Abstract
Environmental and biological context play significant roles in modulating physiological stress responses of individuals in wildlife populations yet are often overlooked when evaluating consequences of human disturbance on individual health and fitness. Furthermore, most studies gauge individual stress responses based on a single physiological biomarker, typically circulating glucocorticoid concentrations, which limits interpretation of the complex, multifaceted responses of individuals to stressors. We selected four physiological biomarkers to capture short-term and prolonged stress responses in a widespread cave-roosting bat, Hipposideros diadema, across multiple gradients of human disturbance in and around caves in the Philippines. We used conditional inference trees and random forest analysis to determine the role of environmental quality (cave complexity, available roosting area), assemblage composition (intra- and interspecific associations and species richness), and intrinsic characteristics of individuals (sex and reproductive status) in modulating responses to disturbance. Direct cave disturbance (hunting pressure and human visitation) was the primary driver of neutrophil-to-lymphocyte ratios, with lower ratios associated with increased disturbance, while context-specific factors were more important in explaining total leukocyte count, body condition, and ectoparasite load. Moreover, conditional inference trees revealed complex interactions among human disturbance and modulating factors. Cave complexity often ameliorated individual responses to human disturbance, whereas conspecific abundance often compounded responses. Our study demonstrates the importance of an integrated approach that incorporates environmental and biological context when identifying drivers of physiological responses, and that assesses responses to gradients of direct and indirect disturbance using multiple complementary biomarkers.
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References
Acevedo-Whitehouse K, Duffus ALJ (2009) Effects of environmental change on wildlife health. Philos Trans R Soc Lond B Biol Sci 364:3429–3438. https://doi.org/10.1098/rstb.2009.0128
Anthony EL (1988) Age determination in bats. In: Kunz TH (ed) Ecological and behavioral methods for the study of bats. Smithsonian Press, Washington, pp 47–58
Arita HT (1996) The conservation of cave-roosting bats in Yucatan, Mexico. Biol Conserv 76:177–185
Baker MR, Gobush KS, Vynne CH (2013) Review of factors influencing stress hormones in fish and wildlife. J Nat Conserv 21:309–318. https://doi.org/10.1016/j.jnc.2013.03.003
Bauer CM, Skaff NK, Bernard AB et al (2013) Habitat type influences endocrine stress response in the degu (Octodon degus). Gen Comp Endocrinol 186:136–144. https://doi.org/10.1016/j.ygcen.2013.02.036
Becker DJ, Chumchal MM, Bentz AB et al (2017) Predictors and immunological correlates of sublethal mercury exposure in vampire bats. R Soc Open Sci 4:170073. https://doi.org/10.1098/rsos.170073
Bonier F, Martin PR, Sheldon KS, Jensen JP, Foltz SL, Wingfield JC (2007) Sex-specific consequences of life in the city. Behav Ecol 18(1):121–129. https://doi.org/10.1093/beheco/arl050
Bonier F, Martin PR, Moore IT, Wingfield JC (2009) Do baseline glucocorticoids predict fitness? Trends Ecol Evol 24:634–642. https://doi.org/10.1016/j.tree.2009.04.013
Breuner CW, Delehanty B, Boonstra R (2013) Evaluating stress in natural populations of vertebrates: total CORT is not good enough. Funct Ecol 27:24–36. https://doi.org/10.1111/1365-2435.12016
