Abstract
Central to invasive species management plans or strategies is monitoring of the population on an appropriate scale, including a characterization of some basic components of the invasion, such as changes in distribution and abundance over time. This is true of the invasive Lionfish (Pterois volitans and P. miles) in the Atlantic waters off the southeast coast of the United States, where they have become established, but minimal information regarding region-wide metrics of long-term abundance and distribution exists. By utilizing videos from 2011 to 2021 from a fishery-independent survey, regionwide distribution and abundance trends were characterized with generalized additive models, using spatial, temporal, environmental, microhabitat features, and water property variables to explore their effects on these patterns. The probability of occurrence and relative abundance of Lionfish in the study area increased initially until reaching a peak in 2015–2017 and then declined to the end of the study period (2021). Lionfish distribution and relative abundance followed similar patterns throughout the time series, but there was no extension north or south in the region, indicating abundance levels were driven by the density of Lionfish and not changes in distribution. The same variables were identified in both models, indicating preferred habitat use and/or detectability of Lionfish can be accounted for in continued monitoring efforts and provide information for future mitigation efforts.
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References
Albins MA (2013) Effects of invasive Pacific red lionfish Pterois volitans versus a native predator on Bahamian coral-reef fish communities. Biol Invasions 15:29–43. https://doi.org/10.1007/s10530-012-0266-1
Albins MA (2015) Invasive Pacific lionfish Pterois volitans reduce abundance and species richness of native Bahamian coral-reef fishes. Mar Ecol Prog Ser 522:231–243. https://doi.org/10.3354/meps11159
Albins MA, Hixon MA (2008) Invasive Indo-Pacific Lionfish Pterois volitans reduce recruitment of Atlantic coral-reef fishes. Mar Ecol Prog Ser 367:233–238. https://doi.org/10.3354/meps07620
Albins MA, Hixon MA (2013) Worst case scenario: potential long-term effects of invasive predatory Lionfish (Pterois volitans) on Atlantic and Caribbean coral-reef communities. Environ Biol Fish 96:1151–1157. https://doi.org/10.1007/s10641-011-9795-1
Altman NS (1992) An introduction to kernel and nearest-neighbor nonparametric regression. Am Stat 46(3):175–185. https://doi.org/10.2307/2685209
Atkinson LP, Lee TN, Blanton JO, Chandler WS (1983) Climatology of the southeastern United States continental shelf waters. J Geophys Res 88(C8):4705–4718. https://doi.org/10.1029/JC088iC08p04705
Bacheler NM, Whitefield PE, Muñoz RC, Harrison BB, Harms CA, Buckel CA (2015) Movement of invasive adult lionfish Pterois volitans using telemetry: importance of controls to estimate and explain variable detection probabilities. Mar Ecol Prog Ser 527:205–220. https://doi.org/10.3354/meps11241
