Label-free imaging flow cytometry for analysis and sorting of enzymatically dissociated tissues.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
19 01 2022
Historique:
received: 02 08 2021
accepted: 05 01 2022
entrez: 20 1 2022
pubmed: 21 1 2022
medline: 3 3 2022
Statut: epublish

Résumé

Biomedical research relies on identification and isolation of specific cell types using molecular biomarkers and sorting methods such as fluorescence or magnetic activated cell sorting. Labelling processes potentially alter the cells' properties and should be avoided, especially when purifying cells for clinical applications. A promising alternative is the label-free identification of cells based on physical properties. Sorting real-time deformability cytometry (soRT-DC) is a microfluidic technique for label-free analysis and sorting of single cells. In soRT-FDC, bright-field images of cells are analyzed by a deep neural net (DNN) to obtain a sorting decision, but sorting was so far only demonstrated for blood cells which show clear morphological differences and are naturally in suspension. Most cells, however, grow in tissues, requiring dissociation before cell sorting which is associated with challenges including changes in morphology, or presence of aggregates. Here, we introduce methods to improve robustness of analysis and sorting of single cells from nervous tissue and provide DNNs which can distinguish visually similar cells. We employ the DNN for image-based sorting to enrich photoreceptor cells from dissociated retina for transplantation into the mouse eye.

Identifiants

pubmed: 35046492
doi: 10.1038/s41598-022-05007-2
pii: 10.1038/s41598-022-05007-2
pmc: PMC8770577
doi:

Types de publication

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

Langues

eng

Sous-ensembles de citation

IM

Pagination

963

Subventions

Organisme : Deutsche Forschungsgemeinschaft
ID : 399422891
Organisme : Deutsche Forschungsgemeinschaft
ID : 399422891
Organisme : Deutsche Forschungsgemeinschaft
ID : 399422891
Organisme : Deutsche Forschungsgemeinschaft
ID : 399422891
Organisme : SPP2127 Program
ID : AD375/7-1
Organisme : SPP2127 Program
ID : AD375/7-1
Organisme : SPP2127 Program
ID : GU612/5-1
Organisme : SPP2127 Program
ID : AD375/7-1

Informations de copyright

© 2022. The Author(s).

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Auteurs

Maik Herbig (M)

Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany.
Center for Regenerative Therapies Dresden (CRTD), Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany.

Karen Tessmer (K)

Center for Regenerative Therapies Dresden (CRTD), Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany.

Martin Nötzel (M)

Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany.

Ahsan Ahmad Nawaz (AA)

Max Planck Institute for the Science of Light & Max-Planck-Zentrum Für Physik Und Medizin, Erlangen, Germany.

Tiago Santos-Ferreira (T)

Center for Regenerative Therapies Dresden (CRTD), Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany.
Roche Innovation Center Basel, F. Hoffman-La Roche Ltd., Basel, Switzerland.

Oliver Borsch (O)

Center for Regenerative Therapies Dresden (CRTD), Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany.

Sylvia J Gasparini (SJ)

Center for Regenerative Therapies Dresden (CRTD), Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany.

Jochen Guck (J)

Max Planck Institute for the Science of Light & Max-Planck-Zentrum Für Physik Und Medizin, Erlangen, Germany.

Marius Ader (M)

Center for Regenerative Therapies Dresden (CRTD), Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany. marius.ader@tu-dresden.de.

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Classifications MeSH