Prostate cancer detection with blood serum autofluorescence: Comparison to non-optical methods

IF 4.6 2区 化学 Q1 SPECTROSCOPY
Polina K. Nurgalieva , Boris P. Yakimov , Nikolay I. Sorokin , Olga Yu. Nesterova , Andrey A. Strigunov , Suleyman A. Aripshev , Armais A. Kamalov , Evgeny A. Shirshin
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引用次数: 0

Abstract

Blood serum fluorescence spectroscopy provides a rapid and facile method for assessing protein conformational states and metabolic shifts, rendering it highly valuable for the diagnostic investigation of pathologies. Here, we demonstrate the potential of blood serum fluorescence spectroscopy for prostate cancer diagnosis. Current diagnostic modalities for prostate cancer encompass blood tests for prostate-specific antigen level, digital rectal examination, ultrasound and MRI assay. Despite their widespread utilization, these established techniques exhibit limitations in specificity, resulting in an increased number of unnecessary biopsies. Based on the analysis of blood serum fluorescence emission spectra, we identified a novel potential marker - asymmetry of fluorescence spectra at 350 nm excitation, Asym350, for prostate cancer, which demonstrated statistically significant discriminatory power in identifying prostate cancer patients (p < 5×104). This fluorescence-derived marker was integrated into a classification model alongside PSA level and PI-RADS score. By using cross-validation to evaluate the performance of classification model across various feature sets, we achieved the highest F1 score of 0.91 when utilizing feature set of PI-RADS and Asym350. These findings underscore the capabilities of blood serum fluorescence spectroscopy for prostate cancer diagnostics and raise the crucial question of the feasibility of its translation into clinical application.

Abstract Image

血清自身荧光检测前列腺癌:与非光学方法的比较
血清荧光光谱提供了一种快速简便的方法来评估蛋白质的构象状态和代谢变化,使其在病理诊断研究中具有很高的价值。在这里,我们证明了血清荧光光谱诊断前列腺癌的潜力。目前前列腺癌的诊断方法包括前列腺特异性抗原水平的血液检查、直肠指检、超声和MRI分析。尽管这些技术被广泛使用,但它们在特异性上存在局限性,导致不必要的活组织检查数量增加。在分析血清荧光发射光谱的基础上,我们发现了一种新的潜在的前列腺癌标志物——350 nm激发下荧光光谱的不对称性,Asym350,它在识别前列腺癌患者方面具有统计学上显著的区别力(p <;5×104)。这种荧光衍生的标记物与PSA水平和PI-RADS评分一起被整合到分类模型中。通过交叉验证来评估不同特征集的分类模型的性能,我们在使用PI-RADS和Asym350的特征集时获得了最高的F1分数0.91。这些发现强调了血清荧光光谱诊断前列腺癌的能力,并提出了将其转化为临床应用的可行性的关键问题。
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来源期刊
CiteScore
8.40
自引率
11.40%
发文量
1364
审稿时长
40 days
期刊介绍: Spectrochimica Acta, Part A: Molecular and Biomolecular Spectroscopy (SAA) is an interdisciplinary journal which spans from basic to applied aspects of optical spectroscopy in chemistry, medicine, biology, and materials science. The journal publishes original scientific papers that feature high-quality spectroscopic data and analysis. From the broad range of optical spectroscopies, the emphasis is on electronic, vibrational or rotational spectra of molecules, rather than on spectroscopy based on magnetic moments. Criteria for publication in SAA are novelty, uniqueness, and outstanding quality. Routine applications of spectroscopic techniques and computational methods are not appropriate. Topics of particular interest of Spectrochimica Acta Part A include, but are not limited to: Spectroscopy and dynamics of bioanalytical, biomedical, environmental, and atmospheric sciences, Novel experimental techniques or instrumentation for molecular spectroscopy, Novel theoretical and computational methods, Novel applications in photochemistry and photobiology, Novel interpretational approaches as well as advances in data analysis based on electronic or vibrational spectroscopy.
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