Bacheler NM, Schobernd ZH, Gregalis KC, Schobernd CM, Teer BZ, Gillum Z, Glasgow DM, McNeill N, Burton M, Munoz R (2019) Patterns in fish biodiversity associated with temperate reefs on the southeaster US continental shelf. Mar Biodiv 49:2411–2428. https://doi.org/10.1007/s12526-019-00981-9
Bacheler NM, Gillum ZD, Gregalis KC, Schobernd CM, Schobernd ZH, Teer BZ (2020) Spatial patterns in the relative abundance and habitat use of adult Gray Snapper off the Southeastern coast of the United States. Mar Coast Fish 12:205–219. https://doi.org/10.1002/mcf2.10118
Bacheler NM, Schobernd CM, Harter SL, David AW, Sedberry GR, Kellison GT (2022) Reef fish community structure along the southeastern US Atlantic continental shelf break and upper slope appears resistant to increasing lionfish (Pterois volitans/miles) density. Bull Mar Sci 98(1):75–98. https://doi.org/10.5343/bms.2021.0008
Ballew NG, Bacheler NM, Kellison GT, Schueller AM (2016) Invasive lionfish reduce native fish abundance on a regional scale. Sci Rep 6:32169. https://doi.org/10.1038/srep32169
Bartoń K (2022) MuMIn: multi-model inference. R Package version 1.47.1, https://CRAN.R-project.org/package=MuMIn
Benkwitt CE (2013) Density-dependent growth in invasive lionfish (Pterois volitans). PLoS ONE 8(6):e66995. https://doi.org/10.1371/journal.pone.0066995
Benkwitt CE (2015) Non-linear effects of invasive lionfish density on native coral-reef fish communities. Biol Invasions 17:1383–1395. https://doi.org/10.1007/s10530-014-0801-3
Benkwitt CE, Albins MA, Buch KL, Ingeman KE, Kindinger TL, Pusack TJ, Stallings CD, Hixon MA (2017) Is the lionfish invasion waning? Evidence from the Bahamas. Coral Reefs 36:1255–1261. https://doi.org/10.1007/s00338-017-1620-7
Biggs CR, Olden JD (2011) Multi-scale habitat occupancy of invasive lionfish (Pterois volitans) in coral reef environments of Roatan, Honduras. Aquat Invasions 6(3):347–353. https://doi.org/10.3391/ai.2011.6.3.11
Carlos EL, Ferreira Osmar J, Luiz Sergio R, Floeter Marcos B, Lucena Moysés C, Barbosa Claudia R, Rocha Luiz A, Rocha (2015) First record of invasive lionfish (Pterois volitans) for the Brazilian coast. PLOS ONE 10(4):e0123002. https://doi.org/10.1371/journal.pone.0123002
Chagaris D, Binion-Rock S, Bodganoff A, Dahl K, Granneman J, Harris H, Mohan J, Rudd MB, Swenarton MK, Ahrens R, Patterson WF III, Morris JA, Allen M (2017) An ecosystem-based approach to evaluating impacts and management of invasive lionfish. Fisheries 42(8):421–431. https://doi.org/10.1080/03632415.2017.1340273
Conn PB (2011) An evaluation and power analysis of fishery independent reef fish sampling in the Gulf of Mexico and U.S. South Atlantic. NOAA Technical Memorandum NMFS-SEFSC 610
Côté IM, Smith NS (2018) The lionfish Pterois sp. invasion: Has the worst-case scenario come to pass? J Fish Biol 92:660–689. https://doi.org/10.1111/jfb.13544
Côté IM, Green SJ, Hixon MA (2013) Predatory fish invaders: Insights from Indo-Pacific lionfish in the western Atlantic and Caribbean. Biol Conser 164:50–61. https://doi.org/10.1016/j.biocon.2013.04.014
Dahl KA, Patterson WF III, Roberston A, Ortmann AC (2017) DNA barcoding significantly improve resolution of invasive lionfish diet in the norther Gulf of Mexico. Biol Invasions 19:1917–1933. https://doi.org/10.1007/s10530-017-1407-3
