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Differences in the morphological body condition index of sea turtles between species and size classes

Published online by Cambridge University Press:  11 October 2022

Hideaki Nishizawa Open the ORCID record for Hideaki Nishizawa [Opens in a new window]  and
Juanita Joseph
Hideaki Nishizawa*
Affiliation:
Graduate School of Informatics, Kyoto University, Yoshida-honmachi, Sakyo, Kyoto 606-8501, Japan
Juanita Joseph
Affiliation:
Borneo Marine Research Institute, Universiti Malaysia Sabah, 88400 Kota Kinabalu, Sabah, Malaysia
*
Author for correspondence: Hideaki Nishizawa, E-mail: nishizawa.hideaki.6s@kyoto-u.ac.jp
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Abstract

The body condition of animals is an important indicator of their habitats and the effects of anthropogenic activities and pollution. Body condition indices calculated from morphometric measurements have been widely employed as they are easy to use and inexpensive. In sea turtles, Fulton's condition index, calculated as the bodyweight divided by the cube of straight carapace length (SCL), has been commonly used and it has been proposed that an index of ≥1.2 indicates a good body condition. However, comparing Fulton's condition index between different species and size classes is problematic as it does not consider the mass-length relationship. In this study, we conducted a meta-analysis to evaluate the differences between sea turtles. A literature review indicated that most studies reported the SCL-based Fulton's condition index for green turtles (Chelonia mydas), followed by loggerhead turtles (Caretta caretta) and hawksbill turtles (Eretmochelys imbricata). Therefore, we compared the values reported for healthy turtles of these three species. Meta-analysis supported the adequacy of 1.2 as a threshold in juvenile and adult green turtles and large juvenile and adult loggerhead turtles. High Fulton's condition index values were found for hatchlings and post-hatchlings of all three species and small loggerhead turtle juveniles. Low Fulton's condition index values were found for hawksbill turtles, particularly small juveniles. The differences in the Fulton's condition index between species and size classes indicated that it should be used carefully as a threshold for health condition evaluation.

Keywords

Carapace lengthFulton's condition indexhealth conditionliterature reviewmeta-analysismorphometry
Type
Research Article
Information
Journal of the Marine Biological Association of the United Kingdom , Volume 102 , Issue 7 , November 2022 , pp. 479 - 485
Copyright
Copyright © The Author(s), 2022. Published by Cambridge University Press on behalf of Marine Biological Association of the United Kingdom

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References

IBW, Adnyana, MJA, Christianen, Hitipeuw, C and Dethmers, K (2020) The body condition index and genetic connectivity among foraging green turtle populations in Indonesia at different scales: a case study from Berau green turtle rookery, East Kalimantan–Indonesia. International Journal of Life Sciences Research 8, 46–61.Google Scholar
Álvarez-Varas, R, Véliz, D, Vélez-Rubio, GM, Fallabrino, A, Zárate, P, Heidemeyer, M, Godoy, DA and Benítez, HA (2019) Identifying genetic lineages through shape: an example in a cosmopolitan marine turtle species using geometric morphometrics. PLoS ONE 14, e0223587.CrossRefGoogle Scholar
Amorocho, DF, Abreu-Grobois, FA, Dutton, PH and Reina, RD (2012) Multiple distant origins for green sea turtles aggregating off Gorgona Island in the Colombian eastern Pacific. PLoS ONE 7, e31486.CrossRefGoogle ScholarPubMed
