Hernes, P. J. & Benner, R. Terrigenous organic matter sources and reactivity in the North Atlantic Ocean and a comparison to the Arctic and Pacific oceans. Mar. Chem. 100, 66–79 https://doi.org/10.1016/j.marchem.2005.11.003 (2006).
McClelland, J. W., Holmes, R. M., Dunton, K. H. & Macdonald, R. W. The Arctic Ocean estuary. Estuar. Coasts 35, 353–368 https://doi.org/10.1007/s12237-010-9357-3 (2012).
Drake, T. W. et al. Increasing alkalinity export from large Russian Arctic rivers. Environ. Sci. Technol. 52, 8302–8308 https://doi.org/10.1021/acs.est.8b01051 (2018).
Schlesinger, W. H. & Melack, J. M. Transport of organic carbon in the world’s rivers. Tellus 33, 172–187 https://doi.org/10.1111/j.2153-3490.1981.tb01742.x (1981).
Meybeck, M. Carbon, nitrogen, and phosphorus transport by world rivers. Am. J. Sci. 282, 401–450 https://doi.org/10.2475/ajs.282.4.401 (1982).
Tank, S. E. et al. Recent trends in the chemistry of major northern rivers signal widespread Arctic change. Nat. Geosci. 16, 789–796 https://doi.org/10.1038/s41561-023-01247-7 (2023).
Cole, J. J. et al. Plumbing the global carbon cycle: integrating inland waters into the terrestrial carbon budget. Ecosystems 10, 172–185 https://doi.org/10.1007/s10021-006-9013-8 (2007).
Drake, T. W., Raymond, P. A. & Spencer, R. G. M. Terrestrial carbon inputs to inland waters: a current synthesis of estimates and uncertainty. Limnol. Oceanogr. Lett. 3, 132–142 https://doi.org/10.1002/lol2.10055 (2017).
Battin, T. J. et al. River ecosystem metabolism and carbon biogeochemistry in a changing world. Nature 613, 449–459 https://doi.org/10.1038/s41586-022-05500-8 (2023).
Regnier, P., Resplandy, L., Najjar, R. G. & Ciais, P. The land-to-ocean loops of the global carbon cycle. Nature 603, 401–410 https://doi.org/10.1038/s41586-021-04339-9 (2022).
Bastviken, D., Tranvik, L. J., Downing, J. A., Crill, P. M. & Enrich-Prast, A. Freshwater methane emissions offset the continental carbon sink. Science 331, 50 https://doi.org/10.1126/science.1196808 (2011).
Raymond, P. A. et al. Global carbon dioxide emissions from inland waters. Nature 503, 355–359 https://doi.org/10.1038/nature12760 (2013).
Holgerson, M. A. & Raymond, P. A. Large contribution to inland water CO2 and CH4 emissions from very small ponds. Nat. Geosci. 9, 222–226 https://doi.org/10.1038/ngeo2654 (2016).
Volk, C. et al. Monitoring dissolved organic carbon in surface and drinking waters. J. Environ. Monit. 4, 43–47 https://doi.org/10.1039/B107768F (2002).
Dittman, J. A. et al. Mercury dynamics in relation to dissolved organic carbon concentration and quality during high flow events in three northeastern U.S. streams. Water Resour. Res. https://doi.org/10.1029/2009WR008351 (2010).
O’Donnell, J. A. et al. Permafrost hydrology drives the assimilation of old carbon by stream food webs in the Arctic. Ecosystems 23, 435–453 https://doi.org/10.1007/s10021-019-00413-6 (2020).
Drapeau, H. F. et al. Shifts in organic matter character and microbial assemblages from glacial headwaters to downstream reaches in the Canadian Rocky mountains. Biogeosciences 22, 1369–1391 https://doi.org/10.5194/bg-22-1369-2025 (2025).
McClelland, J. W. et al. Particulate organic carbon and nitrogen export from major Arctic rivers. Glob. Biogeochem. Cycles 30, 629–643 https://doi.org/10.1002/2015GB005351 (2016).
Drake, T. W. et al. The pulse of the Amazon: fluxes of dissolved organic carbon, nutrients, and ions from the world’s largest river. Glob. Biogeochem. Cycles 35, e2020GB006895 https://doi.org/10.1029/2020GB006895 (2021).
Richey, J. E., Melack, J. M., Aufdenkampe, A. K., Ballester, V. M. & Hess, L. L. Outgassing from Amazonian rivers and wetlands as a large tropical source of atmospheric CO2. Nature 416, 617–620 https://doi.org/10.1038/416617a (2002).
Aufdenkampe, A. K. et al. Riverine coupling of biogeochemical cycles between land, oceans, and atmosphere. Front. Ecol. Environ. 9, 53–60 https://doi.org/10.1890/100014 (2011).
Hedges, J. I., Keil, R. G. & Benner, R. What happens to terrestrial organic matter in the ocean? Org. Geochem. 27, 195–212 https://doi.org/10.1016/S0146-6380(97)00066-1 (1997).
Bianchi, T. S. The role of terrestrially derived organic carbon in the coastal ocean: a changing paradigm and the priming effect. Proc. Natl Acad. Sci. USA 108, 19473–19481 https://doi.org/10.1073/pnas.1017982108 (2011).
Goranov, A. I., Carter, S. J., Pearson, A. & Hatcher, P. G. Oxidation camouflages terrestrial organic matter to appear marine-like. Environ. Sci. Technol. 59, 5607–5620 https://doi.org/10.1021/acs.est.4c12913 (2025).
Mopper, K. et al. Photochemical degradation of dissolved organic carbon and its impact on the oceanic carbon cycle. Nature 353, 60–62 https://doi.org/10.1038/353060a0 (1991).
Spencer, R. G. M. et al. Photochemical degradation of dissolved organic matter and dissolved lignin phenols from the Congo River. J. Geophys. Res. Biogeosci. https://doi.org/10.1029/2009JG000968 (2009).
LaRowe, D. E. et al. The fate of organic carbon in marine sediments — new insights from recent data and analysis. Earth-Sci. Rev. 204, 103146 https://doi.org/10.1016/j.earscirev.2020.103146 (2020).
Yi, Y. et al. Underestimated input of terrestrial dissolved organic carbon to the ocean. Proc. Natl Acad. Sci. USA 122, e2505838122 https://doi.org/10.1073/pnas.2505838122 (2025).
Burdige, D. J. Burial of terrestrial organic matter in marine sediments: a re-assessment. Glob. Biogeochem. Cycles https://doi.org/10.1029/2004GB002368 (2005).
