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SYSTEM AND METHODS FOR INTEGRATED AND PREDICTIVE ANALYSIS OF MOLECULAR, IMAGING, AND CLINICAL DATA FOR PATIENT-SPECIFIC MANAGEMENT OF DISEASES

机译:用于疾病的患者特定管理的分子,影像和临床数据的集成和预测分析的系统和方法

摘要

A system operating in a plurality of modes to provide an integrated analysis of molecular data, imaging data, and clinical data associated with a patient includes a multi-scale model, a molecular model, and a linking component. The multi-scale model is configured to generate one or more estimated multi-scale parameters based on the clinical data and the imaging data when the system operates in a first mode, and generate a model of organ functionality based on one or more inferred multi-scale parameters when the system operates in a second mode. The molecular model is configured to generate one or more first molecular findings based on a molecular network analysis of the molecular data, wherein the molecular model is constrained by the estimated parameters when the system operates in the first mode. The linking component, which is operably coupled to the multi-scale model and the molecular model, is configured to transfer the estimated multi-scale parameters from the multi-scale model to the molecular model when the system operates in the first mode, and generate, using a machine learning process, the inferred multi-scale parameters based on the molecular findings when the system operates in the second mode.
机译:以多种模式操作以提供与患者相关的分子数据,成像数据和临床数据的综合分析的系统包括多尺度模型,分子模型和链接组件。多尺度模型被配置为当系统以第一模式操作时基于临床数据和成像数据生成一个或多个估计的多尺度参数,并基于一个或多个推断的多尺度模型生成器官功能性模型。当系统在第二种模式下运行时,可缩放参数。分子模型被配置为基于分子数据的分子网络分析来生成一个或多个第一分子发现,其中,当系统以第一模式运行时,分子模型受到估计参数的约束。可操作地耦合到多尺度模型和分子模型的链接组件被配置为当系统在第一模式下操作时将估计的多尺度参数从多尺度模型传递到分子模型,并生成,使用机器学习过程,当系统以第二种模式运行时,基于分子发现推断出的多尺度参数。

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