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Luminescence-enabled three-dimensional temperature bioimaging
Liyan Ming1,2,3, Anna Romelli4, José Lifante1,2
1Nanomaterials for Bioimaging Group (nanoBIG), Departamento de Física de Materiales, Facultad de Ciencias, Universidad Autónoma de Madrid, Madrid, Spain.
Nature Communications
|July 11, 2025
Summary
Researchers developed a novel 3D luminescence thermometry method using Ag2S nanothermometers and machine learning. This breakthrough enables 3D thermal imaging, overcoming limitations of current 2D approaches for biological sensing.
Area of Science:
- Nanotechnology
- Biophysics
- Machine Learning
Background:
- Luminescence thermometry offers remote, high-resolution thermal imaging.
- Current methods are limited to 2D thermal imaging, hindering 3D heat diffusion analysis.
- A robust 3D luminescence thermometry technique is needed for advanced biological studies.
Purpose of the Study:
- To develop a credible method for extracting 3D thermal images using luminescence.
- To combine Ag2S nanothermometers with machine learning for 3D thermal sensing.
- To overcome the limitations of existing 2D luminescence thermometry.
Main Methods:
- Utilized silver sulfide (Ag2S) nanothermometers for temperature sensing.
- Employed machine learning algorithms, specifically optimized neural networks.
- Leveraged spectral distortions caused by temperature and tissue photon extinction.
Main Results:
- Successfully extracted 3D thermal images from complex nanothermometer patterns.
- Demonstrated the method's efficacy for in vivo luminescence thermometry.
- The algorithm accurately reconstructed 3D temperature distributions.
Conclusions:
- The developed method provides the first credible approach for 3D luminescence thermometry.
- This technique significantly advances 3D thermal imaging capabilities in biological systems.
- Has broad implications for 3D sensing applications in biology and beyond.

