Universal inverse modelling of point spread functions for SMLM localization and microscope characterization.


Journal

bioRxiv : the preprint server for biology
Titre abrégé: bioRxiv
Pays: United States
ID NLM: 101680187

Informations de publication

Date de publication:
26 Oct 2023
Historique:
pubmed: 14 11 2023
medline: 14 11 2023
entrez: 14 11 2023
Statut: epublish

Résumé

The point spread function (PSF) of a microscope describes the image of a point emitter. Knowing the accurate PSF model is essential for various imaging tasks, including single molecule localization, aberration correction and deconvolution. Here we present uiPSF (universal inverse modelling of Point Spread Functions), a toolbox to infer accurate PSF models from microscopy data, using either image stacks of fluorescent beads or directly images of blinking fluorophores, the raw data in single molecule localization microscopy (SMLM). The resulting PSF model enables accurate 3D super-resolution imaging using SMLM. Additionally, uiPSF can be used to characterize and optimize a microscope system by quantifying the aberrations, including field-dependent aberrations, and resolutions. Our modular framework is applicable to a variety of microscope modalities and the PSF model incorporates system or sample specific characteristics, e.g., the bead size, depth dependent aberrations and transformations among channels. We demonstrate its application in single or multiple channels or large field-of-view SMLM systems, 4Pi-SMLM, and lattice light-sheet microscopes using either bead data or single molecule blinking data.

Identifiants

pubmed: 37961269
doi: 10.1101/2023.10.26.564064
pmc: PMC10634843
pii:
doi:

Types de publication

Preprint

Langues

eng

Subventions

Organisme : NIGMS NIH HHS
ID : R01 GM140284
Pays : United States
Organisme : NCATS NIH HHS
ID : R13 TR001278
Pays : United States

Références

IEEE Trans Comput Imaging. 2020 Nov 23;7:98-113
pubmed: 33604418
Opt Express. 2018 Apr 2;26(7):8397-8416
pubmed: 29715807
Opt Lett. 2020 Jul 1;45(13):3765-3768
pubmed: 32630949
Nat Photonics. 2016 Nov;10(11):705-708
pubmed: 27818707
Nat Methods. 2011 Apr;8(4):353-9
pubmed: 21399636
Nano Lett. 2013 Mar 13;13(3):987-93
pubmed: 23414562
Nat Methods. 2020 May;17(5):531-540
pubmed: 32371980
J Microsc. 2004 Oct;216(Pt 1):32-48
pubmed: 15369481
Proc Natl Acad Sci U S A. 2012 Jan 17;109(3):675-9
pubmed: 22210112
Chemphyschem. 2014 Mar 17;15(4):587-99
pubmed: 24382708
Acc Chem Res. 2018 Mar 20;51(3):697-705
pubmed: 29443498
J Cell Biol. 2022 Nov 7;221(11):
pubmed: 36173380
Nat Commun. 2022 Jun 6;13(1):3133
pubmed: 35668089
Biophys J. 2008 Dec 15;95(12):6025-43
pubmed: 18835896
Nat Methods. 2010 May;7(5):373-5
pubmed: 20364146
Opt Express. 2022 Jul 18;30(15):27509-27530
pubmed: 36236921
IEEE Trans Pattern Anal Mach Intell. 2021 Jul;43(7):2179-2192
pubmed: 34029185
Opt Express. 2020 May 11;28(10):14511-14521
pubmed: 32403490
BMC Bioinformatics. 2020 Oct 15;21(1):456
pubmed: 33059591
Nat Biotechnol. 2020 Nov;38(11):1337-1346
pubmed: 32601431
Nano Lett. 2008 Aug;8(8):2463-8
pubmed: 18642961
Nat Methods. 2008 Jun;5(6):527-9
pubmed: 18469823
Nat Methods. 2018 Nov;15(11):913-916
pubmed: 30377349
Sci Rep. 2017 Apr 3;7(1):552
pubmed: 28373678
J Microsc. 2012 Aug;247(2):147-60
pubmed: 22612666
Nat Methods. 2022 May;19(5):603-612
pubmed: 35577958
Annu Rev Biophys. 2022 May 9;51:301-326
pubmed: 35119945
Nat Methods. 2022 Apr;19(4):461-469
pubmed: 35314838
Nat Methods. 2023 Mar;20(3):459-468
pubmed: 36823335
Biomed Opt Express. 2019 May 02;10(6):2708-2718
pubmed: 31259045
Nat Methods. 2020 Jan;17(1):59-63
pubmed: 31819263
Science. 2014 Oct 24;346(6208):1257998
pubmed: 25342811
Opt Lett. 2022 Jun 15;47(12):3031-3034
pubmed: 35709042
PLoS One. 2016 Mar 22;11(3):e0147506
pubmed: 27002724
Elife. 2020 Nov 12;9:
pubmed: 33179596
Science. 2008 Feb 8;319(5864):810-3
pubmed: 18174397
Opt Express. 2009 May 11;17(10):8264-77
pubmed: 19434159
Nat Methods. 2019 Oct;16(10):1045-1053
pubmed: 31562488
Nat Methods. 2023 Jan;20(1):139-148
pubmed: 36522500
Proc Natl Acad Sci U S A. 2009 Mar 3;106(9):3125-30
pubmed: 19202073
Nat Methods. 2019 Nov;16(11):1114-1118
pubmed: 31501551
Nat Commun. 2021 Oct 11;12(1):5934
pubmed: 34635658
Nat Protoc. 2021 Feb;16(2):677-727
pubmed: 33328610
Proc Natl Acad Sci U S A. 2009 Mar 3;106(9):2995-9
pubmed: 19211795
Opt Express. 2016 Nov 28;24(24):28080-28090
pubmed: 27906373
Appl Phys Lett. 2019 Dec 16;115(25):251106
pubmed: 32127719
Phys Rev Lett. 2014 Sep 26;113(13):133902
pubmed: 25302889
Opt Express. 2017 Apr 3;25(7):7945-7959
pubmed: 28380911
Biophys J. 2010 Oct 20;99(8):2686-94
pubmed: 20959110
Opt Lett. 2014 Jan 15;39(2):275-8
pubmed: 24562125
Nat Methods. 2023 Jan;20(1):44-45
pubmed: 36522504
Mol Biol Cell. 2014 Nov 5;25(22):3619-29
pubmed: 25318676
Opt Express. 2013 Dec 2;21(24):29462-87
pubmed: 24514501
Nat Photonics. 2023 Feb;17(2):179-186
pubmed: 36968242
Opt Express. 2020 Mar 30;28(7):10179-10198
pubmed: 32225609
Nat Methods. 2018 May;15(5):367-369
pubmed: 29630062
Nat Rev Methods Primers. 2021;1:
pubmed: 35663461
Nat Methods. 2021 Sep;18(9):1082-1090
pubmed: 34480155
Nat Commun. 2018 Jun 19;9(1):2409
pubmed: 29921892
Science. 2017 Feb 10;355(6325):606-612
pubmed: 28008086
Nat Methods. 2016 Apr;13(4):359-65
pubmed: 26950745
Nat Photonics. 2016;10:590-594
pubmed: 28413434
Nat Methods. 2014 Oct;11(10):981-2
pubmed: 25264772
Nat Methods. 2020 Sep;17(9):870-872
pubmed: 32814874
Cell. 2016 Aug 11;166(4):1028-1040
pubmed: 27397506

