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Riddell EA, Burger IJ, Tyner-Swanson TL, Biggerstaff J, Muñoz MM, Levy O, Porter CK. Parameterizing mechanistic niche models in biophysical ecology: a review of empirical approaches. J Exp Biol 2023; 226:jeb245543. [PMID: 37955347 DOI: 10.1242/jeb.245543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2023]
Abstract
Mechanistic niche models are computational tools developed using biophysical principles to address grand challenges in ecology and evolution, such as the mechanisms that shape the fundamental niche and the adaptive significance of traits. Here, we review the empirical basis of mechanistic niche models in biophysical ecology, which are used to answer a broad array of questions in ecology, evolution and global change biology. We describe the experiments and observations that are frequently used to parameterize these models and how these empirical data are then incorporated into mechanistic niche models to predict performance, growth, survival and reproduction. We focus on the physiological, behavioral and morphological traits that are frequently measured and then integrated into these models. We also review the empirical approaches used to incorporate evolutionary processes, phenotypic plasticity and biotic interactions. We discuss the importance of validation experiments and observations in verifying underlying assumptions and complex processes. Despite the reliance of mechanistic niche models on biophysical theory, empirical data have and will continue to play an essential role in their development and implementation.
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Affiliation(s)
- Eric A Riddell
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Isabella J Burger
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Tamara L Tyner-Swanson
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Justin Biggerstaff
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Martha M Muñoz
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT 06511, USA
| | - Ofir Levy
- Faculty of Life Sciences, School of Zoology, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Cody K Porter
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
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2
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Riddell E, Sears MW. Terrestrial Salamanders Maintain Habitat Suitability under Climate Change despite Trade-Offs between Water Loss and Gas Exchange. Physiol Biochem Zool 2021; 93:310-319. [PMID: 32501189 DOI: 10.1086/709558] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Physiological acclimation has the potential to improve survival during climate change by reducing sensitivity to warming. However, acclimation can produce trade-offs due to links between related physiological traits. Water loss and gas exchange are intrinsically linked by the need for respiratory surfaces to remain moist. As climates warm and dry, organisms may attempt to lower desiccation risk by limiting water loss but at a cost of inhibiting their ability to breathe. Here we used laboratory experiments to evaluate the trade-off between water loss and gas exchange in a fully terrestrial, lungless salamander (Plethodon metcalfi). We measured acclimation of resistance to water loss and metabolic rates in response to long-term exposure to temperature and humidity treatments. We then integrated the trade-off into a simulation-based species distribution model to determine the consequences of ignoring physiological trade-offs on energy balance and aerobic scope under climate change. In the laboratory, we found a close association between acclimation of resistance to water loss and metabolic rates indicative of a trade-off. After incorporating the trade-off into our simulations, we found that energy balance and aerobic scope were reduced by 49.7% and 34.3%, respectively, under contemporary climates across their geographic range. Under future warming scenarios, incorporating the trade-off lowered the number of sites predicted to experience local extirpation by 52.2% relative to simulations without the trade-off; however, the number of sites capable of supporting the energetic requirements for reproduction declined from 44.6% to 32.6% across the species' geographic range. These experiments and simulations suggest that salamanders can maintain positive energy balance across their geographic range under climate change despite the costs associated with trade-offs between water loss and gas exchange.
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Gade MR, Connette GM, Crawford JA, Hocking DJ, Maerz JC, Milanovich JR, Peterman WE. Predicted alteration of surface activity as a consequence of climate change. Ecology 2020; 101:e03154. [PMID: 32740923 DOI: 10.1002/ecy.3154] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2020] [Revised: 05/29/2020] [Accepted: 06/18/2020] [Indexed: 12/25/2022]
Abstract
Wildlife are faced with numerous threats to survival, none more pressing than that of climate change. Understanding how species will respond behaviorally, physiologically, and demographically to a changing climate is a cornerstone of many contemporary ecological studies, especially for organisms, such as amphibians, whose persistence is closely tied to abiotic conditions. Activity is a useful parameter for understanding the effects of climate change because activity is directly linked to fitness as it dictates foraging times, energy budgets, and mating opportunities. However, activity can be challenging to measure directly, especially for secretive organisms like plethodontid salamanders, which only become surface active when conditions are cool and moist because of their anatomical and physiological restrictions. We estimated abiotic predictors of surface activity for the seven species of the Plethodon jordani complex. Five independent data sets collected from 2004 to 2017 were used to determine the parameters driving salamander surface activity in the present day, which were then used to predict potential activity changes over the next 80 yrs. Average active seasonal temperature and vapor pressure deficit were the strongest predictors of salamander surface activity and, without physiological or behavioral modifications, salamanders were predicted to exhibit a higher probability of surface activity during peak active season under future climate conditions. Temperatures during the active season likely do not exceed salamander thermal maxima to cause activity suppression and, until physiological limits are reached, future conditions may continue to increase activity. Our model is the first comprehensive field-based study to assess current and future surface activity probability. Our study provides insights into how a key behavior driving fitness may be affected by climate change.
