Biology subjects

Maillie, C. A.

Publications and source records attributed to Maillie, C. A..

3 recordsLinked to original sources

bioRxiv2025

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

Protein behavior in lipid 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-X6-Small consensus sequences. A fragment-based data-mining and sequence statistical inference method including cross-evolutionary structure-aligned covariance enabled engineering of de novo multi-span TM protein assemblies by successfully encoding Gly-X6-Gly and Ala-X6-Ala building blocks. A highly stable glycine-based designs X-ray structure hosts C-H{middle dot}{middle dot}{middle dot}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 inquiry upon how to encode and stabilize vital membrane protein structural elements, facilitating efficacious construction of lipid-embedded architectures of increasing complexity. SignificanceMembrane proteins comprised of -helices pack together within lipid bilayers, establishing stabilities and architectures that brace function and guide evolution. De novo design was used to clarify the consensus sequences and molecular features encoding of one exceedingly common TM helix packing architecture ([~]10% of those in membrane folds). Small-X6-Small residue patterns were proven to reliably drive minimal proteins into these antiparallel TM geometries, revealing glycine mainchain hydrogen bonding or via fully apolar interfaces can encode the motif. Optimizing steric packing was the most decisive feature amongst the synthetic proteins. New membrane-specific design methods and model molecules are validated in route to outlining this important sequence-structure relationship broadly impacting the membrane proteome and revealing generalized structure-energetic imperatives governing interactions in lipid.

biophysics↗

bioRxiv2025

Programmed inhibition of an innate immune receptor via de novo designed transmembrane proteins

Transmembrane domains of immune complexes transmit precise signals across lipid bilayers. Probing their interactions has the potential to yield mechanistic insights relevant to therapeutic design. However, our capability to generate molecules directed to bind lipid-embedded sites is limited. Here, we demonstrate a computational strategy to design polypeptides targeting Toll-like receptor 4 (TLR4), a mediator of inflammatory signaling, directly within membranes. TLR4 poses a formidable molecular recognition challenge, as its transmembrane domain is largely apolar, lacks a defined sequence motif, and exhibits an underdetermined structure-function relationship. One synthetic protein binds TLR4s transmembrane domain and antagonizes NF{kappa}B signaling in human cells, proving that precise transmembrane domain interactions are essential for cross-membrane conformational coupling. This work refines design principles for encoding stable interactions in cellular membranes and expands the range of lipid-embedded mechanisms accessible to probe with computationally derived molecules.

biochemistry↗

bioRxiv2023

Ab initio prediction of specific phospholipid complexes and membrane association of HIV-1 MPER antibodies by multi-scale simulations

A potent class of HIV-1 broadly neutralizing antibodies (bnAbs) targets the envelope glycoproteins membrane proximal exposed region (MPER) through a proposed mechanism where hypervariable loops embed into lipid bilayers and engage headgroup moieties alongside the epitope. We address the feasibility and determinant molecular features of this mechanism using multi-scale modeling. All-atom simulations of 4E10, PGZL1, 10E8 and LN01 docked onto HIV-like membranes consistently form phospholipid complexes at key complementarity-determining region loop sites, solidifying that stable and specific lipid interactions anchor bnAbs to membrane surfaces. Ancillary protein-lipid contacts reveal surprising contributions from antibody framework regions. Coarse-grained simulations effectively capture antibodies embedding into membranes. Simulations estimating protein-membrane interaction strength for PGZL1 variants along an inferred maturation pathway show bilayer affinity is evolved and correlates with neutralization potency. The modeling demonstrated here uncovers insights into lipid participation in antibodies recognition of membrane proteins and highlights antibody features to prioritize in vaccine design.

biophysics↗