Bogazici University, Institute of Biomedical Engineering, Istanbul, Turkey.
Bahcesehir University, Faculty of Engineering and Natural Sciences, Department of Biomedical Enginee, Turkey.
J Biomed Opt. 2018 Dec;23(12):1-12. doi: 10.1117/1.JBO.23.12.127001.
Free hemoglobin (FHB) concentration is considered a prospect quality indicator for erythrocyte suspensions (ES) under storage. Storage lesions alter the optical properties of ES and can be monitored by diffuse reflectance spectroscopy. Due to storage lesions, erythrocytes lyse and release hemoglobin into the extracellular medium. The purpose of the study is to model and assess the quality of ES units in a blood bank with diffuse reflectance measurements together with hematological variables reflecting absorption and scattering characteristics of ES. FHB concentrations were modeled based on the increased scattering in the extracellular medium. A semiempirical model was used for relating optical properties of ES to the diffuse reflectance measurements. The attenuation in the blood bag was computed and its influence was discarded via normalization, in accordance with Monte Carlo simulations. In the experiments, 40 ES units were measured multiple times during prolonged storage of 70 days. A generalized linear model was used for modeling the training set, and, in the validation, the highest correlation coefficient between predicted and actual FHB concentrations was 0.89. Predicting the actual value was accurate at a maximum level of R2 = 0.80. The error rate of the model in diagnosing the true quality was about 10%.
游离血红蛋白(FHB)浓度被认为是储存过程中红细胞悬浮液(ES)的预期质量指标。储存损伤改变了 ES 的光学性质,可以通过漫反射光谱进行监测。由于储存损伤,红细胞破裂并将血红蛋白释放到细胞外介质中。本研究的目的是通过漫反射测量与反映 ES 吸收和散射特性的血液学变量相结合,对血库中的 ES 单位的质量进行建模和评估。FHB 浓度是基于细胞外介质中散射的增加来建模的。使用半经验模型将 ES 的光学性质与漫反射测量联系起来。根据蒙特卡罗模拟,计算了血袋中的衰减,并通过归一化消除了其影响。在实验中,40 个 ES 单位在长达 70 天的储存过程中多次进行了测量。广义线性模型用于对训练集进行建模,在验证中,预测的和实际的 FHB 浓度之间的最高相关系数为 0.89。预测的实际值的最大 R2 值为 0.80。该模型在诊断真实质量方面的错误率约为 10%。