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Radiomic identification of anemia features in monochromatic conjunctiva photographs in school-age children. 学龄儿童单色结膜照片中贫血特征的放射组学鉴定。
Pub Date : 2025-04-01 Epub Date: 2025-04-15 DOI: 10.1117/1.bios.2.2.022303
Shaun G Hong, Sang Mok Park, Semin Kwon, Haripriya Sakthivel, Jung Woo Leem, Steven R Steinhubl, Pascal Ngiruwonsanga, Jean-Louis N Mangara, Célestin Twizere, Young L Kim

Significance: Anemia remains a substantial global health challenge. Delayed detection often leads to various health complications. In school-age children, anemia can impair both cognitive and physical development. Timely detection is particularly critical for this vulnerable population as effective interventions are available even in resource-limited settings.

Aim: Most existing methods for assessing conjunctiva paleness or redness in anemia detection rely on colorimetric analyses or spectral imaging, which require sophisticated color processing methods or specialized equipment. We introduce an alternative that takes advantage of purely spatial and textural characteristics of the conjunctiva microvasculature for anemia detection.

Approach: Radiomics, an emerging machine learning approach for conventional medical imaging, is applied to conjunctiva photos to analyze morphological alterations in the microvasculature beyond direct visualization. Radiomic analyses are conducted on 12,441 palpebral and 12,375 bulbar conjunctiva photos, captured using three different smartphone models from 565 children aged 5 to 15 years.

Results: Spatial and textural features extracted from the palpebral and bulbar conjunctivae are significantly associated with anemia status in school-age children, demonstrating their potential as biomarkers of anemia.

Conclusions: Instead of relying on color-based or spectral analyses of pallor in the conjunctiva, the proposed framework lays the groundwork for simplifying the hardware and algorithmic requirements of point-of-care, noninvasive anemia screening in sub-Saharan Africa and other resource-limited settings.

意义:贫血仍然是一个重大的全球健康挑战。延迟发现常常导致各种健康并发症。在学龄儿童中,贫血会损害认知和身体发育。及时发现对这一弱势群体尤为重要,因为即使在资源有限的情况下也可以采取有效的干预措施。目的:现有的评估结膜苍白或发红的贫血检测方法大多依赖于比色分析或光谱成像,这需要复杂的颜色处理方法或专门的设备。我们介绍了一种替代方案,利用结膜微血管的纯粹空间和纹理特征进行贫血检测。方法:放射组学是一种新兴的传统医学成像机器学习方法,它被应用于结膜照片,以分析微血管的形态变化,而不是直接可视化。对565名5至15岁儿童使用三种不同的智能手机拍摄的12,441张眼睑和12,375张球结膜照片进行了放射组学分析。结果:从眼睑和球结膜中提取的空间和纹理特征与学龄儿童的贫血状况显著相关,显示了它们作为贫血的生物标志物的潜力。结论:该框架不再依赖于基于颜色或光谱的结膜苍白分析,而是为简化撒哈拉以南非洲地区和其他资源有限地区的即时护理、无创贫血筛查的硬件和算法要求奠定了基础。
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引用次数: 0
Label-free method to monitor metabolism during long-term culture of human pluripotent stem cell derived cardiomyocytes. 人多能干细胞衍生心肌细胞长期培养过程中代谢监测的无标记方法。
Pub Date : 2025-04-01 Epub Date: 2025-04-17 DOI: 10.1117/1.bios.2.2.025001
Tongcheng Qian, Danielle E Desa, Emmanuel Contreras Guzman, Wenxuan Zhao, Xiaotian Zhang, Sean P Palecek, Melissa C Skala

Significance: Human pluripotent stem-cell-derived cardiomyocytes (hPSC-CMs) are a powerful tool for drug discovery, and metabolic changes are associated with their long-term culture and maturation. However, the lack of technologies to monitor hPSC-derived cardiomyocyte metabolism during long-term culture presents a major technical bottleneck.

Aim: Efforts to monitor in vitro metabolic maturation of hPSC-CMs are limited by traditional assessment methods, which are generally time-consuming, destructive to samples, and lack single-cell resolution. We report a rapid, noninvasive imaging-based method to monitor hPSC-CM metabolism throughout extended culture (90+ days).

