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Phase imaging with computational specificity (PICS) for measuring dry mass changes in sub-cellular compartments

Mikhail E. Kandel, Yuchen R. He, Young Jae Lee, Taylor Hsuan-Yu Chen, Kathryn Michele Sullivan, Onur Aydin, M. Taher A. Saif, Hyunjoon Kong, Nahil Sobh, Gabriel Popescu

2020Nature Communications163 citationsDOIOpen Access PDF

Abstract

Due to its specificity, fluorescence microscopy has become a quintessential imaging tool in cell biology. However, photobleaching, phototoxicity, and related artifacts continue to limit fluorescence microscopy's utility. Recently, it has been shown that artificial intelligence (AI) can transform one form of contrast into another. We present phase imaging with computational specificity (PICS), a combination of quantitative phase imaging and AI, which provides information about unlabeled live cells with high specificity. Our imaging system allows for automatic training, while inference is built into the acquisition software and runs in real-time. Applying the computed fluorescence maps back to the quantitative phase imaging (QPI) data, we measured the growth of both nuclei and cytoplasm independently, over many days, without loss of viability. Using a QPI method that suppresses multiple scattering, we measured the dry mass content of individual cell nuclei within spheroids. In its current implementation, PICS offers a versatile quantitative technique for continuous simultaneous monitoring of individual cellular components in biological applications where long-term label-free imaging is desirable.

Topics & Concepts

Phase imagingFluorescence-lifetime imaging microscopyFluorescence microscopeMicroscopyPhase (matter)Biological systemFluorescenceMaterials scienceLive cell imagingMedical imagingPhase-contrast imagingDirect imagingComputer scienceMolecular imagingBiomedical engineeringImage processingPhase contrast microscopyPreclinical imagingMicroscopeImaging techniqueWhole body imagingTomographyCytoplasmChemistryArtificial intelligenceDigital Holography and MicroscopyAdvanced X-ray Imaging TechniquesAdvanced Electron Microscopy Techniques and Applications
Phase imaging with computational specificity (PICS) for measuring dry mass changes in sub-cellular compartments | Litcius