to environmental factors in eutrophicated Sancha Lake. Int. J. Environ. Res. Public Health 16, 1931–1946 (2019).Article 
CAS 

Google Scholar 
Jia, B. Y., Tang, Y. & Fu, W. L. Relationship among sediment characteristics, eutrophication process and human activities in the Sancha Lake. China Environ. Sci. 33, 1638–1644 (2013).CAS 

Google Scholar 
Li, Y., Zhang, J. J., Zhang, J. Q., Xu, W. L. & Mou, Z. S. Characteristics of inorganic phosphate-solubilizing bacteria from the sediments of a Eutrophic Lake. Int. J. Environ. Res. Public Health 16, 2141 (2019).Article 
CAS 

Google Scholar 
Ruban, V., Brigault, S., Demare, D. & Philippe, A. M. An investigation of the origin and mobility of phosphorus in freshwater sediments from Bort-Les-Orgues reservoir, France. J. Environ. Monit. 1, 403–407 (1999).Article 
CAS 

Google Scholar 
Ruban, V., López-Sánchez, J. F. & Pardo, P. Harmonized protocol and certified reference material for the determination of extractable contents of phosphorus in freshwater sediments: A synthesis of recent works. Fresenius J. Anal. Chem. 370, 224–228 (2001).Article 
CAS 

Google Scholar 
Li, Y., Zhang, J. Q., Gong, Z. L., Fu, W. L. & Wu, D. M. Fractions and temporal and spatial distribution of phosphorus in the sediments of Sancha lake. Appl. Ecol. Environ. Res. 17, 11731–11743 (2019).Article 

Google Scholar 
Li, Y., Zhang, J. Q., Gong, Z. L., Xu, W. L. & Mou, Z. S. Gcd gene diversity of quinoprotein glucose dehydrogenase in the sediment of Sancha lake and its response to the environment. Int. J. Environ. Res. Public Health 16, 1–10 (2019).Article 

Google Scholar 
Luo, G. W. et al. Long-term fertilisation regimes affect the composition of the alkaline phosphomonoesterase encoding microbial community of a vertisol and its derivative soil fractions. Biol. Fertil. Soils 53, 375–388 (2017).Article 
CAS 

Google Scholar 
Lagos, L. et al. Effect of phosphorus addition on total and alkaline phosphomonoesterase-harboring bacterial populations in ryegrass rhizosphere microsites. Biol. Fertil. Soils 52, 1007–1019 (2016).Article 
CAS 

Google Scholar 
Acuña, J. et al. Bacterial alkaline phosphomono-esterase in the rhizospheres of plants grown in chilean extreme environments. Biol. Fertil. Soils 52, 763–773 (2016).Article 

Google Scholar 
Nicholas, A. B. et al. Quality-filtering vastly improves diversity estimates from Illumina amplicon sequencing. Nat. Methods. 10, 57–59 (2013).Article 

Google Scholar 
Price, M. N., Dehal, P. S. & Arkin, A. P. FastTree: Computing large minimum evolution trees with profiles instead of a distance matrix. Mol. Biol. Evol. 26, 1641–1650 (2009).Article 
CAS 

Google Scholar 
Fan, X. F. & Xing, P. The vertical distribution of sediment archaeal community in the (black bloom) disturbing Zhushan Bay of Lake Taihu. Archaea 2016, 201–208 (2016).Article 

Google Scholar 
White, J. R., Nagarajan, N. & Pop, M. O. Statistical methods for detecting differentially abundant features in clinical metagenomic samples (differential abundance in clinical metagenomics). PLoS Comput. Biol. 5, 1–11 (2009).Article 

Google Scholar 
Hu, H., Chen, X. J., Hou, F. J., Wu, Y. P. & Cheng, Y. X. Bacterial and fungal community structures in loess plateau grasslands with different grazing intensities. Front. Microbiol. 8, 606 (2017).Article 

Google Scholar 
Dai, J. Y. et al. Bacterial alkaline phosphatases and affiliated encoding genes in natural waters: A review. J. Lake Sci. 28, 1153–1166 (2016).Article 