Approach: Label-free optical metabolic imaging (OMI) of autofluorescent metabolic coenzymes was performed at multiple time points during the extended culture maturation process. In addition, OMI monitored hPSC-CMs grown on substrates with varying stiffness and on cardiomyocytes derived from induced pluripotent stem cells associated with cardiac arrhythmia. OMI was paired with immunofluorescence to validate structural maturation.

Results: Single-cell OMI can identify metabolic changes during cardiomyocyte maturation through extended in vitro culturing. It can also detect metabolic differences induced by substrates of varying stiffnesses, can distinguish diseased from normal cell lines, and is sensitive to patient-level metabolic heterogeneity.

Conclusions: Our results demonstrate that label-free OMI can be used to monitor metabolic changes in hPSC-CMs under varying culture conditions in a rapid, non-destructive manner with single-cell resolution, providing insight into metabolic transitions arising from time in culture, culture conditions, or disease states.

意义:人类多能干细胞来源的心肌细胞(hPSC-CMs)是药物发现的有力工具,代谢变化与它们的长期培养和成熟有关。然而,在长期培养过程中缺乏监测hpsc来源的心肌细胞代谢的技术是一个主要的技术瓶颈。目的:传统的评估方法限制了对hPSC-CMs体外代谢成熟的监测,这些方法通常耗时,对样品具有破坏性,并且缺乏单细胞分辨率。我们报告了一种快速、无创的基于成像的方法来监测hPSC-CM在整个延长培养(90天以上)中的代谢。方法:在延长培养成熟过程的多个时间点对自荧光代谢辅酶进行无标记光学代谢成像(OMI)。此外,OMI还监测了在不同硬度底物上生长的hPSC-CMs和在与心律失常相关的诱导多能干细胞衍生的心肌细胞上生长的hPSC-CMs。OMI与免疫荧光配对以验证结构成熟。结果:通过延长体外培养,单细胞OMI可以识别心肌细胞成熟过程中的代谢变化。它还可以检测不同硬度底物诱导的代谢差异,可以区分病变细胞系和正常细胞系,并且对患者水平的代谢异质性很敏感。结论:我们的研究结果表明,无标记OMI可以用于监测hPSC-CMs在不同培养条件下的代谢变化,以单细胞分辨率快速,非破坏性的方式,提供了对培养时间,培养条件或疾病状态引起的代谢变化的见解。
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引用次数: 0
Exploring racial differences in second-harmonic-generation-based prognostic indicators of metastasis in breast and colon cancer. 探讨乳腺癌和结肠癌转移的基于二代的预后指标的种族差异。
Pub Date : 2025-04-01 Epub Date: 2025-04-30 DOI: 10.1117/1.bios.2.2.022703
Tresa M Elias, Danielle E Desa, Edward B Brown, Showmick Paul, Gabriel A Ramirez, Bradley M Turner, Kelley Madden, Raul S Gonzalez, Anna Weiss, Edward B Brown

Significance: Second-harmonic generation (SHG) analysis of collagen internal structure and overall organization in the tumor microenvironment may enhance current metastasis prediction methods, which do not prognosticate with the same accuracy for patients of different races. For these optical tools to be clinically available, a multicenter trial is needed. We investigate if SHG-based prognostic signals vary with patient race, providing insight for designing such a trial.

Aim: SHG imaging was performed on colon adenocarcinoma (CRC) and invasive ductal carcinoma (IDC) patient samples to derive two prognostic indicators. We assessed the association between these indicators and patient race.

Approach: SHG images were analyzed as previously described to determine the forward- to backward-SHG scattering ratio (F/B) and fiber angle variability (FAV). Both prognostic measurements were compared between Black and White patients.

Results: In the IDC cohort, F/B from the tumor-stroma interface differed significantly between demographic groups. For the CRC cohort, a trend was observed in the tumor-stroma interface and tumor bulk. FAV did not vary by race in either cohort.

Conclusions: F/B variation with patient race suggests the relationship between F/B and metastatic outcome may vary with patient race. These findings highlight the potential need for race-specific prognostic algorithms to improve metastasis prediction for all patients.

