Plants exhibit remarkable abilities to learn, communicate, memorize, and develop stimulus-dependent decision-making circuits. Unlike animals, plant memory is uniquely rooted in cellular, molecular, and biochemical networks, lacking specialized organs for these functions. Consequently, plants can effectively learn and respond to diverse challenges, becoming used to recurring signals. Artificial intelligence (AI) and machine learning (ML) represent the new frontiers of biological sciences, offering the potential to predict crop behavior under environmental stresses associated with climate change. Epigenetic mechanisms, serving as the foundational blueprints of plant memory, are crucial in regulating plant adaptation to environmental stimuli. They achieve this adaptation by modulating chromatin structure and accessibility, which contribute to gene expression regulation and allow plants to adapt dynamically to changing environmental conditions. In this review, we describe novel methods and approaches in AI and ML to elucidate how plant memory occurs in response to environmental stimuli and priming mechanisms. Furthermore, we explore innovative strategies exploiting transgenerational memory for plant breeding to develop crops resilient to multiple stresses. In this context, AI and ML can aid in integrating and analyzing epigenetic data of plant stress responses to optimize the training of the parental plants.

INOSITOL-REQUIRING ENZYME 1 (IRE1) is conserved in plants and mammals to regulate stress responses. Here, we found that TaIRE1 is involved in the unconventional splicing of cell membrane-localized TabZIP60 messenger RNA (mRNA), which results in a nucleus resident protein form (TabZIP60s), and enhanced heat stress tolerance. Transcriptome analysis together with binding element prediction revealed 121 high-confidence targets of TabZIP60s responsive to heat stress in wheat (Triticum aestivum), including heat shock protein genes. Interestingly, we found that an asparagine to glutamic acid substitution, located next to DNA-binding domain of TabZIP60s, results in reduced binding affinity and transcriptional activity to downstream targets, and this heat stress tolerance inferior allele was positively selected during modern wheat breeding programs in China, possibly due to their negative effects on yield potential. Finally, we showed that TaIRE1 is also responsible for the mis-cleavage of miR172 precursors, and consequently contribute to heat stress tolerance. To the best of our knowledge, this represents the first report showing that, like in mammals, IRE1 also regulates miRNA cleavage in response to heat stress in plants. Together, this coordinate control of two signaling pathways provides new insights into heat stress tolerance regulation in wheat.

Host–pathogen co-evolution shapes resistance (R) proteins and their recognition of pathogen avirulence factors. However, little attention has been paid to naturally occurring genetic diversity in R genes. In this study, 12 Solanum bulbocastanum accessions from the Commonwealth Potato Collection were screened for resistance to Phytophthora infestans, identifying 11 resistant and one susceptible accession. Targeted enrichment sequencing of nucleotide-binding leucine-rich repeat (NLR) genes using RenSeq, followed by diagnostic RenSeq (dRenSeq) analysis, revealed that all accessions except 7650 contained Rpi-blb1/RB variants. Variants in accessions 7641 and 7648 were non-functional, while three novel functional variants were identified. Cloning and functional analysis of Rpi-blb1/RB variants assessed their recognition of the avirulence factor IPI-O1. Three variants were functional, conferring resistance to P. infestans. Variants in accessions 7644 and 7647 also recognized IPI-O4, confirmed in transgenic potatoes. Analysis of a non-functional variant in S. bulbocastanum accession 7648 identified amino acid Ser347 in the nucleotide-binding (NB-ARC) domain as critical for cell-death initiation following IPI-O1 recognition. Predictions from the FunFOLD2 protein–ligand interaction model suggested that Ser347 is essential for ATP binding, suggesting potential inhibition on pentameric resistosome assembly. Western blot analysis revealed that the mutation of Ser347 to Asn markedly compromises the Rpi-blb1/RB protein stability, and co-immunoprecipitation assay further confirmed that this mutation severely disrupts the self-association of CCNB, thereby preventing Rpi-blb1/RB activation. Consistently, substituting Asn347 with serine restored function, underscoring its key role in Rpi-blb1/RB activity. Cell biology experiments demonstrated that Rpi-blb1/RB relocalize to the plasma membrane in response to IPI-O1. This relocalization depends on Ser347, further supporting the idea that its mutation affects resistosome formation, impairing resistance. This study provides an in-depth functional analysis of natural Rpi-blb1/RB diversity, offering insights into NLR protein evolution and resistance mechanisms in potatoes.