Seed tuber microbiome is a predictor of next-season potato vigor

Abstract

Potato vigor, an important agronomic trait, is heavily influenced by the field of seed tuber production. Soil microbiota vary significantly between fields, impacting plant health and crop yield. Our study demonstrates that seed potato vigor can be predicted based on microbiota associated with seed tuber eyes, the dormant buds that grow out in the next season. By combining time-resolved drone-imaging of potato crop development with microbiome sequencing of seed tuber eyes from 6 varieties produced in 240 fields, we established correlations between microbiome fingerprints and potato vigor parameters. Employing Random Forest algorithms, we developed a predictive "Potato-Microbiome Informed" model, revealing variety-specific relationships between seed tuber microbiome composition and next seasons potato vigor in trial fields. The model accurately predicted vigor of seed tubers to which the model was naive and pinpointed key microbial indicators of potato vigor. By connecting variety-specific microbiome fingerprints to crop performance in the field, we pave the way for microbiome-informed breeding strategies.

Plant phenotyping relevance

ドローン画像によるジャガイモ生育・ vigor の測定を基盤に、マイクロバイオームから植物形質を予測するモデルを開発・検証しており、表現型推定が研究の中心です。

Code and data availability

The paper's phenotype/vigor data and analysis protocol are deposited in a 4TU dataset explicitly labeled private (access upon request), and the only public deposit is the raw 16S/ITS sequencing data (PRJNA1091851), which is a molecular omics deposit rather than a phenotyping asset. No public code, phenotype data, or模型/

No evidence-backed public reproduction asset is currently recorded.