Brunet AK, Medellín RA (2001) The species-area relationship in bat assemblages of tropical caves. J Mammal 82:1114–1122
Cardiff SG (2006) Bat cave selection and conservation in Ankarana, northern Madagascar. PhD Dissertation, Columbia University
Christe P, Glaizot O, Evanno G, Bruyndonckx N, Devevey G, Yannic G, Patthey P, Maeder A, Vogel P, Arlettaz R (2007) Host sex and ectoparasites choice: Preference for, and higher survival on female hosts. J Anim Ecol 76 (4):703–710. https://doi.org/10.1111/j.1365-2656.2007.01255.x
Cottontail VM, Wellinghausen N, Kalko EKV (2009) Habitat fragmentation and haemoparasites in the common fruit bat, Artibeus jamaicensis (Phyllostomidae) in a tropical lowland forest in Panamá. Parasitology 136:1133–1145. https://doi.org/10.1017/S0031182009990485
Creel S, Dantzer B, Goymann W, Rubenstein DR (2013) The ecology of stress: effects of the social environment. Funct Ecol 27:66–80. https://doi.org/10.1111/j.1365-2435.2012.02029.x
Csorba G, Bumrungsri S, Francis C et al (2008) Hipposideros diadema. In: IUCN red list threat. Species. http://dx.doi.org/10.2305/IUCN.UK.2008.RLTS.T10128A3169874.en. Accessed 19 Apr 2016
Davis AK, Maney DL, Maerz JC (2008) The use of leukocyte profiles to measure stress in vertebrates: a review for ecologists. Funct Ecol 22:760–772. https://doi.org/10.1111/j.1365-2435.2008.01467.x
Dhabhar FS (1997) Acute stress enhances while chronic stress suppresses cell-mediated immunity in vivo: a potential role for leukocyte trafficking. Brain Behav Immun 11:286–306. https://doi.org/10.1016/j.limno.2013.04.005
Dick CW (2007) High host specificity of obligate ectoparasites. Ecol Entomol 32:446–450. https://doi.org/10.1111/j.1365-2311.2006.00836.x
Ellis BM (1976) Cave surveys. In: Ford TD, Cullingford CHD (eds) The science of speleology. Academic Press, London, pp 213–266
Fefferman NH, Romero LM (2013) Can physiological stress alter population persistence? A model with conservation implications. Conserv Physiol 1:1–13. https://doi.org/10.1093/conphys/cot012
Folt CL, Chen YC, Moore MV, Burnaford J (1999) Synergism and antagonism among multiple stressors. Limnol Oceanogr 44:864–877. https://doi.org/10.4319/lo.1999.44.3_part_2.0864
Fox J (2016) Polycor: polychoric and polyserial correlations. R package version 0.7-9. https://CRAN.R-project.org/package=polycor. Accessed 25 June 2017
Fredebaugh-Siller SL, Suski CD, Zuckerman ZC, Schooley RL (2013) Ecological correlates of stress for a habitat generalist in a biofuels landscape. Can J Zool 91:853–858. https://doi.org/10.1139/cjz-2013-0157
French SS, González-Suárez M, Young JK et al (2011) Human disturbance influences reproductive success and growth rate in California sea lions (Zalophus californianus). PLoS One 6:e17686. https://doi.org/10.1371/journal.pone.0017686
Fu W, Simonoff JS (2015) Unbiased regression trees for longitudinal and clustered data. Comput Stat Data Anal 88:53–74. https://doi.org/10.1016/j.csda.2015.02.004
Furey NM, Racey PA (2016) Conservation ecology of cave bats. In: Kingston T, Voigt CC (eds) Bats in the anthropocene: conservation of bats in a changing world. Springer International Publishing, Berlin, pp 463–500
Gannon MR, Willig MR (1995) Ecology of ectoparasites from tropical bats. Environ Entomol 24:1495–1503
Giorgi MS, Arlettaz R, Guillaume F et al (2004) Causal mechanisms underlying host specificity in bat ectoparasites. Oecologia 138:648–654. https://doi.org/10.1007/s00442-003-1475-1
Hinam HL, Clair CCS (2008) High levels of habitat loss and fragmentation limit reproductive success by reducing home range size and provisioning rates of northern saw-whet owls. Biol Conserv 141:524–535. https://doi.org/10.1016/j.biocon.2007.11.011