Anderson, ET, Harms, CA, Stringer, EM and Cluse, WM (2011) Evaluation of hematology and serum biochemistry of cold-stunned green sea turtles (Chelonia mydas) in North Carolina, USA. Journal of Zoo and Wildlife Medicine 42, 247–255.CrossRefGoogle Scholar
Banerjee, SM, Frey, A, Kurle, CM, Perrault, JR and Stewart, KR (2020) Morphological variation in leatherback (Dermochelys coriacea) hatchlings at sandy point national wildlife refuge, US Virgin Islands. Endangered Species Research 41, 361–372.CrossRefGoogle Scholar
Barco, S, Law, M, Drummond, B, Koopman, H, Trapani, C, Reinheimer, S, Rose, S, Swingle, WM and Williard, A (2016) Loggerhead turtles killed by vessel and fishery interaction in Virginia, USA, are healthy prior to death. Marine Ecology Progress Series 555, 221–234.CrossRefGoogle Scholar
Bell, IP, Meager, J, van de Merwe, JP and Hof, CAM (2019) Green turtle (Chelonia mydas) population demographics at three chemically distinct foraging areas in the northern great barrier reef. Science of the Total Environment 652, 1040–1050.CrossRefGoogle ScholarPubMed
Bjorndal, KA, Bolten, AB and Chaloupka, MY (2000 a) Green turtle somatic growth model: evidence for density dependence. Ecological Applications 10, 269–282.Google Scholar
Bjorndal, KA, Bolten, AB, Chaloupka, M, Saba, VS, Bellini, C, Marcovaldi, MAG, Santos, AJB, Bortolon, LFW, Meylan, AB, Meylan, PA, Gray, J, Hardy, R, Brost, B, Bresette, M, Gorham, JC, Connett, S, Crouchley, BVS, Dawson, M, Hayes, D, Diez, CE, van Dam, RP, Willis, S, Nava, M, Hart, KM, Cherkiss, MS, Crowder, AG, Pollock, C, Hillis-Starr, Z, Muñoz Tenería, FA, Herrera-Pavón, R, Labrada-Martagón, V, Lorences, A, Negrete-Philippe, A, Lamont, MM, Foley, AM, Bailey, R, Carthy, RR, Scarpino, R, McMichael, E, Provancha, JA, Brooks, A, Jardim, A, López-Mendilaharsu, M, González-Paredes, D, Estrades, A, Fallabrino, A, Martínez-Souza, G, Vélez-Rubio, GM, Boulon, RH Jr, Collazo, JA, Wershoven, R, Hernández, VG, Stringell, TB, Sanghera, A, Richardson, PB, Broderick, AC, Phillips, Q, Calosso, M, Claydon, JAB, Metz, TL, Gordon, AL, Landry, AM Jr, Shaver, DJ, Blumenthal, J, Collyer, L, Godley, BJ, McGowan, A, Witt, MJ, Campbell, CL, Lagueux, CJ, Bethel, TL and Kenyon, L (2017) Ecological regime shift drives declining growth rates of sea turtles throughout the West Atlantic. Global Change Biology 23, 4556–4568.CrossRefGoogle ScholarPubMed
Bjorndal, KA, Bolten, AB and Martins, HR (2000 b) Somatic growth model of juvenile loggerhead sea turtles Caretta caretta: duration of pelagic stage. Marine Ecology Progress Series 202, 265–272.CrossRefGoogle Scholar
Bjorndal, KA, Chaloupka, M, Saba, VS, Diez, CE, van Dam, RP, Krueger, BH, Horrocks, JA, Santos, AJB, Bellini, C, Marcovaldi, MAG, Nava, M, Willis, S, Godley, BJ, Gore, S, Hawkes, LA, McGowan, A, Witt, MJ, Stringell, TB, Sanghera, A, Richardson, PB, Broderick, AC, Phillips, Q, Calosso, MC, Claydon, JAB, Blumenthal, J, Moncada, F, Nodarse, G, Medina, Y, Dunbar, SG, Wood, LD, Lagueux, CJ, Campbell, CL, Meylan, AB, Meylan, PA, Burns Perez, VR, Coleman, RA, Strindberg, S, Guzmán-H, V, Hart, KM, Cherkiss, MS, Hillis-Starr, Z, Lundgren, IF, Boulon, RH Jr, Connett, S, Outerbridge, ME and Bolten, AB (2016) Somatic growth dynamics of West Atlantic hawksbill sea turtles: a spatio-temporal perspective. Ecosphere 7, e01279.CrossRefGoogle Scholar
Bjorndal, KA, Schroeder, BA, Foley, AM, Witherington, BE, Bresette, M, Clark, D, Herren, RM, Arendt, MD, Schmid, JR, Meylan, AB, Meylan, PA, Provancha, JA, Hart, KM, Lamont, MM, Carthy, RR and Bolten, AB (2013) Temporal, spatial, and body size effects on growth rates of loggerhead sea turtles (Caretta caretta) in the Northwest Atlantic. Marine Biology 160, 2711–2721.CrossRefGoogle Scholar
