Xiangfei Cheng, Yanan Zhao, Leidi Liu, Yaning Li, Ruohang Zhao, Zhiyao Yang, Xinci Hao, Zhongling Yang, Chengde Yu, Chengming Fan, Zhifang Li
Metabolic changes are often described as drivers of plant development even when the evidence establishes only association or a permissive requirement. This review separates biological role from causal status and evaluates claims across seven dimensions: association, necessity, localization, transport, rescue and mediation, sufficiency, and quantitative-threshold testing. We apply a when-where-how framework to four cases. Perturbations of T6P, SnRK1, and TOR support T6P-dependent kinase regulation as a mediator of lateral-root development and are consistent with a context-dependent candidate gate, but its window and threshold remain unresolved. Circadian regulation of AHA3 and SUC2 by CCA1 provides the most complete chain, combining cell-specific perturbation, transport, and rescue. The OsARF18-OsARF2-OsSUT1 pathway supports sucrose transport as a mediator of rice fertility, although receiving-cell necessity and quantitative restoration remain unresolved. H+-ATPase perturbations identify apoplastic pH as a proximal mediator of Arabidopsis hypocotyl and cotton-fiber elongation, with context-dependent optima rather than a shared threshold. Nutrient and redox regulation, specialized metabolism, stress, and senescence provide boundary comparisons. Causal confidence depends on claim-matched evidence for responding cells and developmental windows and, where relevant, transport routes, mechanisms, and whole-plant trade-offs. The framework can guide AI-assisted breeding by prioritizing genotype-, stage-, and tissue-specific interventions for prospective perturbation and rescue.