1
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Huijben TA, Mahajan S, Fahim M, Zijlstra P, Marie R, Mortensen KI. Point-Spread Function Deformations Unlock 3D Localization Microscopy on Spherical Nanoparticles. ACS NANO 2024; 18:29832-29845. [PMID: 39411831 PMCID: PMC11526427 DOI: 10.1021/acsnano.4c09719] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Revised: 10/03/2024] [Accepted: 10/08/2024] [Indexed: 10/30/2024]
Abstract
Nanoparticles (NPs) have proven their applicability in biosensing, drug delivery, and photothermal therapy, but their performance depends critically on the distribution and number of functional groups on their surface. When studying surface functionalization using super-resolution microscopy, the NP modifies the fluorophore's point-spread function (PSF). This leads to systematic mislocalizations in conventional analyses employing Gaussian PSFs. Here, we address this shortcoming by deriving the analytical PSF model for a fluorophore near a spherical NP. Its calculation is four orders of magnitude faster than numerical approaches and thus feasible for direct use in localization algorithms. We fit this model to individual 2D images from DNA-PAINT experiments on DNA-coated gold NPs and demonstrate extraction of the 3D positions of functional groups with <5 nm precision, revealing inhomogeneous surface coverage. Our method is exact, fast, accessible, and poised to become the standard in super-resolution imaging of NPs for biosensing and drug delivery applications.
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Affiliation(s)
- Teun A.P.M. Huijben
- Department
of Health Technology, Technical University
of Denmark (DTU), Kongens
Lyngby 2800, Denmark
| | - Sarojini Mahajan
- Department
of Applied Physics and Science Education, Eindhoven University of Technology (TU/e), Eindhoven 5600 MB, The Netherlands
| | - Masih Fahim
- Department
of Health Technology, Technical University
of Denmark (DTU), Kongens
Lyngby 2800, Denmark
| | - Peter Zijlstra
- Department
of Applied Physics and Science Education, Eindhoven University of Technology (TU/e), Eindhoven 5600 MB, The Netherlands
| | - Rodolphe Marie
- Department
of Health Technology, Technical University
of Denmark (DTU), Kongens
Lyngby 2800, Denmark
| | - Kim I. Mortensen
- Department
of Health Technology, Technical University
of Denmark (DTU), Kongens
Lyngby 2800, Denmark
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2
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Ortiz-Perez A, Zhang M, Fitzpatrick LW, Izquierdo-Lozano C, Albertazzi L. Advanced optical imaging for the rational design of nanomedicines. Adv Drug Deliv Rev 2024; 204:115138. [PMID: 37980951 DOI: 10.1016/j.addr.2023.115138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 11/06/2023] [Accepted: 11/08/2023] [Indexed: 11/21/2023]
Abstract
Despite the enormous potential of nanomedicines to shape the future of medicine, their clinical translation remains suboptimal. Translational challenges are present in every step of the development pipeline, from a lack of understanding of patient heterogeneity to insufficient insights on nanoparticle properties and their impact on material-cell interactions. Here, we discuss how the adoption of advanced optical microscopy techniques, such as super-resolution optical microscopies, correlative techniques, and high-content modalities, could aid the rational design of nanocarriers, by characterizing the cell, the nanomaterial, and their interaction with unprecedented spatial and/or temporal detail. In this nanomedicine arena, we will discuss how the implementation of these techniques, with their versatility and specificity, can yield high volumes of multi-parametric data; and how machine learning can aid the rapid advances in microscopy: from image acquisition to data interpretation.
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Affiliation(s)
- Ana Ortiz-Perez
- Department of Biomedical Engineering, Institute of Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Miao Zhang
- Department of Biomedical Engineering, Institute of Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Laurence W Fitzpatrick
- Department of Biomedical Engineering, Institute of Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Cristina Izquierdo-Lozano
- Department of Biomedical Engineering, Institute of Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Lorenzo Albertazzi
- Department of Biomedical Engineering, Institute of Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, the Netherlands.
