Demixing fluorescence time traces transmitted by multimode fibers.
Caio Vaz RimoliClaudio MorettiFernando SoldevilaEnora BrémontCathie VentalonSylvain GiganPublished in: Nature communications (2024)
Optical methods based on thin multimode fibers (MMFs) are promising tools for measuring neuronal activity in deep brain regions of freely moving mice thanks to their small diameter. However, current methods are limited: while fiber photometry provides only ensemble activity, imaging techniques using of long multimode fibers are very sensitive to bending and have not been applied to unrestrained rodents yet. Here, we demonstrate the fundamentals of a new approach using a short MMF coupled to a miniscope. In proof-of-principle in vitro experiments, we disentangled spatio-temporal fluorescence signals from multiple fluorescent sources transmitted by a thin (200 µm) and short (8 mm) MMF, using a general unconstrained non-negative matrix factorization algorithm directly on the raw video data. Furthermore, we show that low-cost open-source miniscopes have sufficient sensitivity to image the same fluorescence patterns seen in our proof-of-principle experiment, suggesting a new avenue for novel minimally invasive deep brain studies using multimode fibers in freely behaving mice.
Keyphrases
- low cost
- minimally invasive
- single molecule
- high resolution
- energy transfer
- white matter
- resting state
- deep learning
- high fat diet induced
- cerebral ischemia
- machine learning
- electronic health record
- functional connectivity
- multiple sclerosis
- metabolic syndrome
- photodynamic therapy
- artificial intelligence
- insulin resistance
- subarachnoid hemorrhage
- optical coherence tomography
- data analysis