意义:对肿瘤微环境中胶原内部结构和整体组织进行二次谐波生成(SHG)分析,可以增强现有的转移预测方法,这些方法对不同种族患者的预测精度不一致。为了使这些光学工具在临床上可用,需要进行多中心试验。我们调查基于shg的预后信号是否随患者种族而变化,为设计这样的试验提供见解。目的:对结肠腺癌(CRC)和浸润性导管癌(IDC)患者样本进行SHG成像,得出两项预后指标。我们评估了这些指标与患者种族之间的关系。方法:按照前面描述的方法对SHG图像进行分析,确定前向到后向SHG散射比(F/B)和光纤角度变异性(FAV)。两种预后指标在黑人和白人患者之间进行比较。结果:在IDC队列中,来自肿瘤-基质界面的F/B在人口统计学组之间存在显著差异。对于结直肠癌队列,在肿瘤-基质界面和肿瘤体积方面观察到一种趋势。在两个队列中,FAV没有因种族而异。结论:F/B随患者种族的变化提示F/B与转移结局的关系可能因患者种族而异。这些发现强调了对种族特异性预后算法的潜在需求,以改善所有患者的转移预测。
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引用次数: 0
Optical imaging provides flow-cytometry-like single-cell level analysis of HIF-1α-mediated metabolic changes in radioresistant head and neck squamous carcinoma cells. 光学成像提供了类似流式细胞术的单细胞水平分析hif -1α-介导的放射耐药头颈部鳞状细胞的代谢变化。
Pub Date : 2025-01-01 Epub Date: 2025-01-28 DOI: 10.1117/1.bios.2.1.012702
Jing Yan, Carlos Frederico Lima Goncalves, Pranto Soumik Saha, Cristina M Furdui, Caigang Zhu

Significance: Radioresistance remains a significant problem for head and neck squamous cell carcinoma (HNSCC) patients. To mitigate this, the cellular and molecular pathways used by radioresistant HNSCC that drive recurrence must be studied.

Aim: We aim to demonstrate optical imaging strategies to provide flow cytometry-like single-cell level analysis of hypoxia-inducible factor 1-alpha (HIF-1α)-mediated metabolic changes in the radioresistant and radiosensitive HNSCC cells but in a more efficient, cost-effective, and non-destructive manner. Through both optical imaging and flow cytometry studies, we will reveal the role of radiation-induced HIF-1α overexpression and the following metabolic changes in the radioresistance development for HNSCC.

Approach: We optimized the use of two metabolic probes: 2-[N-(7-nitrobenz-2-oxa-1, 3-diazol-4-yl) amino]-2-deoxy-D-glucose (2-NBDG) (to report glucose uptake) and Tetramethylrhodamine ethyl ester (TMRE) (to report mitochondrial membrane potential) with both a standard fluorescence microscope and a flow cytometry device, to report the changes in metabolism between radioresistant (rSCC-61) and radiosensitive (SCC-61) HNSCC cell lines under radiation stresses with or without HIF-1α inhibition.

Results: We found that the matched HNSCC cell lines had different baseline metabolic phenotypes, and their metabolism responded differently to radiation stress along with significantly enhanced HIF-1α expressions in the rSCC-61 cells. HIF-1α inhibition during the radiation treatment modulates the metabolic changes and radio-sensitizes the rSCC-61 cells. Through these studies, we demonstrated that a standard fluorescence microscope along with proper image processing methods can provide flow cytometry-like single-cell level analysis of HIF-1α-mediated metabolic changes in the radioresistant and radiosensitive HNSCC cells.

Conclusions: Our reported optical imaging strategies may enable one to study the role of metabolism reprogramming in cancer therapeutic resistance development at the single-cell level in a more efficient, cost-effective, and non-destructive manner. Our understanding of radiation resistance mechanisms using our imaging methods will offer opportunities to design targeted radiotherapy for improved treatment outcomes for HNSCC patients.

