Pan, Y. et al. The enduring world forest carbon sink. Nature 631, 563–569 (2024).

Article 
CAS 

Google Scholar
 

Johnson, M. O. et al. Variation in stem mortality rates determines patterns of above-ground biomass in Amazonian forests: implications for dynamic global vegetation models. Glob. Change Biol. 22, 3996–4013 (2016).

Article 

Google Scholar
 

Brienen, R. J. W. et al. Long-term decline of the Amazon carbon sink. Nature 519, 344–348 (2015).

Article 
CAS 

Google Scholar
 

McDowell, N. et al. Drivers and mechanisms of tree mortality in moist tropical forests. New Phytol. 219, 851–869 (2018).

Article 

Google Scholar
 

Muller-Landau, H. C. et al. Patterns and mechanisms of spatial variation in tropical forest productivity, woody residence time, and biomass. New Phytol. 229, 3065–3087 (2021).

Article 

Google Scholar
 

Galbraith, D. et al. Residence times of woody biomass in tropical forests. Plant Ecol. Divers. 6, 139–157 (2013).

Article 

Google Scholar
 

Pugh, T. A. M. et al. Understanding the uncertainty in global forest carbon turnover. Biogeosciences 17, 3961–3989 (2020).

Article 
CAS 

Google Scholar
 

Bugmann, H. et al. Tree mortality submodels drive simulated long-term forest dynamics: assessing 15 models from the stand to global scale. Ecosphere 10, e02616 (2019).

Article 

Google Scholar
 

Friend, A. D. et al. Carbon residence time dominates uncertainty in terrestrial vegetation responses to future climate and atmospheric CO2. Proc. Natl Acad. Sci. USA 111, 3280–3285 (2014).

Article 
CAS 

Google Scholar
 

Mokany, K., Raison, R. J. & Prokushkin, A. S. Critical analysis of root:shoot ratios in terrestrial biomes. Glob. Change Biol. 12, 84–96 (2006).

Article 

Google Scholar
 

Smith, M. N. et al. Empirical evidence for resilience of tropical forest photosynthesis in a warmer world. Nat. Plants 6, 1225–1230 (2020).

Article 
CAS 

Google Scholar
 

Choat, B. et al. Triggers of tree mortality under drought. Nature 558, 531–539 (2018).

Article 
CAS 

Google Scholar
 

Chambers, J. Q. et al. The steady-state mosaic of disturbance and succession across an old-growth central Amazon forest landscape. Proc. Natl Acad. Sci. USA 110, 3949–3954 (2013).

Article 
CAS 

Google Scholar
 

Feng, Y., Negrón-Juárez, R. I., Romps, D. M. & Chambers, J. Q. Amazon windthrow disturbances are likely to increase with storm frequency under global warming. Nat. Commun. 14, 101 (2023).

Article 
CAS 

Google Scholar
 

Gora, E. M., Bitzer, P. M., Burchfield, J. C., Gutierrez, C. & Yanoviak, S. P. The contributions of lightning to biomass turnover, gap formation and plant mortality in a tropical forest. Ecology 102, e03541 (2021).

Article 

Google Scholar
 

Gora, E. M., Burchfield, J. C., Muller-Landau, H. C., Bitzer, P. M. & Yanoviak, S. P. Pantropical geography of lightning-caused disturbance and its implications for tropical forests. Glob. Change Biol. 26, 5017–5026 (2020).

Article 

Google Scholar
 

Sullivan, M. J. P. et al. Long-term thermal sensitivity of Earth’s tropical forests. Science 368, 869–874 (2020).

Article 
CAS 

Google Scholar
 

Bauman, D. et al. Tropical tree mortality has increased with rising atmospheric water stress. Nature 608, 528–533 (2022).

Article 
CAS 

Google Scholar
 

Hubau, W. et al. Asynchronous carbon sink saturation in African and Amazonian tropical forests. Nature 579, 80–87 (2020).

Article 
CAS 

Google Scholar
 

McDowell, N. G. et al. Pervasive shifts in forest dynamics in a changing world. Science 368, eaaz9463 (2020).

Liu, Y., Kumar, M., Katul, G. G. & Porporato, A. Reduced resilience as an early warning signal of forest mortality. Nat. Clim. Change 9, 880–885 (2019).

Article 

Google Scholar
 

Wu, D. et al. Reduced ecosystem resilience quantifies fine-scale heterogeneity in tropical forest mortality responses to drought. Glob. Change Biol. 28, 2081–2094 (2022).

Article 
CAS 

Google Scholar
 

Zhang, Y. et al. Warming and disturbances affect Arctic-boreal vegetation resilience across northwestern North America. Nat. Ecol. Evol. 8, 2265–2276 (2024).

