Design principles of the common Gly-X6-Gly membrane protein building block

K Kiana Golden (Department of Integrative Structural and Computational Biology, The Scripps Research Institute) C Catalina Avarvarei (Department of Integrative Structural and Computational Biology, The Scripps Research Institute) C Charlie T. Anderson (Department of Integrative Structural and Computational Biology, The Scripps Research Institute) M Matthew Holcomb (Department of Integrative Structural and Computational Biology) W Weiyi Tang (Department of Integrative Structural and Computational Biology, The Scripps Research Institute) X Xiaoping Dai (Department of Integrative Structural and Computational Biology, The Scripps Research Institute) M Minghao Zhang C Colleen A. Mailie (Department of Integrative Structural and Computational Biology, The Scripps Research Institute) B Brittany B. Sanchez (Department of Chemistry, The Scripps Research Institute) J Jason S. Chen (Department of Chemistry, The Scripps Research Institute) S Stefano Forli (Department of Integrative Structural and Computational Biology) M Marco Mravic (Department of Integrative Structural and Computational Biology, The Scripps Research Institute)

Abstract

Protein behavior in lipids is poorly understood and inadequately represented in current computational models. Design and prediction abilities for bilayer-embedded molecular structures may be improved by characterizing membrane proteins’ most frequent, favored structural features to glean both context-specific and general principles. We used protein design to proactively interrogate the sequence–structure relationship and stabilizing atomic details of two highly prevalent antiparallel transmembrane (TM) motifs with Small-X 6 -Small consensus sequences. A fragment-based data-mining and sequence statistical inference method including cross-evolutionary structure-aligned covariance enabled engineering of de novo TM protein assemblies by successfully encoding Gly-X6-Gly and Ala-X6-Ala building blocks. A highly stable glycine-based design’s X-ray structure hosts Cα-H∙∙∙O = C H-bonding alongside extensive backbone-directed van der Waals packing, idealizing features of this motif in Nature. Data-driven design navigates sequence space to directly inquire upon how to encode and stabilize vital membrane protein structural elements, facilitating efficacious construction of lipid-embedded architectures of increasing complexity.

Article Details

Volume / Issue Vol. 122, Issue 41
Published October 14, 2025
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (12)

K

Kiana Golden

Department of Integrative Structural and Computational Biology, The Scripps Research Institute

C

Catalina Avarvarei

Department of Integrative Structural and Computational Biology, The Scripps Research Institute

C

Charlie T. Anderson

Department of Integrative Structural and Computational Biology, The Scripps Research Institute

M

Matthew Holcomb

Department of Integrative Structural and Computational Biology

W

Weiyi Tang

Department of Integrative Structural and Computational Biology, The Scripps Research Institute

X

Xiaoping Dai

Department of Integrative Structural and Computational Biology, The Scripps Research Institute

M

Minghao Zhang

C

Colleen A. Mailie

Department of Integrative Structural and Computational Biology, The Scripps Research Institute

B

Brittany B. Sanchez

Department of Chemistry, The Scripps Research Institute

J

Jason S. Chen

Department of Chemistry, The Scripps Research Institute

S

Stefano Forli

Department of Integrative Structural and Computational Biology

M

Marco Mravic

Department of Integrative Structural and Computational Biology, The Scripps Research Institute