Feasibility study of hyperspectral colposcopy as a novel tool for detecting precancerous cervical lesions.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Carlos Vega, Norberto Medina, Laura Quintana-Quintana, Raquel Leon, Himar Fabelo, Jorge Rial, Alicia Martín, Gustavo M Callico
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Abstract

Cervical cancer remains a major global health concern, with a specially alarming incidence in younger women. Traditional detection techniques such as the Pap smear and colposcopy often lack sensitivity and specificity and are highly dependent on the experience of the gynaecologist. In response, this study proposes the use of Hyperspectral Imaging, a pioneering technology that combines traditional imaging with spectroscopy to provide detailed spatial and spectral information. Over a period of six-months, our custom-designed hyperspectral colposcope was used on 62 patients. The gathered data underwent a specialized preprocessing workflow using a PCA-based strategy for unsupervised segmentation of the cervical region. This process extracted spectral signatures from various tissue types, and our subsequent statistical analysis highlighted its ability to detect differences and alterations in the cervical tissue. This offers a promising avenue for improving the precision of cervical lesion diagnosis.

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高光谱阴道镜作为检测宫颈癌前病变新工具的可行性研究。
子宫颈癌仍然是一个主要的全球健康问题,在年轻妇女中的发病率特别令人震惊。传统的检测技术,如子宫颈抹片检查和阴道镜检查,往往缺乏敏感性和特异性,并且高度依赖于妇科医生的经验。为此,本研究提出使用高光谱成像技术,这是一项将传统成像与光谱相结合的前沿技术,可提供详细的空间和光谱信息。在六个月的时间里,我们专门设计的高光谱阴道镜被用于62例患者。收集到的数据进行了专门的预处理工作流程,使用基于pca的策略对颈部区域进行无监督分割。这个过程从各种组织类型中提取光谱特征,我们随后的统计分析突出了它检测宫颈组织差异和变化的能力。这为提高宫颈病变的诊断精度提供了一条有希望的途径。
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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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