High-throughput phenotyping of wheat root angle and coleoptile length at different temperatures using 3D-printed equipment

Abstract

BACKGROUND: Innovation in crop establishment is crucial for wheat productivity in drought-prone climates. Seedling establishment, the first stage of crop productivity, relies heavily on root and coleoptile system architecture for effective soil water and nutrient acquisition, particularly in regions practicing deep planting. Root phenotyping methods that quickly determine coleoptile lengths are vital for breeding studies. Traditionally, direct selection for root and coleoptile traits has been limited by the lack of suitable phenotyping methods, genetic and phenotypic complexity, and poor repeatability in sampling. In this study, we innovated a method utilizing 3D printing technology to measure root angle and coleoptile length in wheat seedlings. We evaluated seedlings from eight different wheat genotypes across varying temperatures and validated our findings through image processing techniques. RESULTS: The analysis of variance in root architecture revealed significant differences among genotypes for root angle. Temperature treatments also significantly influenced shoot length, number of roots and total root length. The Tosunbey genotypes exhibited the highest root angle and the lowest root angle was observed in Altindane genotypes. Additionally, we observed that increasing the temperature led to an increase in seedling root length. Similarly, the coleoptile architecture analysis showed significant differences among genotypes in coleoptile length, leaf length, number of roots, and total root length. Temperature treatments and deep sowing applications significantly affected these traits as well. The Tosunbey and Müfitbey genotypes exhibited the longest coleoptile length, whereas the Nevzatbey genotype showed the shortest. CONCLUSION: Selecting for a narrow root angle and a high number of seminal roots can result in deeper, more branched root systems. Furthermore, developing wheat genotypes with longer coleoptiles can enhance plant production and early vigor, particularly with deep sowing. Our method, using the eqiupments producing by 3D printing technology enables high-throughput phenotyping of wheat roots and coleoptiles, offering new insights into root and coleoptile system regulation at different temperature conditions. This method can be seamlessly integrated into breeding programs to enhance drought tolerance, rapidly phenotyping populations for root and coleoptile characteristics.

Plant phenotyping relevance

3Dプリント機器と画像処理を用いてコムギの根角度・子葉鞘長を高スループット測定する手法を開発・検証しており、表現型取得法が研究の中心である。

Code and data availability

The article describes 3D-printed phenotyping equipment and manual/image-validated measurements of wheat root angle and coleoptile length, but no public phenotype dataset, image collection, analysis code, or trained model is deposited or linked. A Supplementary Material 1 file is mentioned without any description of its

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