CytoSpatio:使用多范围,多类型的点过程模型学习细胞类型的空间关系

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Updated: Jun 7, 2025

Quantifying Spatiotemporal Parameters of Cellular Exocytosis in Micropatterned Cells
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Quantifying Spatiotemporal Parameters of Cellular Exocytosis in Micropatterned Cells

Published on: September 16, 2020

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Haoran Chen1, Robert F Murphy1

  • 1Computational Biology Department, School of Computer Science, Carnegie Mellon University.

bioRxiv : the preprint server for biology
|November 18, 2024
PubMed
概括

CytoSpatio软件使用点过程模拟组织中的细胞相互作用. 它揭示了一致和可变的细胞关系,使组织生化学的真实模拟成为可能.

关键词:
细胞类型 细胞类型生成型模型是一种生成型模型.多重光成像多重光成像时间点过程模型.空间蛋白质组学 空间蛋白质组学空间关系是空间关系.合成组织模拟合成组织模拟组织图像 组织图像

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Mechanistic models are utilized in individual analysis using single-source data, but imperfections arise due to data collection errors, preventing perfect prediction of observed data. The mathematical equation involves known values (Xi), observed concentrations (Ci), measurement errors (εi), model parameters (ϕj), and the related function (ƒi) for i number of values. Different least-squares metrics quantify differences between predicted and observed values. The ordinary least...
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