The interaction of myosin and the thin filament: how mutations cause allosteric dysfunction and their connection to genetic cardiomyopathy
The interaction of myosin and the thin filament: how mutations cause allosteric dysfunction and their connection to genetic cardiomyopathy
批准号:
10240327
负责人:
STEVEN D SCHWARTZ
金额:
$53.71万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2010
资助国家:
美国
项目状态:
已结题
起止时间:
2010-12-15 至 2024-07-31
关键词:
AddressAllelesAnisotropyArtificial IntelligenceBiologicalBiological AssayBiologyBiophysicsBreath TestsC-terminalCardiacChemistryClinical ManagementComplexComputer AnalysisComputer ModelsContractsCoupledDataData SetDescriptorDevelopmentDifferential Scanning CalorimetryDilated CardiomyopathyDiseaseDisease ProgressionDistantEngineeringEnzymesEventFluorescence AnisotropyFluorescence Resonance Energy TransferFunctional disorderFundingGenerationsGeneticGenetic DiseasesGenetic StructuresGoalsGrantHandHumanHypertrophic CardiomyopathyIn VitroIndividualInduced MutationKineticsKnowledgeLeadLinkMachine LearningManualsMedicalMethodologyMethodsMicrofilamentsModelingMolecularMolecular ConformationMolecular MedicineMolecular MotorsMotorMutationMyosin ATPasePathogenesisPathogenicityPatientsPerceptionPhysiologicalPlayProtein ConformationProtein DynamicsProteinsRegistriesResearchResolutionResourcesRoleSamplingSarcomeresSiteStructureSystemTechniquesTechnologyTestingThick FilamentThin FilamentThinnessTimeTissuesTrainingTransgenic MiceTranslatingValidationVariantWorkalgorithm developmentautomated analysisbasecell motilityclinically relevantdeep learningeducational atmosphereexperimental studyimprovedin vivoin vivo Modelinherited cardiomyopathyinsightmachine learning algorithmmouse modelneural networknext generationnovelphosphorescenceprecision medicineprediction algorithmprogramsquantum chemistryresponsesimulationstopped-flow fluorescencesuccessvariant of unknown significance
中文摘要
项目总结:
这项研究计划的长期目标是开发一种经过严格实验验证的全原子
结合肌球蛋白S1的心脏细丝(CTF)的计算模型提供了一个独特的
可访问的平台以确定与肥厚性疾病相关的新的、高分辨率的疾病机制
心肌病(HCM)。在之前的资助期间,我们改进和扩展了现有的CTF计算
模型,并成功地将其用于识别独特的和临床相关的变构疾病机制
包括HCM突变引起的肌丝钙动力学变化,突变特异的分子原因
不同的心脏重塑和疾病进展。这包括通过体内验证
新型cTnT连锁扩张型心肌病转基因小鼠模型的建立及预测
确定cTnT突变致病性的算法,其性能优于现有的计算
初步测试中的方法。这些进步的关键是当前型号的能力
准确识别和定位CTF所有成分的突变引起的变构变化
随后是紧密耦合的实验验证和最终的体内模型关联。我们现在建议
显著扩展了模型的生物学复杂性,包括肌球蛋白S1,分子马达
导致收缩,是引起肥厚性心肌炎的第二大遗传原因。这一重要而又具有挑战性的
先进将有助于更深入地了解疾病的发病机制,通过首次纳入
肌球蛋白S1和细丝之间分子变构机制的作用。这种新的计算方式-
实验平台将用于机械洞察(例如,用于识别小说
肌丝疾病靶标),并开发了一种全面的深度学习预测算法来
将致病性与肌球蛋白和细丝HCM突变联系起来。后者代表了第一次使用
预测HCM病等位基因致病性的高分辨结构、动力学和功能
在这些复杂患者的临床管理中面临挑战。的培训和测试部分
深度学习开发将利用高度注释和管理的Share HCM注册表中的数据
从而极大地提高了翻译能力。将追求两个具体目标:目标1将利用最先进的技术
我们其中一个小组开发的罕见事件模拟方法和对现有非结构化领域的改进
通过FRET建立新的模式。AIM 2将采用一个广泛的计算程序
使用致病的、意义未知的变异体和非致病变异体进行分析和随后的体外验证
致病的HCM等位基因来自Share,为机器学习环境提供输入
算法开发。包括串扰的肌球蛋白和细丝HCM的新疾病机制
还将探讨这两个组件之间的关系。对这些机制的阐明可以作为
针对疾病的强大的分子方法。
英文摘要
Project Summary:
The long-term goal of this research program is to develop a rigorously experimentally validated all-atom
computational model of the cardiac thin filament (CTF) bound to myosin S1 which provides a unique and
accessible platform to identify novel, high resolution disease mechanisms linked to Hypertrophic
Cardiomyopathy (HCM). In the prior funding period, we refined and extended our existing CTF computational
model and successfully employed it to identify unique and clinically relevant allosteric disease mechanisms
including HCM mutation-induced changes in myofilament Ca2+ kinetics, mutation-specific molecular causes of
differential cardiac remodeling and disease progression. This included an in vivo validation via the
development of a novel transgenic mouse model of cTnT-linked dilated cardiomyopathy and a predictive
algorithm to determine the pathogenicity of cTnT mutations that out-performed existing computational
approaches in a preliminary test. The key to these advances has been the ability of the current model to
precisely identify and locate allosteric changes caused by mutations throughout all components of the CTF
followed by closely coupled experimental validation and eventual in vivo model correlation. We now propose to
significantly expand the biological complexity of the model to include myosin S1, the molecular motor that
drives contraction and the second most common genetic cause of HCM. This important and challenging
advance will facilitate a deeper understanding of disease pathogenesis by, for the first time, incorporating the
role of molecular allosteric mechanisms between myosin S1 and thin filament. This new computational –
experimental platform will be used for both mechanistic insight (for example used for the identification of novel
myofilament disease targets,) and the development of a comprehensive deep-learning predictive algorithm to
assign pathogenicity to both myosin and thin filament HCM mutations. The latter represents the first use of
high-resolution structure, dynamics and function to predict HCM disease allele pathogenicity, a central
challenge in the clinical management of these complex patients. Both the training and testing components of
the deep learning development will utilize data from the highly annotated and curated SHaRe HCM registry
thus greatly improving translational power. Two Specific Aims will be pursued: Aim 1 will utilize state of the art
rare event simulation methods developed in one of our groups and refinement of existing unstructured domains
of the CTF via FRET to establish the new model. Aim 2 will employ an extensive program of computational
analysis and subsequent in vitro validation using pathogenic, variants of unknown significance and non-
pathogenic HCM alleles derived from SHaRe to provide inputs to the machine learning environment for
algorithm development. Novel disease mechanisms for myosin and thin filament HCM that include crosstalk
between the two components will also be explored. Elucidation of these mechanisms can be the basis for
robust molecular approaches to disease.
期刊论文(0)
专著(0)
科研奖励(0)
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