Bolten, AB (1999) Techniques for measuring sea turtles. In Eckert, KL, Bjorndal, KA, Abreu-Grobois, FA and Donnelly, M (eds), Research and Management Techniques for the Conservation of Sea Turtles. Washington, DC: IUCN/SSC Marine Turtle Specialist Group Publication 4, pp. 110–114.Google Scholar
Cammilleri, G, Calvaruso, E, Pantano, L, Cascio, GL, Randisi, B, Macaluso, A, Vazzana, M, Caracappa, G, Giangrosso, G, Vella, A and Ferrantelli, V (2017) Survey on the presence of non-dioxine-like PCBS (NDL-PCBS) in loggerhead turtles (Caretta caretta) stranded in south Mediterranean coasts (Sicily, southern Italy). Environmental Toxicology and Chemistry 36, 2997–3002.CrossRefGoogle ScholarPubMed
Clukey, KE, Lepczyk, CA, Balazs, GH, Work, TM and Lynch, JM (2017) Investigation of plastic debris ingestion by four species of sea turtles collected as bycatch in pelagic Pacific longline fisheries. Marine Pollution Bulletin 120, 117–125.CrossRefGoogle ScholarPubMed
Conant, TA, Dutton, PH, Eguchi, T, Epperly, SP, Fahy, CC, Godfrey, MH, MacPherson, SL, Possardt, EE, Schroeder, BA, Seminoff, JA, Snover, ML, Upite, CM and Witherington, BE (2009) Loggerhead sea turtle (Caretta caretta) 2009 status review under the U.S. Endangered Species Act. Report of the Loggerhead Biological Review Team to the National Marine Fisheries Service, August 2009, 222 pp.Google Scholar
Diez, CE and van Dam, RP (2002) Habitat effect on hawksbill turtle growth rates on feeding grounds at Mona and Monito Islands, Puerto Rico. Marine Ecology Progress Series 234, 301–309.CrossRefGoogle Scholar
Fleming, KA, Perrault, JR, Stacy, NI, Coppenrath, CM and Gainsbury, AM (2020) Heat, health and hatchlings: associations of in situ nest temperatures with morphological and physiological characteristics of loggerhead sea turtle hatchlings from Florida. Conservation Physiology 8, coaa046.CrossRefGoogle ScholarPubMed
Fukuoka, T, Narazaki, T and Sato, K (2015) Summer-restricted migration of green turtles Chelonia mydas to a temperate habitat of the northwest Pacific Ocean. Endangered Species Research 28, 1–10.CrossRefGoogle Scholar
Gorham, JC, Clark, DR, Bresette, MJ, Bagley, DA, Keske, CL, Traxler, SL, Witherington, BE, Shamblin, BM and Nairn, CJ (2014) Characterization of a subtropical hawksbill sea turtle (Eretmochelys imbricata) assemblage utilizing shallow water natural and artificial habitats in the Florida keys. PLoS ONE 9, e114171.CrossRefGoogle Scholar
Hamabata, T, Nishizawa, H, Kawazu, I, Kameda, K, Kamezaki, N and Hikida, T (2018) Stock composition of green turtles Chelonia mydas foraging in the Ryukyu Archipelago differs with size class. Marine Ecology Progress Series 600, 151–163.CrossRefGoogle Scholar
Harrer, M, Cuijpers, P, Furukawa, T and Ebert, DD (2019) dmetar: Companion R Package For The Guide ‘Doing Meta-Analysis in R. R package version 0.0.9000. Available at http://dmetar.protectlab.org/ (Accessed 21 April 2021).CrossRefGoogle Scholar
Huwaldt, JA (2001) PlotDigitizer. Available at http://plotdigitizer.sourceforge.net (Accessed 16 September 2020).Google Scholar
Iwase, F and Kuroyanagi, K (1999) Relationship between straight carapace length and curved carapace length of green and hawksbill turtles. Umigame Newsletter Japan 39, 12. (in Japanese).Google Scholar
Jessop, TS, Hamann, M and Limpus, CJ (2004) Body condition and physiological changes in male green turtles during breeding. Marine Ecology Progress Series 276, 281–288.CrossRefGoogle Scholar
