Collaborative: SI2-SSE - A Plug-and-Play Software Platform of Robotics-Inspired Algorithms for Modeling Biomolecular Structures and Motions

协作:SI2-SSE - 用于生物分子结构和运动建模的机器人启发算法的即插即用软件平台

基本信息

  • 批准号:
    1440581
  • 负责人:
  • 金额:
    $ 21.73万
  • 依托单位:
  • 依托单位国家:
    美国
  • 项目类别:
    Standard Grant
  • 财政年份:
    2015
  • 资助国家:
    美国
  • 起止时间:
    2015-02-01 至 2019-01-31
  • 项目状态:
    已结题

项目摘要

This project aims to develop a novel plug-and-play platform of open-source software elements to advance algorithmic research in molecular biology. The focus is on addressing the algorithmic impasse faced by computational chemists and biophysicists in structure-function related problems involving dynamic biomolecules central to our biology. The software platform resulting from this project provides the critical software infrastructure to support transformative research in molecular biology and computer science that benefits society at large by advancing our modeling capabilities and in turn our understanding of the role of biomolecules in critical mechanisms in a living and diseased cell.The project addresses the current impasse on the length and time scales that can be afforded in biomolecular modeling and simulation. It does so by integrating cutting-edge knowledge from two different research communities, computational chemists and biophysicists focused on detailed physics-based simulations, and AI researchers focused on efficient search and optimization algorithms. The software elements integrate sophisticated energetic models and molecular representations with powerful search and optimization algorithms for complex modular systems inspired from robot motion planning. The plug-and-play feature of the software platform supports putting together novel algorithms, such as wrapping Molecular Dynamics or Monte Carlo as local search operators within larger robotics-inspired exploration frameworks, and adding emerging biomolecular representations, models, and search techniques even beyond the timeline of this project.
该项目旨在开发一个新型的开放式软件元素插件平台,以推动分子生物学中的算法研究。重点是解决结构功能与生物学中心的动态生物分子相关的相关问题中计算化学家和生物物理学家面临的算法僵局。该项目产生的软件平台提供了关键的软件基础架构,以支持分子生物学和计算机科学方面的变革性研究,从而通过提高我们的建模能力,并理解我们对生物分子在生命机制中的作用和疾病中的关键机制中的作用,从而使社会的最新型号和时间尺度上的时间缩放为生物尺度,从而使生物尺度上的型号和仿真型号。通过整合来自两个不同研究社区的尖端知识,计算化学家和生物物理学家的尖端知识,重点是基于物理学的模拟,而AI研究人员则专注于有效的搜索和优化算法。软件元素将复杂的能量模型和分子表示与强大的搜索和优化算法相结合,用于从机器人运动计划中启发的复杂模块化系统。软件平台的插件功能支持将新颖的算法汇总在一起,例如包装分子动力学或蒙特卡洛作为较大机器人技术启发的探索框架中的本地搜索操作员,并添加新兴的生物分子表示,模型和搜索技术甚至超出了该项目的时间表。

项目成果

期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)

暂无数据

数据更新时间:2024-06-01

Amarda Shehu其他文献

Reconstructing and mining protein energy landscape to understand disease
重建和挖掘蛋白质能量景观以了解疾病
From Optimization to Mapping: An Evolutionary Algorithm for Protein Energy Landscapes
从优化到映射:蛋白质能量景观的进化算法
On the characterization of protein native state ensembles.
关于蛋白质天然状态整体的表征。
  • DOI:
    10.1529/biophysj.106.094409
    10.1529/biophysj.106.094409
  • 发表时间:
    2007
    2007
  • 期刊:
  • 影响因子:
    3.4
  • 作者:
    Amarda Shehu;L. Kavraki;C. Clementi
    Amarda Shehu;L. Kavraki;C. Clementi
  • 通讯作者:
    C. Clementi
    C. Clementi
Molecules in motion: Computing structural flexibility
An Evolutionary Search Algorithm to Guide Stochastic Search for Near-Native Protein Conformations with Multiobjective Analysis
一种进化搜索算法,通过多目标分析指导随机搜索近天然蛋白质构象
共 61 条
  • 1
  • 2
  • 3
  • 4
  • 5
  • 6
  • 13
前往

