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De Moor D, Skelton M, Amici F, Arlet ME, Balasubramaniam KN, Ballesta S, Berghänel A, Berman CM, Bernstein SK, Bhattacharjee D, Bliss-Moreau E, Brotcorne F, Butovskaya M, Campbell LAD, Carosi M, Chatterjee M, Cooper MA, Cowl VB, De la O C, De Marco A, Dettmer AM, Dhawale AK, Erinjery JJ, Evans CL, Fischer J, García-Nisa I, Giraud G, Hammer R, Hansen MF, Holzner A, Kaburu S, Konečná M, Kumara HN, Larrivaz M, Leca JB, Legrand M, Lehmann J, Li JH, Lezé AS, MacIntosh A, Majolo B, Maréchal L, Marty PR, Massen JJM, Maulany RI, McCowan B, McFarland R, Merieau P, Meunier H, Micheletta J, Mishra PS, Sah SAM, Molesti S, Morrow KS, Müller-Klein N, Ngakan PO, Palagi E, Petit O, Pflüger LS, di Sorrentino EP, Raghaven R, Raimbault G, Ram S, Reichard UH, Riley EP, Rincon AV, Ruppert N, Sadoughi B, Santhosh K, Schino G, Sheeran LK, Silk JB, Singh M, Sinha A, Sosa S, Stribos MS, Sueur C, Tiddi B, Tkaczynski PJ, Trebouet F, Widdig A, Whitehouse J, Wooddell LJ, Xia DP, von Fersen L, Young C, Schülke O, Ostner J, Neumann C, Duboscq J, Brent LJN. MacaqueNet: Advancing comparative behavioural research through large-scale collaboration. J Anim Ecol 2025. [PMID: 39934999 DOI: 10.1111/1365-2656.14223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 10/29/2024] [Indexed: 02/13/2025]
Abstract
There is a vast and ever-accumulating amount of behavioural data on individually recognised animals, an incredible resource to shed light on the ecological and evolutionary drivers of variation in animal behaviour. Yet, the full potential of such data lies in comparative research across taxa with distinct life histories and ecologies. Substantial challenges impede systematic comparisons, one of which is the lack of persistent, accessible and standardised databases. Big-team approaches to building standardised databases offer a solution to facilitating reliable cross-species comparisons. By sharing both data and expertise among researchers, these approaches ensure that valuable data, which might otherwise go unused, become easier to discover, repurpose and synthesise. Additionally, such large-scale collaborations promote a culture of sharing within the research community, incentivising researchers to contribute their data by ensuring their interests are considered through clear sharing guidelines. Active communication with the data contributors during the standardisation process also helps avoid misinterpretation of the data, ultimately improving the reliability of comparative databases. Here, we introduce MacaqueNet, a global collaboration of over 100 researchers (https://macaquenet.github.io/) aimed at unlocking the wealth of cross-species data for research on macaque social behaviour. The MacaqueNet database encompasses data from 1981 to the present on 61 populations across 14 species and is the first publicly searchable and standardised database on affiliative and agonistic animal social behaviour. We describe the establishment of MacaqueNet, from the steps we took to start a large-scale collective, to the creation of a cross-species collaborative database and the implementation of data entry and retrieval protocols. We share MacaqueNet's component resources: an R package for data standardisation, website code, the relational database structure, a glossary and data sharing terms of use. With all these components openly accessible, MacaqueNet can act as a fully replicable template for future endeavours establishing large-scale collaborative comparative databases.
