3-Step flow focusing enables multidirectional imaging of bioparticles for imaging flow cytometry.


Journal

Lab on a chip
ISSN: 1473-0189
Titre abrégé: Lab Chip
Pays: England
ID NLM: 101128948

Informations de publication

Date de publication:
05 05 2020
Historique:
pubmed: 14 4 2020
medline: 20 1 2021
entrez: 14 4 2020
Statut: ppublish

Résumé

Multidirectional imaging flow cytometry (mIFC) extends conventional imaging flow cytometry (IFC) for the image-based measurement of 3D-geometrical features of particles. The innovative core is a flow rotation unit in which a vertical sample lamella is incrementally rotated by 90 degrees into a horizontal lamella. The required multidirectional views are generated by guiding all particles at a controllable shear flow position of the parabolic velocity profile of the capillary slit detection chamber. All particles pass the detection chamber in a two-dimensional sheet under controlled rotation while each particle is imaged multiple times. This generates new options for automated particle analysis. In an experimental application, we used our system for the accurate classification of 15 species of pollen based on 3D-morphological information. We demonstrate how the combination of multi directional imaging with advanced machine learning algorithms can improve the accuracy of automated bio-particle classification. As an additional benefit, we significantly decrease the number of false positives in the classification of foreign particles, i.e. those elements which do not belong to one of the trained classes by the 3D-extension of the classification algorithm.

Identifiants

pubmed: 32282005
doi: 10.1039/d0lc00244e
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

1676-1686

Auteurs

Andreas Kleiber (A)

Leibniz Institute of Photonic Technology, Albert-Einstein-Straße 9, D-07745 Jena, Germany. thomas.henkel@leibniz-ipht.de.

Anuradha Ramoji (A)

Leibniz Institute of Photonic Technology, Albert-Einstein-Straße 9, D-07745 Jena, Germany. thomas.henkel@leibniz-ipht.de and Center of Sepsis Control and Care (CSCC), Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany.

Günter Mayer (G)

Leibniz Institute of Photonic Technology, Albert-Einstein-Straße 9, D-07745 Jena, Germany. thomas.henkel@leibniz-ipht.de.

Ute Neugebauer (U)

Leibniz Institute of Photonic Technology, Albert-Einstein-Straße 9, D-07745 Jena, Germany. thomas.henkel@leibniz-ipht.de and Institute of Physical Chemistry and Abbe Center of Photonics, Helmholtzweg 4, D-07743 Jena, Germany and Center of Sepsis Control and Care (CSCC), Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany.

Jürgen Popp (J)

Leibniz Institute of Photonic Technology, Albert-Einstein-Straße 9, D-07745 Jena, Germany. thomas.henkel@leibniz-ipht.de and Institute of Physical Chemistry and Abbe Center of Photonics, Helmholtzweg 4, D-07743 Jena, Germany and Center of Sepsis Control and Care (CSCC), Jena University Hospital, Am Klinikum 1, D-07747 Jena, Germany.

Thomas Henkel (T)

Leibniz Institute of Photonic Technology, Albert-Einstein-Straße 9, D-07745 Jena, Germany. thomas.henkel@leibniz-ipht.de.

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