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Surface‐enhanced Raman spectral biomarkers correlate with Ankle Brachial Index and characterize leg muscle biochemical composition of patients with peripheral arterial disease

机译:表面增强的拉曼光谱生物标记物与踝肱指数相关,并表征外周动脉疾病患者的腿部肌肉生化成分

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AbstractPeripheral arterial disease (PAD) is characterized by atherosclerotic blockages of the arteries supplying the lower extremities, which cause a progressive accumulation of ischemic injury to the skeletal muscles of the lower limbs. This injury includes altered metabolic processes, damaged organelles, and compromised bioenergetics in the affected muscles. The objective of this study was to explore the association of Raman spectral signatures of muscle biochemistry with the severity of atherosclerosis in the legs as determined by the Ankle Brachial Index (ABI) and clinical presentation. We collected muscle biopsies from the gastrocnemius (calf muscle) of five patients with clinically diagnosed claudication, five patients with clinically diagnosed critical limb ischemia (CLI), and five control patients who did not have PAD. A partial least squares regression (PLSR) model was able to predict patient ABI with a correlation coefficient of 0.99 during training and a correlation coefficient of 0.85 using a full cross-validation. When using the first three PLS factor scores in combination with linear discriminant analysis, the discriminant model was able to correctly classify the control, claudicating, and CLI patients with 100% accuracy, using a full cross-validation procedure. Raman spectroscopy is capable of detecting and measuring unique biochemical signatures of skeletal muscle. These signatures can discriminate control muscles from PAD muscles and correlate with the ABI and clinical presentation of the PAD patient. Raman spectroscopy provides novel spectral biomarkers that may complement existing methods for diagnosis and monitoring treatment of PAD patients.
机译:摘要外周动脉疾病(PAD)的特征是下肢的动脉粥样硬化阻塞,导致下肢骨骼肌的缺血性损伤逐渐累积。这种损伤包括新陈代谢过程的改变,受损的细胞器和受损肌肉中的生物能。这项研究的目的是探索由脚踝臂指数(ABI)和临床表现确定的肌肉生物化学的拉曼光谱特征与腿部动脉粥样硬化严重程度的关系。我们从5例临床诊断为lau行的患者,5例临床诊断为严重肢体缺血(CLI)的患者和5例没有PAD的对照患者的腓肠肌(小腿肌肉)收集了肌肉活检。偏最小二乘回归(PLSR)模型能够使用训练过程中的相关系数0.99和相关系数0.85来预测患者的ABI。当使用前三个PLS因子评分与线性判别分析相结合时,判别模型能够使用完整的交叉验证程序以100%的准确度正确地对对照组,脑梗死和CLI患者进行分类。拉曼光谱法能够检测和测量骨骼肌的独特生化特征。这些特征可以将控制肌肉与PAD肌肉区分开,并与ABI和PAD患者的临床表现相关。拉曼光谱法提供了新颖的光谱生物标志物,可以补充现有的诊断和监测PAD患者治疗的方法。

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