Google Scholar 
Chróst, R. J. & Overbeck, J. Kinetics of alkaline phosphatase activity and phosphorus availability for phytoplankton and bacterio-plankton in lake plusee (North German Eutrophic Lake). Microb. Ecol. 13, 229–248 (1987).Article 

Google Scholar 
Margalef, O. et al. Global patterns of phosphatase activity in natural soils. Sci. Rep. 7, 1337 (2017).Article 
ADS 
CAS 

Google Scholar 
Zhao, D. D., Luo, J. F., Huang, X. Y. & Lin, W. T. Diversity of bacterial APase phoD gene in the Pearl River water. Acta Sci. Circum. 35, 722–728 (2015).CAS 

Google Scholar 
Valdespino-Castillo, P. M. et al. Alkaline phosphatases in microbialites and bacterioplankton from Alchichica soda lake, Mexico. FEMS Microbiol. Ecol. 90, 504–519 (2014).CAS 

Google Scholar 
Ni, Z. K., Li, Y. & Wang, S. R. Cognizing and characterizing the organic phosphorus in lake sediments: Advances and challenges. Water Res. 220, 118663 (2022).Article 
CAS 

Google Scholar 
Han, S. S. & Wen, T. M. Phosphorus release and affecting factors in the sediments of eutrophic water. J. Ecol. 23, 98–101 (2004).
Google Scholar 
Wang, F. F., Qu, J. H. & Hu, Y. S. Spatio-temporal characteristics and correlation of phosphate, pH and alkaline phosphatase on water-sediment interface of Lake Taihu. Ecol. Environ. Sci. 21, 907–912 (2012).
Google Scholar 
Lu, Y. M. et al. Bioavailability of organic phosphorus in Lake Chaohu sediments. J. Environ. Eng. Technol. 10, 197–204 (2020).
Google Scholar 
LeBrun, E. S., King, R. S., Back, J. A. & Kang, S. Microbial community structure and function decoupling across a phosphorus gradient in streams. Microb. Ecol. 75, 64–73 (2018).Article 
CAS 

Google Scholar 
Zhang, J. et al. Connecting sources, fractions and algal availability of sediment phosphorus in shallow lakes: An approach to the criteria for sediment phosphorus concentrations. J. Environ. Sci. 25, 798–810 (2023).Article 

Google Scholar 
Hu, Y. J. et al. Effects of long-term fertilization on phoD-harboring bacterial community in Karst soils. Sci. Total Environ. 628–629, 53–63 (2018).Article 
ADS 

Google Scholar  More

Benson, E. S. Sci. Context 29, 107–128 (2016).Article 
PubMed 

Google Scholar 
Buckmaster, C. A. Lab Anim. 44, 237 (2015).Article 

Google Scholar 
Kelly, M. J. et al. J. Zool. 244, 473–488 (1998).Article 

Google Scholar 
Spagnuolo, O. S. B., Lemerle, M. A., Holekamp, K. E. & Wiesel, I. Mamm. Biol. https://doi.org/10.1007/s42991-022-00309-4 (2022).Article 
PubMed 
PubMed Central 

Google Scholar 
California Department of Fish and Wildlife. Mountain lion P-22 compassionately euthanized following complete health evaluation results. wildlife.ca.gov, https://wildlife.ca.gov/News/mountain-lion-p-22-compassionately-euthanized-following-complete-health-evaluation-results (17 December 2022).Road Ecology Center, UC Davis. California roadkill observation system, https://www.wildlifecrossing.net/california/ (accessed 19 December 2022).Wong-Parodi, G. & Feygina, I. Environ. Commun. 15, 571–593 (2021).Article 

Google Scholar 
Carmi, N., Arnon, S. & Orion, N. J. Environ. Educ. 46, 183–201 (2015).Article 

Google Scholar 
Manfredo, M. J., Urquiza-Haas, E. G., Don Carlos, A. W., Bruskotter, J. T. & Dietsch, A. M. Biol. Conserv. 241, 108297 (2020).Article 

Google Scholar 
Schueler, D. S. & Newberry, M. G. III Appl. Environ. Educ. Commun. 19, 259–273 (2020).Article 