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Affiliation(s)
- Meaghan R Gade
- School of Environment and Natural Resources, The Ohio State University, 2021 Coffey Road, Columbus, Ohio, 43201, USA
| | - Grant M Connette
- Conservation Ecology Center, Smithsonian Conservation Biology Institute, Front Royal, Virginia, USA
| | - John A Crawford
- National Great Rivers Research and Education Center, One Confluence Way, East Alton, Illinois, 62024, USA
| | - Daniel J Hocking
- Department of Biology, Frostburg State University, 101 Braddock Rd, Frostburg, Maryland, 21532, USA
| | - John C Maerz
- Warnell School of Forestry and Natural Resources, University of Georgia, 180 E Green St, Athens, Georgia, 30602, USA
| | - Joseph R Milanovich
- Department of Biology, Loyola University Chicago, 1032 Sheridan Rd, Chicago, Illinois, 60660, USA
| | - William E Peterman
- School of Environment and Natural Resources, The Ohio State University, 2021 Coffey Road, Columbus, Ohio, 43201, USA
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Lunghi E, Manenti R, Cianferoni F, Ceccolini F, Veith M, Corti C, Ficetola GF, Mancinelli G. Interspecific and interpopulation variation in individual diet specialization: Do environmental factors have a role? Ecology 2020; 101:e03088. [PMID: 32320485 DOI: 10.1002/ecy.3088] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2019] [Revised: 03/13/2020] [Accepted: 04/01/2020] [Indexed: 12/15/2022]
Abstract
Individual diet specialization (IS) has important community- and population-level implications and its ecological drivers are actively investigated. Here, to test the hypothesis that local environmental conditions may influence IS in wild populations, we analyzed the stomach contents of 395 individuals from eight populations of five allopatric species of European cave salamanders (genus Hydromantes). We assessed whether their degree of individual diet specialization (1) scaled positively with the respective niche widths, in agreement with Van Valen's niche variation hypothesis (NVH), and (2) could be predicted by satellite-derived climatic and vegetation characteristics of the sites where the populations live. Consistent with the NVH, the degree of individual diet specialization increased with the populations' total niche width. Furthermore, two variables describing local nonarboreal vegetation cover and habitat heterogeneity successfully predicted the variation in individual specialization across the eight populations. Climatic factors had a generally low predictive power, with individual specialization in low- and high-elevation populations showing contrasting patterns of co-variation with air temperature in the warmest quarter of the year. However, independently from elevation, specialization peaked under conditions of high nonarboreal vegetation cover and high precipitation regimes. We discussed the results against two mutually nonexclusive scenarios hypothesizing different mechanisms linking environmental factors to salamanders' trophic strategy at an individual and population level. We concluded that satellite-derived climatic and vegetation variables to date generally adopted to model Grinnellian niches might also be useful in predicting spatial variations in dietary habits of populations, that is, their Eltonian niches.