Hofer H, East M (1998) Biological conservation and stress. Adv Study Behav 27:405–525
Homyack JA (2010) Evaluating habitat quality of vertebrates using conservation physiology tools. Wildl Res 37:332–342. https://doi.org/10.1071/WR08093
Hothorn T, Hornik K, Zeileis A (2006) Unbiased recursive partitioning: a conditional inference framework. J Comput Graph Stat 15:651–674. https://doi.org/10.1198/106186006X133933
Hutson A, Mickleburgh S, Racey P (2001) Microchiropteran bats: global status survey and conservation action plan. IUCN, Gland
Ieno EN, Zuur AF (2015) A beginner’s guide to data exploration and visualisation in R. Highland Statistics Ltd., Newburgh
Janin A, Léna JP, Joly P (2011) Beyond occurrence: body condition and stress hormone as integrative indicators of habitat availability and fragmentation in the common toad. Biol Conserv 144:1008–1016. https://doi.org/10.1016/j.biocon.2010.12.009
Jessop TS (2001) Modulation of the adrenocortical stress response in marine turtles (Cheloniidae): evidence for a hormonal tactic maximizing maternal reproductive investment. J Zool 254:57–65. https://doi.org/10.1017/S0952836901000553
Johnstone CPC, Reina RDRRD, Lill A (2010) Impact of anthropogenic habitat fragmentation on population health in a small, carnivorous marsupial. J Mammal 91:1332–1341. https://doi.org/10.1644/10-MAMM-A-034.1
Johnstone CP, Reina RD, Lill A (2012) Interpreting indices of physiological stress in free-living vertebrates. J Comp Physiol B 182:861–879. https://doi.org/10.1007/s00360-012-0656-9
Johnstone CP, Lill A, Reina RD (2014) Habitat loss, fragmentation and degradation effects on small mammals: analysis with conditional inference tree statistical modelling. Biol Conserv 176:80–98. https://doi.org/10.1016/j.biocon.2014.04.025
MacDonald AA, Herbison GP, Showell M, Farquhar CM (2010) The impact of body mass index on semen parameters and reproductive hormones in human males: a systematic review with meta-analysis. Hum Reprod Update 16:293–311. https://doi.org/10.1093/humupd/dmp047
Maceda-Veiga A, Figuerola J, Martínez-Silvestre A et al (2015) Inside the Redbox: applications of haematology in wildlife monitoring and ecosystem health assessment. Sci Total Environ 514:322–332. https://doi.org/10.1016/j.scitotenv.2015.02.004
Mazerolle DF, Hobson KA (2002) Physiological ramifications of habitat selection in territorial male ovenbirds: consequences of landscape fragmentation. Oecologia 130:356–363. https://doi.org/10.1007/s00442-001-0818-z
Nagy K, Reiczigel J, Harnos A et al (2010) Tree-based methods as an alternative to logistic regression in revealing risk factors of crib-biting in horses. J Equine Vet Sci 30:21–26
Neggazi SA, Noreikiene K, Öst M, Jaatinen K (2016) Reproductive investment is connected to innate immunity in a long-lived animal. Oecologia 182:347–356. https://doi.org/10.1007/s00442-016-3657-7
Parry-Jones K, Webster KN, Divljan A (2016) Baseline levels of faecal glucocorticoid metabolites and indications of chronic stress in the vulnerable grey-headed flying-fox, Pteropus poliocephalus. Aust Mammal 38:195–203. https://doi.org/10.1071/AM15030
Partecke J, Schwabl I, Gwinner E (2006) Stress and the city: urbanization and its effects on the stress physiology in European blackbirds. Ecology 87:1945–1952. https://doi.org/10.1890/0012-9658(2006)87[1945:SATCUA]2.0.CO;2
Pavey CR (1998) Colony sizes, roost use and foraging ecology of Hipposideros diadema reginae, a rare bat from tropical Australia. Pac Conserv Biol 4:232. https://doi.org/10.1071/PC980232