Google Scholar 
Jennings, L. Public gets to name Dallas Zoo’s baby giraffe. Dallas Zoo https://zoohoo.dallaszoo.com/2014/11/05/public-gets-to-name-dallas-zoos-baby-giraffe/ (5 November 2014).Verma, A., van der Wal, R. & Fischer, A. Ambio 44(Suppl 4), 648–660 (2015).Article 
PubMed 
PubMed Central 

Google Scholar 
Macdonald, D. W., Jacobsen, K. S., Burnham, D., Johnson, P. J. & Loveridge, A. J. Animals 6, 26 (2016).Article 
PubMed 
PubMed Central 

Google Scholar 
Jones, M. D., Shanahan, E. A. & McBeth, M. K. The Science of Stories: Applications of the Narrative Policy Framework in Public Policy Analysis (Palgrave MacMillan, 2014). More

Fernández-Martínez, M. et al. Global trends in carbon sinks and their relationships with CO2 and temperature. Nat. Clim. Change 9, 73–79 (2019).Article 
ADS 

Google Scholar 
Scheffer, M. et al. Early-warning signals for critical transitions. Nature 461, 53–59 (2009).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Dakos, V. et al. Slowing down as an early warning signal for abrupt climate change. Proc. Natl Acad. Sci. USA 105, 14308–14312 (2008).Article 
ADS 
CAS 
PubMed 
PubMed Central 

Google Scholar 
Gasser, T. et al. Path-dependent reductions in CO2 emission budgets caused by permafrost carbon release. Nat. Geosci. 11, 830–835 (2018).Article 
ADS 
CAS 

Google Scholar 
Zhu, Z. et al. Greening of the Earth and its drivers. Nat. Clim. Change 6, 791–795 (2016).Article 
ADS 
CAS 

Google Scholar 
Bastos, A. et al. Contrasting effects of CO2 fertilization, land-use change and warming on seasonal amplitude of Northern Hemisphere CO2 exchange. Atmos. Chem. Phys. 19, 12361–12375 (2019).Article 
ADS 
CAS 

Google Scholar 
Pugh, T. A. M. et al. Role of forest regrowth in global carbon sink dynamics. Proc. Natl Acad. Sci. USA 116, 4382–4387 (2019).Article 
ADS 
CAS 
PubMed 
PubMed Central 

Google Scholar 
Wang, S. et al. Recent global decline of CO2 fertilization effects on vegetation photosynthesis. Science 370, 1295–1300 (2020).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Peñuelas, J. et al. Assessment of the impacts of climate change on Mediterranean terrestrial ecosystems based on data from field experiments and long-term monitored field gradients in Catalonia. Environ. Exp. Bot. 152, 49–59 (2018).Article 

Google Scholar 
Terrer, C. et al. Nitrogen and phosphorus constrain the CO2 fertilization of global plant biomass. Nat. Clim. Change 9, 684–689 (2019).Article 
ADS 
CAS 

Google Scholar 
Gatti, L. V. et al. Amazonia as a carbon source linked to deforestation and climate change. Nature 595, 388–393 (2021).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Carpenter, S. R. & Brock, W. A. Rising variance: a leading indicator of ecological transition. Ecol. Lett. 9, 311–318 (2006).Article 
CAS 
PubMed 

Google Scholar 
Dakos, V., Nes, E. H. & Scheffer, M. Flickering as an early warning signal. Theor. Ecol. 6, 309–317 (2013).Article 

Google Scholar 
Sillmann, J., Daloz, A. S., Schaller, N. & Schwingshackl, C. in Climate Change 3rd edn (ed. Letcher, T. M.) 359–372 (Elsevier, 2021).Reichstein, M. et al. Climate extremes and the carbon cycle. Nature 500, 287–295 (2013).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Wang, X. et al. A two-fold increase of carbon cycle sensitivity to tropical temperature variations. Nature 506, 212–215 (2014).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Barnosky, A. D. et al. Approaching a state shift in Earth’s biosphere. Nature 486, 52–58 (2012).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Buermann, W. et al. Climate-driven shifts in continental net primary production implicated as a driver of a recent abrupt increase in the land carbon sink. Biogeosciences 13, 1597–1607 (2016).Article 
ADS 
CAS 

Google Scholar 
Luyssaert, S. et al. CO2 balance of boreal, temperate, and tropical forests derived from a global database. Glob. Change Biol. 13, 2509–2537 (2007).Article 
ADS 

