Time resolved and label free monitoring of extracellular metabolites by surface enhanced Raman spectroscopy

PLoS One. 2017 Apr 18;12(4):e0175581. doi: 10.1371/journal.pone.0175581. eCollection 2017.

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.

MeSH terms

  • Amino Acids / metabolism
  • Animals
  • Cattle
  • Cell Line
  • Extracellular Space / metabolism*
  • Fibroblasts / cytology
  • Fibroblasts / metabolism
  • Fibroblasts / ultrastructure
  • Interleukin-12 Subunit p40 / metabolism
  • Lipopolysaccharides / pharmacology
  • Macrophages / drug effects
  • Macrophages / metabolism*
  • Metal Nanoparticles / chemistry
  • Mice
  • Microscopy, Electron, Scanning
  • NIH 3T3 Cells
  • Principal Component Analysis
  • Rhodamines / chemistry
  • Serum Albumin, Bovine / metabolism
  • Silver / chemistry
  • Spectrum Analysis, Raman / methods*
  • Surface Properties
  • Time Factors

Substances

  • Amino Acids
  • Interleukin-12 Subunit p40
  • Lipopolysaccharides
  • Rhodamines
  • rhodamine 6G
  • Serum Albumin, Bovine
  • Silver

Grants and funding

FDA: European Research Council under the European Union's Seventh Framework Programme (FP/2007-2013) / ERC Grant Agreement n. [616213], CoG: Neuro-Plasmonics. https://erc.europa.eu/.