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Seed degeneration dynamics and Generation 0 replacement strategies in tropical potato systems: A case study from Panama

This study uses a stochastic dynamic model calibrated with 45 years of Panamanian data to demonstrate that increasing the supply of first-generation seed is a biologically and economically effective strategy to overcome seed degeneration and significantly boost potato yields and net benefits.

Original authors: Arnulfo Gutiérrez, Rodrigo Morales, Javier Pitti, Maritza Domínguez, Bruno Condori, Liliam Marquínez-Batista, Roberto Quiroz

Published 2026-08-20
📖 6 min read🧠 Deep dive

Original authors: Arnulfo Gutiérrez, Rodrigo Morales, Javier Pitti, Maritza Domínguez, Bruno Condori, Liliam Marquínez-Batista, Roberto Quiroz

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Potatoes are a unique crop because farmers do not plant them from seeds in the way they grow wheat or corn. Instead, they plant small pieces of the potato itself, known as seed tubers. This method of reproduction is efficient, but it carries a hidden cost. Just as a photocopy of a photocopy eventually becomes blurry and loses detail, a potato grown from a tuber that was itself grown from a tuber accumulates invisible damage over time. In warm, tropical climates, this damage happens faster. Tiny pests and diseases hitch a ride on the seed potato, multiplying with every harvest. Over many years, this buildup of sickness and stress causes the plants to produce smaller, weaker crops, even if the weather is perfect and the farmers are skilled. This slow decline is known as seed degeneration, and it is a major reason why potato yields in many tropical regions have stopped growing, stuck in a low-productivity rut for decades.

In Panama, this problem has been particularly stubborn. For more than forty years, the country's potato harvests have hovered around 22 to 23 tons per hectare, despite having excellent land and climate for growing the crop. Farmers in the highlands of Chiriquí Province can grow potatoes more than once a year, yet the national average yield has not budged. While experimental farms have shown that potatoes could potentially produce up to 45 tons per hectare, the real-world fields have remained stuck at half that potential. For a long time, it was unclear why this gap existed. Was the climate changing? Were farmers using the wrong techniques? Or was there a deeper, systemic issue that no single season of farming could fix?

To find the answer, a team of researchers from Panama and Bolivia built a computer model that acted as a virtual laboratory. They fed the model forty-five years of real national data, including how much land was planted, how much was harvested, and how many farmers were involved. They programmed the model to understand how potato health changes over time, accounting for the fact that most farmers save their own potatoes to plant the next crop, while a small portion of the country relies on imported, certified seeds. The model simulated thousands of possible futures, mixing in random variations in weather and market prices, to see how the system behaved over a decade. The goal was to test whether the current way of farming was the problem, and if so, what would happen if the country changed its strategy for producing healthy seed potatoes.

The simulation confirmed what many experts had suspected but lacked the long-term data to prove: the low yields were not caused by bad weather or poor farming practices, but by the steady accumulation of sickness in the seed potatoes. The model showed that the current system, which relies heavily on farmers saving their own infected tubers and importing only a small amount of high-quality seed, is not enough to stop the decline. It creates a stable but broken equilibrium where the seed health remains low, locking the entire industry into low productivity. The researchers found that the small amount of imported seed currently used simply cannot wash away the disease that builds up in the rest of the crop.

However, the simulations also revealed a clear path forward. The researchers tested a scenario where Panama began producing its own high-quality, "zero-generation" seed potatoes domestically. This is the very first stage of seed production, starting from disease-free material. The results were striking. By increasing the supply of this fresh, healthy seed, the model showed that the national average yield could jump to between 30 and 32 tons per hectare. If the country went further and replaced almost all of its seed supply with this new domestic production, yields could approach 38 to 40 tons per hectare. This improvement was not just about getting more potatoes; it was also about stability. The simulations showed that with healthier seeds, the harvests would become more predictable, with fewer years of disastrous low yields.

The economic impact of this shift was equally significant. The study calculated that switching to a system with more domestic, high-quality seed would increase the net economic benefits for the country by 60 to 70 percent. This gain came primarily from the larger harvests, not from saving money on seed costs. The researchers also ran a test to see how much the cost of producing this new seed could rise before the plan stopped being worth it. They found that the cost would have to skyrocket to levels far beyond what is currently possible before the economic advantage disappeared. This suggests that the investment is robust and safe, even if production costs fluctuate.

Perhaps most importantly, the study identified a "sweet spot" for investment. The simulations showed that Panama does not need to completely replace every single seed potato in the country to see massive benefits. There is a point of diminishing returns where adding more seed production stops adding significant value. The model calculated that producing enough high-quality seed to cover about 415 hectares of the country's roughly 500-hectare planting area would capture nearly all the possible economic gains. This finding offers a realistic and achievable target for policymakers: they do not need to build a massive, all-encompassing system to solve the problem. A strategically sized program to produce healthy seed for the majority of the crop is enough to break the cycle of degeneration and lift the nation out of its forty-year productivity plateau.

This research demonstrates that the solution to Panama's potato problem lies not in waiting for better weather or new farming tricks, but in fixing the health of the seed itself. By using a computer model to look decades into the future, the researchers proved that the current stagnation is a solvable biological problem. The path forward involves a shift in how the country thinks about its seed supply, moving away from a reliance on saved, sickly tubers and toward a system that regularly refreshes the crop with clean, disease-free starting material. The results suggest that with the right investment in domestic seed production, Panama can unlock the full potential of its potato fields, securing a more productive and profitable future for its farmers.

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