Araujo, R. F. et al. Strong temporal variation in treefall and branchfall rates in a tropical forest is related to extreme rainfall: results from 5 years of monthly drone data for a 50 ha plot. Biogeosciences 18, 6517–6531 (2021).

Article 

Google Scholar
 

Esquivel-Muelbert, A. et al. Tree mode of death and mortality risk factors across Amazon forests. Nat. Commun. 11, 5515 (2020).

Dalagnol, R. et al. Large-scale variations in the dynamics of Amazon forest canopy gaps from airborne lidar data and opportunities for tree mortality estimates. Sci. Rep. 11, 1388 (2021).

Article 
CAS 

Google Scholar
 

Potapov, P. et al. Mapping global forest canopy height through integration of GEDI and Landsat data. Remote Sens. Environ. 253, 112165 (2021).

Urquiza-Muñoz, J. D. et al. Increased occurrence of large-scale windthrows across the Amazon Basin. AGU Adv. 5, e2023AV001030 (2024).

Negron-Juarez, R. et al. Windthrow characteristics and their regional association with rainfall, soil, and surface elevation in the Amazon. Environ. Res. Lett. 18, 014030 (2023).

Article 

Google Scholar
 

Grossiord, C. et al. Plant responses to rising vapor pressure deficit. New Phytol. 226, 1550–1566 (2020).

Article 

Google Scholar
 

Slot, M. & Winter, K. In situ temperature relationships of biochemical and stomatal controls of photosynthesis in four lowland tropical tree species. Plant Cell Environ. 40, 3055–3068 (2017).

Doughty, C. E. et al. Tropical forests are approaching critical temperature thresholds. Nature 621, 105–111 (2023).

Article 
CAS 

Google Scholar
 

Aleixo, I. et al. Amazonian rainforest tree mortality driven by climate and functional traits. Nat. Clim. Change 9, 384–388 (2019).

Article 

Google Scholar
 

Powers, J. S. et al. A catastrophic tropical drought kills hydraulically vulnerable tree species. Glob. Change Biol. 26, 3122–3133 (2020).

Article 

Google Scholar
 

Tavares, J. V. et al. Basin-wide variation in tree hydraulic safety margins predicts the carbon balance of Amazon forests. Nature 617, 111–117 (2023).

Article 
CAS 

Google Scholar
 

Chen, S. et al. Amazon forest biogeography predicts resilience and vulnerability to drought. Nature 631, 111–117 (2024).

Article 
CAS 

Google Scholar
 

Papastefanou, P. et al. Recent extreme drought events in the Amazon rainforest: assessment of different precipitation and evapotranspiration datasets and drought indicators. Biogeosciences 19, 3843–3861 (2022).

Article 

Google Scholar
 

Costa, F. R. C., Schietti, J., Stark, S. C. & Smith, M. N. The other side of tropical forest drought: do shallow water table regions of Amazonia act as large-scale hydrological refugia from drought? New Phytol. 237, 714–733 (2023).

Esteban, E. J. L., Castilho, C. V., Melgaço, K. L. & Costa, F. R. C. The other side of droughts: wet extremes and topography as buffers of negative drought effects in an Amazonian forest. New Phytol. 229, 1995–2006 (2021).

Article 
CAS 

Google Scholar
 

Quesada, C. A. et al. Basin-wide variations in Amazon forest structure and function are mediated by both soils and climate. Biogeosciences 9, 2203–2246 (2012).

Article 

Google Scholar
 

Soong, J. L. et al. Soil properties explain tree growth and mortality, but not biomass, across phosphorus-depleted tropical forests. Sci. Rep. 10, 2302 (2020).

Winter, K. Are tropical forests approaching critical temperature thresholds?. Plant Biol. 26, 495–498 (2024).

Article 
CAS 

Google Scholar
 

Lavigne, T., Liu, C. & Liu, N. How does the trend in thunder days relate to the variation of lightning flash density?. J. Geophys. Res. Atmos. 124, 4955–4974 (2019).

Article 

Google Scholar
 

Harel, M. & Price, C. Thunderstorm trends over Africa. J. Clim. 33, 2741–2755 (2020).

Raghavendra, A., Zhou, L., Jiang, Y. & Hua, W. Increasing extent and intensity of thunderstorms observed over the Congo Basin from 1982 to 2016. Atmos. Res. 213, 17–26 (2018).

Article 

Google Scholar
 

Singh, M. S., Kuang, Z., Maloney, E. D., Hannah, W. M. & Wolding, B. O. Increasing potential for intense tropical and subtropical thunderstorms under global warming. Proc. Natl Acad. Sci. USA 114, 11657–11662 (2017).

Article 
CAS 

Google Scholar
 

Taszarek, M., Allen, J. T., Marchio, M. & Brooks, H. E. Global climatology and trends in convective environments from ERA5 and rawinsonde data. NPJ Clim. Atmos. Sci. 4, 35 (2021).

