Sorghum is hardly a novelty in global agriculture. It is already a staple in the world’s arid and semi-arid belts, with African countries producing roughly 47 percent of the global harvest and the United States a further 17 percent. Its reputation rests on a robust physiological profile: the crop tolerates high temperatures and sustained low water availability far better than maize, which makes it a frequent choice in regions where cereal farming must contend with chronic drought. Yet in Europe, sorghum remains marginal. It currently occupies just 0.1 percent of the continent’s cropland, and its potential role in European livestock feed has never been systematically examined at the continental scale—nor has its relationship with the changing European climate been rigorously mapped. That gap is precisely what the new research, led by scientists at France’s National Research Institute for Agriculture, Food and Environment (INRAE), set out to close.

The methodological core of the study is a machine-learning model designed to predict grain sorghum yields from a set of key climate parameters, including relative humidity, temperature, and precipitation. Rather than relying on experimental plots or theoretical crop simulations alone, the researchers grounded their model in observational reality: historical yield records of grain sorghum collected across departments and counties in France, Italy, Spain, and the United States between 2000 and 2020. The dataset comprised 11,644 individual data points spanning a wide range of climatic zones, giving the model an unusually broad empirical foundation. Training on real, geographically diverse yield data means the model captures how sorghum actually responds to weather variability under commercial growing conditions, not just how it behaves in idealized trials.

Once trained, the model was coupled with forward-looking climate data to generate yield projections for two target periods: the mid-century and the late twenty-first century. To ensure the conclusions were not hostage to any single vision of the future, the team drew on twenty distinct climate change scenarios, themselves generated using five different climate models. This ensemble approach is a standard but crucial safeguard in climate-impact research. Climate models—mathematical and computational representations of the climate system built on the laws of physics, fluid dynamics, and chemistry and calibrated with real observational data—inevitably differ in their regional projections. By averaging across many scenarios, the researchers could distinguish robust signals from model-specific noise and arrive at conclusions that hold up across a range of plausible futures.

The headline finding is striking: within Europe, climate change is projected to have a positive overall impact on sorghum yields. Under current climatic conditions, mean sorghum production across the continent sits at approximately 3 tonnes per hectare. Depending on the specific climate scenario, that figure is expected to climb to between 3.4 and 3.8 tonnes per hectare under future conditions spanning 2050 to 2100. The picture is not uniform, however. The projections reveal meaningful regional variation, with yields increasing in northern Europe while declining slightly in southern Europe—a pattern consistent with the general expectation that warming will lengthen growing seasons at higher latitudes while intensifying heat and water stress in the Mediterranean zone.

Perhaps more consequential than the yield averages is the change in the geography of reliable production. The study found that the geographical areas characterized by high and stable sorghum output are predicted to expand substantially, growing from 22 percent of European cropland under current climatic conditions to between 29 and 34 percent by the end of the century. In other words, as the climate warms, a larger share of the continent becomes not merely suitable for sorghum but reliably productive. For a crop that today occupies a token fraction of European fields, this projected expansion of the viable production zone represents a significant opportunity for agricultural planning: the places where sorghum could be grown with confidence are set to multiply precisely as the places where maize struggles continue to grow as well.

The implications for livestock feeding are where the study’s numbers become genuinely transformative. According to the researchers’ analysis, if sorghum were grown one year out of three in a rotational system, it could potentially replace around 90 percent of the maize currently used in European livestock feed. That figure reframes sorghum from a niche drought-tolerant curiosity into a plausible backbone of a climate-resilient feeding strategy. The logic rests on sorghum’s demonstrated robustness under high temperatures and scarce water—the very conditions that are becoming the norm rather than the exception across much of the continent. Maize, by contrast, remains heavily dependent on irrigation, a dependency that grows more costly and contested with every dry summer.

The water dimension deserves particular emphasis, because it connects the agronomic findings to a broader resource-management challenge. In France, where maize dominates irrigated agriculture, shifting a substantial share of feed production to a crop that requires little or no irrigation would free up water that could be redirected to other uses. The study’s authors highlight this explicitly: within France, expanding sorghum production and incorporating the grain into livestock feed could help address major challenges such as the management of water resources, with the water saved potentially allocated to other crops. The stated goal of such reallocation is to increase feed self-sufficiency in France—a pressing concern for a country whose livestock sector depends on feed supplies that climate change is making progressively harder to sustain.

