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Singh NK, Saia SM, Bhattacharya R, Ajami H, Borrok DM. Unraveling the causal influences of drought and crop production on groundwater levels across the contiguous United States. PNAS NEXUS 2025; 4:pgaf129. [PMID: 40337290 PMCID: PMC12056729 DOI: 10.1093/pnasnexus/pgaf129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Accepted: 04/09/2025] [Indexed: 05/09/2025]
Abstract
Groundwater depletion in agricultural-dominated regions is attributed to climate and irrigation withdrawals that support crop production. However, despite decades of effort, knowledge gaps remain in understanding the relative influence of drought and crop production on groundwater levels at the continental scale. Here, utilizing empirical observations, we simultaneously track how long-term trajectories of groundwater levels, crop production of seven crops, and drought have evolved over time, and then integrate these observations with a causality-based attribution framework to unravel the relative impact of drought and crop production on groundwater levels across the contiguous United States (CONUS). We find a dominant pattern of decreases in groundwater levels with increases (25-61%) or no change (1-15%) in crop production across the CONUS. We estimate a significant (P < 0.1) causal influence of crop production and drought on groundwater levels in ∼32% (n = 101) and ∼20% (n = 62) of counties, respectively. Further, the extent of impact of crop production on groundwater varies with region and is most pronounced for cotton (42%, n = 18) and wheat (17%, n = 39). The memory effects of crop production (median: 7 years) and drought (median: 3 years) on groundwater levels imply that their impact could last much longer than the annual crop production cycle or the drought exposure period. Further, these findings allude to circular causality between groundwater and crop production, where both entities depend on each other at different time scales. Our work builds on past work and contributes to the growing understanding of food security and groundwater availability to manage these commodities to meet future demands.
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Affiliation(s)
- Nitin K Singh
- Department of Crop, Soil, and Environmental Sciences, Auburn University, Auburn, AL 36849, USA
| | - Sheila M Saia
- Center for Ecological Analytics and Modeling, Tetra Tech, Research Triangle Park, Durham, NC 27703, USA
| | - Ruchi Bhattacharya
- Biological, Geological and Environmental Sciences, Cleveland State University, Cleveland, OH 44115, USA
| | - Hoori Ajami
- Department of Environmental Sciences, University of California Riverside, Riverside, CA 92521, USA
| | - David M Borrok
- College of Engineering and Computing, Missouri University of Science and Technology, Rolla, MO 65409, USA
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Deines JM, Archontoulis SV, Huber I, Lobell DB. Observational evidence for groundwater influence on crop yields in the United States. Proc Natl Acad Sci U S A 2024; 121:e2400085121. [PMID: 39186643 PMCID: PMC11388334 DOI: 10.1073/pnas.2400085121] [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: 01/02/2024] [Accepted: 07/03/2024] [Indexed: 08/28/2024] Open
Abstract
As climate change shifts crop exposure to dry and wet extremes, a better understanding of factors governing crop response is needed. Recent studies identified shallow groundwater-groundwater within or near the crop rooting zone-as influential, yet existing evidence is largely based on theoretical crop model simulations, indirect or static groundwater data, or small-scale field studies. Here, we use observational satellite yield data and dynamic water table simulations from 1999 to 2018 to provide field-scale evidence for shallow groundwater effects on maize yields across the United States Corn Belt. We identify three lines of evidence supporting groundwater influence: 1) crop model simulations better match observed yields after improvements in groundwater representation; 2) machine learning analysis of observed yields and modeled groundwater levels reveals a subsidy zone between 1.1 and 2.5 m depths, with yield penalties at shallower depths and no effect at deeper depths; and 3) locations with groundwater typically in the subsidy zone display higher yield stability across time. We estimate an average 3.4% yield increase when groundwater levels are at optimum depth, and this effect roughly doubles in dry conditions. Groundwater yield subsidies occur ~35% of years on average across locations, with 75% of the region benefitting in at least 10% of years. Overall, we estimate that groundwater-yield interactions had a net monetary contribution of approximately $10 billion from 1999 to 2018. This study provides empirical evidence for region-wide groundwater yield impacts and further underlines the need for better quantification of groundwater levels and their dynamic responses to short- and long-term weather conditions.
