Key advances include CRISPR/Cas9 editing of GmFAD2/GmWRI1, genomic selection, genomic selection, AI phenotyping, and multi‐omics to overcome yield constraints and climate vulnerability in high‐oil soybean breeding are addressed.
Abstract
Soybean (
Glycine max
L.) is the world's most important oilseed crop, supplying 25% of world‘s edible oil and 66% of feed protein. This review address genomic innovations to overcome yield constraints and climate vulnerability (especially drought stress) in high‐oil soybean breeding. Global edible oil demand will rise 30% by 2025, but modern varieties lack sufficient stress tolerance and suffer from the oil‐protein trade‐off (1% oil gain = 1.5% protein loss), drought‐induced yield losses of 10%–20%, and restrictive GMO policies that reduce exports by 15%. We define clear breeding targets: oil concentration, seed yield, oil yield, and meal protein, with acceptable trade‐off thresholds (≤ 5% protein loss, no yield penalty). Key advances include CRISPR/Cas9 editing of
GmFAD2/GmWRI1
(75% higher oleic acid), genomic selection (79% accuracy), AI phenotyping (95% precision), and multi‐omics (20% oil profile improvement). The framework enhances climate‐smart production (a 30%–40% reduction in environmental impact) and addresses regulatory hurdles. Future directions focus on precision editing, multi‐environment trials, AI pipelines, and policy harmonization to increase farmer profitability by 15% and meet 25% of biodiesel demand by 2030.
The evidence indicates that breeding has delivered clear gains in adaptation, hybrid performance, oil composition and resistance to selected diseases, but progress is markedly less consistent for complex traits expressed across variable environments.
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