CNS Core: Small: Rethinking the Software Architecture for Mobile DNA Analysis
CNS Core: Small: Rethinking the Software Architecture for Mobile DNA Analysis
批准号:
1910193
负责人:
Jaroslaw Zola
金额:
$49.68万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-10-01 至 2024-09-30
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Portable DNA (Deoxyribonucleic Acid) sequencers are new technology enabling analysis of DNA in the field, outside of high-end biological laboratories. When attached to mobile devices such as laptops or tablets, they provide in real-time signals describing detected DNA. However, the current software tools required to process and analyze these signals are not well suited for portable DNA sequencing, limiting its possible applications. This project aims to develop, and test in real-world use scenarios, new software system and algorithms to enable DNA processing directly on mobile devices, without the need to access advanced computational infrastructure.The project's goal is to make DNA analytics feasible directly on mobile supercomputers and smartphones. The project breaks the rigid structure of the current tools in three steps. First, it introduces new software abstractions, complete with application programming interface, to express metagenomics DNA classification workflows. Second, it provides supporting operating system components, including domain specific memory manager for DNA databases, and heterogeneous tasks scheduler. Third, it offers new algorithms for performing DNA reads mapping directly in signal space, instead of the common string space. The validation of the resulting solutions involves metagenomics survey of Great Lakes fisheries, conducted in collaboration with the United States Geological Survey (USGS) team.The software platform developed in this project makes DNA analytics accessible to the end-users who have no access to advanced computational infrastructure. By enhancing the USGS fish assessment procedures with metagenomics, it contributes to the improved sustainability of both fisheries and the communities that depend on them. Furthermore, the project creates cross-disciplinary training opportunities, including new educational modules and research internships, for graduate and undergraduate students in Computer Science, Biomedical Informatics, and Environmental Engineering, contributing to competitive workforce development. It also engages students from inner-city Buffalo (New York) high schools to encourage their participation in computing.The central project repository, including project source codes and data, is open and publicly available, and maintained at: http://www.score-group.org/doku.php?id=SMARTEn.This 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(3)
专著(0)
科研奖励(0)
会议论文
Identifying Taxonomic Units in Metagenomic DNA Streams on Mobile Devices
识别移动设备上宏基因组 DNA 流中的分类单元
DOI:
10.1109/tcbb.2022.3172661
发表时间:
2021
期刊:
IEEE/ACM Transactions on Computational Biology and Bioinformatics
影响因子:
--
作者:
[Zheng, Vicky, Sariyuce, A. Erdem, Zola, Jaroslaw]
通讯作者:
Zola, Jaroslaw
Identifying Taxonomic Units in Metagenomic DNA Streams
识别宏基因组 DNA 流中的分类单元
DOI:
10.1101/2020.08.21.261313
发表时间:
2020
期刊:
BIOKDD - 19th International Workshop on Data Mining in Bioinformatics
影响因子:
--
作者:
[Zheng, V, Sariyuce, AE, Zola, J]
通讯作者:
Zola, J
Mentoring the Next Generation of Parallel Processing Researchers at IEEE-CSTCPP Sponsored Conferences
-
批准号:1937369
-
项目类别:Standard Grant
-
资助金额:$5.0万
-
财政年份:2019
-
负责人:Jaroslaw Zola
-
依托单位:
CAREER: Scalable Software and Algorithmic Infrastructure for Probabilistic Graphical Modeling
-
批准号:1845840
-
项目类别:Continuing Grant
-
资助金额:$48.76万
-
财政年份:2019
-
负责人:Jaroslaw Zola
-
依托单位:
OAC Core: Small: Scalable Non-linear Dimensionality Reduction Methods to Accelerate Scientific Discovery
-
批准号:1910539
-
项目类别:Standard Grant
-
资助金额:$49.98万
-
财政年份:2019
-
负责人:Jaroslaw Zola
-
依托单位:
Collaborative Research: Mentoring the Next Generation of Parallel Processing Researchers at IPDPS and other IEEE-CSTCPP Sponsored Conferences
-
批准号:1832257
-
项目类别:Standard Grant
-
资助金额:$2.5万
-
财政年份:2018
-
负责人:Jaroslaw Zola
-
依托单位:
Student Travel Support: ACM International Workshop on Big Data in Life Sciences, Seattle, WA, October 2, 2016
-
批准号:1638757
-
项目类别:Standard Grant
-
资助金额:$1.0万
-
财政年份:2016
-
负责人:Jaroslaw Zola
-
依托单位:
Collaborative Research: Student Travel Support: International Workshop on Big Data in Life Sciences, Newport Beach, CA, September 20, 2014
-
批准号:1444794
-
项目类别:Standard Grant
-
资助金额:$1.0万
-
财政年份:2014
-
负责人:Jaroslaw Zola
-
依托单位:
Collaborative Research: CDS&E: Sculpting fluid flow using a programmed sequence of micro-pillars
-
批准号:1460244
-
项目类别:Standard Grant
-
资助金额:$5.98万
-
财政年份:2014
-
负责人:Jaroslaw Zola
-
依托单位:
Collaborative Research: Student Travel Support: International Workshop on Big Data in Life Sciences, Newport Beach, CA, September 20, 2014
-
批准号:1461484
-
项目类别:Standard Grant
-
资助金额:$1.0万
-
财政年份:2014
-
负责人:Jaroslaw Zola
-
依托单位:
Collaborative Research: CDS&E: Sculpting fluid flow using a programmed sequence of micro-pillars
-
批准号:1307743
-
项目类别:Standard Grant
-
资助金额:$5.98万
-
财政年份:2013
-
负责人:Jaroslaw Zola
-
依托单位:
国内基金
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