Bessel-Beam Hyperspectral CARS Microscopy with Sparse Sampling: Enabling High-Content High-Throughput Label-Free Quantitative Chemical Imaging.
Francesco MasiaIestyn PopePeter WatsonWolfgang LangbeinPaola BorriPublished in: Analytical chemistry (2018)
Microscopy-based high-content and high-throughput analysis of cellular systems plays a central role in drug discovery. However, for contrast and specificity, the majority of assays require a fluorescent readout which always comes with the risk of alteration of the true biological conditions. In this work, we demonstrate a label-free imaging platform which combines chemically specific hyperspectral coherent anti-Stokes Raman scattering microscopy with sparse sampling and Bessel beam illumination. This enabled us to screen multiwell plates at high speed, while retaining the high-content chemical analysis of hyperspectral imaging. To demonstrate the practical applicability of the method we addressed a critical side effect in drug screens, namely, drug-induced lipid storage within hepatic tissue. We screened 15 combinations of drugs and neutral lipids added to human HepG2 liver cells and developed a high-content quantitative data analysis pipeline which extracted the spectra and spatial distributions of lipid and protein components. We then used their combination to train a support vector machine discriminative algorithm. Classification of the drug responses in terms of phospholipidosis versus steatosis was achieved in a completely label-free assay.
Keyphrases
- label free
- high throughput
- high resolution
- drug induced
- high speed
- liver injury
- data analysis
- deep learning
- drug discovery
- machine learning
- single cell
- fatty acid
- endothelial cells
- atomic force microscopy
- adverse drug
- gene expression
- magnetic resonance
- high fat diet
- small molecule
- cell proliferation
- monte carlo
- emergency department
- neural network
- cell death
- skeletal muscle
- density functional theory
- fluorescence imaging
- protein protein
- genome wide
- pi k akt
- adipose tissue
- contrast enhanced