Johnson, MD (2007) Measuring habitat quality: a review. Condor 109, 489–504.CrossRefGoogle Scholar
Komoroske, LM, Kewison, RL, Seminoff, JA, Deheyn, DD and Dutton, PH (2011) Pollutants and the health of green sea turtles resident to an urbanized estuary in San Diego, CA. Chemosphere 84, 544–552.CrossRefGoogle Scholar
Kophamel, S, Illing, B, Ariel, E, Difalco, M, Skerratt, LF, Hamann, M, Ward, LC, Méndez, D and Munns, SL (2022) Importance of health assessments for conservation in noncaptive wildlife. Conservation Biology 36, e13724.CrossRefGoogle ScholarPubMed
Labrada-Martagón, V, Méndez-Rodríguez, LC, Gardner, SC, Cruz-Escalona, VH and Zenteno-Savín, T (2010) Health indices of the green turtle (Chelonia mydas) along the Pacific coast of Baja California Sur, Mexico. II. Body condition index. Chelonian Conservation and Biology 9, 173–183.CrossRefGoogle Scholar
Labrada-Martagón, V, Méndez-Rodríguez, LC, Mangel, M and Zenteno-Savín, T (2013) Applying generalized linear models as an explanatory tool of sex steroids, thyroid hormones and their relationships with environmental and physiologic factors in immature East Pacific green sea turtles (Chelonia mydas). Comparative Biochemistry and Physiology, Part A 166, 91–100.CrossRefGoogle ScholarPubMed
Labrada-Martagón, V, Tenorio Rodríguez, PA, Méndez-Rodríguez, LC and Zenteno-Savín, T (2011) Oxidative stress indicators and chemical contaminants in East Pacific green turtles (Chelonia mydas) inhabiting two foraging coastal lagoons in the Baja California peninsula. Comparative Biochemistry and Physiology, Part C 154, 65–75.Google ScholarPubMed
Lamont, MM and Johnson, D (2021) Variation in species composition, size and fitness of two multi-species sea turtle assemblages using different neritic habitats. Frontiers in Marine Science 7, 608740.CrossRefGoogle Scholar
Limpus, CJ (1992) The hawksbill turtle, Eretmochelys imbricata, in Queensland: population structure within a southern great barrier reef feeding ground. Wildlife Research 19, 489–505.CrossRefGoogle Scholar
López-Mendilaharsu, M, Vélez-Rubio, GM, Lezama, C, Aisenberg, A, Bauzá, A, Berrondo, L, Calvo, V, Caraccio, N, Estrades, A, Hernández, M, Laporta, M, Martínez-Souza, H, Morales, M, Quirici, V, Ríos, M and Fallabrino, A (2016) Demographic and tumour prevalence data for juvenile green turtles at the coastal-marine protected area of Cerro Verde, Uruguay. Marine Biology Research 12, 541–550.CrossRefGoogle Scholar
Mansfield, KL, Wyneken, J, Rittschof, D, Walsh, M, Lim, CW and Richards, PM (2012) Satellite tag attachment methods for tracking neonate sea turtles. Marine Ecology Progress Series 457, 181–192.CrossRefGoogle Scholar
Marn, N, Klanjscek, T, Stokes, L and Jusup, M (2015) Size scaling in western North Atlantic loggerhead turtles permits extrapolation between regions, but not life stages. PLoS ONE 10, e0143747.CrossRefGoogle Scholar
Maulida, FF, Hadi, S, Imron, MA and Reischig, T (2017) Geometry morphometry and health status of hawksbill turtle (Eretmochelys imbricata Linnaeus, 1766) in Maratua Island, East Kalimantan-Indonesia. ICBS Conference Proceedings International Conference on Biological Science (2015) 2017, 100–110.Google Scholar
Nishizawa, H, Joseph, J, Chong, YK, Syed Kadir, SA, Isnain, I, Ganyai, TA, Jaaman, S and Zhang, X (2018) Comparison of the rookery connectivity and migratory connectivity: insight into movement and colonization of the green turtle (Chelonia mydas) in Pacific–Southeast Asia. Marine Biology 165, 77.CrossRefGoogle Scholar
