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A quantitative method to measure biofilm removal efficiency from complex biomaterial surfaces using SEM and image analysis

机译:使用SEM和图像分析测量复杂生物材料表面生物膜去除效率的定量方法

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摘要

Biofilm accumulation on biomaterial surfaces is a major health concern and significant research efforts are directed towards producing biofilm resistant surfaces and developing biofilm removal techniques. To accurately evaluate biofilm growth and disruption on surfaces, accurate methods which give quantitative information on biofilm area are needed, as current methods are indirect and inaccurate. We demonstrate the use of machine learning algorithms to segment biofilm from scanning electron microscopy images. A case study showing disruption of biofilm from rough dental implant surfaces using cavitation bubbles from an ultrasonic scaler is used to validate the imaging and analysis protocol developed. Streptococcus mutans biofilm was disrupted from sandblasted, acid etched (SLA) Ti discs and polished Ti discs. Significant biofilm removal occurred due to cavitation from ultrasonic scaling (p??0.001). The mean sensitivity and specificity values for segmentation of the SLA surface images were 0.80?±?0.18 and 0.62?±?0.20 respectively and 0.74?±?0.13 and 0.86?±?0.09 respectively for polished surfaces. Cavitation has potential to be used as a novel way to clean dental implants. This imaging and analysis method will be of value to other researchers and manufacturers wishing to study biofilm growth and removal.
机译:生物膜表面上生物膜的积聚是一个主要的健康问题,并且大量的研究工作针对产生抗生物膜的表面和开发生物膜去除技术。为了准确地评估生物膜在表面上的生长和破坏,需要精确的方法来提供生物膜面积的定量信息,因为当前的方法是间接且不准确的。我们演示了使用机器学习算法从扫描电子显微镜图像中分割生物膜。案例研究表明,使用超声波洁牙机产生的气泡会破坏粗糙的牙科植入物表面的生物膜,从而验证开发的成像和分析方案。变形链球菌的生物膜已从喷砂,酸蚀(SLA)钛圆片和抛光钛圆片中破坏。由于超声波水垢产生的气穴作用,生物膜被大量清除(p≤0.001)。 SLA表面图像分割的平均灵敏度和特异性值分别为抛光表面0.80±0.18和0.62±0.23,以及0.74±0.13和0.86±0.09。空化有可能被用作清洁牙齿植入物的新方法。这种成像和分析方法对希望研究生物膜生长和去除的其他研究人员和制造商具有价值。

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