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3
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Dai Z, Xie X, Gao Z, Li Q. DNA‐PAINT Super‐Resolution Imaging for Characterization of Nucleic Acid Nanostructures. Chempluschem 2022; 87:e202200127. [DOI: 10.1002/cplu.202200127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 07/12/2022] [Indexed: 11/06/2022]
Affiliation(s)
- Zheze Dai
- Shanghai Jiao Tong University School of Chemistry and Chemical Engineering CHINA
| | - Xiaodong Xie
- Shanghai Jiao Tong University School of Chemistry and Chemical Engineering 200240 Shanghai CHINA
| | - Zhaoshuai Gao
- Shanghai Jiao Tong University School of Chemistry and Chemical Engineering 200240 Shanghai CHINA
| | - Qian Li
- Shanghai Jiao Tong University School of Chemistry and Chemical Engineering Dongchuan Road 800中国 200240 Shanghai CHINA
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4
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Valles M, Pujals S, Albertazzi L, Sánchez S. Enzyme Purification Improves the Enzyme Loading, Self-Propulsion, and Endurance Performance of Micromotors. ACS NANO 2022; 16:5615-5626. [PMID: 35341250 PMCID: PMC9047656 DOI: 10.1021/acsnano.1c10520] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Accepted: 03/16/2022] [Indexed: 05/12/2023]
Abstract
Enzyme-powered micro- and nanomotors make use of biocatalysis to self-propel in aqueous media and hold immense promise for active and targeted drug delivery. Most (if not all) of these micro- and nanomotors described to date are fabricated using a commercially available enzyme, despite claims that some commercial preparations may not have a sufficiently high degree of purity for downstream applications. In this study, the purity of a commercial urease, an enzyme frequently used to power the motion of micro- and nanomotors, was evaluated and found to be impure. After separating the hexameric urease from the protein impurities by size-exclusion chromatography, the hexameric urease was subsequently characterized and used to functionalize hollow silica microcapsules. Micromotors loaded with purified urease were found to be 2.5 times more motile than the same micromotors loaded with unpurified urease, reaching average speeds of 5.5 μm/s. After comparing a number of parameters, such as enzyme distribution, protein loading, and motor reusability, between micromotors functionalized with purified vs unpurified urease, it was concluded that protein purification was essential for optimal performance of the enzyme-powered micromotor.
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Affiliation(s)
- Morgane Valles
- Institute
for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 10-12, 08028 Barcelona, Spain
| | - Sílvia Pujals
- Institute
for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 10-12, 08028 Barcelona, Spain
| | - Lorenzo Albertazzi
- Institute
for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 10-12, 08028 Barcelona, Spain
- Department
of Biomedical Engineering, Institute for Complex Molecular Systems
(ICMS), Eindhoven University of Technology, 5612AZ Eindhoven, The Netherlands
| | - Samuel Sánchez
- Institute
for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 10-12, 08028 Barcelona, Spain
- Institució
Catalana de Recerca i Estudis Avançats (ICREA), Pg. Lluís Companys 23, 08010 Barcelona, Spain
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5
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Arista-Romero M, Delcanale P, Pujals S, Albertazzi L. Nanoscale Mapping of Recombinant Viral Proteins: From Cells to Virus-Like Particles. ACS PHOTONICS 2022; 9:101-109. [PMID: 35083366 PMCID: PMC8778639 DOI: 10.1021/acsphotonics.1c01154] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Indexed: 05/17/2023]
Abstract
Influenza recombinant proteins and virus-like particles (VLPs) play an important role in vaccine development (e.g., CadiFlu-S). However, their production from mammalian cells suffers from low yields and lack of control of the final VLPs. To improve these issues, characterization techniques able to visualize and quantify the different steps of the process are needed. Fluorescence microscopy represents a powerful tool able to image multiple protein targets; however, its limited resolution hinders the study of viral constructs. Here, we propose the use of super-resolution microscopy and in particular of DNA-point accumulation for imaging in nanoscale topography (DNA-PAINT) microscopy as a characterization method for recombinant viral proteins on both cells and VLPs. We were able to quantify the amount of the three main influenza proteins (hemagglutinin (HA), neuraminidase (NA), and ion channel matrix protein 2 (M2)) per cell and per VLP with nanometer resolution and single-molecule sensitivity, proving that DNA-PAINT is a powerful technique to characterize recombinant viral constructs.
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Affiliation(s)
- Maria Arista-Romero
- Nanoscopy
for Nanomedicine Group, Institute for Bioengineering
of Catalonia (IBEC), The Barcelona Institute of Science and Technology, C\Baldiri Reixac 15-21, Helix Building, 08028 Barcelona, Spain
| | - Pietro Delcanale
- Dipartimento
di Scienze Matematiche, Fisiche e Informatiche, Università di Parma, Parco area delle Scienze 7/A, 43124 Parma, Italy
| | - Silvia Pujals
- Nanoscopy
for Nanomedicine Group, Institute for Bioengineering
of Catalonia (IBEC), The Barcelona Institute of Science and Technology, C\Baldiri Reixac 15-21, Helix Building, 08028 Barcelona, Spain
| | - Lorenzo Albertazzi
- Nanoscopy
for Nanomedicine Group, Institute for Bioengineering
of Catalonia (IBEC), The Barcelona Institute of Science and Technology, C\Baldiri Reixac 15-21, Helix Building, 08028 Barcelona, Spain
- Department
of Biomedical Engineering, Institute for Complex Molecular Systems
(ICMS), Eindhoven University of Technology, 5612AZ Eindhoven, The Netherlands
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6
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Andrian T, Pujals S, Albertazzi L. Quantifying the effect of PEG architecture on nanoparticle ligand availability using DNA-PAINT. NANOSCALE ADVANCES 2021; 3:6876-6881. [PMID: 34977461 PMCID: PMC8650147 DOI: 10.1039/d1na00696g] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 11/01/2021] [Indexed: 06/14/2023]
Abstract
The importance of PEG architecture on nanoparticle (NP) functionality is known but still difficult to investigate, especially at a single particle level. Here, we apply DNA Point Accumulation for Imaging in Nanoscale Topography (DNA-PAINT), a super-resolution microscopy (SRM) technique, to study the surface functionality in poly(lactide-co-glycolide)-poly(ethylene glycol) (PLGA-PEG) NPs with different PEG structures. We demonstrated how the length of the PEG spacer can influence the accessibility of surface chemical functionality, highlighting the importance of SRM techniques to support the rational design of functionalized NPs.