Auteurs

Sheng Liu (S)

Department of Physics and Astronomy, University of New Mexico, Albuquerque, NM, USA.

Jianwei Chen (J)

Department of Biomedical Engineering, Guangdong Provincial Key Laboratory of Advanced Biomaterials, Southern University of Science and Technology, Shenzhen, China.
Collaboration for joint PhD degree between Southern University of Science and Technology and Harbin Institute of Technology, Harbin, 150001, China.

Jonas Hellgoth (J)

European Molecular Biology Laboratory, Cell Biology and Biophysics, Heidelberg, Germany.

Lucas-Raphael Müller (LR)

European Molecular Biology Laboratory, Cell Biology and Biophysics, Heidelberg, Germany.

Boris Ferdman (B)

Department of Biomedical Engineering, Technion-Israel Institute of Technology, Haifa, Israel.

Christian Karras (C)

Leibniz Institute of Photonic Technology, Albert-Einstein-Straße 9, 07745, Jena, Germany.
Currently at JENOPTIK Optical Systems GmbH, Jena, Germany.

Dafei Xiao (D)

Department of Biomedical Engineering, Technion-Israel Institute of Technology, Haifa, Israel.

Keith A Lidke (KA)

Department of Physics and Astronomy, University of New Mexico, Albuquerque, NM, USA.

Rainer Heintzmann (R)

Institute of Physical Chemistry and Abbe Center of Photonics, Friedrich-Schiller-University Jena, Jena, Germany.
Leibniz Institute of Photonic Technology, Albert-Einstein-Straße 9, 07745, Jena, Germany.

Yoav Shechtman (Y)

Department of Biomedical Engineering, Technion-Israel Institute of Technology, Haifa, Israel.
Department of Mechanical Engineering, The University of Texas at Austin, Austin, TX, USA.

Yiming Li (Y)

Department of Biomedical Engineering, Guangdong Provincial Key Laboratory of Advanced Biomaterials, Southern University of Science and Technology, Shenzhen, China.

Jonas Ries (J)

European Molecular Biology Laboratory, Cell Biology and Biophysics, Heidelberg, Germany.
Max Perutz Labs, Vienna Biocenter Campus (VBC), Dr.-Bohr-Gasse 9, 1030, Vienna, Austria.
University of Vienna, Center for Molecular Biology, Department of Structural and Computational Biology, Dr.-Bohr-Gasse 9, 1030, Vienna, Austria.
University of Vienna, Faculty of Physics, Boltzmanngasse 5, 1090 Vienna, Austria.

Classifications MeSH