Williams, P. M. & Druffel, E. R. M. Radiocarbon in dissolved organic matter in the central North Pacific Ocean. Nature 330, 246–248 https://doi.org/10.1038/330246a0 (1987).
Druffel, E. R. M., Griffin, S., Coppola, A. I. & Walker, B. D. Radiocarbon in dissolved organic carbon of the Atlantic Ocean. Geophys. Res. Lett. 43, 5279–5286 https://doi.org/10.1002/2016GL068746 (2016).
Opsahl, S. & Benner, R. Distribution and cycling of terrigenous dissolved organic matter in the ocean. Nature 386, 480–482 https://doi.org/10.1038/386480a0 (1997).
Martin, J. B. Carbonate minerals in the global carbon cycle. Chem. Geol. 449, 58–72 https://doi.org/10.1016/j.chemgeo.2016.11.029 (2017).
Raymond, P. A. & Hamilton, S. K. Anthropogenic influences on riverine fluxes of dissolved inorganic carbon to the oceans. Limnol. Oceanogr. Lett. 3, 143–155 https://doi.org/10.1002/lol2.10069 (2018).
Middelburg, J. J., Soetaert, K. & Hagens, M. Ocean alkalinity, buffering and biogeochemical processes. Rev. Geophys. 58, e2019RG000681 https://doi.org/10.1029/2019RG000681 (2020).
Gaillardet, J., Dupré, B., Louvat, P. & Allègre, C. J. Global silicate weathering and CO2 consumption rates deduced from the chemistry of large rivers. Chem. Geol. 159, 3–30 https://doi.org/10.1016/S0009-2541(99)00031-5 (1999).
Wang, Z. A. et al. Inorganic carbon speciation and fluxes in the Congo River. Geophys. Res. Lett. 40, 511–516 https://doi.org/10.1002/grl.50160 (2013).
Livingstone, D. A. Chemical Composition of Rivers and Lakes Report No. 440G (1963).
Kempe, S. Carbon in the freshwater cycle. Glob. Carbon Cycle 13, 317–342 (1979).
Li, M. et al. The carbon flux of global rivers: a re-evaluation of amount and spatial patterns. Ecol. Indic. 80, 40–51 https://doi.org/10.1016/j.ecolind.2017.04.049 (2017).
Canadell, J. G. et al. Global carbon and other biogeochemical cycles and feedbacks. Ch. 5, 673–816 (Cambridge Univ. Press, 2021).
Liu, M. et al. Global riverine land-to-ocean carbon export constrained by observations and multi-model assessment. Nat. Geosci. 17, 896–904 https://doi.org/10.1038/s41561-024-01524-z (2024).
Mayorga, E. et al. Global nutrient export from WaterSheds 2 (NEWS 2): model development and implementation. Environ. Model. Softw. 25, 837–853 https://doi.org/10.1016/j.envsoft.2010.01.007 (2010).
Holmes, R. M. et al. Seasonal and annual fluxes of nutrients and organic matter from large rivers to the arctic ocean and surrounding seas. Estuar. Coasts 35, 369–382 https://doi.org/10.1007/s12237-011-9386-6 (2012).
Milliman, J. D. & Farnsworth, K. L. River Discharge to the Coastal Ocean: A Global Synthesis (Cambridge Univ. Press, 2013).
Vörösmarty, C. J., Green, P., Salisbury, J. & Lammers, R. B. Global water resources: vulnerability from climate change and population growth. Science 289, 284–288 https://doi.org/10.1126/science.289.5477.284 (2000).
Collins, E. L. et al. Global patterns in river water storage dependent on residence time. Nat. Geosci. 17, 433–439 https://doi.org/10.1038/s41561-024-01421-5 (2024).
Hedges, J. I. et al. Compositions and fluxes of particulate organic material in the Amazon River. Limnol. Oceanogr. 31, 717–738 https://doi.org/10.4319/lo.1986.31.4.0717 (1986).
Hilton, R. G. & West, A. J. Mountains, erosion and the carbon cycle. Nat. Rev. Earth Environ. 1, 284–299 https://doi.org/10.1038/s43017-020-0058-6 (2020).
Galy, V., Peucker-Ehrenbrink, B. & Eglinton, T. Global carbon export from the terrestrial biosphere controlled by erosion. Nature 521, 204–207 https://doi.org/10.1038/nature14400 (2015).
Syvitski, J. et al. Earth’s sediment cycle during the Anthropocene. Nat. Rev. Earth Environ. 3, 179–196 https://doi.org/10.1038/s43017-021-00253-w (2022).
Falkowski, P. et al. The global carbon cycle: a test of our knowledge of Earth as a system. Science 290, 291–296 https://doi.org/10.1126/science.290.5490.291 (2000).
Sanderman, J., Lohse, K. A., Baldock, J. A. & Amundson, R. Linking soils and streams: sources and chemistry of dissolved organic matter in a small coastal watershed. Water Resour. Res. https://doi.org/10.1029/2008WR006977 (2009).
Schwab, M. S. et al. Environmental and hydrologic controls on sediment and organic carbon export from a subalpine catchment: insights from a time series. Biogeosciences 19, 5591–5616 https://doi.org/10.5194/bg-19-5591-2022 (2022).
Wang, F., Tetzlaff, D., Goldhammer, T., Freymueller, J. & Soulsby, C. Hydrological connectivity drives intra- and inter-annual variation in water quality in an intermittent stream network in a mixed land use catchment under drought. J. Hydrol. 648, 132420 https://doi.org/10.1016/j.jhydrol.2024.132420 (2025).
Hinton, M. J., Schiff, S. L. & English, M. C. Sources and flowpaths of dissolved organic carbon during storms in two forested watersheds of the Precambrian Shield. Biogeochemistry 41, 175–197 https://doi.org/10.1023/A:1005903428956 (1998).
Inamdar, S. P., O’Leary, N., Mitchell, M. J. & Riley, J. T. The impact of storm events on solute exports from a glaciated forested watershed in western New York, USA. Hydrol. Process. 20, 3423–3439 https://doi.org/10.1002/hyp.6141 (2006).
Spencer, R. G. M. et al. Temporal controls on dissolved organic matter and lignin biogeochemistry in a pristine tropical river, democratic republic of Congo. J. Geophys. Res. Biogeosci. https://doi.org/10.1029/2009JG001180 (2010).
Striegl, R. G., Dornblaser, M. M., Aiken, G. R., Wickland, K. P. & Raymond, P. A. Carbon export and cycling by the Yukon, Tanana, and Porcupine rivers, Alaska, 2001–2005. Water Resour. Res. https://doi.org/10.1029/2006WR005201 (2007).
