High-Throughput Screening Raman Spectroscopy Platform for Label-Free Cellomics.
Iwan W SchieJan RügerAbdullah S MondolAnuradha RamojiUte NeugebauerChristoph KrafftJuergen PoppPublished in: Analytical chemistry (2018)
We present a high-throughput screening Raman spectroscopy (HTS-RS) platform for a rapid and label-free macromolecular fingerprinting of tens of thousands eukaryotic cells. The newly proposed label-free HTS-RS platform combines automated imaging microscopy with Raman spectroscopy to enable a rapid label-free screening of cells and can be applied to a large number of biomedical and clinical applications. The potential of the new approach is illustrated by two applications. (1) HTS-RS-based differential white blood cell count. A classification model was trained using Raman spectra of 52 218 lymphocytes, 48 220 neutrophils, and 7 294 monocytes from four volunteers. The model was applied to determine a WBC differential for two volunteers and three patients, producing comparable results between HTS-RS and machine counting. (2) HTS-RS-based identification of circulating tumor cells (CTCs) in 1:1, 1:9, and 1:99 mixtures of Panc1 cells and leukocytes yielded ratios of 55:45, 10:90, and 3:97, respectively. Because the newly developed HTS-RS platform can be transferred to many existing Raman devices in all laboratories, the proposed implementation will lead to a significant expansion of Raman spectroscopy as a standard tool in biomedical cell research and clinical diagnostics.
Keyphrases
- label free
- raman spectroscopy
- induced apoptosis
- circulating tumor cells
- high throughput
- cell cycle arrest
- peripheral blood
- deep learning
- end stage renal disease
- single cell
- healthcare
- primary care
- stem cells
- chronic kidney disease
- high resolution
- endoplasmic reticulum stress
- cell therapy
- newly diagnosed
- ionic liquid
- prognostic factors
- risk assessment
- cell death
- immune response
- body composition
- patient reported outcomes
- photodynamic therapy
- mass spectrometry
- bioinformatics analysis