意义:头颈部鳞状细胞癌(HNSCC)患者放射耐药仍然是一个重要的问题。为了减轻这种情况,必须研究放射耐药HNSCC使用的驱动复发的细胞和分子途径。目的:我们的目标是展示光学成像策略,以更有效,更具成本效益和非破坏性的方式,为耐辐射和辐射敏感的HNSCC细胞中缺氧诱导因子1- α (HIF-1α)介导的代谢变化提供类似流式细胞术的单细胞水平分析。通过光学成像和流式细胞术研究,我们将揭示辐射诱导的HIF-1α过表达和随后的代谢变化在HNSCC放射耐药发展中的作用。方法:我们优化了两种代谢探针的使用:2-[N-(7-硝基苯-2-氧- 1,3 -二唑-4-基)氨基]-2-脱氧-d -葡萄糖(2- nbdg)(用于报告葡萄糖摄取)和四甲基罗丹明乙酯(TMRE)(用于报告线粒体膜电位),在标准荧光显微镜和流式细胞仪上报告辐射胁迫下辐射抗性(rSCC-61)和辐射敏感性(SCC-61) HNSCC细胞系在有或没有HIF-1α抑制下的代谢变化。结果:我们发现匹配的HNSCC细胞系具有不同的基线代谢表型,其代谢对辐射应激的反应不同,rSCC-61细胞中HIF-1α的表达显著增强。放射治疗过程中HIF-1α抑制可调节rSCC-61细胞的代谢变化和放射致敏。通过这些研究,我们证明了标准的荧光显微镜以及适当的图像处理方法可以提供类似流式细胞术的单细胞水平分析hif -1α-介导的辐射耐药和辐射敏感的HNSCC细胞的代谢变化。结论:我们报道的光学成像策略可以使人们在单细胞水平上以更有效,更具成本效益和非破坏性的方式研究代谢重编程在癌症治疗耐药发展中的作用。我们利用成像方法了解辐射抵抗机制,将为设计靶向放疗以改善HNSCC患者的治疗效果提供机会。
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引用次数: 0
Impact of skin tone on target size detectability in photoacoustic breast imaging. 肤色对光声乳房成像靶尺寸可检出性的影响。
Pub Date : 2024-11-01 Epub Date: 2024-11-14 DOI: 10.1117/1.bios.2.1.012502
Rhea D Rasquinha, Mardava R Gubbi, Muyinatu A Lediju Bell

Significance: Photoacoustic imaging has the potential to improve non-invasive breast cancer diagnosis. However, illumination through the skin introduces a skin tone bias, as greater melanin content increases optical absorption and can create acoustic clutter, reducing the visibility of various target sizes.

Aim: We investigate the impact of skin tone bias as a function of target sizes in three photoacoustic image reconstruction methods: fast Fourier transform (FFT)-based reconstruction, delay-and-sum (DAS) beamforming, and short-lag spatial coherence (SLSC) beamforming.

Methods: The three imaging methods were applied to channel data from multidomain simulations with 757, 800, and 1064 nm wavelengths, 11 target sizes (ranging 0.5 to 3 mm), 18 skin tones [ranging individual typology angles (ITAs) of -54 deg to 60 deg], and a previously validated realistic 3D breast model. The signal-to-noise ratio (SNR) and generalized contrast-to-noise ratio (gCNR) were measured to assess visibility.

Results: With 757 and 800 nm wavelengths, targets underlying dark skin tones (ITA range: -54 deg to -33 deg) with sizes ≤3 mm were poorly visible with ≤2.38 to 4.21 mean SNR and ≤0.46 to 0.74 mean gCNR, with smaller targets generally being more visible with lighter skin tones. A 1064-nm transmit wavelength improved visualization with DAS and SLSC beamforming, relative to both FFT reconstruction with a 1064 nm wavelength and DAS or SLSC beamforming with 757 and 800 nm wavelengths. When combined with SLSC beamforming, the 1064-nm wavelength offered the greatest improvements, enabling visualization of simulated target sizes ranging from 0.5 to 3 mm underlying very light (ITA = 60 deg) to dark (ITA = -54 deg) skin tones, with mean SNR ≤10.01 and mean gCNR ≤1. Visualization of simulated vessel structures derived from in vivo photoacoustic images was consistent with simulation-based target size expectations.

Conclusions: Results are promising for advancing next-generation photoacoustic imaging systems for breast cancer diagnosis across the range of skin tones represented in healthcare systems throughout the world.