Tank, S. E. et al. Landscape-level controls on dissolved carbon flux from diverse catchments of the circumboreal. Glob. Biogeochem. Cycles https://doi.org/10.1029/2012GB004299 (2012).
Junk, W. J., Bayley, P. B. & Sparks, R. E. The flood pulse concept in river-floodplain systems. Can. J. Fish. Aquat. Sci. Spec. Publ. 106, 110–127 (1989).
Hilton, R. G. et al. Tropical-cyclone-driven erosion of the terrestrial biosphere from mountains. Nat. Geosci. 1, 759–762 https://doi.org/10.1038/ngeo333 (2008).
Yoon, B. & Raymond, P. A. Dissolved organic matter export from a forested watershed during Hurricane Irene. Geophys. Res. Lett. https://doi.org/10.1029/2012GL052785 (2012).
Hillel, D. in Environmental Soil Physics 37–90 (Academic Press, 1998).
Kaiser, K. & Kalbitz, K. Cycling downwards – dissolved organic matter in soils. Soil Biol. Biochem. 52, 29–32 https://doi.org/10.1016/j.soilbio.2012.04.002 (2012).
Wardinski, K. M. et al. Water-soluble organic matter from soils at the terrestrial-aquatic interface in wetland-dominated landscapes. J. Geophys. Res. Biogeosci. 127, e2022JG006994 https://doi.org/10.1029/2022JG006994 (2022).
Das, A., Krishnaswami, S. & Bhattacharya, S. K. Carbon isotope ratio of dissolved inorganic carbon (DIC) in rivers draining the Deccan Traps, India: sources of DIC and their magnitudes. Earth Planet. Sci. Lett. 236, 419–429 https://doi.org/10.1016/j.epsl.2005.05.009 (2005).
Khadka, M. B., Martin, J. B. & Jin, J. Transport of dissolved carbon and CO2 degassing from a river system in a mixed silicate and carbonate catchment. J. Hydrol. 513, 391–402 https://doi.org/10.1016/j.jhydrol.2014.03.070 (2014).
Song, C. et al. Spatiotemporal variability and sources of DIC in permafrost catchments of the yangtze river source region: insights from stable carbon isotope and water chemistry. Water Resour. Res. 56, e2019WR025343 https://doi.org/10.1029/2019WR025343 (2020).
Shan, S. et al. Carbon isotopic and lithologic constraints on the sources and cycling of inorganic carbon in four large rivers in China: Yangtze, Yellow, Pearl, and Heilongjiang. J. Geophys. Res. Biogeosci. 126, e2020JG005901 https://doi.org/10.1029/2020JG005901 (2021).
Maher, K. The dependence of chemical weathering rates on fluid residence time. Earth Planet. Sci. Lett. 294, 101–110 https://doi.org/10.1016/j.epsl.2010.03.010 (2010).
McDonough, L. K. et al. Changes in global groundwater organic carbon driven by climate change and urbanization. Nat. Commun. 11, 1279 https://doi.org/10.1038/s41467-020-14946-1 (2020).
Corson-Rikert, H. A., Wondzell, S. M., Haggerty, R. & Santelmann, M. V. Carbon dynamics in the hyporheic zone of a headwater mountain stream in the Cascade Mountains, Oregon. Water Resour. Res. 52, 7556–7576 https://doi.org/10.1002/2016WR019303 (2016).
Godsey, S. E., Kirchner, J. W. & Clow, D. W. Concentration–discharge relationships reflect chemostatic characteristics of US catchments. Hydrol. Process. 23, 1844–1864 https://doi.org/10.1002/hyp.7315 (2009).
McDowell, W. H. & Asbury, C. E. Export of carbon, nitrogen, and major ions from three tropical montane watersheds. Limnol. Oceanogr. 39, 111–125 https://doi.org/10.4319/lo.1994.39.1.0111 (1994).
Spencer, R. G. M. et al. Origins, seasonality, and fluxes of organic matter in the Congo River. Glob. Biogeochem. Cycles 30, 1105–1121 https://doi.org/10.1002/2016GB005427 (2016).
Spencer, R. G. M., Aiken, G. R., Wickland, K. P., Striegl, R. G. & Hernes, P. J. Seasonal and spatial variability in dissolved organic matter quantity and composition from the Yukon River basin, Alaska. Glob. Biogeochem. Cycles https://doi.org/10.1029/2008GB003231 (2008).
Raymond, P. A., Saiers, J. E. & Sobczak, W. V. Hydrological and biogeochemical controls on watershed dissolved organic matter transport: pulse-shunt concept. Ecology 97, 5–16 https://doi.org/10.1890/14-1684.1 (2016).
Copard, Yoann, et al. Badlands as a hot spot of petrogenic contribution to riverine particulate organic carbon to the Gulf of Lion (NW Mediterranean Sea). Earth Surf. Proc. Landf. 43, 2495–2509 (2018).
Gies, H. et al. Discharge-modulated soil organic carbon export from temperate mountainous headwater streams. J. Geophys. Res. Biogeosci. 127, e2021JG006624 https://doi.org/10.1029/2021JG006624 (2022).
Oliva, P., Viers, J. & Dupré, B. Chemical weathering in granitic environments. Chem. Geol. 202, 225–256 https://doi.org/10.1016/j.chemgeo.2002.08.001 (2003).
Constantz, J., Thomas, C. L. & Zellweger, G. Influence of diurnal variations in stream temperature on streamflow loss and groundwater recharge. Water Resour. Res. 30, 3253–3264 https://doi.org/10.1029/94WR01968 (1994).
Davidson, E. A. & Janssens, I. A. Temperature sensitivity of soil carbon decomposition and feedbacks to climate change. Nature 440, 165–173 https://doi.org/10.1038/nature04514 (2006).
Wen, H. et al. Temperature controls production but hydrology regulates export of dissolved organic carbon at the catchment scale. Hydrol. Earth Syst. Sci. 24, 945–966 https://doi.org/10.5194/hess-24-945-2020 (2020).
Plummer, L. N. & Busenberg, E. The solubilities of calcite, aragonite and vaterite in CO2–H2O solutions between 0 and 90°C, and an evaluation of the aqueous model for the system CaCO3–CO2–H2O. Geochim. Cosmochim. Acta 46, 1011–1040 https://doi.org/10.1016/0016-7037(82)90056-4 (1982).
Syvitski, J., Cohen, S., Miara, A. & Best, J. River temperature and the thermal-dynamic transport of sediment. Glob. Planet. Change 178, 168–183 https://doi.org/10.1016/j.gloplacha.2019.04.011 (2019).