Nishizawa, H, Naito, Y, Suganuma, H, Abe, O, Okuyama, J, Hirate, K, Tanaka, S, Inoguchi, E, Narushima, K, Kobayashi, K, Ishii, H, Tanizaki, S, Kobayashi, M, Goto, A and Arai, N (2013) Composition of green turtle feeding aggregations along the Japanese archipelago: implications for changes in composition with current flow. Marine Biology 160, 2671–2685.CrossRefGoogle Scholar
Norton, T and Wyneken, J (2015) Body condition scoring the sea turtle. 27 January 2015. LafeberVet Web site. Available at https://lafeber.com/vet/body-condition-scoring-the-sea-turtle/ (Accessed 27 August 2021).Google Scholar
Okamoto, K, Ouchi, Y, Ishihara, T and Kamezaki, N (2012) Straight carapace length calculation of the loggerhead and green sea turtles from some morphological characters. Umigame Newsletter Japan 91, 8–12 (in Japanese).Google Scholar
Patino-Martinez, J, Marco, A, Quiñones, L and Hawkes, L (2012) A potential tool to mitigate the impacts of climate change to the Caribbean leatherback sea turtle. Global Change Biology 18, 401–411.CrossRefGoogle Scholar
Peckham, SH, Maldonado-Diaz, D, Koch, V, Mancini, A, Gaos, A, Tinker, MT and Nichols, WJ (2008) High mortality of loggerhead turtles due to bycatch, human consumption and strandings at Baja California Sur, Mexico, 2003 to 2007. Endangered Species Research 5, 171–183.CrossRefGoogle Scholar
Peig, J and Green, AJ (2010) The paradigm of body condition: a critical reappraisal of current methods based on mass and length. Functional Ecology 24, 1323–1332.CrossRefGoogle Scholar
R Core Team (2020) R: A Language and Environment for Statistical Computing. Vienna: R Foundation for Statistical Computing. Available at https://www.R-project.org/ (Accessed 21 August 2020).Google Scholar
Ricker, WE (1975) Computation and interpretation of biological statistics of fish populations. Bulletin of the Fisheries Research Board of Canada 191, 1–382.Google Scholar
Rodriguez, AR and Heck, KL (2020) Green turtle herbivory and its effects on the warm, temperate seagrass meadows of St. Joseph Bay, Florida (USA). Marine Ecology Progress Series 639, 37–51.CrossRefGoogle Scholar
Rossi, S, Sánchez-Sarmiento, AM, Santos, RG, Zamana, RR, Prioste, FES, Gattamorta, MA, Ochoa, PFC, Grisi-Filho, JHH and Matushima, ER (2019) Monitoring green sea turtles in Brazilian feeding areas: relating body condition index to fibropapillomatosis prevalence. Journal of the Marine Biological Association of the United Kingdom 99, 1879–1887.CrossRefGoogle Scholar
Salmon, M, Coppenrath, C and Higgins, B (2018) Allometric growth in juvenile marine turtles: possible role as an antipredator adaptation. Zoology 117, 131–138.CrossRefGoogle Scholar
Salmon, M and Scholl, J (2014) The early ontogeny of carapace armoring in hawksbill sea turtles (Eretmochelys imbricata), with comparisons to its close relatives (Loggerhead, Caretta caretta; Kemp's Ridley, Lepidochelys kempii). Journal of Morphology 279, 1224–1233.CrossRefGoogle Scholar
Sampson, L, Payán, LF, Amorocho, DF, Seminoff, JA and Giraldo, A (2014) Intraspecific variation of the green turtle, Chelonia mydas (Cheloniidae), in the foraging area of Gorgona natural national park (Colombian Pacific). Acta Biológica Colombiana 19, 461–470.CrossRefGoogle Scholar
Seminoff, JA, Allen, CD, Balazs, GH, Dutton, PH, Eguchi, T, Haas, HL, Hargrove, SA, Jensen, M, Klemm, DL, Lauritsen, AM, MacPherson, SL, Opay, P, Possardt, EE, Pultz, S, Seney, E, Van Houtan, KS and Waples, RS (2015) Status review of the green turtle (Chelonia mydas) under the endangered species act. NOAA Technical Memorandum, NOAANMFS-SWFSC-539, 571 pp.Google Scholar
