I-Corps: Noninvasive detection of bladder cancer using ringing modality of atomic force microscopy

I-Corps项目更广泛的影响/商业潜力是开发一种非侵入性诊断测试，以检测和监测膀胱癌的存在并评估其级别。仅在美国，就有80万幸存者生活在对膀胱癌高复发几率（50-80%）的恐惧中。大多数患者需要每3至6个月重复一次有创监测程序。该手术终生费用高，疼痛，并可能出现尿道创伤并发症，导致患者依从率低（40%）。提议的技术将提供无缝集成到标准护理的患者谁接受定期标准细胞学作为他们的后续预约的一部分。目标是提供一种无创、快速、可重复、高精度、易于执行和解释的测试。I-Corps项目的基础是开发一种先进的成像模式和机器学习方法的结合，以处理这些图像以检测膀胱癌。成像方式利用了所谓的原子力显微镜（AFM）的环形模式，它提供了从患者尿液中提取的细胞表面的高分辨率图像。通过机器学习算法处理这些图像，可以分配诊断评分，这将有助于泌尿科医生/肿瘤科医生监测癌症的复发和进展。该方法可以无缝地纳入现有的临床实践，通过使用细胞细胞学目前检查的细胞。细胞学检查是一种非侵入性检查，在检测癌症时准确性较低。初步结果表明，所提出的技术可能具有更高的准确性（94%）。这种准确性甚至超过了目前使用的实践标准，即侵入性膀胱光学检查（膀胱镜检查）。该奖项反映了美国国家科学基金会的法定使命，并通过使用基金会的知识价值和更广泛的影响审查标准进行评估，被认为值得支持。

The broader impact/commercial potential of this I-Corps project is the development of a noninvasive diagnostic test to detect and monitor the presence of bladder cancer and to assess its grade. In the U.S. alone, there are 800,000 survivors living under the fear of a high chance of recurrence (50-80%) from bladder cancer. The majority of the patients require an in-office invasive monitoring procedure repeated every 3 to 6 months. This procedure yields high lifetime costs, pain, and possible complications from trauma to the urethra, which leads to a low patient compliance rate (40%). The proposed technology will provide seamless integration into the standard of care for patients who undergo regular standard cytology as part of their follow-up appointments. The goal is to provide a noninvasive, rapid, reproducible, high accuracy test that is easy to perform and interpret.This I-Corps project is based on the development of a combination of an advanced imaging modality and machine learning methods to process those images for the detection of bladder cancer. The imaging modality utilizes the so-called ringing mode of atomic force microscopy (AFM), which provides high-resolution images of the surface of cells extracted from a patient’s urine. Processing these images through machine learning algorithms permits the assignment of a diagnostic score, which will help urologist/oncologists to monitor recurrence and progression of the cancer. The method may seamlessly be incorporated into the existing clinical practice, by using cells currently examined in cell cytology. Cytology testing is a noninvasive procedure that suffers from low accuracy when detecting cancer. Preliminary results have shown that the proposed technology may have a much higher accuracy (94%). This accuracy exceeds even the currently used standard of practice, an invasive optical examination of the bladder (cystoscopy).This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.