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Affiliation(s)
- Delphine De Moor
- School of Psychology, Centre for Research in Animal Behaviour, University of Exeter, Exeter, UK
| | - Macaela Skelton
- School of Psychology, Centre for Research in Animal Behaviour, University of Exeter, Exeter, UK
| | - Federica Amici
- Research Group for Human Biology and Primate Cognition, Biology Institute, University of Leipzig, Leipzig, Germany
- Department of Comparative Cultural Psychology, Max Planck Institute for Evolutionary Anthropology, Leipzig, Germany
| | - Malgorzata E Arlet
- Faculty of Biology, Institute of Human Biology and Evolution, Adam Mickiewicz University, Poznan, Poland
| | - Krishna N Balasubramaniam
- Faculty of Science & Engineering, School of Life Sciences, Anglia Ruskin University, Cambridge, UK
- Department of Population Health & Reproduction, School of Veterinary Medicine, University of California at Davis, Davis, California, USA
| | - Sébastien Ballesta
- Laboratoire de Neurosciences Cognitives et Adaptatives, Strasbourg, France
- Centre de Primatologie de l'Université de Strasbourg, Niederhausbergen, France
| | - Andreas Berghänel
- Domestication Lab, Department of Interdisciplinary Life Sciences, Konrad Lorenz Institute of Ethology, University of Veterinary Medicine Vienna, Vienna, Austria
| | - Carol M Berman
- Program in Evolution, Ecology and Behavior, Department of Anthropology, University at Buffalo, Buffalo, New York, USA
| | - Sofia K Bernstein
- Division of Natural Sciences, Engineering and Mathematics, Department of Biology, University of St. Thomas, Houston, Texas, USA
| | - Debottam Bhattacharjee
- Animal Behavior & Cognition, Department of Biology, Utrecht University, Utrecht, The Netherlands
| | - Eliza Bliss-Moreau
- Department of Psychology and the California National Primate Research Center, University of California at Davis, Davis, California, USA
| | - Fany Brotcorne
- Primatology Research Group, Research Unit SPHERES, The University of Liège, Liège, Belgium
| | - Marina Butovskaya
- Institute of Ethnology and Anthropology, Russian Academy of Sciences, Moscow, Russia
| | - Liz A D Campbell
- Wildlife Conservation Research Unit (WildCRU), University of Oxford, Oxford, UK
| | - Monica Carosi
- Department of Sciences, Roma Tre University, Rome, Italy
| | - Mayukh Chatterjee
- Conservation Science and Outreach, North of England Zoological Society, Cheshire, UK
- Animal Behaviour and Cognition Programme, National Institute of Advanced Studies, Indian Institute of Science Campus, Bengaluru, India
| | - Matthew A Cooper
- Department of Psychology, University of Tennessee Knoxville, Knoxville, Tennessee, USA
| | - Veronica B Cowl
- Science Department, North of England Zoological Society, Chester, UK
| | - Claudio De la O
- FES Zaragoza, National Autonomous University of Mexico, Mexico City, Mexico
- National Institute of Psychiatry Ramón de la Fuente Muñiz, Mexico City, Mexico
- School of Psychology, Mexico City, Mexico
| | - Arianna De Marco
- Fondazione Ethoikos, Convento dell'Osservanza, Radicondoli, Italy
| | - Amanda M Dettmer
- Yale Child Study Center, Yale School of Medicine, New Haven, Connecticut, USA
| | - Ashni K Dhawale
- Animal Behaviour and Cognition Programme, National Institute of Advanced Studies, Bengaluru, India
| | | | - Cara L Evans
- Department of Anthropology, Durham Cultural Evolution Research Centre, Durham University, Durham, UK
| | - Julia Fischer
- Cognitive Ethology Lab, German Primate Center, Göttingen, Germany
- Department for Primate Cognition, Georg-August-University Göttingen, Göttingen, Germany
- Primate Cognition, Göttingen, Germany
| | | | - Gwennan Giraud
- Primatology Research Group, Research Unit SPHERES, The University of Liège, Liège, Belgium
| | - Roy Hammer
- Department of Behavioral and Cognitive Biology, University of Vienna, Vienna, Austria
| | - Malene F Hansen
- Department of Anthropology, Princeton University, Princeton, New Jersey, USA