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Affiliation(s)
- Teodora Andrian
- Institute for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology Baldiri Reixac 15-21 08028 Barcelona Spain
| | - Silvia Pujals
- Institute for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology Baldiri Reixac 15-21 08028 Barcelona Spain
| | - Lorenzo Albertazzi
- Institute for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology Baldiri Reixac 15-21 08028 Barcelona Spain
- Department of Biomedical Engineering, Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology 5612AZ Eindhoven The Netherlands
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7
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Andrian T, Delcanale P, Pujals S, Albertazzi L. Correlating Super-Resolution Microscopy and Transmission Electron Microscopy Reveals Multiparametric Heterogeneity in Nanoparticles. NANO LETTERS 2021; 21:5360-5368. [PMID: 34125548 PMCID: PMC8227466 DOI: 10.1021/acs.nanolett.1c01666] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 06/03/2021] [Indexed: 05/22/2023]
Abstract
The functionalization of nanoparticles with functional moieties is a key strategy to achieve cell targeting in nanomedicine. The interplay between size and ligand number is crucial for the formulation performance and needs to be properly characterized to understand nanoparticle structure-activity relations. However, there is a lack of methods able to measure both size and ligand number at the same time and at the single particle level. Here, we address this issue by introducing a correlative light and electron microscopy (CLEM) method combining super-resolution microscopy (SRM) and transmission electron microscopy (TEM) imaging. We apply our super-resCLEM method to characterize the relationship between size and ligand number and density in PLGA-PEG nanoparticles. We highlight how heterogeneity found in size can impact ligand distribution and how a significant part of the nanoparticle population goes completely undetected in the single-technique analysis. Super-resCLEM holds great promise for the multiparametric analysis of other parameters and nanomaterials.
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Affiliation(s)
- Teodora Andrian
- Institute
for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology, Baldiri Reixac 15-21, 08028 Barcelona, Spain
| | - Pietro Delcanale
- Dipartimento
di Scienze Matematiche, Fisiche e Informatiche, Università di Parma, Parco area delle Scienze 7/A, 43124 Parma, Italy
| | - Silvia Pujals
- Institute
for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology, Baldiri Reixac 15-21, 08028 Barcelona, Spain
- Department
of Electronics and Biomedical Engineering, Faculty of Physics, Universitat de Barcelona, Avenido Diagonal 647, 08028, Barcelona, Spain
| | - Lorenzo Albertazzi
- Institute
for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology, Baldiri Reixac 15-21, 08028 Barcelona, Spain
- Department
of Biomedical Engineering, Institute for Complex Molecular Systems
(ICMS), Eindhoven University of Technology, 5612AZ Eindhoven, The Netherlands
- ;
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8
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Coppola S, Antonacci G, Lanzanò L. High-resolution microscopy and spectroscopy datasets meet Data in Brief. Data Brief 2020; 30:105596. [PMID: 32382608 PMCID: PMC7200866 DOI: 10.1016/j.dib.2020.105596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Affiliation(s)
- Stefano Coppola
- Division of Gene Regulation, The Netherlands Cancer Institute (NKI), Oncode Institute, Amsterdam, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands
| | - Giuseppe Antonacci
- Photonics Research Group, INTEC, Ghent University-imec, Ghent 9052, Belgium
- Present address: Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, I-20133 Milano, Italy
| | - Luca Lanzanò
- Dipartimento di Fisica e Astronomia "Ettore Majorana", Università degli Studi di Catania, Via S. Sofia, 64, 95123 Catania, Italy
- Nanoscopy and NIC@IIT, Istituto Italiano di Tecnologia, Via Melen 83, Genoa, Italy
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