ArticleCommunications biology2022
Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy.
Article in Communications biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 16 citations in OpenAlex.
- Seeing the Unseen: Super-Resolution Microscopy in Protein Aggregation Research.Chemical & biomedical imaging · 2026Review
- Enhanced spatial clustering of single-molecule localizations with graph neural networks.Nature communications · 2025Article
- Advancing Multicolor Super-Resolution Volume Imaging: Illuminating Complex Cellular Dynamics.JACS Au · 2025Review
- Modulation of insulin aggregation by betaine and proline directly observed via real-time super-resolution microscopy.Protein science : a publication of the Protein Society · 2025Article
- Carboxysome Shell Protein CcmK2 Assembles into Monodisperse and pH-Reversible Microparticles.ACS nano · 2025Article
- SEMORE: SEgmentation and MORphological fingErprinting by machine learning automates super-resolution data analysis.Nature communications · 2024Article
- Advanced imaging techniques for studying protein phase separation in living cells and at single-molecule level.Current opinion in chemical biology · 2023Review
- Single-Particle Tracking ofBiomolecules · 2023Article
- Enhanced hexamerization of insulin via assembly pathway rerouting revealed by single particle studies.Communications biology · 2023Article
Corrections and comments
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Authors and funding
8 authors at 3 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Protein misfolding in the form of fibrils or spherulites is involved in a spectrum of pathological abnormalities. Our current understanding of protein aggregation mechanisms has primarily relied on the use of spectrometric methods to determine the average growth rates and diffraction-limited microscopes with low temporal resolution to observe the large-scale morphologies of intermediates. We developed a REal-time kinetics via binding and Photobleaching LOcalization Microscopy (REPLOM) super-resolution method to directly observe and quantify the existence and abundance of diverse aggregate morphologies of human insulin, below the diffraction limit and extract their heterogeneous growth kinetics. Our results revealed that even the growth of microscopically identical aggregates, e.g., amyloid spherulites, may follow distinct pathways. Specifically, spherulites do not exclusively grow isotropically but, surprisingly, may also grow anisotropically, following similar pathways as reported for minerals and polymers. Combining our technique with machine learning approaches, we associated growth rates to specific morphological transitions and provided energy barriers and the energy landscape at the level of single aggregate morphology. Our unifying framework for the detection and analysis of spherulite growth can be extended to other self-assembled systems characterized by a high degree of heterogeneity, disentangling the broad spectrum of diverse morphologies at the single-molecule level.
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Registered trials
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