Peig J, Green AJ (2009) New perspectives for estimating body condition from mass/length data: the scaled mass index as an alternative method. Oikos 118:1883–1891. https://doi.org/10.1111/j.1600-0706.2009.17643.x
Phelps KL (2016) Responses of cave-roosting bats to complex environmental gradients: an assessment across assemblage, species and population levels. PhD Dissertation, Texas Tech University
Phelps K, Jose R, Labonite M, Kingston T (2016) Correlates of cave-roosting bat diversity as an effective tool to identify priority caves. Biol Conserv 201:201–209. https://doi.org/10.1016/j.biocon.2016.06.023
Pilosof S, Korine C, Moore MS, Krasnov BR (2014) Effects of sewage-water contamination on the immune response of a desert bat. Mamm Biol 79:183–188. https://doi.org/10.1016/j.mambio.2013.10.005
Racey PA (2009) Reproductive assessment of bats. In: Kunz TH, Parsons S (eds) Ecological and behavioural methods for the study of bats. John Hopkins University Press, Baltimore, pp 249–264
Rauw WM (2012) Immune response from a resource allocation perspective. Front Genet 3:267. https://doi.org/10.3389/fgene.2012.00267
R Core Team (2017) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna. https://www.R-project.org
Roberts ML, Buchanan KL, Evans MR (2004) Testing the immunocompetence handicap hypothesis: a review of the evidence. Anim Behav 68(2):227–239. https://doi.org/10.1016/j.anbehav.2004.05.001
Rogovin K, Randall JA, Kolosova I, Moshkin M (2003) Social correlates of stress in adult males of the great gerbil, Rhombomys opimus, in years of high and low population densities. Horm Behav 43:132–139. https://doi.org/10.1016/S0018-506X(02)00028-4
Ruiz G, Rosenmann M, Novoa FF, Sabat P (2002) Hematological parameters and stress index in rufous-collared sparrows dwelling in urban environments. Condor 104:162–166. https://doi.org/10.1650/0010-5422(2002)104[0162:HPASII]2.0.CO;2
Sapolsky RM, Romero ML, Munck A (2000) How do glucocorticoids influence the stress response? Endocr Rev 21:55–89
Schneeberger K, Czirják GÁ, Voigt CC (2013) Measures of the constitutive immune system are linked to diet and roosting habits of neotropical bats. PLoS One 8:e54023. https://doi.org/10.1371/journal.pone.0054023
Schneeberger K, Courtiol A, Czirják GÁ, Voigt CC (2014) Immune profile predicts survival and reflects senescence in a small, long-lived mammal, the greater sac-winged bat (Saccopteryx bilineata). PLoS One 9:e108268. https://doi.org/10.1371/journal.pone.0108268
Sedlock JL, Jose RP, Vogt JM et al (2014) A survey of bats in a karst landscape in the central Philippines. Acta Chiropterologica 16:197–211. https://doi.org/10.3161/150811014X683390
Seltmann A, Czirják GÁ, Courtiol A et al (2017) Habitat disturbance results in chronic stress and impaired health status in forest-dwelling paleotropical bats. Conserv Physiol 5:1–14. https://doi.org/10.1093/conphys/cox020
Semeniuk C, Bourgeon S (2009) Hematological differences between stingrays at tourist and non-visited sites suggest physiological costs of wildlife tourism. Biol Conserv 142:1818–1829
Sih A, Bell AM, Kerby JL (2004) Two stressors are far deadlier than one. Trends Ecol Evol 19:274–276. https://doi.org/10.1016/j.tree.2004.02.010
Smith LC (2011) Neutrophil: lymphocyte ratio as a possible indicator of chronic anthropogenic stress in bats. Thesis, Auburn University
Speakman J, Racey P (1986) The influence of body condition on sexual development of male brown long-eared bats (Plecotus auritus) in the wild. J Zool 210:515–525
Tablado Z, Jenni L (2015) Determinants of uncertainty in wildlife responses to human disturbance. Biol Rev 92:216–233. https://doi.org/10.1111/brv.12224
