通过对白光膀胱镜检查视频进行数字染色,实现低成本、无标签的蓝光膀胱镜检查

Shuang Chang, Greyson A Wintergerst, Camella J Carlson, Haoli Yin, Kristen R Scarpato, Amy N Luckenbaugh, Sam Chang, Soheil Kolouri, Audrey K Bowden
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引用次数: 0

摘要

膀胱癌是第 10 种最常见的恶性肿瘤,也是治疗费用最高的癌症。膀胱癌治疗费用高昂的原因是其复发率高,因此需要经常进行监测。白光膀胱镜(WLC)是检查膀胱病变的标准监测工具,但对早期膀胱癌的敏感性有限。蓝光膀胱镜检查(BLC)利用荧光染料在癌变区域形成对比,可将检测灵敏度提高 43%。然而,染料的成本增加和用药时间过长限制了蓝光膀胱镜在监测中的应用。在这里,我们首次展示了在使用标准临床设备采集的临床内窥镜视频上进行数字染色,将 WLC 图像转换为准确的类 BLC 图像的方法。我们介绍了关键的预处理步骤,以避免临床数据集中的颜色和亮度变化,从而成功实现模型性能;结果表明,通过染色准确性分析和颜色一致性评估,数字染色 WLC(dsWLC)图像与基本真实 BLC 图像在定性和定量方面具有极佳的一致性。简而言之,dsWLC 可以提供提高膀胱癌检测灵敏度所需的荧光对比度,从而提高膀胱癌监测中 BLC 对比度的可及性,而无需承担与染料和专用设备相关的成本和时间负担。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Low-Cost, Label-Free Blue Light Cystoscopy through Digital Staining of White Light Cystoscopy Videos
Bladder cancer is 10th most common malignancy and carries the highest treatment cost among all cancers. The high cost of bladder cancer treatment stems from its high recurrence rate, which necessitates frequent surveillance. White light cystoscopy (WLC), the standard of care surveillance tool to examine the bladder for lesions, has limited sensitivity for early-stage bladder cancer. Blue light cystoscopy (BLC) utilizes a fluorescent dye to induce contrast in cancerous regions, improving the sensitivity of detection by 43%. Nevertheless, the added cost and lengthy administration time of the dye limits the availability of BLC for surveillance. Here, we report the first demonstration of digital staining on clinical endoscopy videos collected with standard-of-care clinical equipment to convert WLC images to accurate BLC-like images. We introduce key pre-processing steps to circumvent color and brightness variations in clinical datasets needed for successful model performance; the results show excellent qualitative and quantitative agreement of the digitally stained WLC (dsWLC) images with ground truth BLC images as measured through staining accuracy analysis and color consistency assessment. In short, dsWLC can provide the fluorescent contrast needed to improve the detection sensitivity of bladder cancer, thereby increasing the accessibility of BLC contrast for bladder cancer surveillance use without the cost and time burden associated with the dye and specialized equipment.
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