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
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
963Subventions
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).
Références
J Chromatogr B Biomed Sci Appl. 1999 Feb 5;722(1-2):33-53
pubmed: 10068132
J Vis Exp. 2014 Feb 22;(84):e50932
pubmed: 24638161
Cytometry. 1990;11(2):231-8
pubmed: 1690625
Stem Cell Reports. 2018 Sep 11;11(3):665-680
pubmed: 30100409
Nat Biotechnol. 2013 Aug;31(8):741-7
pubmed: 23873086
Nat Methods. 2018 May;15(5):355-358
pubmed: 29608556
Histochem Cell Biol. 2005 Mar;123(3):217-28
pubmed: 15830242
Vis Neurosci. 2001 Jul-Aug;18(4):615-23
pubmed: 11829307
Eur J Immunol. 2017 Oct;47(10):1584-1797
pubmed: 29023707
Nat Commun. 2020 Jul 10;11(1):3452
pubmed: 32651381
Cytometry A. 2020 Nov;97(11):1127-1135
pubmed: 32400942
Cell Transplant. 2017 Jun 9;26(6):1089-1102
pubmed: 28139195
Lab Chip. 2011 Dec 7;11(23):4072-80
pubmed: 22020269
Anal Chem. 2015 Dec 15;87(24):12051-8
pubmed: 26331909
Invest Ophthalmol Vis Sci. 2011 Aug 16;52(9):6462-71
pubmed: 21743009
Stem Cell Reports. 2016 Apr 12;6(4):525-538
pubmed: 27050948
Cytotechnology. 2012 Mar;64(2):109-30
pubmed: 22271369
Proc Natl Acad Sci U S A. 2006 Mar 7;103(10):3890-5
pubmed: 16505381
Stem Cells. 2015 Jan;33(1):79-90
pubmed: 25183393
Cytometry A. 2019 Nov;95(11):1145-1157
pubmed: 31107590
Cell. 2020 Sep 17;182(6):1623-1640.e34
pubmed: 32946783
Trends Neurosci. 2002 Jan;25(1):32-8
pubmed: 11801336
Exp Eye Res. 2008 Apr;86(4):691-700
pubmed: 18329018
Lab Chip. 2012 Mar 21;12(6):1048-51
pubmed: 22327631
Nat Neurosci. 2006 Jan;9(1):85-92
pubmed: 16341211
Anat Rec. 1985 Jun;212(2):199-205
pubmed: 3842042
Rep Prog Phys. 2015 Jan;78(1):016601
pubmed: 25471081
Adv Sci (Weinh). 2021 Jun;8(11):e2003743
pubmed: 34105281
Rev Sci Instrum. 1972 Mar;43(3):404-9
pubmed: 5013444
Nat Methods. 2015 Mar;12(3):199-202, 4 p following 202
pubmed: 25643151
Nat Commun. 2016 Oct 04;7:13028
pubmed: 27701381
Prog Retin Eye Res. 2019 Mar;69:1-37
pubmed: 30445193
Nature. 2006 Nov 9;444(7116):203-7
pubmed: 17093405
Nat Methods. 2020 Jun;17(6):595-599
pubmed: 32451476
Cytometry A. 2020 Aug;97(8):768-771
pubmed: 31743590
Sci Rep. 2016 Feb 09;6:20375
pubmed: 26856740
IEEE Trans Neural Netw Learn Syst. 2021 Jan 12;PP:
pubmed: 33434136
J Neurosci. 1998 Nov 1;18(21):8936-46
pubmed: 9786999
J Invest Dermatol. 2018 Feb;138(2):344-354
pubmed: 28942364
Cell Stem Cell. 2013 May 2;12(5):520-30
pubmed: 23642363
Dev Biol. 2018 Jan 15;433(2):132-143
pubmed: 29291970
Hum Gene Ther. 2021 Jul;32(13-14):694-706
pubmed: 33752467