Abstract
Biodiversity loss driven by climate change and human activities poses a critical global challenge. Population restoration and reintroduction programs are essential for mitigating this threat to endangered species, yet their outcomes often remain unpredictable due to poorly understood success factors, such as the inevitable inbreeding during bottleneck events. The conservation programme of the crested ibis (Nipponia nippon) marks a successful example where the population rose from just seven individuals to over 9000 in the past four decades. By developing an individual-based model that simulates the restoration process and incorporates species-specific demography and inbreeding data, we conclude that this successful restoration is largely deterministic, as our results closely mirror empirical recovery time and population-level inbreeding coefficients. To establish general guidelines for reintroduction programs, we compare how inbreeding depression influences the recovery success of two reintroduction strategies involving small founder populations. Our simulations reveal that the ‘firework’ approach (one-source translocations) outperforms the ‘sequential’ (serial translocations) approach in restoration effectiveness. Furthermore, by expanding analyses over a broad demographic space, we demonstrate that the net effect of inbreeding varies with species-specific demography and highlight the importance of considering their interaction when interpreting conservation outcomes and designing future reintroduction programs.
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Data availability
All simulation outcomes and empirical data used for producing the results in this study have been deposited in the Zenodo repository: https://doi.org/10.5281/zenodo.18049101.
Code availability
All simulation and analysis codes supporting the findings of this study are accessible on Zenodo: https://doi.org/10.5281/zenodo.18049101.
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Acknowledgements
We acknowledge funding from the National Natural Science Foundation of China (32301290 to J.Z., 32570596 to D.W., 32125005 to X.Z.), the International Exchange and Talent Recruitment Programme of the Postdoctoral Management Committee (339478 to J.Z.), the Institute of Zoology, Chinese Academy of Sciences (2023IOZ0104 and 2024IOZ0107) and National Key Program of Research and Development, Ministry of Science and Technology of China (2023YFF1304800) to D.W., International Partnership Programme of Chinese Academy of Sciences for Grand Challenges (073GJHZ2023091GC), Joint Research Unit of Chinese Academy of Sciences (JRU CAS:152111ZYLH20250004) to X.Z., and the Swiss National Science Foundation (211549) to X-Y.L.R. We thank Dongzhai National Nature Reserve for providing us with the conservation data of the captive crested ibis and the research permit for this species. We thank the Centre for Information Technology of the University of Groningen for their support and for providing access to the Hábrók high-performance computing cluster. We also thank Stefano Canessa for insightful discussions.
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J.Z. designed and implemented the model, produced the main results, and wrote the first draft of the manuscript; E.R-B. collected and analysed species demographic data; T. J. participated in model design and implementation; Z.Z., X.Z., D.W. initiated project conceptualisation, provided empirical data; X-Y.L.R. supervised model development and data visualisation. All authors contributed to the paper writing.
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Zheng, J., Rees-Baylis, E., Janzen, T. et al. Inbreeding and demography interact to impact the recovery of a bottlenecked crested ibis population.
Nat Commun (2026). https://doi.org/10.1038/s41467-026-69278-3
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DOI: https://doi.org/10.1038/s41467-026-69278-3
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