The timing of the research lends it urgency. The most recent official French statistics on agriculture, food, forestry, and fisheries, compiled by the Agreste statistical service, put maize production at 49.1 million tonnes—the first dip below 50 million tonnes in sixteen years, a milestone reported by AFP in September 2026. For a crop that anchors European livestock feeding, such a decline forces a strategic conversation. Sorghum’s case is strengthened by the fact that it is not a speculative substitute: it is a proven cereal with established global production systems, and the new study provides the first continental-scale, data-driven assessment of how it would fare under European climate futures. The researchers conclude that their results highlight sorghum’s potential to help European agriculture adapt to climate change, offering a quantified, scenario-tested foundation for what has until now been a largely intuitive argument. As heat and water scarcity reshape the continent’s farmland, the crop that thrives where maize falters may be moving from the margins of European agriculture toward its center.

Subject of Research: Projected expansion of sorghum production in Europe under climate change and its potential to replace maize in livestock feed

Article Title: Sorghum may help European agriculture face climate change

Article References: Sorghum may help European agriculture face climate change. (n.d.). Original publication

Image Credits: AI Generated

DOI: Not provided

Keywords: sorghum, maize, climate change, European agriculture, livestock feed, machine learning, crop yields, water resources, irrigation, INRAE, Earth's Future, food security

The study, conducted in the Tolon, Mion, Nanumba North, and Gushegu districts, targeted communities in the Guinea Savannah agro-ecological zone, where a single rainy season runs from April or May through October. Working from a sampling frame of 900 pigeon pea-growing households compiled with the help of agricultural extension agents from Ghana’s Ministry of Food and Agriculture, the researchers used proportional allocation and simple random sampling to select 60 households in Tolon, 63 in Bimbilla, 54 in Mion, and 95 in Gushegu. Structured questionnaires, pre-tested with 15 farmers outside the study area and administered in Dagbani or English, captured socio-economic profiles, cropping practices, trait preferences, and production constraints. The team analyzed the responses with IBM SPSS software, using frequencies, cross-tabulations, Chi-square tests, and Pearson correlation analyses to tease out patterns in the data.

The demographic picture that emerged is one familiar across much of sub-Saharan Africa. Nearly four in five respondents were men, and the dominant age group was 40 to 49 years, followed by those aged 30 to 39. Formal education was scarce: almost two-thirds of farmers had never attended school, and only 7.4 percent had completed secondary education. Crop production was the primary occupation for 82.7 percent of respondents, and 77.2 percent were married. These characteristics matter for breeding programs, the authors argue, because low educational attainment can slow the adoption of new technologies, and because women, though less involved in field production, dominate postharvest activities such as threshing, winnowing, and marketing. Any strategy to lift pigeon pea productivity, the study implies, must account for who actually handles the crop at each stage of the value chain.

The most striking agronomic finding was the near-universality of intercropping. Ninety-six percent of surveyed farmers grew pigeon pea alongside other crops, with maize the most common companion at 45.2 percent, followed by groundnut at 19.8 percent, yam at 13.9 percent, and sorghum at 13.2 percent. Only 4 percent practiced sole cropping. The researchers found a statistically significant association between land ownership and cropping system, with farmers on family land forming the overwhelming majority of intercroppers, 144 out of 150. This suggests that deeply rooted, multi-generational land arrangements reinforce traditional mixed-cropping patterns. The ecological logic is compelling: pigeon pea’s nitrogen fixation reduces dependence on inorganic fertilizer for companion cereals, and intercropping with yam even provides stakes that help curb deforestation.

When asked what they wanted in a new variety, farmers delivered a remarkably consistent verdict. Early maturity topped the list at 91.91 percent, a preference shaped by the short rainy season of the northern savannah and the benefits of rapid returns, drought escape, and compatibility with companion crops. High yield came second at 72.79 percent, followed by disease resistance at 57.35 percent, pest resistance at 55.15 percent, and drought tolerance at 50.37 percent. Improving soil fertility appealed to 30.88 percent, fitting into existing cropping systems to 22.79 percent, and high biomass to 17.65 percent. For consumption, taste dominated at 55.2 percent, ahead of storage durability at 36 percent and short cooking time at 8.9 percent. In the market, 75 percent of farmers prioritized varieties that fetch higher prices, with larger grain size a distant second at 19.9 percent.

