“…Decoralin itself displayed pronounced cell-penetrating activity in MCF7 and A549 cells ( Figure 2B,C), thus corroborating previous observations that ACPs could show mixed membrane-lytic and cell-penetrating activities. [22] Our machine-learning models were apparently capable of identifying key features of CPPs and allowed us to transfer these to the Decoralin derivatives.M oreover,t he designed peptides retained anticancer activity.W e successfully tuned the Decoralin sequence according to these objectives and confirmed the additional cell-penetrating ability in MCF7 cells.I nA C1, AC2, and AC5, two serine residues of the Decoralin sequence are replaced by arginine, which is in line with previous work by Nakase et al,w ho showed that introducing an arginine residue into an ACPc ould improve membrane permeation. [23] However,their arginine-substituted peptides lost cytotoxicity against HeLa cells, thus suggesting ad elicately balanced structure-activity relationship between ACPs and CPPs.O ur peptide design strategy adequately addressed this issue through the SVM models.…”