Multiple optical measurements reveal the single cell activation without contrast agent

March 8, 2018, Osaka University
Measurement and data treatment principle, where morphological and spectral parameters are employed to generate a statistical model that allows for analysis of new cellular data taken in later experiments for classification and analysis. Credit: Pavillon et al, PNAS

Nicolas Pavillon (Assistant Professor), Nicholas I. Smith (Associate Professor, Immunology Frontier Research Center, Osaka University) and collaborators developed a label-free multimodal microscopy platform that allows the non-invasive study of cellular preparations without the need of any additional chemicals or contrast agent. The parameters extracted from these measurements, coupled with machine algorithms, enable the study of fine cellular processes such as macrophage cells activation upon exposure to lipopolysaccharide (LPS). The authors demonstrate that activation, as well as partial activation inhibition, can be observed at single-cell level through phenotypic and molecular characterization purely through non-invasive optical means.

Label-free optical measurements have become popular thanks to their ability to observe samples non-invasively. Techniques such as quantitative phase microscopy or Raman spectroscopy, as used in this study, have been extensively used in recent years to characterize specimens and identify from different origins. However, the specificity of these approaches usually only allows for the discrimination of cell types. The group shows in this study that fine processes such as within populations of identical cells is also possible.

Standard analysis methods are often destructive to the , or rely on to detect specific molecules of interest, which limits the study to known target molecules. The approach developed here is based on non-invasive techniques that rely on the endogenous contrast of the sample, i.e. on its phenotype and whole intracellular molecular content. Furthermore, standard assays, despite their sensitiveness, often measure samples at a population level, taking advantage of the cumulative effect on secreted molecules, but losing the information about individual cellular response. The presented approach provides measurements at single-cell level, enabling the study of cell-to-cell variability within populations.

Explore further: Researchers develop optical tools to detect metabolic changes linked to disease

More information: Nicolas Pavillon et al. Noninvasive detection of macrophage activation with single-cell resolution through machine learning, Proceedings of the National Academy of Sciences (2018). DOI: 10.1073/pnas.1711872115

Related Stories

New way of visualizing fatty acids inside cells

February 3, 2017

International researchers, including those from Osaka University, developed a new method to image intracellular fatty acids at a single cell level. They treated cells with fatty acids containing a single bromine atom and ...

New imaging technique peers inside living cells

November 16, 2017

To undergo high-resolution imaging, cells often must be sliced and diced, dehydrated, painted with toxic stains, or embedded in resin. For cells, the result is certain death.

Bar-coding technique opens up studies within single cells

September 14, 2015

All of the cells in a particular tissue sample are not necessarily the same—they can vary widely in terms of genetic content, composition, and function. Yet many studies and analytical techniques aimed at understanding ...

Recommended for you

New thermoelectric material delivers record performance

January 17, 2019

Taking advantage of recent advances in using theoretical calculations to predict the properties of new materials, researchers reported Thursday the discovery of a new class of half-Heusler thermoelectric compounds, including ...

Zirconium isotope a master at neutron capture

January 17, 2019

The probability that a nucleus will absorb a neutron is important to many areas of nuclear science, including the production of elements in the cosmos, reactor performance, nuclear medicine and defense applications.

Mechanism helps explain the ear's exquisite sensitivity

January 16, 2019

The human ear, like those of other mammals, is so extraordinarily sensitive that it can detect sound-wave-induced vibrations of the eardrum that move by less than the width of an atom. Now, researchers at MIT have discovered ...

0 comments

Please sign in to add a comment. Registration is free, and takes less than a minute. Read more

Click here to reset your password.
Sign in to get notified via email when new comments are made.