Jones, M. W. et al. Fires prime terrestrial organic carbon for riverine export to the global oceans. Nat. Commun. 11, 2791 https://doi.org/10.1038/s41467-020-16576-z (2020).
Catalàn, N. et al. Pulse, shunt and storage: hydrological contraction shapes processing and export of particulate organic matter in river networks. Ecosystems 26, 873–892 https://doi.org/10.1007/s10021-022-00802-4 (2023).
Stumm, W. & Morgan, J. J. Aquatic Chemistry: Chemical Equilibria and Rates in Natural Waters 3rd edn (John Wiley & Sons, 1996).
Thurman, E. Developments in Biochemistry: Organic Geochemistry of Natural Waters (Nijhoff, M. & Junk, W. Publishers, 1985).
de Wit, H. A., Mulder, J., Hindar, A. & Hole, L. Long-term increase in dissolved organic carbon in streamwaters in norway is response to reduced acid deposition. Environ. Sci. Technol. 41, 7706–7713 https://doi.org/10.1021/es070557f (2007).
Monteith, D. T. et al. Dissolved organic carbon trends resulting from changes in atmospheric deposition chemistry. Nature 450, 537–540 https://doi.org/10.1038/nature06316 (2007).
Oades, J. M. Soil organic matter and structural stability: mechanisms and implications for management. Plant Soil 76, 319–337 https://doi.org/10.1007/BF02205590 (1984).
Wang, C. & Kuzyakov, Y. Soil organic matter priming: the pH effects. Glob. Chang. Biol. 30, e17349 https://doi.org/10.1111/gcb.17349 (2024).
Derjaguin, B. & Landau, L. Theory of the stability of strongly charged lyophobic sols and of the adhesion of strongly charged particles in solutions of electrolytes. Prog. Surf. Sci. 43, 30–59 https://doi.org/10.1016/0079-6816(93)90013-L (1993).
Aiken, G. R., Hsu-Kim, H. & Ryan, J. N. Influence of dissolved organic matter on the environmental fate of metals, nanoparticles, and colloids. Environ. Sci. Technol. 45, 3196–3201 https://doi.org/10.1021/es103992s (2011).
Gao, Y., Yan, M. & Korshin, G. V. Effects of ionic strength on the chromophores of dissolved organic matter. Environ. Sci. Technol. 49, 5905–5912 https://doi.org/10.1021/acs.est.5b00601 (2015).
Jones, I. D. & Smol, J. P. Wetzel’s Limnology: Lake and River Ecosystems (Elsevier, 2023).
Odum, H. T. Primary production in flowing waters. Limnol. Oceanogr. 1, 102–117 https://doi.org/10.4319/lo.1956.1.2.0102 (1956).
McIntire, C. D. & Phinney, H. K. Laboratory studies of periphyton production and community metabolism in lotic environments. Ecol. Monogr. 35, 238–258 https://doi.org/10.2307/1942138 (1965).
Mulholland, P. J. et al. Inter-biome comparison of factors controlling stream metabolism. Freshw. Biol. 46, 1503–1517 https://doi.org/10.1046/j.1365-2427.2001.00773.x (2001).
Segatto, P. L., Battin, T. J. & Bertuzzo, E. A network-scale modeling framework for stream metabolism, ecosystem efficiency, and their response to climate change. Water Resour. Res. 59, e2022WR034062 https://doi.org/10.1029/2022WR034062 (2023).
Grandi, G. & Bertuzzo, E. Catchment dissolved organic carbon transport: a modeling approach combining water travel times and reactivity continuum. Water Resour. Res. 58, e2021WR031275 https://doi.org/10.1029/2021WR031275 (2022).
Jackson-Blake, L. A. & Sample, J. E. Predicting organic carbon loss across the aquatic continuum using water retention time. Glob. Biogeochem. Cycles 40, e2025GB008622 https://doi.org/10.1029/2025GB008622 (2026).
Newbold, J. D., Elwood, J. W., O’Neill, R. V. & Winkle, W. V. Measuring nutrient spiralling in streams. Can. J. Fish. Aquat. Sci. 38, 860–863 https://doi.org/10.1139/f81-114 (1981).
Ensign, S. H. & Doyle, M. W. Nutrient spiraling in streams and river networks. J. Geophys. Res. Biogeosci. https://doi.org/10.1029/2005JG000114 (2006).
Hall, R. O. Jr & Ulseth, A. J. Gas exchange in streams and rivers. WIREs Water 7, e1391 https://doi.org/10.1002/wat2.1391 (2020).
Neal, C., Harrow, M. & Williams, R. J. Dissolved carbon dioxide and oxygen in the river thames: spring–summer 1997. Sci. Total Environ. 210-211, 205–217 https://doi.org/10.1016/S0048-9697(98)00013-8 (1998).
St. Pierre, K. A. et al. Proglacial freshwaters are significant and previously unrecognized sinks of atmospheric CO2. Proc. Natl Acad. Sci. USA 116, 17690–17695 https://doi.org/10.1073/pnas.1904241116 (2019).
Raymond, P. A. & Cole, J. J. Gas exchange in rivers and estuaries: choosing a gas transfer velocity. Estuaries 24, 312–317 https://doi.org/10.2307/1352954 (2001).
Allen, G. H. & Pavelsky, T. M. Global extent of rivers and streams. Science 361, 585–588 https://doi.org/10.1126/science.aat0636 (2018).
Ulseth, A. J. et al. Distinct air–water gas exchange regimes in low- and high-energy streams. Nat. Geosci. 12, 259–263 https://doi.org/10.1038/s41561-019-0324-8 (2019).
Liu, S. et al. The importance of hydrology in routing terrestrial carbon to the atmosphere via global streams and rivers. Proc. Natl Acad. Sci. USA 119, e2106322119 https://doi.org/10.1073/pnas.2106322119 (2022).
Stallard, R. F. Terrestrial sedimentation and the carbon cycle: coupling weathering and erosion to carbon burial. Glob. Biogeochem. Cycles 12, 231–257 https://doi.org/10.1029/98GB00741 (1998).
Galy, V. et al. Efficient organic carbon burial in the Bengal fan sustained by the himalayan erosional system. Nature 450, 407–410 https://doi.org/10.1038/nature06273 (2007).
Maavara, T., Lauerwald, R., Regnier, P. & Van Cappellen, P. Global perturbation of organic carbon cycling by river damming. Nat. Commun. 8, 15347 https://doi.org/10.1038/ncomms15347 (2017).
Mendonça, R. et al. Organic carbon burial in global lakes and reservoirs. Nat. Commun. 8, 1694 https://doi.org/10.1038/s41467-017-01789-6 (2017).