Google Scholar 
Peñuelas, J. et al. Shifting from a fertilization-dominated to a warming-dominated period. Nat. Ecol. Evol. 1, 1438–1445 (2017).Article 
PubMed 

Google Scholar 
Fernández-Martínez, M. et al. Nutrient availability as the key regulator of global forest carbon balance. Nat. Clim. Change 4, 471–476 (2014).Article 
ADS 

Google Scholar 
Fernández-Martínez, M. et al. Spatial variability and controls over biomass stocks, carbon fluxes and resource-use efficiencies in forest ecosystems. Trees Struct. Funct. 28, 597–611 (2014).Article 

Google Scholar 
Ciais, P. et al. Five decades of northern land carbon uptake revealed by the interhemispheric CO2 gradient. Nature 568, 221–225 (2019).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Tilman, D., Lehman, C. L. & Thomson, K. T. Plant diversity and ecosystem productivity: theoretical considerations. Proc. Natl Acad. Sci. USA 94, 1857–1861 (1997).Article 
ADS 
CAS 
PubMed 
PubMed Central 

Google Scholar 
de Mazancourt, C. et al. Predicting ecosystem stability from community composition and biodiversity. Ecol. Lett. 16, 617–625 (2013).Article 
PubMed 

Google Scholar 
Sakschewski, B. et al. Resilience of Amazon forests emerges from plant trait diversity. Nat. Clim. Change 6, 1032–1036 (2016).Article 
ADS 

Google Scholar 
Fernández‐Martínez, M. et al. The role of climate, foliar stoichiometry and plant diversity on ecosystem carbon balance. Glob. Change Biol. 26, 7067–7078 (2020).Article 
ADS 

Google Scholar 
Musavi, T. et al. Stand age and species richness dampen interannual variation of ecosystem-level photosynthetic capacity. Nat. Ecol. Evol. 1, 0048 (2017).Article 

Google Scholar 
Anderegg, W. R. L. et al. Hydraulic diversity of forests regulates ecosystem resilience during drought. Nature 561, 538–541 (2018).Article 
ADS 
CAS 
PubMed 

Google Scholar 
IPBES: Summary for Policymakers. In The Global Assessment Report on Biodiversity and Ecosystem Services (eds Díaz, S. et al.) 1–56 (IPBES, 2019).Heath, J. P. Quantifying temporal variability in population abundances. Oikos 115, 573–581 (2006).Article 

Google Scholar 
Fernández-Martínez, M., Vicca, S., Janssens, I. A., Martín-Vide, J. & Peñuelas, J. The consecutive disparity index, D, as measure of temporal variability in ecological studies. Ecosphere 9, e02527 (2018).Article 

Google Scholar 
Kreft, H. & Jetz, W. Global patterns and determinants of vascular plant diversity. Proc Natl Acad Sci USA 104, 5925–5930 (2007).Article 
ADS 
CAS 
PubMed 
PubMed Central 

Google Scholar 
Ackerman, D. E., Chen, X. & Millet, D. B. Global nitrogen deposition (2° × 2.5° grid resolution) simulated with GEOS-Chem for 1984–1986, 1994–1996, 2004–2006, and 2014–2016 (University of Minnesota, 2018); https://conservancy.umn.edu/handle/11299/197613.Harris, I., Jones, P. D. D., Osborn, T. J. J. & Lister, D. H. H. Updated high-resolution grids of monthly climatic observations—the CRU TS3.10 Dataset. Int. J. Climatol. 34, 623–642 (2013).Article 

Google Scholar 
Graven, H. D. et al. Enhanced seasonal exchange of CO2 by northern ecosystems since 1960. Science 341, 1085–1089 (2013).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Wang, K. et al. Causes of slowing-down seasonal CO2 amplitude at Mauna Loa. Glob. Change Biol. 26, 4462–4477 (2020).Article 
ADS 

Google Scholar 
Tilman, D., Reich, P. B. & Knops, J. M. H. Biodiversity and ecosystem stability in a decade-long grassland experiment. Nature 441, 629–632 (2006).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Liang, J. et al. Positive biodiversity–productivity relationship predominant in global forests. Science 354, aaf8957–aaf8957 (2016).Article 
PubMed 

