研究目的
Investigating the suitability of immuno-SERS (iSERS) microscopy for imaging of smooth muscle cells (SMCs) in atherosclerotic plaques and comparing its staining quality with immunofluorescence (IF) microscopy.
研究成果
ImmunoSERS (iSERS) microscopy is effective for staining and imaging smooth muscle cells (SMCs) in atherosclerotic plaques, with results comparable to immunofluorescence (IF) as the gold standard. Both direct and indirect iSERS staining methods reliably detect alpha-smooth muscle actin (SMA), and multivariate analysis (e.g., k-means clustering) improves image interpretation. iSERS overcomes limitations of IF, such as photobleaching and spectral overlap, and shows potential for multiplexed imaging and quantification in atherosclerosis research.
研究不足
The study notes that Large Area Scan (LAS) iSERS experiments suffer from spatial undersampling due to a step size of 5 μm, which is smaller than the spatial resolution but results in lower pixel density compared to IF. Autofluorescence can affect iSERS image analysis, requiring background correction. Segmentation in IF imaging is subjective and dependent on user input, with risks of overfitting or underfitting in machine learning. Photobleaching and spectral overlap in IF limit multiplexing capabilities. Local laser-induced overheating in iSERS may cause signal intensity variations.
1:Experimental Design and Method Selection:
The study employed immuno-SERS (iSERS) microscopy using SERS-labelled antibodies against alpha-smooth muscle actin (SMA) for imaging SMCs in atherosclerotic plaques. Both direct (labelled primary antibody) and indirect (unlabelled primary and labelled secondary antibody) staining techniques were used, with comparisons made to wide-field immunofluorescence (IF) images. Confocal Raman microscopy with point mapping was utilized for iSERS imaging, and IF images were collected using an inverted fluorescence microscope.
2:Sample Selection and Data Sources:
Brachiocephalic artery cross-sections from six-month-old ApoE/LDLR?/? mice with established atherosclerosis were used. Samples were fixed in paraformaldehyde, embedded in paraffin, and sectioned into 5 μm-thick slices mounted on salinized glass slides. Deparaffinization and heat-induced epitope retrieval were performed before staining.
3:List of Experimental Equipment and Materials:
Instruments included a confocal Raman microscope (WITec Alpha 300), inverted fluorescence microscope (Axio Observer D.1), UV/Vis absorption spectrometer (Perkin-Elmer Lambda 950), TEM (Zeiss EM 910), and autostainer (Leica ST5010 Autostainer XL). Reagents included gold nanoparticles, antibodies (anti-SMA, secondary antibodies), SERS nanotags (Au nanostars functionalized with 4-NTB and SH-PEG-COOH), and various chemicals for synthesis and staining.
4:Experimental Procedures and Operational Workflow:
Synthesis of Au nanostars and SERS-labelled antibodies was performed, followed by preparation of artery cross-sections. Staining involved incubation with primary and/or secondary antibodies (SERS-labelled or fluorophore-labelled), with negative controls using BSA/PBS. Raman and IF images were collected, with laser power adjusted and step sizes varied for imaging. Data analysis included spectral preprocessing, cluster analysis (k-means), and segmentation using software tools.
5:Data Analysis Methods:
Raman spectra were preprocessed for cosmic rays removal and baseline correction. Cluster analysis (k-means with Manhattan distance) was used to classify pixels based on SERS signals. IF images were segmented using Ilastic software for object classification, and quantification of SMA-positive areas was performed with ImageJ software.
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Confocal Raman microscope
Alpha 300
WITec
Used for collecting Raman microspectroscopic images of artery cross-sections to localize SERS-labelled antibodies.
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Inverted fluorescence microscope
Axio Observer D.1
Carl Zeiss
Used for collecting immunofluorescence images of artery cross-sections to compare with iSERS results.
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UV/Vis absorption spectrometer
Lambda 950
Perkin-Elmer
Used for recording extinction spectra of Au nanostars and controlling optical density during synthesis.
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Transmission electron microscope
EM 910
Zeiss
Used for collecting TEM images to control the quality of synthesized Au nanostars.
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Autostainer
ST5010 Autostainer XL
Leica
Used for automated deparaffinization of tissue sections.
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Millipore water purification system
Millipore
Used to purify water for all experiments.
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Anti-SMA antibody
Thermo Fisher Scientific
Primary antibody used for targeting alpha-smooth muscle actin in immunofluorescence and iSERS staining.
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Secondary antibody
Thermo Fisher Scientific
Secondary goat anti-mouse polyclonal antibody conjugated with fluorophore Cy3, used in indirect immunofluorescence and iSERS staining.
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Au nanostars
Synthesized nanoparticles used as SERS nanotags, functionalized with 4-NTB and SH-PEG-COOH for antibody conjugation.
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Protein A/G
Thermo Fisher Scientific
Chimeric protein used to coat SERS nanotags for enhanced antibody binding in some experiments.
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