意义:光声成像具有提高乳腺癌非侵袭性诊断的潜力。然而,通过皮肤的照明会引入肤色偏差,因为黑色素含量增加了光学吸收,并可能产生声杂波,降低了各种目标尺寸的可见度。目的:研究肤色偏差作为目标尺寸函数在三种光声图像重建方法中的影响:基于快速傅里叶变换(FFT)的重建、延迟和(DAS)波束形成和短滞后空间相干(SLSC)波束形成。方法:将三种成像方法应用于来自多域模拟的通道数据,这些数据来自757,800和1064nm波长,11个目标尺寸(范围为0.5至3mm), 18个肤色[单个类型角度(ita)范围为-54度至60度],以及先前验证的真实3D乳房模型。通过测量信噪比(SNR)和广义比噪比(gCNR)来评估能见度。结果:在757 nm和800 nm波长下,暗肤色(ITA范围:-54度至-33度)下尺寸≤3 mm的目标较不可见,平均信噪比≤2.38 ~ 4.21,平均gCNR≤0.46 ~ 0.74,较小的目标通常较浅肤色更明显。相对于1064 nm波长的FFT重建和757和800 nm波长的DAS或SLSC波束形成,1064 nm的发射波长改善了DAS和SLSC波束形成的可视化效果。当与SLSC波束成形相结合时,1064 nm波长提供了最大的改进,使模拟目标尺寸的可视化范围从0.5到3mm,在极亮(ITA = 60度)到深(ITA = -54度)的肤色下,平均信噪比≤10.01,平均gCNR≤1。来自体内光声图像的模拟血管结构的可视化与基于模拟的目标尺寸预期一致。结论:研究结果有望推动下一代光声成像系统在世界各地医疗保健系统中用于乳腺癌诊断的肤色范围。
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引用次数: 0
Review of Cherenkov imaging technology advances in radiotherapy: single-photon-level imaging in high ambient light and radiation backgrounds 放射治疗中的切伦科夫成像技术进展回顾:高环境光和辐射背景下的单光子级成像
Pub Date : 2024-07-18 DOI: 10.1117/1.bios.1.2.020901
Aubrey Parks, Jeremy Hallett, Alexander P Niver, Rongxiao Zhang, P. Brůža, Brian W Pogue
. ABSTRACT. Significance: Single-photon-level imaging has been utilized for decades in closed dark environments; however, the utility for macroscopic imaging is more limited because it involves time-gating, filtering, and processing to view signals of interest. In radiation therapy delivery, a low-level signal called Cherenkov emission occurs from patients ’ bodies, which is imaged with single-photon level sensitivity, mapping radiation dose deposition in tissue. Several key technological advances have been leveraged to make this extremely low-light signal overcome high background and noise in clinical settings. Aim: Our review summarizes specific technological advances that have led to a single-photon imaging in high radiation noise and high optical background environments possible. Our work discusses applications and future opportunities. Approach: Physical fundamentals of Cherenkov light, ambient room light, optical filtering, time-gating, and image processing are reviewed with key technological camera choices. This is followed by discussion of image quality, noise, and post-processing, with current and future applications. Results: Invention and optimization of time-gating techniques and cameras with a single-photon capability were required to achieve real-time Cherenkov imaging. Requirements of video frame rate ( ≈ 10 to 30 fps), fast triggering ( ≈ μ s),
.摘要.意义:单光子级成像技术在封闭的黑暗环境中已经应用了数十年,但在宏观成像中的应用却比较有限,因为它涉及到时间分级、滤波和处理,以查看感兴趣的信号。在放射治疗过程中,患者体内会产生一种称为切伦科夫辐射的低水平信号,利用单光子级灵敏度对其进行成像,可绘制组织中的辐射剂量沉积图。为了使这种极低光信号克服临床环境中的高背景和高噪声,我们利用了几项关键技术进步。目的:我们的综述总结了在高辐射噪声和高光学背景环境下实现单光子成像的具体技术进展。我们的工作讨论了应用和未来的机遇。方法:回顾了切伦科夫光、室内环境光、光学滤波、时间门控和图像处理的物理基础,以及相机的关键技术选择。随后讨论图像质量、噪声和后期处理,以及当前和未来的应用。成果:要实现切伦科夫实时成像,需要发明和优化时间门控技术和具有单光子功能的相机。要求视频帧频(≈ 10 至 30 fps)、快速触发(≈ μ s)、
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引用次数: 0
In vivo spectroscopy to concurrently characterize five metabolic and vascular endpoints relevant to aggressive breast cancer 用体内光谱同时描述与侵袭性乳腺癌相关的五个代谢和血管终点
Pub Date : 2024-07-17 DOI: 10.1117/1.bios.1.2.025002
Victoria W. D’Agostino, Riley J. Deutsch, Michelle Kwan, Enakshi D Sunassee, Megan C. Madonna, Gregory M Palmer, B. Crouch, N. Ramanujam