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Affiliation(s)
- Jillian M Deines
- Department of Earth System Science, Center on Food Security and the Environment, Stanford University, Stanford, CA 94305
- Earth Systems Predictability and Resiliency Group, Pacific Northwest National Laboratory, Richland, WA 99354
| | | | - Isaiah Huber
- Department of Agronomy, Iowa State University, Ames, IA 50011
| | - David B Lobell
- Department of Earth System Science, Center on Food Security and the Environment, Stanford University, Stanford, CA 94305
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Molnár K, Rácz C, Dövényi-Nagy T, Bakó K, Pusztahelyi T, Kovács S, Adácsi C, Pócsi I, Dobos A. The Effect of Environmental Factors on Mould Counts and AFB1 Toxin Production by Aspergillus flavus in Maize. Toxins (Basel) 2023; 15:227. [PMID: 36977118 PMCID: PMC10055717 DOI: 10.3390/toxins15030227] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 03/08/2023] [Accepted: 03/16/2023] [Indexed: 03/19/2023] Open
Abstract
The toxins produced by Aspergillus flavus can significantly inhibit the use of maize. As a result of climate change, toxin production is a problem not only in tropical and subtropical areas but in an increasing number of European countries, including Hungary. The effect of meteorological factors and irrigation on mould colonization and aflatoxin B1 (AFB1) mycotoxin production by A. flavus were investigated in natural conditions, as well as the inoculation with a toxigenic isolate in a complex field experiment for three years. As a result of irrigation, the occurrence of fungi increased, and toxin production decreased. The mould count of fungi and toxin accumulation showed differences during the examined growing seasons. The highest AFB1 content was found in 2021. The main environmental factors in predicting mould count were temperature (Tavg, Tmax ≥ 30 °C, Tmax ≥ 32 °C, Tmax ≥ 35 °C) and atmospheric drought (RHmin ≤ 40%). Toxin production was determined by extremely high daily maximum temperatures (Tmax ≥ 35 °C). At natural contamination, the effect of Tmax ≥ 35 °C on AFB1 was maximal (r = 0.560-0.569) in the R4 stage. In the case of artificial inoculation, correlations with environmental factors were stronger (r = 0.665-0.834) during the R2-R6 stages.
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Affiliation(s)
- Krisztina Molnár
- Centre for Precision Farming R&D Services, FAFSEM, University of Debrecen, H4032 Debrecen, Hungary
| | - Csaba Rácz
- Centre for Precision Farming R&D Services, FAFSEM, University of Debrecen, H4032 Debrecen, Hungary
| | - Tamás Dövényi-Nagy
- Centre for Precision Farming R&D Services, FAFSEM, University of Debrecen, H4032 Debrecen, Hungary
| | - Károly Bakó
- Centre for Precision Farming R&D Services, FAFSEM, University of Debrecen, H4032 Debrecen, Hungary
| | - Tünde Pusztahelyi
- Central Laboratory of Agricultural and Food Products, FAFSEM, University of Debrecen, H4032 Debrecen, Hungary
| | - Szilvia Kovács
- Central Laboratory of Agricultural and Food Products, FAFSEM, University of Debrecen, H4032 Debrecen, Hungary
| | - Cintia Adácsi
- Central Laboratory of Agricultural and Food Products, FAFSEM, University of Debrecen, H4032 Debrecen, Hungary
| | - István Pócsi
- Department of Molecular Biotechnology and Microbiology, Institute of Biotechnology, Faculty of Science and Technology, University of Debrecen, H4032 Debrecen, Hungary
| | - Attila Dobos
- Centre for Precision Farming R&D Services, FAFSEM, University of Debrecen, H4032 Debrecen, Hungary
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Climate change and modernization drive structural realignments in European grain production. Sci Rep 2022; 12:7374. [PMID: 35513405 PMCID: PMC9072400 DOI: 10.1038/s41598-022-10670-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Accepted: 04/11/2022] [Indexed: 11/09/2022] Open
Abstract
Charting the long-term trends in European wheat and maize yields and harvested areas and the relation of yields to climatic and economic drivers, two profound spatial processes become apparent. One consequence of the relatively late modernization of Eastern Europe has been to shift the focus of grain production from West to East. The warming trend prevailing over the past decades in the summer and winter seasons has been accompanied by a South to North shift in the harvested areas. The combination of these two processes has meant that the north-eastern sector of the European grain chessboard has emerged as the main beneficiary. There, the relatively low sensitivity of cereals to climatic change plus high economic growth rates have been accompanied by the most dynamic increases in cereal yields on the continent. As a result, a modern version of the 3000 year-old grain distribution system of the Ancient World is being restored before our eyes. One noteworthy finding is that increasing January–March temperatures have had a significant positive impact on wheat yields from Northern to South-Eastern Europe, and this is, at least in part, compensating for the negative impact of summer warming.