Sobek, S. et al. Organic carbon burial efficiency in lake sediments controlled by oxygen exposure time and sediment source. Limnol. Oceanogr. 54, 2243–2254 https://doi.org/10.4319/lo.2009.54.6.2243 (2009).
Henry, D., Catalán, N., Obrador, B. & Marcé, R. Modeling carbon burial along the land to ocean aquatic continuum: current status, challenges and perspectives. Earth-Sci. Rev. 253, 104791 https://doi.org/10.1016/j.earscirev.2024.104791 (2024).
Prairie, Y. T. et al. A new modelling framework to assess biogenic GHG emissions from reservoirs: the G-res tool. Environ. Model. Softw. 143, 105117 https://doi.org/10.1016/j.envsoft.2021.105117 (2021).
Abril, G. & Borges, A. V. Ideas and perspectives: carbon leaks from flooded land: do we need to replumb the inland water active pipe? Biogeosciences 16, 769–784 https://doi.org/10.5194/bg-16-769-2019 (2019).
Scheingross, J. S. et al. The fate of fluvially-deposited organic carbon during transient floodplain storage. Earth Planet. Sci. Lett. 561, 116822 https://doi.org/10.1016/j.epsl.2021.116822 (2021).
Repasch, M. et al. Fluvial organic carbon cycling regulated by sediment transit time and mineral protection. Nat. Geosci. 14, 842–848 https://doi.org/10.1038/s41561-021-00845-7 (2021).
Hedges, J. I. & Keil, R. G. Sedimentary organic matter preservation: an assessment and speculative synthesis. Mar. Chem. 49, 81–115 https://doi.org/10.1016/0304-4203(95)00008-F (1995).
Eisma, D. Flocculation and de-flocculation of suspended matter in estuaries. Neth. J. Sea Res. 20, 183–199 https://doi.org/10.1016/0077-7579(86)90041-4 (1986).
Lamb, M. P. et al. Mud in rivers transported as flocculated and suspended bed material. Nat. Geosci. 13, 566–570 https://doi.org/10.1038/s41561-020-0602-5 (2020).
Morris, A. W., Mantoura, R. F. C., Bale, A. J. & Howland, R. J. M. Very low salinity regions of estuaries: important sites for chemical and biological reactions. Nature 274, 678–680 https://doi.org/10.1038/274678a0 (1978).
Cory, R. M. & Kling, G. W. Interactions between sunlight and microorganisms influence dissolved organic matter degradation along the aquatic continuum. Limnol. Oceanogr. Lett. 3, 102–116 https://doi.org/10.1002/lol2.10060 (2018).
Amon, R. M. W. & Benner, R. Photochemical and microbial consumption of dissolved organic carbon and dissolved oxygen in the Amazon River system. Geochim. Cosmochim. Acta 60, 1783–1792 https://doi.org/10.1016/0016-7037(96)00055-5 (1996).
Remington, S., Krusche, A. & Richey, J. Effects of DOM photochemistry on bacterial metabolism and CO2 evasion during falling water in a humic and a whitewater river in the Brazilian Amazon. Biogeochemistry 105, 185–200 https://doi.org/10.1007/s10533-010-9565-8 (2011).
Mayer, L. M., Schick, L. L., Skorko, K. & Boss, E. Photodissolution of particulate organic matter from sediments. Limnol. Oceanogr. 51, 1064–1071 https://doi.org/10.4319/lo.2006.51.2.1064 (2006).
Maavara, T. et al. Does photomineralization of dissolved organics matter in temperate rivers? J. Geophys. Res. Biogeosci. 126, e2021JG006402 https://doi.org/10.1029/2021JG006402 (2021).
Maisonneuve, P., Guillemette, F. & Lapierre, J.-F. Biological and photochemical reactivity of dissolved organic matter in a large temperate river. Limnol. Oceanogr. 67, 1388–1401 https://doi.org/10.1002/lno.12089 (2022).
Granéli, W., Lindell, M. & Tranvik, L. Photo-oxidative production of dissolved inorganic carbon in lakes of different humic content. Limnol. Oceanogr. 41, 698–706 https://doi.org/10.4319/lo.1996.41.4.0698 (1996).
Stubbins, A. et al. Illuminated darkness: molecular signatures of Congo River dissolved organic matter and its photochemical alteration as revealed by ultrahigh precision mass spectrometry. Limnol. Oceanogr. 55, 1467–1477 https://doi.org/10.4319/lo.2010.55.4.1467 (2010).
Cory, R. M., Ward, C. P., Crump, B. C. & Kling, G. W. Sunlight controls water column processing of carbon in arctic fresh waters. Science 345, 925–928 https://doi.org/10.1126/science.1253119 (2014).
Rocher-Ros, G. et al. Metabolism overrides photo-oxidation in CO2 dynamics of Arctic permafrost streams. Limnol. Oceanogr. 66, S169–S181 https://doi.org/10.1002/lno.11564 (2021).
Wetzel, R. G., Hatcher, P. G. & Bianchi, T. S. Natural photolysis by ultraviolet irradiance of recalcitrant dissolved organic matter to simple substrates for rapidbacterial metabolism. Limnol. Oceanogr. 40, 1369–1380 https://doi.org/10.4319/lo.1995.40.8.1369 (1995).
Ludwig, W., Probst, J.-L. & Kempe, S. Predicting the oceanic input of organic carbon by continental erosion. Glob. Biogeochem. Cycles 10, 23–41 https://doi.org/10.1029/95GB02925 (1996).
Li, M. et al. Modeling global riverine DOC flux dynamics from 1951 to 2015. J. Adv. Model. Earth Syst. 11, 514–530 https://doi.org/10.1029/2018MS001363 (2019).
van Hoek, W. J. et al. Exploring spatially explicit changes in carbon budgets of global river basins during the 20th century. Environ. Sci. Technol. 55, 16757–16769 https://doi.org/10.1021/acs.est.1c04605 (2021).
Li, M., Peng, C. & He, N. Global patterns of particulate organic carbon export from land to the ocean. Ecohydrology 15, e2373 https://doi.org/10.1002/eco.2373 (2022).
Tian, H. et al. Increased terrestrial carbon export and CO2 evasion from global inland waters since the preindustrial era. Glob. Biogeochem. Cycles 37, e2023GB007776 https://doi.org/10.1029/2023GB007776 (2023).