Allen, C. D., Breshears, D. D. & McDowell, N. G. On underestimation of global vulnerability to tree mortality and forest die-off from hotter drought in the Anthropocene. Ecosphere 6, art129 (2015).

Article 

Google Scholar
 

Feng, Z. et al. A global high-resolution mesoscale convective system database using satellite-derived cloud tops, surface precipitation, and tracking. J. Geophys. Res. Atmos. 126, e2020JD034202 (2021).

Senf, C. & Seidl, R. Storm and fire disturbances in Europe: distribution and trends. Glob. Change Biol. 27, 3605–3619 (2021).

Article 
CAS 

Google Scholar
 

ForestPlots.net et al. Taking the pulse of Earth’s tropical forests using networks of highly distributed plots. Biol. Conserv. 260, 108849 (2021).

Article 

Google Scholar
 

Lopez-Gonzalez, G., Lewis, S. L., Burkitt, M. & Phillips, O. L. ForestPlots.net: a web application and research tool to manage and analyse tropical forest plot data. J. Veg. Sci. 22, 610–613 (2011).

Article 

Google Scholar
 

Feldpausch, T. R. et al. Height–diameter allometry of tropical forest trees. Biogeosciences 8, 1081–1106 (2011).

Article 

Google Scholar
 

Chave, J. et al. Improved allometric models to estimate the aboveground biomass of tropical trees. Glob. Change Biol. 20, 3177–3190 (2014).

Article 

Google Scholar
 

Lima, A. J. N. et al. Allometric models for estimating above- and below-ground biomass in Amazonian forests at São Gabriel da Cachoeira in the upper Rio Negro, Brazil. For. Ecol. Manag. 277, 163–172 (2012).

Article 

Google Scholar
 

Morton, D. C. et al. Amazon forests maintain consistent canopy structure and greenness during the dry season. Nature 506, 221–224 (2014).

Article 
CAS 

Google Scholar
 

Schaaf, C. B. et al. First operational BRDF, albedo nadir reflectance products from MODIS. Remote Sens. Environ. 83, 135–148 (2002).

Article 

Google Scholar
 

Forzieri, G., Dakos, V., McDowell, N. G., Ramdane, A. & Cescatti, A. Emerging signals of declining forest resilience under climate change. Nature 608, 534–539 (2022).

Article 
CAS 

Google Scholar
 

Verbesselt, J. et al. Remotely sensed resilience of tropical forests. Nat. Clim. Change 6, 1028–1031 (2016).

Article 

Google Scholar
 

Santoro, M. & Cartus, O. ESA Biomass Climate Change Initiative (Biomass_cci): Global Datasets of Forest Above-ground Biomass for the Years 2007, 2010, 2015, 2016, 2017, 2018, 2019, 2020, 2021 and 2022, v6.0. (NERC EDS Centre for Environmental Data Analysis, 2025); https://doi.org/10.5285/95913ffb6467447ca72c4e9d8cf30501

Wu, D. Data for Increasing atmospheric dryness and storms accelerates biomass turnover in Amazonian forests. figshare https://doi.org/10.6084/m9.figshare.28359575 (2026).

Potapov, P. et al. The last frontiers of wilderness: tracking loss of intact forest landscapes from 2000 to 2013. Sci. Adv. 3, e1600821 (2017).

Abatzoglou, J. T., Dobrowski, S. Z., Parks, S. A. & Hegewisch, K. C. TerraClimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958-2015. Sci. Data 5, 170191 (2018).

Article 

Google Scholar
 

Fick, S. E. & Hijmans, R. J. WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas. Int. J. Climatol. 37, 4302–4315 (2017).

Article 

Google Scholar
 

Chen, T. & Guestrin, C. XGBoost: a scalable tree boosting system. In Proc. 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 785–794 (Association for Computing Machinery, 2016); https://doi.org/10.1145/2939672.2939785

Wu, D. Codes for Increasing atmospheric dryness and storms accelerates biomass turnover in Amazonian forests. figshare https://doi.org/10.6084/m9.figshare.31933761 (2026).

Lundberg, S. M. & Lee, S.-I. In Advances in Neural Information Processing Systems 30 (eds Guyon, I. et al.) 4765–4774 (Curran, 2017).

Liu, J., Wang, Q., Zhan, W., Lian, X. & Gentine, P. When and where soil dryness matters to ecosystem photosynthesis. Nat. Plants 11, 1390–1400 (2025).

Article 

Google Scholar
 

Xu, W. et al. Weakened increase in global near-surface water vapor pressure during the last 20 years. Geophys. Res. Lett. 51, e2023GL107909 (2024).

Article 

Google Scholar
 

Wallace, J. M. & Hobbs, P. V. Atmospheric Science: An Introductory Survey Vol. 92 (Elsevier, 2006).