Debrot AO, Brunel T, Izioka AK (2023) The levelling-off and recent rapid decline in population density of the highly prolific invasive lionfish on the Saba Bank, Eastern Caribbean. Biol Invasions 25:3033–3041. https://doi.org/10.1007/s10530-023-03110-7
Garcia-Berthou E (2007) The characteristics of invasive fishes: What has been learned so far? J Fish Biol 71:33–55. https://doi.org/10.1111/j.1095-8649.2007.01668.x
Glasgow DM (2010) Photographic evidence of temporal and spatial variation in hardbottom habitat and associated biota of the southeastern U.S. Atlantic continental shelf. M.S., College of Charleston, Charleston, South Carolina
Glasgow DM, Reichert MJM, Quattro J (2021) Effects of environmental factors on reef fish assemblage structure in the southeastern US Atlantic. Mar Ecol Prog Ser 671:147–163. https://doi.org/10.3354/meps13764
Gómez Lozano R, Anderson L, Akins JL, Buddo DSA, García-Moliner G, Gourdin F, Laurent M, Lilyestrom C, Morris JA, Ramnanan N, Torres R (2013) Regional strategy for the control of invasive lionfish in the wider Caribbean. International Coral Reef Initiative
Green SJ, Akins JL, Maljkovic A, Côté IM (2012) Invasive lionfish drive Atlantic coral reef fish declines. PLoS ONE 7(3):e32596. https://doi.org/10.1371/journal.pone.0032596
Green SJ, Tamburello N, Miller SE, Akins JL, Côté IM (2013) Habitat complexity and fish size affect the detection of Indo-Pacific lionfish on invaded coral reefs. Coral Reefs 32:413–421. https://doi.org/10.1007/s00338-012-0987-8
Gress E, Andradi-Brown DA, Woodall L, Schofield PJ, Stanley K, Rogers AD (2017) Lionfish (Pteirois spp.) invade the upper-bathyal zone in the western Atlantic. PeerJ 5:e3683. https://doi.org/10.7717/peerj.3683
Hechenbichler K, Schliep K (2004) Weighted k-nearest-neighbor techniques and ordinal classification. Discussion Paper 399, SFB 386, Ludwig-Maximilians University Munich. http://www.stat.uni-muenchen.de/sfb386/papers/dsp/paper399.ps
Johnston MW, Purkis SJ (2015) A coordinated and sustained international strategy is required to turn the tide on the Atlantic lionfish invasion. Mar Ecol Prog Ser 533:219–235. https://doi.org/10.3354/meps11399
Kimball ME, Miller JM, Whitfield PE, Hare JA (2004) Thermal tolerance and potential distribution of invasion lionfish (Pterois volitans/miles complex) on the east coast of the Unites States. Mar Ecol Prog Ser 283:269–278. https://doi.org/10.3354/meps283269
Kuhn M (2008) Building predictive models in R using the caret package. J Stat Softw 28(5):1–26. https://doi.org/10.18637/jss.v028.i05
Kulbicki M, Beets J, Chabanet P, Cure K, Darling E, Floeter SR, Galzin R, Green A, Harmelin-Vivien M, Hixon M, Letourneur Y, Lison de Loma T, McClanahan T, McIlwain J, MouTham G, Myers R, O’Leary JK, Planes S, Vigliola L, Wantiez L (2012) Distributions of Indo-Pacific lionfishes Pterois spp. in their native ranges: implications for the Atlantic invasion. Mar Ecol Prog Ser 446:189–205. https://doi.org/10.3354/meps09442
Lenth R (2023) emmeans: Estimated Marginal Means, aka Least-Squares Means. R package version 1.8.5. https://CRAN.R-project.org/package=emmeans.