Amarda Shehu的其他基金

Collaborative Research: Conference: Large Language Models for Biological Discoveries (LLMs4Bio)
合作研究:会议:生物发现的大型语言模型 (LLMs4Bio)
  • 批准号:
    2411529
    2411529
  • 财政年份:
    2024
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
Collaborative Research: IIBR: Innovation: Bioinformatics: Linking Chemical and Biological Space: Deep Learning and Experimentation for Property-Controlled Molecule Generation
合作研究:IIBR:创新:生物信息学:连接化学和生物空间:属性控制分子生成的深度学习和实验
  • 批准号:
    2318829
    2318829
  • 财政年份:
    2023
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Continuing Grant
    Continuing Grant
Collaborative Research: IIS: III: MEDIUM: Learning Protein-ish: Foundational Insight on Protein Language Models for Better Understanding, Democratized Access, and Discovery
协作研究:IIS:III:中等:学习蛋白质:对蛋白质语言模型的基础洞察,以更好地理解、民主化访问和发现
  • 批准号:
    2310113
    2310113
  • 财政年份:
    2023
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
Intergovernmental Personnel Act
政府间人事法
  • 批准号:
    1948645
    1948645
  • 财政年份:
    2019
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Intergovernmental Personnel Award
    Intergovernmental Personnel Award
Travel Awards for 2015 IEEE International Conference on Bioinformatics and Biomedicine (BIBM-2015)
2015 年 IEEE 国际生物信息学和生物医学会议 (BIBM-2015) 旅行奖
  • 批准号:
    1543744
    1543744
  • 财政年份:
    2015
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
CCF: AF: Small: Novel Stochastic Optimization Algorithms to Advance the Treatment of Dynamic Molecular Systems
CCF:AF:Small:新型随机优化算法推进动态分子系统的治疗
  • 批准号:
    1421001
    1421001
  • 财政年份:
    2014
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
Workshop: 2014 NSF CISE CAREER Proposal Writing Workshop
研讨会:2014 NSF CISE CAREER 提案写作研讨会
  • 批准号:
    1415210
    1415210
  • 财政年份:
    2013
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
CAREER: Probabilistic Methods for Addressing Complexity and Constraints in Protein Systems
职业:解决蛋白质系统复杂性和约束的概率方法
  • 批准号:
    1144106
    1144106
  • 财政年份:
    2012
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Continuing Grant
    Continuing Grant
AF: Small: A Unified Computational Framework to Enhance the Ab-Initio Sampling of Native-Like Protein Conformations
AF:小型:增强类天然蛋白质构象从头开始采样的统一计算框架
  • 批准号:
    1016995
    1016995
  • 财政年份:
    2010
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant

相似国自然基金

燃烧合成(Mo,Nb)Si2材料中含Nb相的微观组织演变与强韧化机制
  • 批准号:
    51202289
  • 批准年份:
    2012
  • 资助金额:
    25.0 万元
  • 项目类别:
    青年科学基金项目

相似海外基金

Collaborative Research: SI2-SSE: WRENCH: A Simulation Workbench for Scientific Worflow Users, Developers, and Researchers
协作研究:SI2-SSE:WRENCH:面向科学 Worflow 用户、开发人员和研究人员的模拟工作台
  • 批准号:
    1642369
    1642369
  • 财政年份:
    2017
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
SI2-SSE: Collaborative Research: Integrated Tools for DNA Nanostructure Design and Simulation
SI2-SSE:合作研究:DNA 纳米结构设计和模拟的集成工具
  • 批准号:
    1740212
    1740212
  • 财政年份:
    2017
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
Collaborative Research: NSCI: SI2-SSE: Time Stepping and Exchange-Correlation Modules for Massively Parallel Real-Time Time-Dependent DFT
合作研究:NSCI:SI2-SSE:大规模并行实时瞬态 DFT 的时间步进和交换相关模块
  • 批准号:
    1740219
    1740219
  • 财政年份:
    2017
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
SI2-SSE: Collaborative Research: Integrated Tools for DNA Nanostructure Design and Simulation
SI2-SSE:合作研究:DNA 纳米结构设计和模拟的集成工具
  • 批准号:
    1740282
    1740282
  • 财政年份:
    2017
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant
Collaborative Research: SI2-SSE: An open source multi-physics platform to advance fundamental understanding of plasma physics and enable impactful application of plasma systems
合作研究:SI2-SSE:一个开源多物理平台,可促进对等离子体物理学的基本理解并实现等离子体系统的有效应用
  • 批准号:
    1740300
    1740300
  • 财政年份:
    2017
  • 资助金额:
    $ 21.73万
    $ 21.73万
  • 项目类别:
    Standard Grant
    Standard Grant