From lignin to single-atom catalysts: advances and perspectives—a review

This review summarizes recent advances in lignin-derived single-atom catalysts, highlighting how lignin structure, pretreatment, and coordination chemistry control atomic dispersion, active-site evolution, and catalytic performance.