Li Z, Wood SN (2019) Faster model matrix crossproducts for large generalized linear models with discretized covariates. Stat Comput 30:19–25. https://doi.org/10.1007/s11222-019-09864-2
Linders TEW, Schaffner U, Eschen R, Abebe A, Choge SK, Nigatu L, Mbaabu PR, Shiferaw H, Allan E (2019) Direct and indirect effects of invasive species: biodiversity loss is a major mechanism by which an invasive tree affects ecosystem function. J Ecol 107:2660–2672. https://doi.org/10.1111/1365-2745.13268
Mack RN, Simberloff D, Lonsdale WM, Evans H, Clout M, Bazzaz FA (2000) Biotic invasions: causes, epidemiology, global consequences, and control. Ecol Appl 10:689–710. https://doi.org/10.1890/1051-0761(2000)010[0689:BICEGC]2.0.CO;2
Maljkovic A, Van Leeuwen TE, Cove SN (2008) Predation on the invasive red lionfish, Pterois volitans (Pisces: Scorpaenidae), by native groupers in the Bahamas. Coral Reefs 27:501. https://doi.org/10.1007/s00338-008-0372-9
Marshak AR, Heck KL Jr, Jud ZR (2018) Ecological interactions between Gulf of Mexico snappers (Teleostei: Lutjanidae) and invasive red lionfish (Pterois volitans). PLoS ONE 13(11):e0206749. https://doi.org/10.1371/journal.pone.0206749
Meister HS, Wyanski DM, Loefer JK, Ross SW, Quattrini AM, Sulak KJ (2005) Further evidence for the invasion and establishment of Pterois volitans (Teleostei: Scorpaenidae) along the Atlantic coast of the United States. Southeastern Nat 4(2):193–206. https://doi.org/10.1656/1528-7092(2005)004[0193:FEFTIA]2.0.CO;2
Miller GC, Richards WJ (1980) Reef fish habitat, faunal assemblages, and factors determining distributions in the South Atlantic Bight. Proc Gulf Caribb Fish Inst 32:114–130
Morris JA, Whitfield PE (2009) Biology, ecology, control and management of the invasive Indo-Pacific Lionfish: an updated integrated assessment. NOAA Technical Memorandum NOS NCCOS 99
Morris JA, Shertzer KW, Rice JA (2011) A stage-based matrix population model of invasive lionfish with implications for control. Biol Invasions 13:7–12. https://doi.org/10.1007/s10530-010-9786-8
Muñoz RC, Currin CA, Whitfield PE (2011) Diet of invasive lionfish on hard bottom reefs of the Southeast USA; insights form stomach contents and stable isotopes. Mar Ecol Prog Ser 432:181–193. https://doi.org/10.3354/meps09154
Neter J, Wasserman W, Kutner MH (1989) Applied linear regression models, 2nd edn. Richard D. Irgin Inc, Homewood
Perpiñán O, Hijmans R (2023) rasterVis. R package version 0.51.5. https://oscarperpinan.github.io/rastervis/
Purcell K, Bacheler Nathan M, Coggins L (2014) Standardized video counts of Southeast U.S. Atlantic Gray Triggerfish (Balistes capriscus) from the Southeast Reef Fish Survey. SEDR41-DW03 http://sedarweborg/docs/wpapers/SEDAR41_DW03_Purcell_etal_GTFVideoIndex_7312014pdf. SEDAR, North Charleston
R Core Team (2021) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. https://www.R-projectorg/
Schliep K, Hechenbichler K (2015) kknn: weighted k-Nearest Neighbors. R package version 130. http://cranR-projectorg/package=kknn
Schobernd ZH, Bacheler NM, Conn PB (2014) Examining the utility of alternative video monitoring metrics for indexing reef fish abundance. Can J Fish Aquat Sci 71:464–471. https://doi.org/10.1139/cjfas-2013-0086
Schofield PJ (2009) Geographic extent and chronology of the invasion of non-native lionfish (Pterois volitans [Linnaeus 1758] and P. miles [Bennett 1828]) in the Western North Atlantic and Caribbean Sea. Aquat Invasions 4:473–479. https://doi.org/10.3391/ai.2009.4.3.5
Schofield PJ (2010) Update on geographic spread of invasive Lionfishes (Pterois volitans Linnaeus, 1758 and P. miles Bennett 1828) in the Western North Atlantic Ocean, Caribbean Sea and Gulf of Mexico. Aquat Invasions 5(1):S117–S122. https://doi.org/10.3391/ai.2010.5.S1.024
Sing T, Sander O, Beerenwinkel N, Lengauer T (2005) ROCR: visualizing classifier performance in R. Bioinformatics 21(20):3940–3941. https://doi.org/10.1093/bioinformatics/bti623