Google Scholar 
Gessner, M. O. et al. Diversity meets decomposition. Trends Ecol. Evol. 25, 372–380 (2010).Article 
PubMed 

Google Scholar 
Peguero, G. et al. Fast attrition of springtail communities by experimental drought and richness–decomposition relationships across Europe. Glob. Change Biol. 25, 2727–2738 (2019).Article 
ADS 

Google Scholar 
Díaz, S. & Cabido, M. Vive la différence: plant functional diversity matters to ecosystem processes. Trends Ecol. Evol. 16, 646–655 (2001).Article 

Google Scholar 
Cardinale, B. J. Biodiversity improves water quality through niche partitioning. Nature 472, 86–91 (2011).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Ciais, P. et al. Europe-wide reduction in primary productivity caused by the heat and drought in 2003. Nature 437, 529–533 (2005).Article 
ADS 
CAS 
PubMed 

Google Scholar 
Scheffer, M. Critical Transitions in Nature and Society (Princeton University Press, 2009).Ostfeld, R. & Keesing, F. Pulsed resources and community dynamics of consumers in terrestrial ecosystems. Trends Ecol. Evol. 15, 232–237 (2000).Article 
CAS 
PubMed 

Google Scholar 
Chevallier, F. et al. CO2 surface fluxes at grid point scale estimated from a global 21 year reanalysis of atmospheric measurements. J. Geophys. Res. 115, D21307 (2010).Article 
ADS 

Google Scholar 
Chevallier, F. et al. Toward robust and consistent regional CO2 flux estimates from in situ and spaceborne measurements of atmospheric CO2. Geophys. Res. Lett. 41, 1065–1070 (2014).Article 
ADS 
CAS 

Google Scholar 
Rödenbeck, C., Houweling, S., Gloor, M. & Heimann, M. CO2 flux history 1982–2001 inferred from atmospheric data using a global inversion of atmospheric transport. Atmos. Chem. Phys. 3, 1919–1964 (2003).Article 
ADS 

Google Scholar 
Rödenbeck, C., Zaehle, S., Keeling, R. & Heimann, M. How does the terrestrial carbon exchange respond to interannual climatic variations? A quantification based on atmospheric CO2 data. Biogeosciences 15, 2481–2498 (2018).Sitch, S. et al. Recent trends and drivers of regional sources and sinks of carbon dioxide. Biogeosciences 12, 653–679 (2015).Article 
ADS 

Google Scholar 
Fernández‐Martínez, M. & Peñuelas, J. Measuring temporal patterns in ecology: the case of mast seeding. Ecol. Evol. 11, 2990–2996 (2021).Article 
PubMed 
PubMed Central 

Google Scholar 
Wood, S. N. Generalized Additive Models: An introduction with R 2nd edn (Chapman and Hall/CRC, 2017).Ohlson, J. A. & Kim, S. Linear Valuation Without OLS: The Theil–Sen Estimation Approach (SSRN, 2015); https://ssrn.com/abstract=2276927.Komsta, L. Package mblm, 0.12.1: Median-based linear models (2013).Keeling, C. D. et al. in A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems (eds Ehleringer, J. R. et al.) 83–113 (Springer Verlag, 2005).Leroux, B. G., Lei, X. & Breslow, N. in Statistical Models in Epidemiology, the Environment and Clinical Trials (eds Halloran, M. & Berry, D.) 179–191 (Springer-Verlag, 2000).Lee, D. CARBayes: an R package for Bayesian spatial modeling with conditional autoregressive priors. J. Stat. Softw. 55, 1–24 (2013).Article 

Google Scholar 
Gonzalez, A. et al. Scaling‐up biodiversity–ecosystem functioning research. Ecol. Lett. 15, ele.13456 (2020).
Google Scholar 
R Core Team. R: A Language and Environment for Statistical Computing (R Foundation for Statistical Computing, 2020). More

Ouellet, V. et al. Sci. Total Environ. 736, 139679 (2020).Article 
CAS 
PubMed 

Google Scholar 
Sutadian, A. D., Muttil, N., Yilmaz, A. G. & Perera, B. J. C. Environ. Monit. Assess. 188, 58 (2016).Article 
PubMed 

