bioRxivSynthetic BiologyPreprint
Conformation-specific Design: a New Benchmark and Algorithm with Application to Engineer a Constitutively Active MAP Kinase
Jacob A. SterniD, Siba AlharbiiD, Anandsukeerthi SandholuiD, Stefan T. AroldiD, Dennis Della CorteiD
Abstract
AO_SCPLOWBSTRACTC_SCPLOWA general method for designing proteins with high conformational specificity is desirable for a variety of applications, including enzyme design and drug target redesign. To assess the ability of algorithms to design for conformational specificity, we introduce MotifDiv, a benchmark dataset of 200 conformational specificity design challenges. We also introduce CSDesign, an algorithm for designing proteins with high preference for a target conformation over an alternate conformation. On the MotifDiv benchmark, CSDesign designs protein sequences that are predicted to prefer the target conformation. We apply this method in vitro to redesign human MAP kinase ERK2, an enzyme with active and inactive conformations. Out of two designs for the active conformation, one increased activity sufficiently to retain activity in the absence of activating phosphorylations, a property not present in the wild type protein.
- organism: human
- assay: protein sequence
- research focus: protein design
- research focus: benchmarking
- approach: deep learning
- approach: statistical model
- Citations
- 2
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Multi-State Design of Flexible Proteins Predicts Sequences Optimal for Conformational Change
M. F. Sauer, A. M. Sevy, … J. Meiler·bioRxiv·Aug 20, 2019
- Computational remodeling of an enzyme conformational landscape for altered substrate selectivity
A. D. St-Jacques, J. M. Rodriguez, … R. A. Chica·bioRxiv·Sep 16, 2022
- Computational design of conformation-biasing mutations to alter protein functions
Peter E. Cavanagh, Andrew G. Xue, … Alice Y. Ting·SciencePeer-reviewed·Jan 8, 2026
- A Computational Workflow for Structure-Guided Design of Potent and Selective Kinase Peptide Substrates
Abeeb Abiodun Yekeen, Cynthia J. Meyer, … Kenneth D. Westover·Journal of Chemical Information and ModelingPeer-reviewed·Feb 7, 2026
- Investigating the conformational landscape of AlphaFold2-predicted protein kinase structures
C. Al-Masri, F. Trozzi, … R. Rahman·bioRxiv·Dec 2, 2022
- Computational enzyme design by catalytic motif scaffolding
Markus Braun, Adrian Tripp, … Gustav Oberdorfer·NaturePeer-reviewed·Dec 3, 2025