Small-molecule binding and sensing with a designed protein family

G Gyu Rie Lee S Samuel J. Pellock C Christoffer Norn D Doug Tischer J Justas Dauparas (Department of Biochemistry, University of Washington) I Ivan Anishchenko (Department of Biochemistry, University of Washington) J Jaron A. M. Mercer A Alex Kang A Asim K. Bera H Hannah Nguyen E Evans Brackenbrough B Banumathi Sankaran I Inna Goreshnik D Dionne Vafeados N Nicole Roullier (Institute for Protein Design, University of Washington, Seattle, WA, USA.) H Hannah L. Han B Brian Coventry H Hugh K. Haddox D David R. Liu A Andy Hsien-Wei Yeh (Department of Biomolecular Engineering) D David Baker

Abstract

Abstract The de novo design of small-molecule–binding proteins holds great promise as a potential tool to develop sensors on-demand for arbitrary small molecules. Here we combine deep learning and physics-based methods to generate a family of proteins with diverse and designable pocket geometries, which we employ to computationally design binders for six small-molecule targets. Biophysical characterization of the designed binders reveals nanomolar to low micromolar binding affinities and atomic-level design accuracy. Additionally, we use a cortisol binder to design a chemically induced dimerization (CID) system that enables the construction of a biosensor for cortisol detection. The approach described here demonstrates the potential of the NTF2 fold and deep learning-based protein design in sensor development, paving the way for future platforms to design binders and sensors for small molecules across analytical, environmental, and biomedical applications.

Article Details

Volume / Issue Vol. 17, Issue 1
Published March 28, 2026
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (21)

G

Gyu Rie Lee

S

Samuel J. Pellock

C

Christoffer Norn

D

Doug Tischer

J

Justas Dauparas

Department of Biochemistry, University of Washington

I

Ivan Anishchenko

Department of Biochemistry, University of Washington

J

Jaron A. M. Mercer

A

Alex Kang

A

Asim K. Bera

H

Hannah Nguyen

E

Evans Brackenbrough

B

Banumathi Sankaran

I

Inna Goreshnik

D

Dionne Vafeados

N

Nicole Roullier

Institute for Protein Design, University of Washington, Seattle, WA, USA.

H

Hannah L. Han

B

Brian Coventry

H

Hugh K. Haddox

D

David R. Liu

A

Andy Hsien-Wei Yeh

Department of Biomolecular Engineering

D

David Baker