Google Scholar 
Murdoch, P. S., Baron, J. S. & Miller, T. L. J. Am. Water Resour. Assoc. 36, 347–366 (2000).Article 
CAS 

Google Scholar 
Hannah, D. M. & Garner, G. Prog Phys Geogr. 39, 68–92 (2015).Article 

Google Scholar 
Abbott, B. W. et al. Nat. Geosci. 12, 533–540 (2019).Article 
CAS 

Google Scholar 
Grill, G. et al. Nature 569, 215–221 (2019).Article 
CAS 
PubMed 

Google Scholar 
Hermanson, L. et al. Bull. Am. Meteorol. Soc. 103, E1117–E1129 (2022).Article 

Google Scholar 
Webb, B. W., Hannah, D. M., Moore, R. D., Brown, L. E. & Nobilis, F. Hydrol. Process. 22, 902–918 (2008).Article 

Google Scholar 
Hester, E. T. & Doyle, M. W. J. Am. Water Resour. Assoc. 47, 571–587 (2011).Article 

Google Scholar 
Schliemann, S. A., Grevstad, N. & Brazeau, R. H. Hydrol. Process 35, e14001 (2021).Article 

Google Scholar 
Jackson, F. L., Fryer, R. J., Hannah, D. M., Millar, C. P. & Malcolm, I. A. Sci. Total Environ. 612, 1543–1558 (2018).Article 
CAS 
PubMed 

Google Scholar 
O’Sullivan, A. M., Devito, K. J. & Curry, R. A. Catena 177, 70–83 (2019).Article 

Google Scholar 
Chang, H. & Psaris, M. Sci. Total Environ. 461, 587–600 (2013).Article 
PubMed 

Google Scholar 
Hester, E. T. & Bauman, K. S. J. Am. Water Resour. Assoc. 49, 328–342 (2013).Article 

Google Scholar 
Croghan, D., Van Loon, A. F., Sadler, J. P., Bradley, C. & Hannah, D. M. Hydrol. Process. 33, 144–159 (2018).Article 

Google Scholar 
Levia, D. F. et al. Nat. Geosci. 13, 656–658 (2020).Article 
CAS 

Google Scholar 
Nelson, K. C. & Palmer, M. A. J. Am. Water Resour. Assoc 43, 440–452 (2007).Article 

Google Scholar 
Heggenes, J. et al. River Res. Appl. 37, 743–765 (2021).Article 

Google Scholar 
Menberg, K., Blum, P., Kurylyk, B. L. & Bayer, P. Hydrol. Earth Syst. Sci. 18, 4453–4466 (2014).Article 

Google Scholar 
Tissen, C., Benz, S. A., Menberg, K., Bayer, P. & Blum, P. Environ. Res. Lett. 14, 104012 (2019).Article 
CAS 

Google Scholar 
Hannah, D. M. et al. Hydrol. Process. 36, e14525 (2022).Article 

Google Scholar 
Carothers, C. et al. Ecol. Soc. https://doi.org/10.5751/ES-11972-260116 (2021).Dugdale, S. J., Hannah, D. M. & Malcolm, I. A. Earth Sci. Rev. 175, 97–113 (2017).Article 

Google Scholar 
Wanders, N., van Vliet, M. T. H., Wada, Y., Bierkens, M. F. P. & van Beek, L. P. H. Water Resour. Res. 55, 2760–2778 (2019).Article 

Google Scholar 
Tavares, M. H. et al. Remote Sens. Environ. 241, 11172 (2020).Article 

Google Scholar 
Dugdale, S. J., Klaus, J. & Hannah, D. M. Water Resour. Res. 58, e2021WR031168 (2022).Article 

Google Scholar 
Mao, F. et al. Environ. Sci. Technol. 54, 9145–9158 (2020).Article 
CAS 
PubMed 

Google Scholar 
Hannah, D. M. et al. Hydrol. Process. 25, 1191–1200 (2011).Article 

Google Scholar 
Do, H. X., Gudmundsson, L., Leonard, M. & Westra, S. Earth Syst. Sci. Data 10, 765–785 (2018).Article 

Google Scholar  More