Discovery We describe a novel method leveraging quantitative fluorescence spectroscopy to characterize oxidative phosphorylation, glucose uptake, fatty acid uptake, total hemoglobin, and oxygen saturation concurrently in healthy and tumor-bearing in vivo murine tissue. ABSTRACT. Significance: Emerging evidence that aggressive breast tumors rely on various substrates including lipids and glucose to proliferate and recur necessitates the development of tools to track multiple metabolic and vascular endpoints concurrently in vivo . Aim: Our quantitative spectroscopy technique provides time-matched measurements of the three major axes of breast cancer metabolism as well as tissue vascular properties in vivo . Approach: We leverage exogenous fluorophores to quantify oxidative phosphorylation, glucose uptake, and fatty acid oxidation, and endogenous contrast for measurements of hemoglobin and oxygen saturation. An inverse Monte Carlo algo-rithm corrects for aberrations resulting from tissue optical properties, allowing the unmixing of spectrally overlapping fluorophores. Results: Implementation of our inverse Monte Carlo resulted in a linear relationship of fluorophore intensity with concentration ( R 2 < 0 . 99 ) in tissue-mimicking phantom validation studies. We next sequenced fluorophore delivery to faithfully recapitulate independent measurement of each fluorophore. The ratio of Bodipy FL C16/2-NBDG administered to a single animal is not different from that in paired animals receiving individual fluorophores ( p ¼ n : s : ). Clustering of five variables was effective in distinguishing tumor from mammary tissue (sensitivity = 0.75, specificity = 0.83, and accuracy = 0.79). Conclusions: Our system can measure major axes of metabolism and associated vascular endpoints, allowing for future study of tumor metabolic flexibility.
发现 我们介绍了一种利用定量荧光光谱来同时描述健康和患有肿瘤的小鼠体内组织的氧化磷酸化、葡萄糖摄取、脂肪酸摄取、总血红蛋白和血氧饱和度的新方法。摘要意义:越来越多的证据表明,侵袭性乳腺肿瘤依赖于包括脂质和葡萄糖在内的各种底物来增殖和复发,因此有必要开发能在体内同时追踪多个代谢和血管终点的工具。目的:我们的定量光谱技术可对体内乳腺癌代谢的三个主要轴以及组织血管特性进行时间匹配测量。方法:我们利用外源荧光团量化氧化磷酸化、葡萄糖摄取和脂肪酸氧化,利用内源对比度测量血红蛋白和血氧饱和度。反蒙特卡罗算法可纠正组织光学特性导致的畸变,从而消除光谱重叠荧光团的混合。结果:在组织模拟模型验证研究中,我们的逆蒙特卡洛算法实现了荧光团强度与浓度的线性关系(R 2 < 0 .接下来,我们对荧光团的输送进行了排序,以忠实再现每种荧光团的独立测量结果。对单个动物施用的 Bodipy FL C16/2-NBDG 的比率与接受单个荧光团的配对动物的比率没有差异 ( p ¼ n : s : ) 。五个变量的聚类能有效区分肿瘤和乳腺组织(灵敏度 = 0.75,特异度 = 0.83,准确度 = 0.79)。结论我们的系统可以测量新陈代谢的主要轴和相关的血管终点,为今后研究肿瘤新陈代谢的灵活性提供了可能。
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引用次数: 0
Computer-assisted discrimination of cancerous and pre-cancerous from benign oral lesions based on multispectral autofluorescence imaging endoscopy 基于多光谱自动荧光成像内窥镜的计算机辅助癌症和癌前病变与良性口腔病变鉴别技术
Pub Date : 2024-07-03 DOI: 10.1117/1.bios.1.2.025001
Elvis de Jesus Duran Sierra, Shuna Cheng, Rodrigo Cuenca, Beena Ahmed, Jim Ji, Vladislav V. Yakovlev, Mathias Martinez, Moustafa Al-Khalil, Hussain Al-Enazi, Carlos Busso, Javier A. Jo
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引用次数: 0
Optical redox imaging to screen synthetic hydrogels for stem cell-derived cardiomyocyte differentiation and maturation. 利用光学氧化还原成像技术筛选合成水凝胶,促进干细胞衍生心肌细胞的分化和成熟。
Pub Date : 2024-05-01 Epub Date: 2024-05-20 DOI: 10.1117/1.bios.1.1.015002
Danielle E Desa, Margot J Amitrano, William L Murphy, Melissa C Skala

