Projects per year
Abstract
Hyperspectral stimulated Raman scattering (SRS) microscopy is a powerful imaging modality for the analysis of biological systems. Here, we report the application of k-means cluster analysis (KMCA) of multi-wavelength SRS images in the high-wavenumber region of the Raman spectrum as a robust and reliable method for the segmentation of cellular organelles based on the intrinsic SRS spectrum. KMCA has been applied to the study of the endogenous lipid biochemistry of prostate cancer and prostate healthy cell models, while the corresponding SRS spectrum of the lipid droplet (LD) cluster enabled direct comparison of their composition. The application of KMCA in visualizing the LD content of prostate cell models following the inhibition of de novo lipid synthesis (DNL) using the acetyl-coA carboxylase inhibitor, 5-(tetradecyloxy)-2-furoic acid (TOFA), is demonstrated. This method identified a reliance of prostate cancer cell models upon DNL for metabolic requirements, with a significant reduction in the cellular LD content after treatment with TOFA, which was not observed in normal prostate cell models. SRS imaging combined with KMCA is a robust method for investigating drug-cell interactions in a label-free manner.
Original language | English |
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Pages (from-to) | 8899–8908 |
Number of pages | 10 |
Journal | Analytical Chemistry |
Volume | 94 |
Issue number | 25 |
Early online date | 14 Jun 2022 |
DOIs | |
Publication status | Published - 28 Jun 2022 |
Keywords
- Raman scattering
- prostate cancer
- k-means cluster analysis
- KMCA
- SRS
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Dive into the research topics of 'Label-free imaging of lipid droplets in prostate cells using stimulated Raman scattering microscopy and multivariate analysis'. Together they form a unique fingerprint.Projects
- 1 Finished
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Doctoral Training Partnership (DTP 2016-2017 University of Strathclyde) | Hislop, Ewan
Graham, D., Faulds, K. & Hislop, E.
EPSRC (Engineering and Physical Sciences Research Council)
1/10/18 → 1/07/22
Project: Research Studentship - Internally Allocated
Datasets
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Data for: "Label-free imaging of lipid droplets in prostate cells using stimulated Raman scattering microscopy and multivariate analysis"
Hislop, E. (Creator), Tipping, W. (Creator), Faulds, K. (Supervisor) & Graham, D. (Supervisor), University of Strathclyde, 6 Jun 2022
DOI: 10.15129/15cce480-ba34-45da-91a9-8a471d647704
Dataset