CAREER: ABI-Innovation: CiliaWeb: Integrated platform for foundational and reproducible ciliary beat pattern analysis
CAREER: ABI-Innovation: CiliaWeb: Integrated platform for foundational and reproducible ciliary beat pattern analysis
批准号:
1845915
负责人:
Shannon Quinn
金额:
$96.41万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-08-01 至 2024-07-31
中文摘要
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英文摘要
Cilia are microscopic hairs that protrude from nearly every cell in the human body, including those in the throat, nose, lungs, kidneys, and brain. Cilia move in regular, rhythmic patterns in order to transport materials outside the cells. These movements of the cilia are important at every stage of life, from early embryonic development to reproduction and regular healthy maintenance; in short, healthy cilia are a critical component of overall health of an organism. Consequently, when cilia move abnormally, numerous debilitating conditions can result, encompassing disorders ranging from developmental shortcomings in the embryo to adult pathologies such as infertility and lung scarring. Therefore, the key question this proposal seeks to answer is: by observing the motion of cilia, is it possible to predict whether the morphology or behavior is abnormal, and if so, whether that particular abnormality is associated with a specific condition? The answer to this question has implications not only in human health, but also in building fundamental knowledge of the biology around how cilia are constructed and maintained. To address this question, we are building the CiliaWeb platform, which will include new algorithms for analyzing videos of cilia and shedding light on the statistics of ciliary motion. The algorithms will take advantage of the regular back-and-forth movements of cilia and be built to incorporate crowdsourced feedback from users to improve the models of ciliary motion. As its name implies, CiliaWeb will be internet-accessible for researchers and clinicians to upload datasets, conduct analyses, and visualize results. The ultimate goal of CiliaWeb is to provide a standardized platform for ciliary motion analysis that can be reproduced and validated by others, encouraging collaboration and catalyzing new discoveries in fundamental cilia research as well as connections to health and well-being.Cilia are microscopic hairs that protrude from eukaryotic cells and are critical components in development, reproduction, and homeostasis. Cilia beat in synchronous waves to generate fluid flow and clear particulates; disruptions of these motions result in a spectrum of pathologies. However, no quantitative, reproducible, and validated method exists for assessing ciliary motion from high-speed videomicroscopy. Without such a method, beat pattern phenotype cannot be used to conclusively advance our understanding of the fundamental biology of cilia (construction and maintenance), nor the precise role of beat pattern in organismal health (examples being signaling, development, fertility). This proposal aims to create the CiliaWeb framework to establish an objective measure of motion phenotypes, enable new lines of inquiry into biophysical mechanisms of ciliary motion and discover the biological roles of specific motion phenotypes, as well as make possible cross-institutional collaborations, large-scale genotype-phenotype association studies, and longitudinal biomedical studies. The CiliaWeb platform will incorporate tightly-integrated and openly-available tools for processing ciliary motion, including: a novel unsupervised dynamic texture segmentation algorithm for automatically identifying cilia in high-speed digital videos; a hierarchical encoding scheme for quantifying ciliary motion at multiple spatiotemporal scales; a crowdsourcing module to solicit targeted feedback on the learned motion patterns that are fully interactive and automated. CiliaWeb will contribute methodological advancements in computational bioimaging and establish baseline data through the release of open source code and validated datasets, in addition to hands-on outreach and training for students in the form of workshops and hackathons. Project updates: https://quinngroup.github.ioThis award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(4)
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DOI:
10.25080/majora-212e5952-022
发表时间:
2022
期刊:
影响因子:
--
作者:
[Nathan Safir;Meekail Zain;C. Godwin;Eric L. Miller;Bella Humphrey;Shannon Quinn]
通讯作者:
Nathan Safir;Meekail Zain;C. Godwin;Eric L. Miller;Bella Humphrey;Shannon Quinn
DOI:
10.25080/majora-212e5952-011
发表时间:
2022
期刊:
影响因子:
--
作者:
[C. Godwin;Meekail Zain;Nathan Safir;Bella Humphrey;Shannon Quinn]
通讯作者:
C. Godwin;Meekail Zain;Nathan Safir;Bella Humphrey;Shannon Quinn
Towards an Unsupervised Spatiotemporal Representation of Cilia Video Using A Modular Generative Pipeline
使用模块化生成管道实现纤毛视频的无监督时空表示
DOI:
10.25080/majora-342d178e-017
发表时间:
2020
期刊:
Proceedings of the Python in Science Conference
影响因子:
--
作者:
[Zain, Meekail, Rao, Sonia, Safir, Nathan, Wyner, Quinn, Humphrey, Isabella, Eldridge, Alex, Li, Chenxiao, AlAila, BahaaEddin, Quinn, Shannon]
通讯作者:
Quinn, Shannon
DOI:
10.25080/majora-212e5952-026
发表时间:
2022
期刊:
影响因子:
--
作者:
[Meekail Zain;E. Miller;Shannon Quinn;Cecilia W. Lo]
通讯作者:
Meekail Zain;E. Miller;Shannon Quinn;Cecilia W. Lo
IGE: Toward an interdisciplinary blueprint for Open Science Graduate Education
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批准号:1955049
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项目类别:Standard Grant
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资助金额:$49.94万
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财政年份:2020
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负责人:Shannon Quinn
-
依托单位:
国内基金
海外基金
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