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Toward accurate quantitative photoacoustic imaging: learning vascular blood oxygen saturation in three dimensions.走向准确的定量光声成像:三维学习血管血氧饱和度。
J Biomed Opt. 2020 Aug;25(8). doi: 10.1117/1.JBO.25.8.085003.
2
Multispectral Interlaced Sparse Sampling Photoacoustic Tomography.多光谱交错稀疏采样光声断层成像
IEEE Trans Med Imaging. 2020 Nov;39(11):3463-3474. doi: 10.1109/TMI.2020.2996240. Epub 2020 Oct 28.
3
Noninvasive monitoring of liver metastasis development via combined multispectral photoacoustic imaging and fluorescence diffuse optical tomography.联合多光谱光声成像和荧光漫射光学断层成像术无创监测肝转移发展。
Int J Biol Sci. 2020 Mar 12;16(9):1616-1628. doi: 10.7150/ijbs.40896. eCollection 2020.
4
Fiber endface illumination diffuser for endo-cavity photoacoustic imaging.光纤端面照明漫射器用于内腔光声成象。
Opt Lett. 2020 Feb 1;45(3):632-635. doi: 10.1364/OL.379844.
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Estimating blood oxygenation from photoacoustic images: can a simple linear spectroscopic inversion ever work?从光声图像估计血氧饱和度:简单的线性光谱反演可行吗?
J Biomed Opt. 2019 Dec;24(12):1-13. doi: 10.1117/1.JBO.24.12.121914.
6
Co-registered photoacoustic and ultrasound imaging of human colorectal cancer.人结直肠癌的协同注册光声和超声成像。
J Biomed Opt. 2019 Nov;24(12):1-13. doi: 10.1117/1.JBO.24.12.121913.
7
Classification of human ovarian cancer using functional, spectral, and imaging features obtained from in vivo photoacoustic imaging.利用从体内光声成像获得的功能、光谱和成像特征对人类卵巢癌进行分类。
Biomed Opt Express. 2019 Apr 8;10(5):2303-2317. doi: 10.1364/BOE.10.002303. eCollection 2019 May 1.
8
Optimized light delivery probe using ball lenses for co-registered photoacoustic and ultrasound endo-cavity subsurface imaging.使用球透镜的优化光传输探头,用于共配准光声和超声腔内表面下成像。
Photoacoustics. 2018 Dec 7;13:66-75. doi: 10.1016/j.pacs.2018.12.001. eCollection 2019 Mar.
9
Targeting Mitochondria for Treatment of Chemoresistant Ovarian Cancer.针对化疗耐药性卵巢癌的线粒体靶向治疗。
Int J Mol Sci. 2019 Jan 8;20(1):229. doi: 10.3390/ijms20010229.
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Natural antisense transcript of hypoxia-inducible factor 1 regulates hypoxic cell apoptosis in epithelial ovarian cancer.缺氧诱导因子1的天然反义转录本调控上皮性卵巢癌中的缺氧细胞凋亡。
Onco Targets Ther. 2018 Dec 14;11:9101-9110. doi: 10.2147/OTT.S173816. eCollection 2018.

多光谱光声断层扫描中血氧饱和度在卵巢癌诊断中的作用。

Role of blood oxygenation saturation in ovarian cancer diagnosis using multi-spectral photoacoustic tomography.

机构信息

Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, Missouri, USA.

Department of Electrical and System Engineering, Washington University in St. Louis, St. Louis, Missouri, USA.

出版信息

J Biophotonics. 2021 Apr;14(4):e202000368. doi: 10.1002/jbio.202000368. Epub 2021 Jan 6.

DOI:10.1002/jbio.202000368
PMID:33377620
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8044001/
Abstract

In photoacoustic tomography (PAT), a tunable laser typically illuminates the tissue at multiple wavelengths, and the received photoacoustic waves are used to form functional images of relative total haemoglobin (rHbT) and blood oxygenation saturation (%sO ). Due to measurement errors, the estimation of these parameters can be challenging, especially in clinical studies. In this study, we use a multi-pixel method to smooth the measurements before calculating rHbT and %sO . We first perform phantom studies using blood tubes of calibrated %sO to evaluate the accuracy of our %sO estimation. We conclude by presenting diagnostic results from PAT of 33 patients with 51 ovarian masses imaged by our co-registered PAT and ultrasound system. The ovarian masses were divided into malignant and benign/normal groups. Functional maps of rHbT and %sO and their histograms as well as spectral features were calculated using the PAT data from all ovaries in these two groups. Support vector machine models were trained on different combinations of the significant features. The area under ROC (AUC) of 0.93 (0.95%CI: 0.90-0.96) on the testing data set was achieved by combining mean %sO , a spectral feature, and the score of the study radiologist.

摘要

在光声断层扫描(PAT)中,通常使用可调谐激光器在多个波长下照射组织,然后利用接收到的光声波来形成相对总血红蛋白(rHbT)和血氧饱和度(%sO )的功能图像。由于测量误差,这些参数的估计可能具有挑战性,特别是在临床研究中。在这项研究中,我们使用多像素方法在计算 rHbT 和 %sO 之前对测量值进行平滑处理。我们首先使用经过校准 %sO 的血试管进行了体模研究,以评估我们的 %sO 估计的准确性。最后,我们展示了通过我们的共注册 PAT 和超声系统对 33 名患有 51 个卵巢肿块的患者进行的 PAT 诊断结果。这些卵巢肿块分为恶性和良性/正常组。使用来自这两组所有卵巢的 PAT 数据计算了 rHbT 和 %sO 的功能图及其直方图以及光谱特征。使用不同的显著特征组合在支持向量机模型上进行了训练。在测试数据集上,通过结合平均 %sO 、光谱特征和研究放射科医生的评分,实现了 0.93 的 ROC(AUC)(0.95%CI:0.90-0.96)。