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双波长光声图谱法估计亚甲蓝和血红蛋白含量的分数。

Dual-wavelength photoacoustic atlas method to estimate fractional methylene blue and hemoglobin contents.

机构信息

Johns Hopkins Univ., United States.

出版信息

J Biomed Opt. 2022 Sep;27(9). doi: 10.1117/1.JBO.27.9.096002.

Abstract

SIGNIFICANCE

Methylene blue (MB) is an exogenous contrast agent that has the potential to assist with visualization and penetration challenges in photoacoustic imaging. However, monitoring the local concentration between MB and endogenous chromophores is critical for avoiding unnecessary MB accumulations that could lead to adverse effects such as hemolysis when exposed to increased dose and photodamage when exposed to high laser energies.

AIM

We developed a modified version of a previously proposed acoustic-based atlas method to estimate concentration levels from a mixture of two photoacoustic-sensitive materials after two laser wavelength emissions.

APPROACH

Photoacoustic data were acquired from mixtures of 100-μM MB and either human or porcine blood (Hb) injected in a plastisol phantom, using laser wavelengths of 710 and 870 nm. An algorithm to perform linear regression of the acoustic frequency response from an atlas composed of pure concentrations was designed to assess the concentration levels from photoacoustic samples obtained from 11 known MB/Hb volume mixtures. The mean absolute error (MAE), coefficient of determination (i.e., R2), and Spearman's correlation coefficient (i.e., ρ) between the estimated results and ground-truth labels were calculated to assess the algorithm performance, linearity, and monotonicity, respectively.

RESULTS

The overall MAE, R2, and ρ were 12.68%, 0.80, and 0.89, respectively, for the human Hb dataset and 9.92%, 0.86, and 0.93, respectively, for the porcine Hb dataset. In addition, a similarly linear relationship was observed between the acoustic frequency response at 2.3 MHz and 870-nm laser wavelength and the ground-truth concentrations, with R2 and | ρ | values of 0.76 and 0.88, respectively.

CONCLUSIONS

Contrast agent concentration monitoring is feasible with the proposed approach. The potential for minimal data acquisition times with only two wavelength emissions is advantageous toward real-time implementation in the operating room.

摘要

意义

亚甲蓝 (MB) 是一种外源性对比剂,具有辅助光声成象中可视化和穿透性挑战的潜力。然而,监测 MB 与内源性发色团之间的局部浓度对于避免不必要的 MB 积累至关重要,否则当暴露于增加的剂量时会导致溶血等不良反应,当暴露于高激光能量时会导致光损伤。

目的

我们开发了一种先前提出的基于声的图谱方法的改进版本,用于在两种光声敏感材料的混合物经过两次激光波长发射后估计浓度水平。

方法

使用波长为 710 和 870nm 的激光,从注入塑溶胶体模的 100μM MB 与人或猪血液(Hb)的混合物中获取光声数据。设计了一种算法,用于从由纯浓度组成的图谱对声频响应进行线性回归,以评估从 11 个已知 MB/Hb 体积混合物获得的光声样本的浓度水平。计算了估计结果与真实标签之间的平均绝对误差 (MAE)、决定系数(即 R2)和 Spearman 相关系数(即 ρ),以分别评估算法性能、线性度和单调性。

结果

对于人 Hb 数据集,总体 MAE、R2 和 ρ 分别为 12.68%、0.80 和 0.89,对于猪 Hb 数据集,总体 MAE、R2 和 ρ 分别为 9.92%、0.86 和 0.93。此外,在 2.3MHz 与 870nm 激光波长的声频响应与真实浓度之间也观察到类似的线性关系,决定系数和 ρ 值分别为 0.76 和 0.88。

结论

可以通过提出的方法进行对比剂浓度监测。仅用两次波长发射进行最小数据采集时间的潜力有利于在手术室中实时实施。

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