CIF:Medium:Collaborative Research:An Information-theoretic approach to nanopore sequencing
CIF:Medium:Collaborative Research:An Information-theoretic approach to nanopore sequencing
批准号:
1705077
负责人:
Suhas Diggavi
金额:
$45.0万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-06-15 至 2023-05-31
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Fast and inexpensive DNA sequencing technology is beginning to impact society through applications ranging from personalized medicine to understanding of ecological systems enabled by second generation sequencers. Wider applicability of second-generation sequencing technology is limited, however, by the short length of the DNA fragments that can be read. Nanopore sequencing has the potential to overcome several shortcomings of state-of-the art short-read sequencing.The goal of this project is to create new foundational theory and algorithms enabling several applications of nanopore sequencing. This research will support nanopore technology to become a leading next-generation sequencing approach. This project also contains a unique inter-university education and research program, which will include joint and collaborative student advising and curricular development.To realize the advantages of nanopore sequencing, methods for reducing and combating sequencing errors need to be developed. In a nanopore sequencer, DNA is transmigrated through a nanopore, and the ion current variations through the pore are measured to infer the DNA sequence. The mapping from the DNA sequence to the observed current trace, has several impairments (causing errors) including multiple nucleotides affecting each observation, random variations in nanopore response, dwelling time variations, synchronization errors, and noise. This project develops a holistic approach using tools from information theory and bio-informatics based on multiple interacting thrusts: (1) developing mathematical models and (2) information theory for nanopore sequencing, (3) decoding algorithms exploiting the structure of the nanopore channel, and (4) the theory and methodology for applications in DNA forensics, DNA phasing and DNA information storage. We couple this with an existing experimental nanopore sequencing research program, guiding models and the theory/algorithms with specific data as well as validating these ideas.
期刊论文(16)
专著(0)
科研奖励(0)
会议论文
登录
查看更多内容
Equivalence of ML decoding to a continuous optimization problem
ML 解码与连续优化问题的等价
DOI:
--
发表时间:
2020
期刊:
IEEE International Symposium on Information Theory (ISIT
影响因子:
--
作者:
[S. Sundararajan, S N.]
通讯作者:
S. Sundararajan, S N.
Dynamic group testing to control and monitor disease progression in a population
用于控制和监测人群疾病进展的动态群体测试
DOI:
10.1109/isit50566.2022.9834823
发表时间:
2022
期刊:
IEEE International Symposium on Information Theory
影响因子:
--
作者:
[Srinivasavaradhan, Sundara Rajan, Nikolopoulos, Pavlos, Fragouli, Christina, Diggavi, Suhas]
通讯作者:
Diggavi, Suhas
QAlign: aligning nanopore reads accurately using current-level modeling.
QAlign:使用电流水平建模准确对齐纳米孔读数。
DOI:
10.1093/bioinformatics/btaa875
发表时间:
2021
期刊:
Bioinformatics (Oxford, England)
影响因子:
--
作者:
[Joshi,Dhaivat, Mao,Shunfu, Kannan,Sreeram, Diggavi,Suhas]
通讯作者:
Diggavi,Suhas
Community-Aware Group Testing
社区意识小组测试
DOI:
10.1109/tit.2023.3250119
发表时间:
2023
期刊:
IEEE Transactions on Information Theory
影响因子:
2.5
作者:
[Nikolopoulos, Pavlos, Srinivasavaradhan, Sundara Rajan, Guo, Tao, Fragouli, Christina, Diggavi, Suhas N.]
通讯作者:
Diggavi, Suhas N.
DOI:
10.1109/tit.2018.2809001
发表时间:
2018-04-01
期刊:
IEEE TRANSACTIONS ON INFORMATION THEORY
影响因子:
2.5
作者:
[Mao, Wei, Diggavi, Suhas N., Kannan, Sreeram]
通讯作者:
Kannan, Sreeram
共 13 条
CIF: Small: Information-theoretic privacy and security for personalized distributed learning
-
批准号:2139304
-
项目类别:Standard Grant
-
资助金额:$50.0万
-
财政年份:2022
-
负责人:Suhas Diggavi
-
依托单位:
Collaborative Research: CNS Core: Medium: OneDegree: Foundations and Methods for Imaging in mmWave Wireless Networks
-
批准号:1955632
-
项目类别:Standard Grant
-
资助金额:$30.0万
-
财政年份:2020
-
负责人:Suhas Diggavi
-
依托单位:
NSF Student Travel Grant for 2018 ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc)
-
批准号:1834719
-
项目类别:Standard Grant
-
资助金额:$1.5万
-
财政年份:2018
-
负责人:Suhas Diggavi
-
依托单位:
CIF: Medium: Collaborative Research: On-demand Physical Layer Cooperation
-
批准号:1514531
-
项目类别:Continuing Grant
-
资助金额:$66.7万
-
财政年份:2015
-
负责人:Suhas Diggavi
-
依托单位:
CIF: Small: Content-centric Wireless Networks
-
批准号:1423271
-
项目类别:Standard Grant
-
资助金额:$50.0万
-
财政年份:2014
-
负责人:Suhas Diggavi
-
依托单位:
NeTS: Large: Collaborative Research: Foundations of Hierarchical Full-Duplex Wireless Networks
-
批准号:1314937
-
项目类别:Continuing Grant
-
资助金额:$48.0万
-
财政年份:2013
-
负责人:Suhas Diggavi
-
依托单位:
CPS:Medium:Foundations of Secure Cyber Physical Systems
-
批准号:1136174
-
项目类别:Standard Grant
-
资助金额:$179.99万
-
财政年份:2011
-
负责人:Suhas Diggavi
-
依托单位:
海外基金