Smart TI, Reichert MJM, Ballenger JC, Bubley WJ, Wyanski DM (2015) Overview of sampling gears and standard protocols used by the Southeast Reef Fish Survey and its partners. SEDAR41-RD58. https://sedarweb.org/documents/s41rd58-overview-of-sampling-gears-and-standard-protocols-used-by-the-southeast-reef-fish-survey-and-its-partners/ SEDAR, North Charleston
Struhsaker P (1969) Demersal fish resources: composition, distribution, and commercial potential of the continental shelf stocks off the southeastern United States. Fishery Ind Res 4:261–300
Vilá M, Espinar JL, Hejda M, Hulme PE, Jarošík V, Maron JL, Pergl J, Schaffner U, Sun Y, Pyšek P (2011) Ecological impacts of invasive alien plants: a meta-analysis of their effects on pecies communities and ecosystems. Ecol Lett 14(7):702–705. https://doi.org/10.1111/j.1461-0248.2011.01628.x
Vitousek PM, Dantonio CM, Loope LL, Rejmanek M, Westbrooks R (1997) Introduced species: a significant component of human-caused global change. New Zeal J Ecol 21(1):1–16
Whitfield PE, Gardner T, Vives SP, Gilligan MR, Courtenay WR, Ray GC, Hare JA (2002) Biological invasion of the Indo-Pacific Lionfish Pterois volitans along the Atlantic coast of North America. Mar Ecol Prog Ser 235:289–297
Whitfield PE, Hare JA, David AW, Harter SL, Munoz RC, Addison CM (2007) Abundance estimates of the Indo-Pacific lionfish Pterois volitans/miles complex in the Western North Atlantic. Biol Invasions 9:53–64. https://doi.org/10.1007/s10530-006-9005-9
Whitfield PE, Muñoz RC, Buckel CA, Degan BP, Freshwater DW, Hare JA (2014) Native fish community structure and Indo-Pacific lionfish Pterois volitans densities along a depth-temperature gradient in Onslow Bay, North Carolina, USA. Mar Ecol Prog Ser 509:241–254. https://doi.org/10.3354/meps10882
Wood SN (2011) Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models. J Roy Stat Soc B Met 73:3–36. https://doi.org/10.1111/j.1467-9868.2010.00749.x
Wood SN (2017) Generalized additive models: an introduction with R, 2nd edn. Chapman and Hall/CRC, New York
Wood SN, Goude Y, Shaw S (2015) Generalized additive models for large datasets. J Roy Stat Soc C Appl 64(1):139–155
Wood SN, Li Z, Shaddick G, Augustin NH (2017) Generalized additive models for gigadata: modelling the UK black smoke network daily data. J Am Stat Assoc 112(519):1199–1210. https://doi.org/10.1080/01621459.2016.1195744
Acknowledgements
We are grateful to the numerous field biologist with the MARMAP, SEAMAP-SA, and SEFIS programs and the vessels crew that collected the data included in this article. The authors would also like to thank reviewers for their comments and constructive criticism to improve this manuscript. Mention of trade names or commerical companies is the identification purposes only and does not imply endorsment by the National Marine Fisheries Service, NOAA. The scientific results and conclusions, as well as any view and opinions expressed herein, are those of the authors and do not necessary reflect those of any government agency. This is contribution number 879 for the Marine Resources Research Institute at South Carolina Department of Natural Resources.
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Funding was provided by South Carolina State Wildlife Grant T-54-R-1 number F10AF00443. Additional funding was provided by NOAA through the MARMAP (NA21NMF4540294) and SEAMAP-SA (NA21NMF4350372) grants to SCDNR.
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All authors contributed to the conception and design of the study. Material preparation and data collection and video processing were performed by MF, NB, JB, and WB. MF and JB performed the statistical analyses. MF, JB, and WB wrote sections of the manuscript. All authors contributed to the article and approved the submitted version.
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Finch, M.W., Ballenger, J.C., Bacheler, N.M. et al. Tracking an invasion: how the distribution and abundance of Lionfish (Pterois spp.) has changed along the U.S. Atlantic coast. Biol Invasions (2024). https://doi.org/10.1007/s10530-024-03248-y
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DOI: https://doi.org/10.1007/s10530-024-03248-y