Ludwig, W., Amiotte-Suchet, P. & Probst, J. L. ISLSCP II global river fluxes of carbon and sediments to the oceans. ORNL Distributed Active Archive Center https://doi.org/10.3334/ORNLDAAC/1028 (2011)
Dai, M., Yin, Z., Meng, F., Liu, Q. & Cai, W.-J. Spatial distribution of riverine DOC inputs to the ocean: an updated global synthesis. Curr. Opin. Environ. Sustain. 4, 170–178 https://doi.org/10.1016/j.cosust.2012.03.003 (2012).
Nakayama, T. Development of an advanced eco-hydrologic and biogeochemical coupling model aimed at clarifying the missing role of inland water in the global biogeochemical cycle. J. Geophys. Res. Biogeosci. 122, 966–988 https://doi.org/10.1002/2016JG003743 (2017).
Fabre, C., Sauvage, S., Probst, J. L. & Sánchez-Pérez, J. M. Global-scale daily riverine DOC fluxes from lands to the oceans with a generic model. Glob. Planet. Change 194, 103294 https://doi.org/10.1016/j.gloplacha.2020.103294 (2020).
Müller, G., Börker, J., Sluijs, A. & Middelburg, J. J. Detrital carbonate minerals in earth’s element cycles. Glob. Biogeochem. Cycles 36, e2021GB007231 https://doi.org/10.1029/2021GB007231 (2022).
Wei, X. et al. Modeling exports of dissolved organic carbon from landscapes: a review of challenges and opportunities. Environ. Res. Lett. 19, 053001 https://doi.org/10.1088/1748-9326/ad3cf8 (2024).
Lauerwald, R. et al. ORCHILEAK (revision 3875): a new model branch to simulate carbon transfers along the terrestrial–aquatic continuum of the Amazon basin. Geosci. Model. Dev. 10, 3821–3859 https://doi.org/10.5194/gmd-10-3821-2017 (2017).
Kicklighter, D. W. et al. Insights and issues with simulating terrestrial DOC loading of Arctic river networks. Ecol. Appl. 23, 1817–1836 (2013).
Wu, H. et al. Modeling dissolved organic carbon in temperate forest soils: TRIPLEX-DOC model development and validation. Geosci. Model. Dev. 7, 867–881 https://doi.org/10.5194/gmd-7-867-2014 (2014).
Futter, M. N. et al. Modeling the mechanisms that control in-stream dissolved organic carbon dynamics in upland and forested catchments. Water Resour. Res. https://doi.org/10.1029/2006WR004960 (2007).
Regnier, P. et al. Anthropogenic perturbation of the carbon fluxes from land to ocean. Nat. Geosci. 6, 597–607 https://doi.org/10.1038/ngeo1830 (2013).
Battin, T. J. et al. Biophysical controls on organic carbon fluxes in fluvial networks. Nat. Geosci. 1, 95–100 https://doi.org/10.1038/ngeo101 (2008).
You, Y. et al. Impacts of anthropogenic water regulation on global riverine dissolved organic carbon transport. Earth Syst. Dyn. 14, 897–914 https://doi.org/10.5194/esd-14-897-2023 (2023).
Zhang, N. H., Liu, M., Zhang, M., Tsao, S. S.-E. & Raymond, P. A. Blue carbon vulnerability revealed by damming- and eutrophication-induced source shifts in river-connected marshes. Environ. Sci. Technol. 60, 12170–12181 https://doi.org/10.1021/acs.est.5c14518 (2026).
Zhang, Q. et al. Hydro-ecological controls on riverine organic carbon dynamics in the tropical monsoon region. Sci. Rep. 9, 11871 https://doi.org/10.1038/s41598-019-48208-y (2019).
Raymond, P. A. & Saiers, J. E. Event controlled DOC export from forested watersheds. Biogeochemistry 100, 197–209 https://doi.org/10.1007/s10533-010-9416-7 (2010).
Zhou, Y. et al. Episodic flooding causes sudden deoxygenation shocks in human-dominated rivers. Nat. Commun. 16, 6865 https://www.nature.com/articles/s41467-025-62236-5 (2025).
Zondervan, J. R. et al. Rock organic carbon oxidation CO2 release offsets silicate weathering sink. Nature 623, 329–333 https://doi.org/10.1038/s41586-023-06581-9 (2023).
Milliman, J. D. & Syvitski, J. P. Geomorphic/tectonic control of sediment discharge to the ocean: the importance of small mountainous rivers. J. Geol. 100, 525–544 (1992).
Maavara, T. et al. Global phosphorus retention by river damming. Proc. Natl Acad. Sci. USA 112, 15603–15608 https://doi.org/10.1073/pnas.1511797112 (2015).
Wagner, S. et al. Molecular hysteresis: hydrologically driven changes in riverine dissolved organic matter chemistry during a storm event. J. Geophys. Res. Biogeosci. 124, 759–774 https://doi.org/10.1029/2018JG004817 (2019).
Virro, H., Amatulli, G., Kmoch, A., Shen, L. & Uuemaa, E. GRQA: global river water quality archive. Earth Syst. Sci. Data 13, 5483–5507 https://doi.org/10.5194/essd-13-5483-2021 (2021).
Hotchkiss, E. R. et al. Sources of and processes controlling CO2 emissions change with the size of streams and rivers. Nat. Geosci. 8, 696–699 https://doi.org/10.1038/ngeo2507 (2015).
Marwick, T. R. et al. The age of river-transported carbon: a global perspective. Glob. Biogeochem. Cycles 29, 122–137 https://doi.org/10.1002/2014GB004911 (2015).
Copard, Y., Amiotte-Suchet, P. & Di-Giovanni, C. Storage and release of fossil organic carbon related to weathering of sedimentary rocks. Earth Planet. Sci. Lett. 258, 345–357 https://doi.org/10.1016/j.epsl.2007.03.048 (2007).
Galy, V. et al. Riverine export of millennial and decadal carbon from the amazon basin. Geophys. Res. Lett. 53, e2025GL119760 https://doi.org/10.1029/2025GL119760 (2026).
Copard, Y. et al. The unravelling of radiocarbon composition of organic carbon in river sediments to document past anthropogenic impacts on river systems. Sci. Total Environ. 806, 150890 https://doi.org/10.1016/j.scitotenv.2021.150890 (2022).
Bodereau, N. et al. Carbon-14 cycling in a nuclearized river: a first study in the downstream part of the Rhône River (France). Sci. Total Environ. 954, 176502 https://doi.org/10.1016/j.scitotenv.2024.176502 (2024).
Butman, D. E., Wilson, H. F., Barnes, R. T., Xenopoulos, M. A. & Raymond, P. A. Increased mobilization of aged carbon to rivers by human disturbance. Nat. Geosci. 8, 112–116 https://doi.org/10.1038/ngeo2322 (2015).