- The Long-Tailed Macaque Project, Sorø, Denmark
- Behavioural Ecology Group, Department of Biology, Univeristy of Copenhagen, Copenhagen, Denmark
- Oxford Wildlife Trade Research Trade Group, Oxford Brookes University, Oxford, UK
| | - Anna Holzner
- Behavioural Ecology Research Group, Institute of Biology, University of Leipzig, Leipzig, Germany
- Department of Human Behavior, Ecology and Culture, Max Planck Institute for Evolutionary Anthropology, Leipzig, Germany
- School of Biological Sciences, Universiti Sains Malaysia, Gelugor, Malaysia
| | - Stefano Kaburu
- School of Animal, Rural and Environmental Sciences, Nottingham Trent University, Southwell, UK
| | - Martina Konečná
- Department of Zoology, Faculty of Science, University of South Bohemia, České Budějovice, Czech Republic
| | | | - Marine Larrivaz
- Départment d'Anthropologie, Faculté des Arts et des Sciences, Udem, Montréal, Quebec, Canada
| | - Jean-Baptiste Leca
- Department of Psychology, University of Lethbridge, Lethbridge, Alberta, Canada
| | - Mathieu Legrand
- Centre de Primatologie de l'Université de Strasbourg, Niederhausbergen, France
| | - Julia Lehmann
- Whitelands College, Roehampton University, London, UK
| | - Jin-Hua Li
- International Collaborative Research Center for Huangshan Biodiversity and Tibetan Macaque Behavioral Ecology, School of Resource and Environmental Engineering, Anhui University, Hefei, China
- School of Resource and Environmental Engineering, Anhui University, Hefei, China
| | | | | | | | | | | | - Jorg J M Massen
- Animal Behavior & Cognition, Department of Biology, Utrecht University, Utrecht, The Netherlands
- Austrian Research Center for Primatology, Ossiach, Austria
| | - Risma Illa Maulany
- Forest Conservation Department, Hasanuddin University, Makassar, Indonesia
| | - Brenda McCowan
- Department of Population Health & Reproduction, School of Veterinary Medicine, University of California at Davis, Davis, California, USA
| | - Richard McFarland
- NTU Psychology, Nottingham Trent University, Nottingham, UK
- Applied Behavioural Ecology and Ecosystems Research Unit, University of South Africa, Pretoria, South Africa
| | - Pierre Merieau
- ZooParc de Beauval et Beauval Nature, Saint-Aignan, France
| | - Hélène Meunier
- Laboratoire de Neurosciences Cognitives et Adaptatives, Strasbourg, France
- Centre de Primatologie de l'Université de Strasbourg, Niederhausbergen, France
| | - Jérôme Micheletta
- Department of Psychology, Centre for Comparative and Evolutionary Psychology, University of Portsmouth, Portsmouth, UK
| | - Partha S Mishra
- Sálim Ali Centre for Ornithology and Natural History, Coimbatore, India
- Srishti Manipal Institute of Arts Design and Technology, Bengaluru, India
| | - Shahrul A M Sah
- School of Biological Sciences, Universiti Sains Malaysia, Gelugor, Malaysia
| | | | - Kristen S Morrow
- Department of Anthropology, University of Georgia, Athens, Georgia, USA
| | - Nadine Müller-Klein
- Institute for Evolutionary Ecology and Conservation Genomics, Ulm University, Ulm, Germany
| | - Putu Oka Ngakan
- Forest Conservation Department, Hasanuddin University, Makassar, Indonesia
| | | | - Odile Petit
- Laboratoire de Psychologie Sociale et Cognitive, Centre National de la Recherche Scientifique et Université Clermont-Auvergne, Clermont-Ferrand, France
| | - Lena S Pflüger
- Department of Behavioral and Cognitive Biology, University of Vienna, Vienna, Austria
- Austrian Research Center for Primatology, Ossiach, Austria
| | | | - Roopali Raghaven
- Animal Behaviour and Cognition Programme, National Institute of Advanced Studies, Indian Institute of Science Campus, Bengaluru, India
| | - Gaël Raimbault
- Centre de Primatologie de l'Université de Strasbourg, Niederhausbergen, France
| | - Sunita Ram
- Animal Behaviour and Cognition Programme, National Institute of Advanced Studies, Indian Institute of Science Campus, Bengaluru, India
- Foundation for Ecological Research, Advocacy and Learning Morattandi, Villupuram, India
| | - Ulrich H Reichard
