Publication date: Jul 01, 2026
The entry of SARS-CoV-2 into cells is mediated by a trimeric spike protein that utilizes its receptor-binding domain (RBD) to engage with the cell surface receptor ACE2, with each protomer capable of shuttling between an ‘up’ conformation that can bind ACE2 and a ‘down’ conformation that prevents ACE2 binding. To discover intermediate conformational states during this transition, we applied and refined a recently reported linear subspace method to embed 2D projection cryo-EM images of ACE2-bound spike proteins into a low-dimensional latent space. From this embedding, multiple conformational states were reconstructed followed by an automated masking protocol, leveraging a topology representing network and optimal transport. A surprising result from our analysis is the finding that the dominant trajectory for the transition between conformations that have one-up and two-up RBD states involves an all-down RBD conformational state. The methods we present here could be generally applicable to other dynamic protein assemblies to uncover novel intermediate conformational states.

| Concepts | Keywords |
|---|---|
| Ace2 | cryo-electron microscopy |
| Receptor | heterogeneity analysis |
| Reconstructed | SARS-CoV-2 receptor-binding domain |
| Shuttling | structural biology |
| Topology |