Significance: Heart disease is the leading cause of death in the United States, yet research is limited by the inability to culture primary cardiac cells. Cardiomyocytes (CMs) derived from human induced pluripotent stem cells (iPSCs) are a promising solution for drug screening and disease modeling.

Aim: Induced pluripotent stem cell-derived CM (iPSC-CM) differentiation and maturation studies typically use heterogeneous substrates for growth and destructive verification methods. Reproducible, tunable substrates and touch-free monitoring are needed to identify ideal conditions to produce homogenous, functional CMs.

Approach: We generated synthetic polyethylene glycol-based hydrogels for iPSC-CM differentiation and maturation. Peptide concentrations, combinations, and gel stiffness were tuned independently. Label-free optical redox imaging (ORI) was performed on a widefield microscope in a 96-well screen of gel formulations. We performed live-cell imaging throughout differentiation and early to late maturation to identify key metabolic shifts.

Results: Label-free ORI confirmed the expected metabolic shifts toward oxidative phosphorylation throughout the differentiation and maturation processes of iPSC-CMs on synthetic hydrogels. Furthermore, ORI distinguished high and low differentiation efficiency cell batches in the cardiac progenitor stage.

Conclusions: We established a workflow for medium throughput screening of synthetic hydrogel conditions with the ability to perform repeated live-cell measurements and confirm expected metabolic shifts. These methods have implications for reproducible iPSC-CM generation in biomanufacturing.

意义重大:心脏病是美国人的主要死因,但研究却因无法培养原代心脏细胞而受到限制。目的:诱导多能干细胞衍生的心肌细胞(iPSC-CM)分化和成熟研究通常使用异质基质生长和破坏性验证方法。需要可重复、可调整的基质和免接触监测,以确定产生同质功能性 CM 的理想条件:方法:我们为 iPSC-CM 的分化和成熟生成了合成的聚乙二醇基水凝胶。肽的浓度、组合和凝胶硬度都是独立调整的。在宽场显微镜上对96孔凝胶配方进行了无标记光学氧化还原成像(ORI)筛选。我们在整个分化和成熟早期到晚期进行了活细胞成像,以确定关键的代谢转变:结果:无标记 ORI 证实了 iPSC-CMs 在合成水凝胶上的整个分化和成熟过程中向氧化磷酸化的预期代谢转变。此外,ORI 还能在心脏祖细胞阶段区分高分化效率和低分化效率的细胞批次:我们建立了一个工作流程,可对合成水凝胶条件进行中等通量筛选,并能重复进行活细胞测量和确认预期的代谢转变。这些方法对生物制造中可重复的 iPSC-CM 生成具有重要意义。
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引用次数: 0
Quantifying in vivo collagen reorganization during immunotherapy in murine melanoma with second harmonic generation imaging. 利用二次谐波发生成像技术量化小鼠黑色素瘤免疫治疗过程中的体内胶原重组。
Pub Date : 2024-05-01 Epub Date: 2024-05-20 DOI: 10.1117/1.bios.1.1.015004
Alexa R Heaton, Nathaniel J Burkard, Paul M Sondel, Melissa C Skala

Significance: Increased collagen linearization and deposition during tumorigenesis can impede immune cell infiltration and lead to tumor metastasis. Although melanoma is well studied in immunotherapy research, studies that quantify collagen changes during melanoma progression and treatment are lacking.

