PhaseT3M: 3D imaging at 1.6 Å resolution via electron cryo-tomography with nonlinear phase retrieval
Electron cryo-tomography (cryo-ET) enables 3D imaging of complex, radiation-sensitive structures with molecular detail. However, image contrast from the interference of scattered electrons is nonlinear with atomic density and multiple scattering further complicates interpretation. These effects degrade resolution, particularly in conventional reconstruction algorithms, which assume linearity. Particle averaging can reduce such issues but is unsuitable for heterogeneous or dynamic samples ubiquitous in biology, chemistry, and materials sciences. Here, we develop a phase retrieval-based cryo-ET method, PhaseT3M. We experimentally demonstrate its application to an approximately 7 nm Co<sub>3</sub>O<sub>4</sub> nanoparticle on an approximately 30 nm carbon substrate, achieving a maximum resolution of 1.6 Å, surpassing conventional limits using standard cryo-TEM equipment. PhaseT3M uses a multislice model for multiple scattering and Bayesian optimization for alignment and computational aberration correction, with a positivity constraint to recover 'missing wedge' information. Applied directly to biological particles, it enhances reconstruction quality and reduces artifacts, establishing a standard for routine 3D imaging with phase contrast.
Authors
- Stephanie M. Ribet (ORCID: https://orcid.org/0000-0002-7117-066X)
- Colin Ophus (ORCID: https://orcid.org/0000-0003-2348-8558)
- Mary Scott (ORCID: https://orcid.org/0000-0002-9543-6725)
- Min Gee Cho (ORCID: https://orcid.org/0000-0003-4490-7352)
- Georgios Varnavides (ORCID: https://orcid.org/0000-0001-8338-3323)
- Juhyeok Lee (ORCID: https://orcid.org/0000-0002-4866-5728)
- Michael Whittaker (ORCID: https://orcid.org/0000-0002-9724-3409)
- Samuel M. Song (ORCID: https://orcid.org/0009-0007-2493-1861)
Institutions
- Lawrence Berkeley National Laboratory (US)
- Miller College (US)
- University of California, Berkeley (US)
- Stanford University (US)
Publication Details
- Journal
- Nature Communications
- Published
- 2025-12-17
- DOI
- https://doi.org/10.1038/s41467-025-67303-5
- Citations
- 1
- Primary Topic
- Advanced Electron Microscopy Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 2.55
Funders
- National Science Foundation
- U.S. Department of Energy
- California Institute for Quantitative Biosciences
- National Energy Research Scientific Computing Center
- Office of Science
- Basic Energy Sciences