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Affiliation(s)
- Enrico Lunghi
- Key Laboratory of the Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beichen West Road 1, Beijing, 100101, China.,Museo di Storia Naturale "La Specola" dell'Università degli Studi di Firenze, Via Romana 17, Firenze, 50125, Italy.,Biogeographie, Universität Trier Fachbereich VI Raum-und Umweltwissenschaften, Universitätsring 15, Trier, 54286, Germany
| | - Raoul Manenti
- Dipartimento di Scienze e Politiche Ambientali, Università degli Studi di Milano, via Celoria 26, Milano, 20133, Italy
| | - Fabio Cianferoni
- Museo di Storia Naturale "La Specola" dell'Università degli Studi di Firenze, Via Romana 17, Firenze, 50125, Italy.,Istituto di Ricerca sugli Ecosistemi Terrestri (IRET), Consiglio Nazionale delle Ricerche (CNR), Via Madonna del Piano, Sesto Fiorentino (Firenze), 50019, Italy
| | - Filippo Ceccolini
- Museo di Storia Naturale "La Specola" dell'Università degli Studi di Firenze, Via Romana 17, Firenze, 50125, Italy
| | - Michael Veith
- Biogeographie, Universität Trier Fachbereich VI Raum-und Umweltwissenschaften, Universitätsring 15, Trier, 54286, Germany
| | - Claudia Corti
- Museo di Storia Naturale "La Specola" dell'Università degli Studi di Firenze, Via Romana 17, Firenze, 50125, Italy
| | - Gentile Francesco Ficetola
- Dipartimento di Scienze e Politiche Ambientali, Università degli Studi di Milano, via Celoria 26, Milano, 20133, Italy.,Laboratoire d'Écologie Alpine (LECA), Université Grenoble Alpes, CNRS, CS 40700, Grenoble, 38058, France
| | - Giorgio Mancinelli
- Dipartimento di Scienze e Tecnologie Biologiche ed Ambientali (DiSTeBA), Università del Salento, Centro Ecotekne, S.P. Lecce-Monteroni, Lecce, 73100, Italy.,Istituto per le Risorse Biologiche e le Biotecnologie Marine (IRBIM), Consiglio Nazionale delle Ricerche (CNR), Via Pola, 4, Lesina (Foggia), 71010, Italy.,CoNISMa, Consorzio Nazionale Interuniversitario per le Scienze del Mare, Piazzale Flaminio, 9, Roma, 00196, Italy
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Caruso NM, Rissler LJ. Demographic consequences of climate variation along an elevational gradient for a montane terrestrial salamander. POPUL ECOL 2018. [DOI: 10.1002/1438-390x.1005] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Nicholas M. Caruso
- Department of Biological Sciences University of Alabama Tuscaloosa Alabama
| | - Leslie J. Rissler
- Department of Biological Sciences University of Alabama Tuscaloosa Alabama
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7
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Riddell EA, Odom JP, Damm JD, Sears MW. Plasticity reveals hidden resistance to extinction under climate change in the global hotspot of salamander diversity. SCIENCE ADVANCES 2018; 4:eaar5471. [PMID: 30014037 PMCID: PMC6047487 DOI: 10.1126/sciadv.aar5471] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Accepted: 05/30/2018] [Indexed: 05/21/2023]
Abstract
Extinction rates are predicted to rise exponentially under climate warming, but many of these predictions ignore physiological and behavioral plasticity that might buffer species from extinction. We evaluated the potential for physiological acclimatization and behavioral avoidance of poor climatic conditions to lower extinction risk under climate change in the global hotspot of salamander diversity, a region currently predicted to lose most of the salamander habitat due to warming. Our approach integrated experimental physiology and behavior into a mechanistic species distribution model to predict extinction risk based on an individual's capacity to maintain energy balance with and without plasticity. We assessed the sensitivity of extinction risk to body size, behavioral strategies, limitations on energy intake, and physiological acclimatization of water loss and metabolic rate. The field and laboratory experiments indicated that salamanders readily acclimatize water loss rates and metabolic rates in ways that could maintain positive energy balance. Projections with plasticity reduced extinction risk by 72% under climate warming, especially in the core of their range. Further analyses revealed that juveniles might experience the greatest physiological stress under climate warming, but we identified specific physiological adaptations or plastic responses that could minimize the lethal physiological stress imposed on juveniles. We conclude that incorporating plasticity fundamentally alters ecological predictions under climate change by reducing extinction risk in the hotspot of salamander diversity.