Seminoff, JA, Jones, TT, Resendiz, A, Nichols, WJ and Chaloupka, MY (2003) Monitoring green turtles (Chelonia mydas) at a coastal foraging area in Baja California, Mexico: multiple indices describe population status. Journal of the Marine Biological Association of the United Kingdom 83, 1355–1362.CrossRefGoogle Scholar
Sielfeld, W, Salinas-Cisternas, P, Contreras, D, Tobar, M, Gallardo, J and Azocar, C (2019) Population status of green turtles (Chelonia mydas) foraging in Arica Bay, Chile. Pacific Science 73, 501–514.CrossRefGoogle Scholar
Sönmez, B (2019) Morphological variations in the green turtle (Chelonia mydas): a field study on an eastern Mediterranean nesting population. Zoological Studies 58, 16.Google Scholar
Stevenson, RD and Woods, WA (2006) Condition indices for conservation: new uses for evolving tools. Integrative and Comparative Biology 46, 1169–1190.CrossRefGoogle ScholarPubMed
Teas, WG (1993) Species composition and size class distribution of marine turtle strandings on the Gulf of Mexico and southeast United States coasts, 1985–1991. NOAA Technical Memorandum NMFS-SEFSC-315.Google Scholar
van Dam, RP and Diez, CE (1998) Caribbean Hawksbill turtle morphometrics. Bulletin of Marine Science 62, 145–155.Google Scholar
van de Merwe, J, Hodge, M, Whittier, JM, Ibrahim, K and Lee, SY (2010) Persistent organic pollutants in the green sea turtle Chelonia mydas: nesting population variation, maternal transfer, and effects on development. Marine Ecology Progress Series 403, 269–278.CrossRefGoogle Scholar
van de Merwe, J, Ibrahim, K and Whittier, J (2005) Effects of hatchery shading and nest depth on the development and quality of Chelonia mydas hatchlings: implications for hatchery management in Peninsular, Malaysia. Australian Journal of Zoology 53, 205–211.CrossRefGoogle Scholar
Viechtbauer, W (2010) Conducting meta-analyses in R with the metafor package. Journal of Statistical Software 36, 1–48.CrossRefGoogle Scholar
Wabnitz, C and Pauly, D (2008) Length-weight relationships and additional growth parameters for sea turtles. In Palomares, MLD and Pauly, D (eds), Von Bertalanffy Growth Parameters of Non-Fish Marine Organisms. Fisheries Centre Research Reports, no. 16. Vancouver: Fisheries Centre, University of British Columbia, pp. 92–101.Google Scholar
Wallace, BP, DiMatteo, AD, Hurley, BJ, Finkbeiner, EM, Bolten, AB, Chaloupka, MY, Hutchinson, BJ, Abreu-Grobois, FA, Amorocho, D, Bjorndal, KA, Bourjea, J, Bowen, BW, Dueñas, RB, Casale, P, Choudhury, BC, Costa, A, Dutton, PH, Fallabrino, A, Girard, A, Girondot, M, Godfrey, MH, Hamann, M, López-Mendilaharsu, M, Marcovaldi, MA, Mortimer, JA, Musick, JA, Nel, R, Pilcher, NJ, Seminoff, JA, Troëng, S, Witherington, B and Mast, RB (2010) Regional management units for marine turtles: a novel framework for prioritizing conservation and research across multiple scales. PLoS ONE 5, e15465.CrossRefGoogle ScholarPubMed
Wan, X, Wang, W, Liu, J and Tong, T (2014) Estimating the sample mean and standard deviation from the sample size, median, range and/or interquartile range. BMC Medical Research Methodology 14, 135.CrossRefGoogle ScholarPubMed
Wang, Y-F, Li, T-H, Jiang, Y-F, Chi, C-H, Cheng, I-J, Cheng, C-H, Sun, R and Yu, P-H (2020) Light microscopic and ultrastructural characteristics of heterophil toxicity and left-shifting in green sea turtles (Chelonia mydas) from Taiwan. Zoological Studies 59, 52.Google ScholarPubMed
Work, TM and Balazs, GH (1999) Relating tumor score to hematology in green turtles with fibropapillomatosis in Hawaii. Journal of Wildlife Diseases 35, 804–807.CrossRefGoogle ScholarPubMed
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