Tanalgo KC, Tabora JAG (2015) Cave-dwelling bats (Mammalia: Chiroptera) and conservation concerns in South central Mindanao, Philippines. J Threat Taxa 7:8185. https://doi.org/10.11609/jott.1757.7.15.8185-8194
Urich P, Day M, Lynagh F (2001) Policy and practice in karst landscape protection: Bohol, the Philippines. Geogr J 167:305–323
van Beynen P, Townsend K (2005) A disturbance index for karst environments. Environ Manag 36:101–116. https://doi.org/10.1007/s00267-004-0265-9
Vidal-Martínez VM, Pech D, Sures B et al (2010) Can parasites really reveal environmental impact? Trends Parasitol 26:44–51. https://doi.org/10.1016/j.pt.2009.11.001
Walker BG, Boersma PD, Wingfield JC (2005) Field endocrinology and conservation biology. Integr Comp Biol 45:12–18. https://doi.org/10.1093/icb/45.1.12
Warne RW, Proudfoot GA, Crespi EJ (2015) Biomarkers of animal health: integrating nutritional ecology, endocrine ecophysiology, ecoimmunology, and geospatial ecology. Ecol Evol 5:557–566. https://doi.org/10.1002/ece3.1360
Warton DI, Duursma RA, Falster DS, Taskinen S (2012) smatr 3- an R package for estimation and inference about allometric lines. Methods Ecol Evol 3:257–259. https://doi.org/10.1111/j.2041-210X.2011.00153.x
Wikelski M, Cooke S (2006) Conservation physiology. Trends Ecol Evol 21:38–46
Willoughby A, Phelps K, Consortium PREDICT, Olival K (2017) A comparative analysis of viral richness and viral sharing in cave-roosting bats. Diversity 9:35. https://doi.org/10.3390/d9030035
Wingfield JC (2013) Ecological processes and the ecology of stress: the impacts of abiotic environmental factors. Funct Ecol 27:37–44. https://doi.org/10.1111/1365-2435.12039
Wingfield JC, Hunt K, Breuner C et al (1997) Environmental stress, field endocrinology, and conservation biology. In: Clemmons J, Buchholz R (eds) Behavioral approaches to conservation in the wild. Cambridge University Press, London, pp 95–131
Zebral YD, Zafalon-Silva B, Mascarenhas MW, Robaldo RB (2015) Leucocyte profile and growth rates as indicators of crowding stress in pejerrey fingerlings (Odontesthes bonariensis). Aquac Res 46:2270–2276. https://doi.org/10.1111/are.12384
Acknowledgements
We thank the Department of Environment and Natural Resources of the Philippines for permission to conduct this study and Bohol Island State University for providing lodging and transportation during this project. We appreciate the undergraduate researchers at Bohol Island State University and Texas Tech University for help during fieldwork and analyzing blood smears, respectively, and Marina Fisher-Phelps for preparing our map. This study was funded by U.S. Department of State Fulbright Fellowship, Bat Conservation International, American Philosophical Society, The Explorers Club, American Society of Mammalogists, National Speleological Society, Cave Research Foundation, John Ball Zoo, Sigma Xi, Texas Tech Association of Biologists, and National Science Foundation (DEB Grant no. 1051363). We thank the two anonymous reviewers that provided useful comments that improved our manuscript.
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KLP and TK conceived and designed the study. KLP collected and analyzed the data. Both authors wrote the manuscript.
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Phelps, K.L., Kingston, T. Environmental and biological context modulates the physiological stress response of bats to human disturbance. Oecologia 188, 41–52 (2018). https://doi.org/10.1007/s00442-018-4179-2
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DOI: https://doi.org/10.1007/s00442-018-4179-2