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首页> 外文期刊>Magnetic resonance imaging: An International journal of basic research and clinical applications >Automated measurement and classification of pulmonary blood-flow velocity patterns using phase-contrast MRI and correlation analysis
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Automated measurement and classification of pulmonary blood-flow velocity patterns using phase-contrast MRI and correlation analysis

机译:使用相差MRI和相关分析自动测量和分类肺血流速度模式

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An automated method was evaluated to detect blood flow in small pulmonary arteries and classify each as artery or vein, based on a temporal correlation analysis of their blood-flow velocity patterns. The method was evaluated using, velocity-sensitive phase-contrast magnetic resonance data collected in vitro with a Pulsatile flow phantom and in vivo in I I human volunteers. The accuracy of the method was validated in vitro, which showed relative velocity errors of 12% at low spatial resolution (four voxels per diameter), but was reduced to 5% at increased spatial resolution (16 voxels per diameter). The performance of the method was evaluated in vivo according to its reproducibility and agreement with manual velocity measurements by an experienced radiologist. In all volunteers, the correlation analysis was able to detect and segment peripheral pulmonary vessels and distinguish arterial from venous velocity patterns. The intrasubject variability of repeated measurements was approximately 10% of peak velocity, or 2.8 cm/s root-mean-variance, demonstrating the high reproducibility of the method. Excellent agreement was obtained between the correlation analysis and radiologist measurements of pulmonary velocities, with a correlation of R-2=0.98 (P<.001) and a slope of 0.99 +/- 0.01.
机译:根据对小肺动脉血流速度模式的时间相关性分析,评估了一种自动方法来检测小肺动脉的血流并将其分类为动脉或静脉。该方法是使用速度敏感的相衬磁共振数据对这种方法进行评估的,该数据在体外以脉冲流体模收集,并在I I人类志愿者体内收集。该方法的准确性在体外得到验证,在低空间分辨率(每个直径四个体素)下,相对速度误差显示为12%,但在空间分辨率提高(每个直径16个体素)下,相对速度误差降至5%。根据其可重复性和经验丰富的放射科医生与手动速度测量的一致性,对该方法的性能进行了体内评估。在所有志愿者中,相关分析能够检测并分割周围的肺血管,并从静脉速度模式中区分出动脉。重复测量的受试者内部变异性约为峰值速度的10%,即2.8 cm / s均方根变异,表明该方法具有很高的重现性。放射线速度的相关性分析和放射科医生的测量之间获得了极好的一致性,相关性为R-2 = 0.98(P <.001),斜率为0.99 +/- 0.01。

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