Generally, the biological activity of lignin is closely related to its molecular weight, the numbers of hydroxyl and carboxyl groups, and other structural properties. To further comprehend the connection between the physicochemical properties of the three lignin fractions (L-W, L-R, and L-O) and their various neuroprotective capabilities, Pearson’s test was used to calculate the reliability coefficients for the structure-activity relationships of lignin. A heatmap of the lignin structure and the antioxidant index are depicted in Fig.6. This showed that
Mw,
Mn, and PDI exhibited positive correlations with the scavenging rates for DPPH (
p values of 0.99, 0.94, and 0.97, respectively) and ROS (
p values of 0.34, 0.13, and 0.65, respectively), which showed negative correlations with IC50 of the lignin (
p values of –0.93, –0.99, and –0.73, respectively), SOD activities (
p values of –0.97, –0.90, and –0.99, respectively) and GSH-Px activities (
p values of –0.81, –0.66, and –0.96, respectively). Specifically, lignins with lower molecular weights exhibited greater capacities to scavenge ROS and encouraged synthesis of antioxidant enzymes in NE-4C cells. However, they exhibited greater toxicity toward cells. Zheng et al. [
34], Yang et al. [
48], and Liu et al. [
4] evaluated the DPPH scavenging ability of lignins extracted from different biomasses and observed that the DPPH scavenging ability showed a negative correlation with
Mw. A linear relationship existed between
Mw and the DPPH scavenging rate, which indicated that the
Mw of the lignin had a strong negative correlation with its ability to scavenge ROS. Additionally, the combined
β-O-4 and
β-β content had positive correlations with the DPPH scavenging rate and ROS and negative correlations with the IC50 of lignin, MDA content, and SOD and GSH-Px activities. These results were supported by the study conducted by Zheng et al. [
34].