Barnes, R. T., Butman, D. E., Wilson, H. F. & Raymond, P. A. Riverine export of aged carbon driven by flow path depth and residence time. Environ. Sci. Technol. 52, 1028–1035 https://doi.org/10.1021/acs.est.7b04717 (2018).
Wild, B. et al. Rivers across the siberian arctic unearth the patterns of carbon release from thawing permafrost. Proc. Natl Acad. Sci. USA 116, 10280–10285 https://doi.org/10.1073/pnas.1811797116 (2019).
Behnke, M. I. et al. Aquatic biomass is a major source to particulate organic matter export in large arctic rivers. Proc. Natl Acad. Sci. USA 120, e2209883120 https://doi.org/10.1073/pnas.2209883120 (2023).
Rhyner, T. M. et al. Radiocarbon signatures of carbon phases exported by swiss rivers in the anthropocene. Philos. Trans. R. Soc. A 381, 20220326 https://doi.org/10.1098/rsta.2022.0326 (2023).
Mayorga, E. et al. Young organic matter as a source of carbon dioxide outgassing from Amazonian rivers. Nature 436, 538–541 https://doi.org/10.1038/nature03880 (2005).
Martin, E. E. et al. Age of riverine carbon suggests rapid export of terrestrial primary production in tropics. Geophys. Res. Lett. 40, 5687–5691 https://doi.org/10.1002/2013GL057450 (2013).
Dean, J. F. et al. Old carbon routed from land to the atmosphere by global river systems. Nature 642, 105–111 https://doi.org/10.1038/s41586-025-09023-w (2025).
Coppola, A. I. et al. Marked isotopic variability within and between the Amazon River and marine dissolved black carbon pools. Nat. Commun. 10, 4018 https://doi.org/10.1038/s41467-019-11543-9 (2019).
Raymond, P. A. & Bauer, J. E. Riverine export of aged terrestrial organic matter to the north atlantic ocean. Nature 409, 497–500 https://doi.org/10.1038/35054034 (2001).
Wagner, S. et al. Isotopic composition of oceanic dissolved black carbon reveals non-riverine source. Nat. Commun. 10, 5064 https://doi.org/10.1038/s41467-019-13111-7 (2019).
Druffel, E. R. M. et al. Marine organic carbon and radiocarbon—present and future challenges. Radiocarbon 64, 705–721 https://doi.org/10.1017/RDC.2021.105 (2022).
Casas-Ruiz, J. P. et al. Integrating terrestrial and aquatic ecosystems to constrain estimates of land–atmosphere carbon exchange. Nat. Commun. 14, 1571 https://doi.org/10.1038/s41467-023-37232-2 (2023).
Arnold, J. G., Srinivasan, R., Muttiah, R. S. & Williams, J. R. Large area hydrologic modeling and assessment part I: model development. J. Am. Water Resour. Assoc. 34, 73–89 https://doi.org/10.1111/j.1752-1688.1998.tb05961.x (1998).
Coulthard, T. J. et al. Integrating the LISFLOOD-FP 2D hydrodynamic model with the CAESAR model: implications for modelling landscape evolution. Earth Surf. Process. Landf. 38, 1897–1906 https://doi.org/10.1002/esp.3478 (2013).
Zhang, X. Simulating eroded soil organic carbon with the SWAT-C model. Environ. Model. Softw. 102, 39–48 https://doi.org/10.1016/j.envsoft.2018.01.005 (2018).
Sadaoui, M., Ludwig, W., Bourrin, F. & Raimbault, P. Controls, budgets and variability of riverine sediment fluxes to the Gulf of Lions (NW Mediterranean Sea). J. Hydrol. 540, 1002–1015 https://doi.org/10.1016/j.jhydrol.2016.07.012 (2016).
Perrin, C., Michel, C. & Andréassian, V. Does a large number of parameters enhance model performance? Comparative assessment of common catchment model structures on 429 catchments. J. Hydrol. 242, 275–301 https://doi.org/10.1016/S0022-1694(00)00393-0 (2001).
Sun, X. et al. Changes in global fluvial sediment concentrations and fluxes between 1985 and 2020. Nat. Sustain. 8, 142–151 https://doi.org/10.1038/s41893-024-01476-7 (2025).
Bwangoy, J.-R. B., Hansen, M. C., Roy, D. P., Grandi, G. D. & Justice, C. O. Wetland mapping in the Congo Basin using optical and radar remotely sensed data and derived topographical indices. Remote Sens. Environ. 114, 73–86 https://doi.org/10.1016/j.rse.2009.08.004 (2010).
Shastry, A. et al. Mapping floods from remote sensing data and quantifying the effects of surface obstruction by clouds and vegetation. Remote Sens. Environ. 291, 113556 https://doi.org/10.1016/j.rse.2023.113556 (2023).
Zeng, Y. et al. Optical vegetation indices for monitoring terrestrial ecosystems globally. Nat. Rev. Earth Environ. 3, 477–493 https://doi.org/10.1038/s43017-022-00298-5 (2022).
Tian, S. et al. A novel framework for river organic carbon retrieval through satellite data and machine learning. ISPRS J. Photogramm. Remote Sens. 221, 109–123 https://doi.org/10.1016/j.isprsjprs.2025.01.028 (2025).
Reichstein, M. et al. Deep learning and process understanding for data-driven Earth system science. Nature 566, 195–204 https://doi.org/10.1038/s41586-019-0912-1 (2019).
Liu, L. et al. Knowledge-guided machine learning can improve carbon cycle quantification in agroecosystems. Nat. Commun. 15, 357 https://doi.org/10.1038/s41467-023-43860-5 (2024).
Choubin, B., Darabi, H., Rahmati, O., Sajedi-Hosseini, F. & Kløve, B. River suspended sediment modelling using the CART model: a comparative study of machine learning techniques. Sci. Total Environ. 615, 272–281 https://doi.org/10.1016/j.scitotenv.2017.09.293 (2018).
Zhang, B. et al. Deep learning for cross-region streamflow and flood forecasting at a global scale. Innovation https://doi.org/10.1016/j.xinn.2024.100617 (2024).
Feng, D. et al. Deep dive into hydrologic simulations at global scale: harnessing the power of deep learning and physics-informed differentiable models (δHBV-globe1.0-hydroDL). Geosci. Model. Dev. 17, 7181–7198 https://doi.org/10.5194/gmd-17-7181-2024 (2024).
Zhi, W., Appling, A. P., Golden, H. E., Podgorski, J. & Li, L. Deep learning for water quality. Nat. Water 2, 228–241 https://doi.org/10.1038/s44221-024-00202-z (2024).
