Physics Practical Magic

Doctors might soon spot bone disease just by shining a laser through your finger—no scary X-ray radiation required.

March 20, 2026

Original Paper

Machine learning reconstruction of digit bone Raman spectra enables noninvasive transcutaneous detection of systemic osteoporosis

Mohammad Hosseini, Sadia Afrin, Anthony Yosick, Hani Awad, Andrew J. Berger

arXiv · 2603.18983

The Takeaway

By combining laser spectroscopy with artificial intelligence, researchers can now 'see' through soft tissue to measure the chemical health of bone. This allows for the non-invasive, radiation-free diagnosis of osteoporosis using a simple hand-held device rather than the massive, expensive scanners used today.

From the abstract

Osteoporosis, a major global epidemic, often goes undetected until a fracture occurs, largely due to poor access to screening using gold standard methods, such as dual-energy X-ray absorptiometry (DXA). As a potential nonionizing radiation alternative, we present a transcutaneous spatially offset Raman spectroscopy (SORS) approach combined with machine learning (ML) to recover bone spectra through overlying soft tissue and extract diagnostic information. In a human cadaveric study spanning norma