Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy

Research output: Contribution to journalJournal articleResearchpeer-review

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Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy. / Zhang, Min; Pinholt, Henrik; Zhou, Xin; Bohr, Soren; Banetta, Luca; Zaccone, Alessio; Fodera, Vito; Hatzakis, Nikos.

In: Communications Biology , Vol. 5, No. 1, 850, 2022.

Research output: Contribution to journalJournal articleResearchpeer-review

Harvard

Zhang, M, Pinholt, H, Zhou, X, Bohr, S, Banetta, L, Zaccone, A, Fodera, V & Hatzakis, N 2022, 'Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy', Communications Biology , vol. 5, no. 1, 850. https://doi.org/10.1038/s42003-022-03810-1

APA

Zhang, M., Pinholt, H., Zhou, X., Bohr, S., Banetta, L., Zaccone, A., Fodera, V., & Hatzakis, N. (2022). Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy. Communications Biology , 5(1), [850]. https://doi.org/10.1038/s42003-022-03810-1

Vancouver

Zhang M, Pinholt H, Zhou X, Bohr S, Banetta L, Zaccone A et al. Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy. Communications Biology . 2022;5(1). 850. https://doi.org/10.1038/s42003-022-03810-1

Author

Zhang, Min ; Pinholt, Henrik ; Zhou, Xin ; Bohr, Soren ; Banetta, Luca ; Zaccone, Alessio ; Fodera, Vito ; Hatzakis, Nikos. / Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy. In: Communications Biology . 2022 ; Vol. 5, No. 1.

Bibtex

@article{c0ca5e6706ec4c6d95d4ecd0f5e8238b,
title = "Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy",
abstract = "Real-time super-resolution microscopy analysis reveals the growth kinetics, morphology, and abundance of human insulin amyloid spherulites with different growth pathways.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.",
keywords = "BETA-LACTOGLOBULIN, GROWTH-KINETICS, IN-VITRO, FIBRILS, DEPENDENCE, BLENDS",
author = "Min Zhang and Henrik Pinholt and Xin Zhou and Soren Bohr and Luca Banetta and Alessio Zaccone and Vito Fodera and Nikos Hatzakis",
year = "2022",
doi = "10.1038/s42003-022-03810-1",
language = "English",
volume = "5",
journal = "Communications Biology",
issn = "2399-3642",
publisher = "nature publishing group",
number = "1",

}

RIS

TY - JOUR

T1 - Direct observation of heterogeneous formation of amyloid spherulites in real-time by super-resolution microscopy

AU - Zhang, Min

AU - Pinholt, Henrik

AU - Zhou, Xin

AU - Bohr, Soren

AU - Banetta, Luca

AU - Zaccone, Alessio

AU - Fodera, Vito

AU - Hatzakis, Nikos

PY - 2022

Y1 - 2022

N2 - Real-time super-resolution microscopy analysis reveals the growth kinetics, morphology, and abundance of human insulin amyloid spherulites with different growth pathways.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.

AB - Real-time super-resolution microscopy analysis reveals the growth kinetics, morphology, and abundance of human insulin amyloid spherulites with different growth pathways.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.

KW - BETA-LACTOGLOBULIN

KW - GROWTH-KINETICS

KW - IN-VITRO

KW - FIBRILS

KW - DEPENDENCE

KW - BLENDS

U2 - 10.1038/s42003-022-03810-1

DO - 10.1038/s42003-022-03810-1

M3 - Journal article

C2 - 35987792

VL - 5

JO - Communications Biology

JF - Communications Biology

SN - 2399-3642

IS - 1

M1 - 850

ER -

ID: 318709024