ArticlePloS one2017
Time resolved and label free monitoring of extracellular metabolites by surface enhanced Raman spectroscopy.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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Who cites it
23 citing papers in PubMed.
- Dual-mode analysis of ischemic stroke based on urine SERS spectra and carotid B-ultrasound.Science advances · 2026Article
- Lung cancer screening based on plasma-derived exosomes via droplet coating deposition Raman spectroscopy and machine learning.Biomedical optics express · 2026Article
- Label-Free Detection of Biochemical Changes during Cortical Organoid Maturation via Raman Spectroscopy and Machine Learning.Analytical chemistry · 2025Article
- Identification of the Cellular Tipping Point in the Inflammation Model of LPS-Induced RAW264.7 Macrophages Through Raman Spectroscopy and the Dynamical Network Biomarker Theory.Molecules (Basel, Switzerland) · 2025Article
- Vibrational fiber photometry: label-free and reporter-free minimally invasive Raman spectroscopy deep in the mouse brain.Nature methods · 2025Article
- Transcriptome-aligned metabolic profiling by SERSome reflects biological changes following mesenchymal stem cells expansion.Stem cell research & therapy · 2024Article
- Monitoring lipopolysaccharide-induced macrophage polarization by surface-enhanced Raman scattering.Mikrochimica acta · 2024Article
- Advancing precision cancer immunotherapy drug development, administration, and response prediction with AI-enabled Raman spectroscopy.Frontiers in immunology · 2024Review
- Monitoring and modelling the glutamine metabolic pathway: a review and future perspectives.Metabolomics : Official journal of the Metabolomic Society · 2023Review
- On-line untargeted metabolomics monitoring of an Escherichia coli succinate fermentation process.Biotechnology and bioengineering · 2022Article
- Oil Palm Fruits Ripeness Classification Based on the Characteristics of Protein, Lipid, Carotene, and Guanine/Cytosine from the Raman Spectra.Plants (Basel, Switzerland) · 2022Article
- Review
- Prospects of Surface-Enhanced Raman Spectroscopy for Biomarker Monitoring toward Precision Medicine.ACS photonics · 2022Review
- Paper-based plasmonic substrates as surface-enhanced Raman scattering spectroscopy platforms for cell culture applications.Materials today. Bio · 2021Review
- Single Cell Metabolomics: A Future Tool to Unmask Cellular Heterogeneity and Virus-Host Interaction in Context of Emerging Viral Diseases.Frontiers in microbiology · 2020Review
- Rapid metabolite response in leaf blade and petiole as a marker for shade avoidance syndrome.Plant methods · 2020Article
- Review
- Intracellular Recording of Human Cardiac Action Potentials on Market-Available Multielectrode Array Platforms.Frontiers in bioengineering and biotechnology · 2020Article
- Scalable nanolaminated SERS multiwell cell culture assay.Microsystems & nanoengineering · 2020Article
- ContinuousFrontiers in molecular biosciences · 2019Article
Corrections and comments
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Metabolomics is an emerging field of cell biology that aims at the comprehensive identification of metabolite levels in biological fluids or cells in a specific functional state. Currently, the major tools for determining metabolite concentrations are mass spectrometry coupled with chromatographic techniques and nuclear magnetic resonance, which are expensive, time consuming and destructive for the samples. Here, we report a time resolved approach to monitor metabolite dynamics in cell cultures, based on Surface Enhanced Raman Scattering (SERS). This method is label-free, easy to use and provides the opportunity to simultaneously study a broad range of molecules, without the need to process the biological samples. As proof of concept, NIH/3T3 cells were cultured in vitro, and the extracellular medium was collected at different time points to be analyzed with our engineered SERS substrates. By identifying individual peaks of the Raman spectra, we showed the simultaneous detection of several components of the conditioned medium, such as L-tyrosine, L-tryptophan, glycine, L-phenylalanine, L-histidine and fetal bovine serum proteins, as well as their intensity changes during time. Furthermore, analyzing the whole Raman data set with the Principal Component Analysis (PCA), we demonstrated that the Raman spectra collected at different days of culture and clustered by similarity, described a well-defined trajectory in the principal component plot. This approach was then utilized to determine indirectly the functional state of the macrophage cell line Raw 264.7, stimulated with the lipopolysaccharide (LPS) for 24 hours. The collected spectra at different time points, clustered by the PCA analysis, followed a well-defined trajectory, corresponding to the functional change of cells toward the activated pro-inflammatory state induced by the LPS. This study suggests that our engineered SERS surfaces can be used as a versatile tool both for the characterization of cell culture conditions and the functional state of cells over time.
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