Aim: We aim to image in vivo collagen in preclinical melanoma models during immunotherapy and quantify the collagen phenotype in treated and control mice.

Approach: Second-harmonic generation imaging of collagen was performed in mouse melanoma tumors in vivo over a treatment time course. Animals were treated with a curative radiation and immunotherapy combination. Collagen morphology was quantified over time at an image and single-fiber level using CurveAlign and CT-FIRE software.

Results: In immunotherapy-treated mice, collagen was reorganized toward a healthy phenotype, including shorter, wider, curlier collagen fibers, with modestly higher collagen density. Temporally, collagen fiber straightness and length changed late in treatment (days 9 and 12), while width and density changed early (day 6) compared with control mice. Single-fiber collagen features calculated in CT-FIRE were the most sensitive to the changes among treatment groups compared with bulk collagen features.

Conclusions: Quantitative second-harmonic generation imaging can provide insight into collagen dynamics in vivo during immunotherapy, with key implications in improving immunotherapy response in melanoma and other cancers.

意义重大:肿瘤发生过程中胶原蛋白线性化和沉积的增加会阻碍免疫细胞的浸润并导致肿瘤转移。虽然黑色素瘤在免疫疗法研究中得到了很好的研究,但缺乏对黑色素瘤进展和治疗过程中胶原蛋白变化进行量化的研究:方法:对小鼠黑色素瘤肿瘤在治疗过程中的胶原蛋白进行二次谐波成像。动物接受了治愈性放射和免疫疗法联合治疗。使用 CurveAlign 和 CT-FIRE 软件在图像和单纤维水平上对胶原形态进行量化:结果:在接受免疫治疗的小鼠中,胶原蛋白向健康表型重组,包括更短、更宽、更弯曲的胶原纤维,胶原蛋白密度略有增加。从时间上看,与对照组小鼠相比,胶原纤维的直线度和长度在治疗后期(第9天和第12天)发生了变化,而宽度和密度则在早期(第6天)发生了变化。与整体胶原蛋白特征相比,CT-FIRE 计算出的单纤维胶原蛋白特征对治疗组间的变化最为敏感:定量二次谐波发生成像可深入了解免疫治疗期间体内胶原蛋白的动态变化,对改善黑色素瘤和其他癌症的免疫治疗反应具有重要意义。
{"title":"Quantifying <i>in vivo</i> collagen reorganization during immunotherapy in murine melanoma with second harmonic generation imaging.","authors":"Alexa R Heaton, Nathaniel J Burkard, Paul M Sondel, Melissa C Skala","doi":"10.1117/1.bios.1.1.015004","DOIUrl":"10.1117/1.bios.1.1.015004","url":null,"abstract":"<p><strong>Significance: </strong>Increased collagen linearization and deposition during tumorigenesis can impede immune cell infiltration and lead to tumor metastasis. Although melanoma is well studied in immunotherapy research, studies that quantify collagen changes during melanoma progression and treatment are lacking.</p><p><strong>Aim: </strong>We aim to image <i>in vivo</i> collagen in preclinical melanoma models during immunotherapy and quantify the collagen phenotype in treated and control mice.</p><p><strong>Approach: </strong>Second-harmonic generation imaging of collagen was performed in mouse melanoma tumors <i>in vivo</i> over a treatment time course. Animals were treated with a curative radiation and immunotherapy combination. Collagen morphology was quantified over time at an image and single-fiber level using CurveAlign and CT-FIRE software.</p><p><strong>Results: </strong>In immunotherapy-treated mice, collagen was reorganized toward a healthy phenotype, including shorter, wider, curlier collagen fibers, with modestly higher collagen density. Temporally, collagen fiber straightness and length changed late in treatment (days 9 and 12), while width and density changed early (day 6) compared with control mice. Single-fiber collagen features calculated in CT-FIRE were the most sensitive to the changes among treatment groups compared with bulk collagen features.</p><p><strong>Conclusions: </strong>Quantitative second-harmonic generation imaging can provide insight into collagen dynamics <i>in vivo</i> during immunotherapy, with key implications in improving immunotherapy response in melanoma and other cancers.</p>","PeriodicalId":519981,"journal":{"name":"Biophotonics discovery","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11247620/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141622131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Biophotonics discovery
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