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Analysis of PCR-RFLP gel electrophoresis images for accurate and automated HPV typing

机译:PCR-RFLP凝胶电泳图像分析准确和自动化HPV打字

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The identification of the types of the human papilomavirus (HPV) that have infected a woman provides valuable information as regards to her risk for developing cervical cancer. HPV typing is often performed by means of manually analyzing PCR-RFLP gel electrophoresis images. However, the typing procedure that is currently employed suffers from unsatisfactory accuracy and high time consumption. In order to treat these problems we propose a novel approach to HPV typing that automates the analysis of the electrophoretic images and concurrently improves the accuracy of the typing decision. The proposed methodology contributes both to the extraction of information from the images through a novel modeling approach and also to the process of making a typing decision based on the above information by the introduction of an original HPV typing algorithm. The efficiency of our approach is demonstrated with the help of a complex worked example that involves multiple HPV infections.
机译:鉴定受感染妇女的人仔细仔病毒病毒(HPV)的类型提供了有价值的信息,以涉及患有宫颈癌的风险。 HPV键入通常通过手动分析PCR-RFLP凝胶电泳图像来执行。但是,目前采用的键入程序遭受不满意的准确性和高耗时量。为了处理这些问题,我们提出了一种新的HPV键入方法,可以自动分析电泳图像并同时提高键入决策的准确性。所提出的方法通过新颖的建模方法以及通过引入原始HPV键入算法来提取通过新颖的建模方法以及基于上述信息进行键入判定的过程来提取信息。借助于涉及多个HPV感染的复杂工作示例,对我们的方法的效率进行了说明。

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