Department of Computer Science and Technology, Baotou Medical College, Inner Mongolia University of Science and Technology, Baotou 014160, China.
Comput Intell Neurosci. 2022 Sep 19;2022:9591781. doi: 10.1155/2022/9591781. eCollection 2022.
To diagnose and cure breast cancer early, thus reducing the mortality of patients with breast cancer, a method was provided to judge threshold of image segmentation by wavelet transform (WT). It was used to obtain information about the general area of breast lumps by making a rough segmentation of the suspected area of the lump on mammogram. The boundary signal of the lump was obtained by region growth calculation or contour model of local activity. Meanwhile, multiplex polymerase chain reaction (mPCR) and mPCR-next-generation sequencing (mPCR-NGS) were used to detect BRCA1/2 genome. Sanger test was used for newly high virulent mutations to verify the correctness of mutagenic sites. The results were compared with the information marked by experts in the database. According to Daubechies wavelet coefficients, the average measurement accuracy was 92.9% and the average false positive rate of each image was 86%. According to mPCR-NGS, there was no pathogenic mutation in the 7 patients with high-risk BRCA1/2 genetic mutations. Single nucleotide polymorphism (SNP) in nonsynonymous coding region was detected, which was consistent with the Sanger test results. This method effectively isolated the lump area of human mammogram, and mPCR-NGS had high specificity and sensitivity in detecting BRCA1/2 genetic mutation sites. Compared with traditional Sanger test and target sequence capture test, it also had such advantages as easy operation, short duration, and low cost of consumables, which was worthy of further promotion and adoption.
为了早期诊断和治疗乳腺癌,从而降低乳腺癌患者的死亡率,提供了一种通过小波变换(WT)判断图像分割阈值的方法。该方法通过对乳腺 X 光片中肿块可疑区域进行粗略分割,获取有关肿块整体区域的信息。通过区域生长计算或局部活动轮廓模型获取肿块边界信号。同时,采用多重聚合酶链反应(mPCR)和 mPCR-下一代测序(mPCR-NGS)检测 BRCA1/2 基因组。桑格测试用于新的高毒性突变,以验证突变位点的正确性。将结果与数据库中专家标记的信息进行比较。根据 Daubechies 小波系数,平均测量精度为 92.9%,每张图像的平均假阳性率为 86%。根据 mPCR-NGS,7 名高风险 BRCA1/2 基因突变患者均未发现致病性突变。检测到非同义编码区的单核苷酸多态性(SNP),与桑格测试结果一致。该方法有效地分离了人乳腺 X 光片中的肿块区域,mPCR-NGS 在检测 BRCA1/2 基因突变位点方面具有高特异性和敏感性。与传统的桑格测试和靶向序列捕获测试相比,它还具有操作简单、耗时短、耗材成本低等优点,值得进一步推广和采用。