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Affiliation(s)
| | - Jonathan P. Odom
- Department of Biological Sciences, Clemson University, Clemson, SC 29631, USA
| | - Jason D. Damm
- Department of Biological Sciences, Clemson University, Clemson, SC 29631, USA
| | - Michael W. Sears
- Department of Biological Sciences, Clemson University, Clemson, SC 29631, USA
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Novarro AJ, Gabor CR, Goff CB, Mezebish TD, Thompson LM, Grayson KL. Physiological responses to elevated temperature across the geographic range of a terrestrial salamander. J Exp Biol 2018; 221:jeb.178236. [DOI: 10.1242/jeb.178236] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2018] [Accepted: 07/31/2018] [Indexed: 01/18/2023]
Abstract
Widespread species often possess physiological mechanisms for coping with thermal heterogeneity, and uncovering these mechanisms provides insight into species responses to climate change. The emergence of non-invasive corticosterone (CORT) assays allows us to rapidly assess physiological responses to environmental change on a large scale. We lack, however, a basic understanding of how temperature affects CORT, and whether temperature and CORT interactively affect performance. Here, we examine the effects of elevated temperature on CORT and whole-organism performance in a terrestrial salamander, Plethodon cinereus, across a latitudinal gradient. Using water-borne hormone assays, we found that raising ambient temperature from 15 to 25°C increased CORT release at a similar rate for salamanders from all sites. However, CORT release rate was higher overall in the warmest, southernmost site. Elevated temperatures also affected physiological performance, but the effects differed among sites. Ingestion rate increased in salamanders from the warmer sites but remained the same for those from cooler sites. Mass gain was reduced for most individuals, though this reduction was more dramatic in salamanders from the cooler sites. We also found a temperature-dependent relationship between CORT and food conversion efficiency (i.e., the amount of mass gained per unit food ingested). CORT was negatively related to food conversion efficiency at 25°C but was unrelated at 15°C. Thus, the energetic gains of elevated ingestion rates may be counteracted by elevated CORT release rates experienced by salamanders in warmer environments. By integrating multiple physiological metrics, we highlight the complex relationships between temperature and individual responses to warming climates.
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Affiliation(s)
| | - Caitlin R. Gabor
- Department of Biology, Texas State University, San Marcos, TX 78666, USA
| | - Cory B. Goff
- Department of Biology, Texas State University, San Marcos, TX 78666, USA
| | - Tori D. Mezebish
- Department of Animal and Avian Sciences, University of Maryland, College Park, MD 20742, USA
| | - Lily M. Thompson
- Department of Biology, University of Richmond, Richmond, VA 23173, USA
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Fontaine SS, Novarro AJ, Kohl KD. Environmental temperature alters the digestive performance and gut microbiota of a terrestrial amphibian. J Exp Biol 2018; 221:jeb.187559. [DOI: 10.1242/jeb.187559] [Citation(s) in RCA: 61] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Accepted: 08/27/2018] [Indexed: 12/25/2022]
Abstract
Environmental temperature and gut microbial communities can both have profound impacts on the digestive performance of ectothermic vertebrates. Additionally, the diversity, composition, and function of gut microbial communities themselves are influenced by temperature. It is typically assumed that the temperature-dependent nature of ectotherm digestive performance is due to factors such as host physiological changes and adaptation to local climatic conditions. However, it is also possible that temperature-induced alterations to gut microbiota may influence the relationship between temperature and digestion. To explore the connections between these three factors, we compared digestive performance and gut microbial community diversity and composition in red-backed salamanders housed at three experimental temperatures—10°C, 15°C, and 20°C. We also investigated associations between specific bacterial taxa and temperature, or salamander digestive performance. We found that salamander digestive performance was greatest at 15°C, while gut microbial diversity was reduced at 20°C. Further, gut microbial community composition differed among the three temperature treatments. The relative abundances of 25 bacterial genera were dependent on temperature, with high temperatures being associated with reductions in relative abundance of disease-resistant bacteria and increases in pathogenic taxa. The relative abundances of four bacterial genera were correlated with salamander energy assimilation, two of which are known to digest chitin, a main component of the red-backed salamander diet. These findings suggest that gut microbiota may mediate the relationship between temperature and digestion in ectotherms. We discuss how global climate change may impact ectotherms by altering host-microbe interactions.
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Affiliation(s)
- Samantha S. Fontaine
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA, 15260 USA
| | | | - Kevin D. Kohl
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA, 15260 USA
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10
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The importance of assessing parameter sensitivity when using biophysical models: a case study using plethodontid salamanders. POPUL ECOL 2017. [DOI: 10.1007/s10144-017-0591-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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