📝 Publications

Protein Self-assembly

Parallel NERDSS
parallel NERDSS

Parallelization of particle-based reaction-diffusion simulations using MPI
Sikao Guo, Korolija Nenad, Milfeld Kent, Jhaveri Adip, Sang Mankun, Ying M Yue, Margaret E Johnson, bioRxiv. 2024.12.06.627287 (2024).

By developing a parallel implementation of NERDSS using MPI-based domain decomposition, We have achieved near-linear scaling on large computing clusters. This enables the simulation of complex, biologically relevant self-assembly processes—such as protein lattice formation and the organization of multimeric complexes. Although performance depends on system size, reaction networks, and timescales, our open-source, parallelized code significantly improves the speed and accessibility of structure-resolved reaction-diffusion simulations, providing a powerful resource for researchers studying molecular assembly.

Gag assembly
gag assembly

Structure of the HIV immature lattice allows for essential lattice remodeling within budded virions
Sikao Guo, Ipsita Saha, Saveez Saffarian, Margaret E Johnson, eLife. 12:e84881 (2023).

Poster

“This fundamental work substantially advances our understanding of the maturation of retroviruses, a key step in understanding the formation of infectious viruses. The evidence supporting the conclusions is compelling, with rigorous computational simulations. The work will be of broad interest to the community of virologists worldwide.” – Editor’s evaluation

Clathrin assembly on membrane
clathrin assembly on membrane

Large self-assembled clathrin lattices spontaneously disassemble without sufficient adaptor proteins
Si-Kao Guo, Alexander J Sodt, Margaret E Johnson, PLOS Computational Biology. 18, e1009969 (2022).

Poster

We explore how clathrin-coated structures assemble and disassemble on cell membranes, a key process in cellular transport. By integrating in vitro kinetic data with detailed reaction-diffusion simulations and membrane modeling, We show that stable nucleation of these lattices requires a greater-than-1:1 ratio of adaptor proteins to clathrin. Under more physiologically relevant conditions, insufficient adaptor abundance leads to spontaneously forming but ultimately transient assemblies, explaining why so many clathrin structures fail to mature into vesicles. This work provides a quantitative framework for understanding how cellular conditions govern the transition from transient clathrin-coated structures to productive vesicle formation.

Molecular motor: Kinesin