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

被引:68
作者
Vyas, N. [1 ,2 ]
Sammons, R. L. [2 ]
Addison, O. [2 ]
Dehghani, H. [3 ]
Walmsley, A. D. [2 ]
机构
[1] Univ Birmingham, Coll Engn & Phys Sci, PSIBS Doctoral Training Ctr, Birmingham B15 2TT, W Midlands, England
[2] Univ Birmingham, Coll Med & Dent Sci, Inst Clin Sci, Sch Dent, Mill Pool Way, Birmingham B5 7EG, W Midlands, England
[3] Univ Birmingham, Sch Comp Sci, Birmingham B15 2TT, W Midlands, England
来源
SCIENTIFIC REPORTS | 2016年 / 6卷
基金
英国工程与自然科学研究理事会;
关键词
CAVITATION; QUANTIFICATION; ULTRASOUND; BACTERIA;
D O I
10.1038/srep32694
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
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.
引用
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页数:10
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