A computational suite for the structural and functional characterization of amyloid aggregates

用于淀粉样蛋白聚集体结构和功能表征的计算套件

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作者:Zengjie Xia ,Yunzhao Wu ,Jeff Yui Long Lam ,Ziwei Zhang ,Melanie Burke ,Emre Fertan ,Rohan T Ranasinghe ,Eric Hidari ,John S H Danial ,David Klenerman

Abstract

We developed the aggregate characterization toolkit (ACT), a fully automated computational suite based on existing and widely used core algorithms to measure the number, size, and permeabilizing activity of recombinant and human-derived aggregates imaged with diffraction-limited and super-resolution microscopy methods at high throughput. We have validated ACT on simulated ground-truth images of aggregates mimicking those from diffraction-limited and super-resolution microscopies and showcased its use in characterizing protein aggregates from Alzheimer's disease. ACT is developed for high-throughput batch processing of images collected from multiple samples and is available as an open-source code. Given its accuracy, speed, and accessibility, ACT is expected to be a fundamental tool in studying human and non-human amyloid intermediates, developing early disease stage diagnostics, and screening for antibodies that bind toxic and heterogeneous human amyloid aggregates.

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