- Anthropology Program, School of Anthropology, Political Science and Sociology, Southern Illinois University Carbondale, Carbondale, USA
| | - Erin P Riley
- Department of Anthropology, San Diego State University, San Diego, California, USA
| | - Alan V Rincon
- Department of Psychology, Centre for Comparative and Evolutionary Psychology, University of Portsmouth, Portsmouth, UK
| | - Nadine Ruppert
- School of Biological Sciences, Universiti Sains Malaysia, Gelugor, Malaysia
| | - Baptiste Sadoughi
- Laboratoire de Neurosciences Cognitives et Adaptatives, Strasbourg, France
- Department of Life Sciences, University of Roehampton, London, UK
- Primate Social Evolution Group, German Primate Center, Leibniz Institute for Primate Research, Göttingen, Germany
- Behavioral Ecology Department, University of Göttingen, Göttingen, Germany
| | - Kumar Santhosh
- Sálim Ali Centre for Ornithology and Natural History, Coimbatore, India
| | - Gabriele Schino
- Istituto di Scienze e Tecnologie della Cognizione, Consiglio Nazionale delle Ricerche, Rome, Italy
| | - Lori K Sheeran
- Anthropology, Central Washington University, Ellensburg, Washington, USA
| | - Joan B Silk
- School of Human Evolution and Social Change and Institute of Human Origins, Arizona State University, Tempe, Arizona, USA
| | - Mewa Singh
- Biopsychology Laboratory, Institution of Excellence, University of Mysore, Mysuru, India
| | - Anindya Sinha
- Animal Behaviour and Cognition Programme, National Institute of Advanced Studies, Indian Institute of Science Campus, Bengaluru, India
| | - Sebastian Sosa
- Department of Human Behavior, Ecology and Culture, Max Planck Institute for Evolutionary Anthropology, Leipzig, Germany
| | - Mathieu S Stribos
- Animal Behavior & Cognition, Department of Biology, Utrecht University, Utrecht, The Netherlands
| | - Cédric Sueur
- Institut pluridisciplinaire Hubert Curien (UMR 7178), Centre national de la recherche scientifique, Université de Strasbourg, Strasbourg, France
| | - Barbara Tiddi
- Natural Resources Institute, University of Greenwich, Kent, UK
| | - Patrick J Tkaczynski
- Research Centre for Evolutionary Anthropology & Palaeoecology, School of Biological and Environmental Sciences, Liverpool John Moores University, Liverpool, UK
| | - Florian Trebouet
- Department of Anthropology, Northern Arizona University, Flagstaff, Arizona, USA
| | - Anja Widdig
- Behavioural Ecology Research Group, Institute of Biology, University of Leipzig, Leipzig, Germany
- Department of Human Behavior, Ecology and Culture, Max Planck Institute for Evolutionary Anthropology, Leipzig, Germany
- Department of Primate Behavior and Evolution, Max-Planck Institute for Evolutionary Anthropology, Leipzig, Germany
| | | | | | - Dong-Po Xia
- International Collaborative Research Center for Huangshan Biodiversity and Tibetan Macaque Behavioral Ecology, School of Resource and Environmental Engineering, Anhui University, Hefei, China
- School of Life Sciences, Anhui University, Hefei, Anhui, China
| | | | | | - Oliver Schülke
- Primate Cognition, Göttingen, Germany
- Primate Social Evolution Group, German Primate Center, Leibniz Institute for Primate Research, Göttingen, Germany
- Behavioral Ecology Department, University of Göttingen, Göttingen, Germany
| | - Julia Ostner
- Primate Cognition, Göttingen, Germany
- Primate Social Evolution Group, German Primate Center, Leibniz Institute for Primate Research, Göttingen, Germany
- Behavioral Ecology Department, University of Göttingen, Göttingen, Germany
| | - Christof Neumann
- Cognitive Ethology Lab, German Primate Center, Göttingen, Germany
- Primate Cognition, Göttingen, Germany
| | - Julie Duboscq
- Behavioral Ecology Department, University of Göttingen, Göttingen, Germany
- UMR7206 Eco-Anthropology, CNRS-MNHN-Université Paris Cité, Paris, France
| | - Lauren J N Brent
- School of Psychology, Centre for Research in Animal Behaviour, University of Exeter, Exeter, UK
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