The correlation analysis added a layer of technical nuance that could reshape how breeders think about the crop. Pest and disease resistance were strongly and positively correlated (r = 0.76), indicating that farmers perceive these biotic threats as intertwined and that genetic gains against one may reinforce the other. High yield correlated positively with early maturity (r = 0.45), pest resistance (r = 0.30), and disease resistance (r = 0.34), painting a picture of a compatible suite of traits that farmers favor together. Soil fertility improvement tracked closely with high biomass (r = 0.48), underscoring demand for dual-purpose varieties that deliver both grain and ecosystem services. But the analysis also exposed a genuine trade-off: fit into existing cropping systems was negatively correlated with early maturity (r = -0.39) and drought tolerance (r = -0.32), hinting that current intercropping arrangements may depend on longer-duration varieties and that introducing shorter, hardier types could require adjustments in agronomic practice.

Perhaps the study’s most consequential insight concerns the trait of cropping-system fit itself. While farmers across the board prioritized early maturity and yield, the emphasis on fitting into existing systems split sharply along practice lines: not a single sole-cropping farmer prioritized it, whereas a significant proportion of intercroppers did. In a region where 96 percent of growers intercrop, the authors conclude, compatibility with cereal-legume systems is a non-negotiable prerequisite for adoption. A new variety must not merely perform well in isolation; it must possess a non-competitive growth habit and phenology that synchronizes with staple cereals like maize so that the productivity of companion crops is not disrupted. The researchers recommend that breeding programs establish dedicated selection environments that mimic farmers’ actual intercropped fields, treating system compatibility as a primary selection criterion rather than an afterthought.

The constraint rankings told an equally pointed story. The single greatest barrier reported by farmers was the lack of improved varieties, cited by 39.7 percent of respondents, followed by low yield at 21.3 percent and poor seed quality at 11.4 percent. Storage pest susceptibility accounted for 8.5 percent, late maturity for 7.0 percent, high input costs for 5.5 percent, poor taste for 4.0 percent, and poor fodder quality for 2.9 percent. The dominance of the seed-access problem points to a systemic failure in the variety dissemination pipeline rather than a purely technical one. Previous research from northern Ghana has similarly flagged the unavailability of improved cultivars, the long maturity of local landraces, flower drop, and weak organoleptic qualities as chronic limitations, and the new survey confirms that the bottleneck persists.

The authors translate these findings into a multi-level roadmap. For national breeders and institutions such as the Council for Scientific and Industrial Research, the data define a core trait package of early maturity, high yield, and intercropping compatibility for demand-driven variety development. For policymakers and development partners, the results justify investment in participatory breeding, ‘mother-baby’ trials, and decentralized, farmer-led seed multiplication to attack the seed shortage directly. For extension agents, the evidence supports promoting adopted varieties alongside best-practice advice on intercropping mixes, with messaging that highlights the dual grain-and-soil benefits farmers already value. The study’s limitations are acknowledged: the four districts, while capturing meaningful agro-ecological variation, may not represent all pigeon pea-growing areas, and self-reported survey data carry recall and social desirability risks that the team mitigated through pre-testing and skilled local enumerators.

What makes this research resonate beyond Ghana is its demonstration that adoption is decided in the field, not the greenhouse. Pigeon pea’s credentials as a climate-resilient, protein-rich, soil-building crop are well established, from its methionine, lysine, and tryptophan content to its roles as forage, fuelwood, and green manure. But the study shows that even the most agronomically impressive variety will fail if it matures too late for the savannah rains, competes with the maize it is meant to nourish, or lacks the taste and shelf life that keep it moving through local markets. As breeding programs across Africa grapple with climate stress and food insecurity, the Ghanaian survey offers a deceptively simple formula: breed for the system, not just the plant, and let the farmers who will sow the seed define success.

Subject of Research: Farmer-driven trait prioritisation and production constraints in pigeon pea cropping systems in northern Ghana

Article Title: Pigeon pea production in northern Ghana: farmer perspectives on cropping practices, trait prioritisation, and constraints for guiding breeding programs

Article References: Imoro, B. S., Koasi, B. E., Addae-Frimpomaah, F., Ahiakpa, J. K., & Karikari, B. (2026). Pigeon pea production in northern Ghana: farmer perspectives on cropping practices, trait prioritisation, and constraints for guiding breeding programs. BMC Agriculture, 2(1), Article 1. https://doi.org/10.1186/s44399-025-00023-9

Image Credits: AI Generated

DOI: 10.1186/s44399-025-00023-9

Keywords: pigeon pea, Cajanus cajan, northern Ghana, intercropping, plant breeding, trait preferences, smallholder farmers, seed systems, nitrogen fixation, food security, participatory breeding, Guinea Savannah