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Vári Á, Podschun SA, Erős T, Hein T, Pataki B, Iojă IC, Adamescu CM, Gerhardt A, Gruber T, Dedić A, Ćirić M, Gavrilović B, Báldi A. Freshwater systems and ecosystem services: Challenges and chances for cross-fertilization of disciplines. AMBIO 2022; 51:135-151. [PMID: 33983559 PMCID: PMC8651970 DOI: 10.1007/s13280-021-01556-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Revised: 03/12/2021] [Accepted: 03/14/2021] [Indexed: 05/15/2023]
Abstract
Freshwater ecosystems are among the most threatened in the world, while providing numerous essential ecosystem services (ES) to humans. Despite their importance, research on freshwater ecosystem services is limited. Here, we examine how freshwater studies could help to advance ES research and vice versa. We summarize major knowledge gaps and suggest solutions focusing on science and policy in Europe. We found several features that are unique to freshwater ecosystems, but often disregarded in ES assessments. Insufficient transfer of knowledge towards stakeholders is also problematic. Knowledge transfer and implementation seems to be less effective towards South-east Europe. Focusing on the strengths of freshwater research regarding connectivity, across borders, involving multiple actors can help to improve ES research towards a more dynamic, landscape-level approach, which we believe can boost the implementation of the ES concept in freshwater policies. Bridging these gaps can contribute to achieve the ambitious targets of the EU's Green Deal.
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Affiliation(s)
- Ágnes Vári
- Lendület Ecosystem Services Research Group, Centre for Ecological Research, 2-4 Alkotmány utca, 2163 Vácrátót, Hungary
| | - Simone A. Podschun
- Department Ecohydrology, Leibniz-Institute of Freshwater Ecology and Inland Fisheries (IGB), Justus-von-Liebig-Str. 7, 12489 Berlin, Germany
| | - Tibor Erős
- ELKH Balaton Limnological Research Institute, Klebelsberg K. u. 3, 8237 Tihany, Hungary
| | - Thomas Hein
- Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Vienna, Gregor-Mendel-Straße 33, 1180 Vienna, Austria
- WasserCluster Lunz - Biologische Station, Dr. Carl-Kupelwieser-Prom. 5, 3293 Lunz/See, Austria
| | - Beáta Pataki
- Department of Civil Engineering, Faculty of Engineering, University of Debrecen, Ótemető u. 2-4, 4028 Debrecen, Hungary
| | - Ioan-Cristian Iojă
- Center for Environmental Research and Impact Studies, University of Bucharest, Bulevardul Nicolae Bălcescu nr. 1, Bucureşti, 030167 Romania
| | - Cristian Mihai Adamescu
- Research Center for Systems Ecology and Sustainability, University of Bucharest, 050095 Bucharest, Romania
| | - Almut Gerhardt
- Limco International GmbH, Wollmatinger Str. 22, 78467 Constance, Germany
| | - Tamás Gruber
- WWF Hungary, Álmos vezér útja 69/A, 1141 Budapest, Hungary
| | - Anita Dedić
- Biology Department, Faculty of Science and Education, University of Mostar, Rodoč bb, 88 000 Mostar, Bosnia and Herzegovina
| | - Miloš Ćirić
- Institute of Chemistry, Technology and Metallurgy, University of Belgrade, Njegoševa 12, 11000 Belgrade, Serbia
| | - Bojan Gavrilović
- Department of Physical Geography, Geographical Institute “Jovan Cvijić”, Serbian Academy of Sciences and Arts, Djure Jakšića 9, Belgrade, Serbia
| | - András Báldi
- Lendület Ecosystem Services Research Group, Centre for Ecological Research, 2-4 Alkotmány utca, 2163 Vácrátót, Hungary
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External Costs for Agriculture from Lignite Extraction from the Złoczew Deposit. ENERGIES 2021. [DOI: 10.3390/en14092660] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
In many circles, including in Poland, lignite is still viewed as a cheap source of energy, which is only possible if the external costs associated with mining and burning coal are not taken into account. In Poland, this is reflected in plans to open new Złoczew opencast lignite mines. In previous studies, the analysis of external costs has focused on the external costs of coal combustion and related pollutant emissions. This paper focuses on the extraction phase. The aim of the work here described was to estimate the external costs that agriculture may incur due to the formation of a depression funnel for the projected lignite mine in the Złoczew deposit. This paper discusses factors causing uncertainty in calculated estimates of external costs in agriculture, and characterizes the Bełchatów and Złoczew opencast mines. In the paper, a methodology for calculating external costs in livestock production is then proposed. In the next part of the study, the decrease in cereal and potato yields and in the number of cattle and pigs in the area of the cone of depression of the Bełchatów opencast mine, which has been in operation for 40 years, were estimated. The estimates obtained formed the basis for estimating external costs for the planned Złoczew lignite opencast. The analyses showed high external costs for plant production and much lower for animal production. The inclusion of the estimated external costs of 12.2 € × kWh−1 in the costs of electricity production will significantly worsen the profitability of launching this opencast. The paper discusses factors causing uncertainty in calculated estimates of external costs in agriculture, and characterizes the Bełchatów and Złoczew opencast mines. The discussion also shows that the level of losses incurred in crop production due to opencast coal mining is similar to the losses incurred in crop production in extremely dry years.
