Inverse scattering in biological samples via beam propagation
Multiple scattering limits optical imaging in thick biological samples by scrambling sample-specific information. Physics-based inverse-scattering methods aim to computationally recover this information, often using non-convex optimization to reconstruct the scatter-corrected sample. However, this non-convexity can lead to inaccurate reconstructions, especially in highly scattering samples. Here, we show that various implementation strategies for even the same inverse-scattering method significantly affect reconstruction quality. We demonstrate this using multi-slice beam propagation (MSBP), a relatively simple nonconvex inverse-scattering method that reconstructs a scattering sample's 3D refractive-index (RI). By systematically conducting MSBP-based inverse-scattering on both phantoms and biological samples, we showed that an amplitude-only cost function in the inverse-solver, combined with angular and defocus diversity in the scattering measurements, enabled high-quality, fully-volumetric RI imaging. This approach achieved subcellular resolution and label-free 3D contrast across diverse, multiple-scattering samples. These results lay the groundwork for robust use of inverse-scattering techniques to achieve biologically interpretable 3D imaging in increasingly thick, multicellular samples, introducing a new paradigm for deep-tissue computational imaging.
Authors
- Adela Ben‐Yakar (ORCID: https://orcid.org/0000-0003-3468-6146)
- Mary E. Swartz (ORCID: https://orcid.org/0000-0002-7601-0147)
- Khashayar Moshksayan (ORCID: https://orcid.org/0000-0002-5240-8193)
- Rishika Khanna
- Elif Sarinay Cenik (ORCID: https://orcid.org/0000-0001-8514-5505)
- Johann K. Eberhart (ORCID: https://orcid.org/0000-0001-5258-2477)
- Shwetadwip Chowdhury (ORCID: https://orcid.org/0000-0002-6142-0231)
- Sapun H. Parekh (ORCID: https://orcid.org/0000-0001-8522-1854)
- Małgorzata Kujawińska (ORCID: https://orcid.org/0000-0001-6521-6951)
- Mohini Kamra (ORCID: https://orcid.org/0009-0004-2405-3120)
- Michał Ziemczonok (ORCID: https://orcid.org/0000-0002-4802-1105)
- Blythe Bolton
- Jeongsoo Kim (ORCID: https://orcid.org/0000-0003-0965-0424)
Institutions
- Warsaw University of Technology (PL)
- University of Georgia (US)
- Walker (United States) (US)
- The University of Texas at Austin (US)
Publication Details
- Journal
- Science Advances
- Published
- 2026-08-21
- DOI
- https://doi.org/10.1126/sciadv.aec8678
- Citations
- 2
- Primary Topic
- Digital Holography and Microscopy
- Type
- article
- Field-Weighted Citation Impact
- 9.72
Funders
- Welch Foundation
- Chan Zuckerberg Initiative
- Politechnika Warszawska
- National Institutes of Health
- National Institute on Alcohol Abuse and Alcoholism
- National Institute of General Medical Sciences
- National Institute of Environmental Health Sciences
- National Institute of Dental and Craniofacial Research