McClelland, J. W., Tank, S. E., Spencer, R. G. M. & Shiklomanov, A. I. Coordination and sustainability of river observing activities in the arctic. Arctic 68, 59–68 https://doi.org/10.14430/arctic4448 (2015).
Raymond, P. A. et al. Flux and age of dissolved organic carbon exported to the Arctic Ocean: a carbon isotopic study of the five largest Arctic rivers. Glob. Biogeochem. Cycles https://doi.org/10.1029/2007GB002934 (2007).
Raymond, P. A. & Cole, J. J. Increase in the export of alkalinity from North America’s largest river. Science 301, 88–91 https://doi.org/10.1126/science.1083788 (2003).
Striegl, R. G., Aiken, G. R., Dornblaser, M. M., Raymond, P. A. & Wickland, K. P. A decrease in discharge-normalized DOC export by the Yukon River during summer through autumn. Geophys. Res. Lett. https://doi.org/10.1029/2005GL024413 (2005).
Bieroza, M. et al. Advances in catchment science, hydrochemistry, and aquatic ecology enabled by high-frequency water quality measurements. Environ. Sci. Technol. 57, 4701–4719 https://doi.org/10.1021/acs.est.2c07798 (2023).
Spencer, R. G. M. et al. Diurnal variability in riverine dissolved organic matter composition determined by in situ optical measurement in the San Joaquin River (California, USA). Hydrol. Process. 21, 3181–3189 https://doi.org/10.1002/hyp.6887 (2007).
Wilson, H. F., Saiers, J. E., Raymond, P. A. & Sobczak, W. V. Hydrologic drivers and seasonality of dissolved organic carbon concentration, nitrogen content, bioavailability, and export in a forested new england stream. Ecosystems 16, 604–616 https://doi.org/10.1007/s10021-013-9635-6 (2013).
Crawford, J. T. et al. High-speed limnology: using advanced sensors to investigate spatial variability in biogeochemistry and hydrology. Environ. Sci. Technol. 49, 442–450 https://doi.org/10.1021/es504773x (2015).
Wymore, A. S., Potter, J., Rodríguez-Cardona, B. & McDowell, W. H. Using in-situ optical sensors to understand the biogeochemistry of dissolved organic matter across a stream network. Water Resour. Res. 54, 2949–2958 https://doi.org/10.1002/2017WR022168 (2018).
Griffin, C. G., McClelland, J. W., Frey, K. E., Fiske, G. & Holmes, R. M. Quantifying CDOM and DOC in major Arctic rivers during ice-free conditions using landsat TM and ETM+ data. Remote Sens. Environ. 209, 395–409 https://doi.org/10.1016/j.rse.2018.02.060 (2018).
Liu, D. et al. Satellite-derived particulate organic carbon flux in the changjiang river through different stages of the three gorges dam. Remote Sens. Environ. 223, 154–165 https://doi.org/10.1016/j.rse.2019.01.012 (2019).
Fichot, C. G., Tzortziou, M. & Mannino, A. Remote sensing of dissolved organic carbon (DOC) stocks, fluxes and transformations along the land-ocean aquatic continuum: advances, challenges, and opportunities. Earth-Sci. Rev. 242, 104446 https://doi.org/10.1016/j.earscirev.2023.104446 (2023).
Gardner, J. R. et al. The color of rivers. Geophys. Res. Lett. 48, e2020GL088946 https://doi.org/10.1029/2020GL088946 (2021).
Downing, B. D., Pellerin, B. A., Bergamaschi, B. A., Saraceno, J. F. & Kraus, T. E. C. Seeing the light: the effects of particles, dissolved materials, and temperature on in situ measurements of DOM fluorescence in rivers and streams. Limnol. Oceanogr. Methods 10, 767–775 https://doi.org/10.4319/lom.2012.10.767 (2012).
Oh, N.-H. & Raymond, P. A. Contribution of agricultural liming to riverine bicarbonate export and CO2 sequestration in the Ohio River basin. Glob. Biogeochem. Cycles https://doi.org/10.1029/2005GB002565 (2006).
Stubbins, A., Law, K. L., Muñoz, S. E., Bianchi, T. S. & Zhu, L. Plastics in the Earth system. Science 373, 51–55 https://doi.org/10.1126/science.abb0354 (2021).
Cao, X., Chen, S., Liu, Y., Long, G. & Xu, Y. J. Domestic wastewater is an overlooked source and quantity in global river dissolved carbon. Nat. Commun. 16, 7522 https://doi.org/10.1038/s41467-025-62920-6 (2025).
Raymond, P.A., Oh, N.-H., Turner, R.E., & Broussard, W. Anthropogenically enhanced fluxes of water and carbon from the Mississippi River. Nature 451, 449–452 (2008).
Deemer, B. R. et al. Greenhouse gas emissions from reservoir water surfaces: a new global synthesis. BioScience 66, 949–964 https://doi.org/10.1093/biosci/biw117 (2016).
Sutanudjaja, E. H. et al. PCR-GLOBWB 2: a 5 arcmin global hydrological and water resources model. Geosci. Model. Dev. 11, 2429–2453 https://doi.org/10.5194/gmd-11-2429-2018 (2018).
Cohen, S., Kettner, A. J. & Syvitski, J. P. M. Global suspended sediment and water discharge dynamics between 1960 and 2010: continental trends and intra-basin sensitivity. Glob. Planet. Change 115, 44–58 https://doi.org/10.1016/j.gloplacha.2014.01.011 (2014).
Fekete, B. M. et al. Millennium ecosystem assessment scenario drivers (1970–2050): climate and hydrological alterations. Glob. Biogeochem. Cycles https://doi.org/10.1029/2009GB003593 (2010).
Meybeck, M., Dürr, H. H. & Vörösmarty, C. J. Global coastal segmentation and its river catchment contributors: a new look at land-ocean linkage. Glob. Biogeochem. Cycles https://doi.org/10.1029/2005GB002540 (2006).
Lacroix, F., Ilyina, T. & Hartmann, J. Oceanic CO2 outgassing and biological production hotspots induced by pre-industrial river loads of nutrients and carbon in a global modeling approach. Biogeosciences 17, 55–88 https://doi.org/10.5194/bg-17-55-2020 (2020).
Lacroix, F., Ilyina, T., Laruelle, G. G. & Regnier, P. Reconstructing the preindustrial coastal carbon cycle through a global ocean circulation model: was the global continental shelf already both autotrophic and a CO2 sink? Glob. Biogeochem. Cycles 35, e2020GB006603 https://doi.org/10.1029/2020GB006603 (2021).