The RNA methyltransferase METTL3 as a key regulator of acute myeloid leukemia (AML) contributes to malignant transformation. Chromatin topologically associ

Lignocellulose is the most abundant renewable biomass on Earth, and its efficient bioconversion is critical for achieving carbon neutrality, substituting fossil resources, and advancing sustainable biomanufacturing. However, furfural, a dominant inhibitor generated during lignocellulosic pretreatment, severely compromises microbial metabolism and fermentation performance. To date, no systematic review has comprehensively integrated the mechanisms of furfural-induced microbial toxicity with corresponding stress tolerance strategies. This review elaborates on three core themes: the multi-pathway toxic effects of furfural, intrinsic microbial tolerance mechanisms, and advanced strategies for constructing a high-tolerance microbial chassis. Despite considerable progress, several research gaps persist, including poorly understood synergistic or antagonistic interactions between furfural and other hydrolysate inhibitors, insufficient integration of adaptive laboratory evolution, rational design, and random mutagenesis in anti-inhibitor research, and limited understanding of trade-offs between furfural tolerance and industrial fermentation robustness. Future efforts should address these gaps through combinatorial stress simulation, multi-omics profiling, and the “evolve–elucidate–engineer” paradigm, thereby enabling the scalable and stable application of lignocellulosic biomanufacturing.

Understanding the interaction between plants and rhizosphere microorganisms is critical for the development of biofertilizers. Fluorescent labeling of rhizosphere microorganisms serves as a key strategy to track their behavior during plant–microbe coculture. However, most newly isolated strains are novel and lack available molecular tools for such studies. In this research, Planococcus dechangensis NEAU-ST10-9^T (P. dechangensis NEAU-ST10-9^T), a salt-tolerant strain, was obtained from the China General Microbiological Culture Collection Center (CGMCC). It significantly increased maize root length by approximately 1.56-fold. To investigate the underlying mechanism, a donor strain (Ec102) and a shuttle plasmid (pAS104) were engineered to mediate conjugation with P. dechangensis NEAU-ST10-9^T and drive GFP overexpression in the bacterium, generating the genetically labeled strain Pd103. The fluorescence intensity (expressed as GFP/OD₆₀₀, arbitrary units) of Pd103 increased with bacterial growth and was approximately tenfold higher than that of the wild-type strain after 16 h of culture. Following inoculation onto maize seeds, confocal microscopy analysis revealed that Pd103 colonized the epidermis and endodermis of maize roots. These results indicated that P. dechangensis NEAU-ST10-9^T could invade maize roots and promote maize seedling growth. In summary, we have successfully established a robust fluorescence labeling and tracking system tailored for P. dechangensis NEAU-ST10-9^T, which constitutes a valuable tool for elucidating the cellular and molecular mechanisms governing its plant–microbe interaction.