Computational Biology
DynamicFlow illustration showing the transformation from apo pocket to holo pocket with ligand molecule generation

DynamicFlow: Integrating Protein Dynamics into Drug Design

Flow matching model that co-generates ligands and flexible protein pockets, addressing rigid-receptor limitations in …

Computational Biology
InvMSAFold generates diverse protein sequences from structure using a Potts model

InvMSAFold: Fast & Diverse Inverse Folding

A fast, diverse inverse folding method combining deep learning with Potts models to capture full sequence landscapes.

Computational Biology
Four types of protein folding energy landscapes from left to right - smooth funnel

Funnels, Pathways, and Energy Landscapes

Foundational paper establishing the energy landscape theory, folding funnels, and the principle of minimal frustration.

Computational Biology
Abstract artistic representation of alkaline hydrothermal vents with spiraling geological formations

The Drive to Life on Wet and Icy Worlds

A reformulated theory for the origin of life focusing on alkaline hydrothermal vents as electrochemical reactors.

Computational Biology
A reconstruction of LUCA within its evolutionary and ecological context

The Nature of LUCA and Early Earth System

Phylogenomic reconstruction of LUCA revealing a complex, 4.2 Ga old acetogen living in an established ecosystem.