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The Influence of Opencast Lignite Mining Dehydration on Plant Production—A Methodological Study. ENERGIES 2021. [DOI: 10.3390/en14071917] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
In many circles, brown coal continues to be viewed as a cheap source of energy, resulting in numerous investments in new opencast brown coal mines. Such a perception of brown coal energy is only possible if the external costs associated with mining and burning coal are not considered. In past studies, external cost analysis has focused on the external costs of coal burning and associated emissions. This paper focuses on the extraction phase and assesses the external costs to agriculture associated with the resulting depression cone. This paper discusses the difficulties researchers face in estimating agricultural losses resulting from the development of a depression cone due to opencast mineral extraction. In the case of brown coal, the impacts are of a geological, natural-climatic, agricultural-productive, temporal, and spatial nature and result from a multiplicity of interacting factors. Then, a methodology for counting external costs in crop production was proposed. The next section estimates the external costs of crop production arising from the operation of opencast mines in the Konin-Turek brown coal field, which is located in central Poland. The analyses conducted showed a large decrease in grain and potato yields and no effect of the depression cone on sugar beet levels. Including the estimated external costs in the cost of producing electricity from mined brown coal would significantly worsen the profitability of that production.
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Dövényi-Nagy T, Rácz C, Molnár K, Bakó K, Szláma Z, Jóźwiak Á, Farkas Z, Pócsi I, Dobos AC. Pre-Harvest Modelling and Mitigation of Aflatoxins in Maize in a Changing Climatic Environment-A Review. Toxins (Basel) 2020; 12:E768. [PMID: 33291729 PMCID: PMC7761929 DOI: 10.3390/toxins12120768] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Revised: 11/25/2020] [Accepted: 12/02/2020] [Indexed: 01/13/2023] Open
Abstract
Aflatoxins (AFs) are harmful secondary metabolites produced by various moulds, among which Aspergillus flavus is the major AF-producer fungus. These mycotoxins have carcinogenic or acute toxigenic effects on both humans and food producing animals and, therefore, the health risks and also the potential economic damages mounted by them have led to legal restrictions, and several countries have set maximum allowable limits for AF contaminations in food and feed. While colonization of food and feed and AF production by A. flavus are highly supported by the climatic conditions in tropical and subtropical geographic regions, countries in the temperate climate zones are also increasingly exposed to AF-derived health risks due to climate change. In the present study, we have reviewed the available mathematical models as risk assessment tools to predict the possibility of A. flavus infection and levels of AF contaminations in maize in a changing climatic environment. After highlighting the benefits and possible future improvements of these models, we summarize the current agricultural practices used to prevent or, at least, mitigate the deleterious consequences of AF contaminations.
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Affiliation(s)
- Tamás Dövényi-Nagy
- Agrometeorological and Agroecological Monitoring Centre, AKIT-DTTI, University of Debrecen, H4032 Debrecen, Hungary; (C.R.); (K.M.); (K.B.); (Z.S.); (A.C.D.)
| | - Csaba Rácz
- Agrometeorological and Agroecological Monitoring Centre, AKIT-DTTI, University of Debrecen, H4032 Debrecen, Hungary; (C.R.); (K.M.); (K.B.); (Z.S.); (A.C.D.)
| | - Krisztina Molnár
- Agrometeorological and Agroecological Monitoring Centre, AKIT-DTTI, University of Debrecen, H4032 Debrecen, Hungary; (C.R.); (K.M.); (K.B.); (Z.S.); (A.C.D.)
| | - Károly Bakó
- Agrometeorological and Agroecological Monitoring Centre, AKIT-DTTI, University of Debrecen, H4032 Debrecen, Hungary; (C.R.); (K.M.); (K.B.); (Z.S.); (A.C.D.)
| | - Zsombor Szláma
- Agrometeorological and Agroecological Monitoring Centre, AKIT-DTTI, University of Debrecen, H4032 Debrecen, Hungary; (C.R.); (K.M.); (K.B.); (Z.S.); (A.C.D.)
| | - Ákos Jóźwiak
- Digital Food Institute, University of Veterinary Medicine Budapest, H1078 Budapest, Hungary; (Á.J.); (Z.F.)
| | - Zsuzsa Farkas
- Digital Food Institute, University of Veterinary Medicine Budapest, H1078 Budapest, Hungary; (Á.J.); (Z.F.)
| | - István Pócsi
- Department of Molecular Biotechnology and Microbiology, Institute of Biotechnology, Faculty of Science and Technology, University of Debrecen, H4032 Debrecen, Hungary;
| | - Attila Csaba Dobos
- Agrometeorological and Agroecological Monitoring Centre, AKIT-DTTI, University of Debrecen, H4032 Debrecen, Hungary; (C.R.); (K.M.); (K.B.); (Z.S.); (A.C.D.)
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