Toward fluorescence digital twins: multi-parameter experimental validation of fluorescence Monte Carlo simulations using solid phantoms.

IF 3 3区 医学 Q2 BIOCHEMICAL RESEARCH METHODS
Journal of Biomedical Optics Pub Date : 2025-12-01 Epub Date: 2025-05-27 DOI:10.1117/1.JBO.30.S3.S34104
Mayna H Nguyen, Ethan P M LaRochelle, Edwin A Robledo, Alberto J Ruiz
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引用次数: 0

Abstract

Significance: As fluorescence-guided surgery (FGS) gains clinical adoption, robust and experimentally validated computational models for tissue fluorescence are increasingly essential. Although there have been several developments in modeling fluorescence with Monte Carlo simulations, the scope of the experimental validation has been limited in the parameters tested and phantoms used.

Aim: We aim to present and experimentally validate a graphics processing unit (GPU)-accelerated, voxel-based Monte Carlo fluorescence framework capable of modeling varying fluorophore concentrations, optical properties, and complex three-dimensional (3D) geometries.

Approach: A two-step approach (MCX-ExEm) based on Monte Carlo eXtreme was developed for simulating fluorescence. Both commercial reference targets and custom 3D-printed phantoms with well-characterized optical properties were imaged for varying parameters-including absorption, scattering, fluorophore concentrations, and geometries-and compared against simulations.

Results: Strong agreement is observed between simulated and experimental fluorescence across all tested parameters. MCX-ExEm accurately captures nonlinear quenching at high fluorophore concentrations, variations driven by scattering and absorption, intensity scaling with volume, and depth-dependent attenuation and resolution. Minor deviations occur primarily under low-scattering or low-absorption regimes, where optical characterization presents greater uncertainties.

Conclusions: By integrating experimentally validated simulations with a broad range of solid phantoms, this framework establishes a foundation for developing fluorescence digital twins, enabling faster and more systemic testing of fluorescence imaging systems. These findings can help accelerate the design and optimization of FGS and other fluorescence-based biomedical applications.

走向荧光数字孪生:使用固体幻影的荧光蒙特卡罗模拟的多参数实验验证。
意义:随着荧光引导手术(FGS)在临床中的应用,稳健且经过实验验证的组织荧光计算模型变得越来越重要。虽然在用蒙特卡罗模拟模拟荧光方面取得了一些进展,但实验验证的范围在测试参数和使用的幻影方面受到限制。目的:我们的目标是提出并实验验证一个图形处理单元(GPU)加速,基于体素的蒙特卡罗荧光框架,能够模拟不同的荧光团浓度,光学性质和复杂的三维(3D)几何形状。方法:开发了一种基于Monte Carlo eXtreme的两步法(MCX-ExEm)来模拟荧光。商业参考目标和具有良好光学特性的定制3d打印幻影都对不同参数(包括吸收、散射、荧光团浓度和几何形状)进行了成像,并与模拟进行了比较。结果:在所有测试参数中,模拟和实验荧光之间观察到强烈的一致性。MCX-ExEm精确捕获高荧光团浓度下的非线性猝灭、散射和吸收驱动的变化、随体积的强度缩放以及随深度的衰减和分辨率。较小的偏差主要发生在低散射或低吸收的情况下,在这种情况下,光学特性呈现出更大的不确定性。结论:通过将实验验证的模拟与广泛的固体幻影相结合,该框架为开发荧光数字双胞胎奠定了基础,使荧光成像系统能够更快、更系统地进行测试。这些发现有助于加速FGS和其他基于荧光的生物医学应用的设计和优化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.40
自引率
5.70%
发文量
263
审稿时长
2 months
期刊介绍: The Journal of Biomedical Optics publishes peer-reviewed papers on the use of modern optical technology for improved health care and biomedical research.
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