bioRxivBioengineeringPreprint
De novo design of mini-proteins as specific binders to PACAP-38, a key mediator of migraine
Abstract
Pituitary adenylate cyclase-activating peptide 38 (PACAP-38) is a vasoactive peptide that is attracting attention as a potential target for next-generation migraine treatments. Antibodies against PACAP-38 have recently shown promising results as a ligand trap medicine in clinical trials. In this study, we investigated the de novo design of miniproteins to evaluate the potential for developing a medium-molecular-weight drug that binds to PACAP-38. Using Bindcraft, we designed binders against PACAP-38 and identified ICLIST-2, a 63-residue peptide with affinity for PACAP-38 (KD = 26.5 nM). Furthermore, by alanine scanning and structural analysis of ICLIST-2, we determined residues that were suitable for further optimization using ProteinMPNN. This resulted in the design of ICLIST-11, which incorporates nine amino acid substitutions relative to ICLIST-2, resulting in a KD of 4.51 nM. Interaction analysis based on a structural model suggested that three mutations in ICLIST-11 may be important for enhancing affinity. Moreover, ICLIST-11 exhibits a Tm value that is 14 {degrees}C higher, and MD simulations suggest that the substitution of three residues with hydrophobic residues (E30F, M31L, and R54W) is one reason for this. In cell-based functional assays, ICLIST-11 demonstrated potent, concentration-dependent neutralizing activity against PACAP-38-induced PAC1R activation (IC50 = 10.6 nM), significantly outperforming the parental ICLIST-2. Taken together, these results provide a framework for protein drug discovery targeting PACAP-38.
- assay: protein sequence
- research focus: protein design
- research focus: drug response / drug discovery
- research focus: perturbation response prediction
- research focus: sequence-to-function modeling
- approach: deep learning
- approach: statistical model
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