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A rapid-convergent particle swarm optimization approach for multiscale design of high-permeance seawater reverse osmosis systems 用于高渗透率海水反渗透系统多尺度设计的快速收敛粒子群优化方法。
Pub Date : 2024-10-22 DOI: 10.1038/s44172-024-00289-y
Ke Chen, Jiu Luo, Junzhi Chen, Yutong Lu, Yi Heng
Directly solving sophisticated partial differential equation constrained optimization problems is not only extremely time-consuming, but also very hard to find unique optimal solutions. Here, we propose stable and efficient surrogate models for seawater reverse osmosis desalination processes that enable thorough quantitative description of hydrodynamics and local transport characteristics in narrow flow channels. Without iteratively solving complex multi-physics simulation problem taking several hours, the proposed multi-scale design optimization framework significantly reduces the problem complexity by computing the surrogate models in seconds. Moreover, a fast-converging active subspace particle swarm optimization framework is proposed to address the optimal design problem. Compared to the standard particle swarm optimization algorithm, the proposed method enhances the average optimum by 14% and the standard deviation of optimum results for multiple runs is reduced by no less than ten times. The optimized desalination system achieves 9% reduction on energy consumption and 30% improvement on water production efficiency. Ke Chen and colleagues address the optimal design problem for the multiscale design of high-permeability seawater reverse osmosis desalination systems, aiming to develop a stable and efficient surrogate model. This technique enables a quantitative description of hydrodynamics processes and local transport characteristics in narrow flow channels.
直接求解复杂的偏微分方程约束优化问题不仅非常耗时,而且很难找到唯一的最优解。在此,我们为海水反渗透淡化过程提出了稳定、高效的替代模型,该模型能够全面定量描述狭窄流道中的流体动力学和局部传输特性。所提出的多尺度设计优化框架无需反复求解复杂的多物理场仿真问题(耗时数小时),只需在几秒钟内计算代用模型,从而大大降低了问题的复杂性。此外,还提出了一种快速收敛的主动子空间粒子群优化框架来解决优化设计问题。与标准粒子群优化算法相比,所提出的方法将平均最优结果提高了 14%,多次运行最优结果的标准偏差降低了不少于 10 倍。优化后的海水淡化系统能耗降低了 9%,产水效率提高了 30%。
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引用次数: 0
Insights and innovations to mitigate aviation climate impact by 2030 到 2030 年减轻航空气候影响的见解和创新。
Pub Date : 2024-10-21 DOI: 10.1038/s44172-024-00290-5
Kieran Tait, Marius Wedemeyer, Anwar Khan, Mark Lowenberg, Dudley Shallcross
The aviation sector needs to work fast to address its impact on the environment. A small conference in Bristol brought together technologists, climate scientists, policy makers and activists to examine the issues. Here we report on presentations and discussions from the conference, exploring insights, innovations and policy implications critical for significant climate impact mitigation within this decisive decade. The aviation sector needs to work fast to address its impact on the environment. A recent small conference in Bristol brought together technologists, climate scientists, policy makers and activists to examine the issues. Here we report on presentations and discussions from the conference, exploring insights, innovations and policy implications critical for significant climate impact mitigation within this decisive decade.
航空业需要尽快解决其对环境的影响。在布里斯托尔举行的一次小型会议汇聚了技术专家、气候科学家、政策制定者和活动家,共同研究这些问题。我们在此报告会议的发言和讨论情况,探讨对在这决定性的十年内大幅减缓气候影响至关重要的见解、创新和政策影响。航空业需要尽快解决其对环境的影响。最近在布里斯托尔举行的一次小型会议汇聚了技术专家、气候科学家、政策制定者和活动家,共同研究这些问题。在此,我们报告了会议的发言和讨论情况,探讨了对在这决定性的十年内显著减轻气候影响至关重要的见解、创新和政策影响。
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引用次数: 0
A platform-agnostic deep reinforcement learning framework for effective Sim2Real transfer towards autonomous driving 平台无关的深度强化学习框架,实现自动驾驶的有效 Sim2Real 转移
Pub Date : 2024-10-17 DOI: 10.1038/s44172-024-00292-3
Dianzhao Li, Ostap Okhrin
Autonomous driving presents unique challenges, particularly in transferring agents trained in simulation to real-world environments due to the discrepancies between the two. To address this issue, here we propose a robust Deep Reinforcement Learning (DRL) framework that incorporates platform-dependent perception modules to extract task-relevant information, enabling the training of a lane-following and overtaking agent in simulation. This framework facilitates the efficient transfer of the DRL agent to new simulated environments and the real world with minimal adjustments. We assess the performance of the agent across various driving scenarios in both simulation and the real world, comparing it to human drivers and a proportional-integral-derivative (PID) baseline in simulation. Additionally, we contrast it with other DRL baselines to clarify the rationale behind choosing this framework. Our proposed approach helps bridge the gaps between different platforms and the Simulation to Reality (Sim2Real) gap, allowing the trained agent to perform consistently in both simulation and real-world scenarios, effectively driving the vehicle. Dianzhao Li and Ostap Okhrin proposed a deep reinforcement learning framework for transition between various simulated and real-world driving environments. Their method allows for the more effective control of autonomous vehicles in lane following and overtaking tasks.
自动驾驶带来了独特的挑战,尤其是在将模拟训练的代理转移到真实环境方面,因为两者之间存在差异。为解决这一问题,我们在此提出了一个强大的深度强化学习(DRL)框架,该框架结合了与平台相关的感知模块,以提取与任务相关的信息,从而能够在模拟中训练车道跟随和超车代理。该框架有助于将 DRL 代理高效地转移到新的模拟环境和现实世界中,只需做出最小的调整。我们评估了 DRL 代理在模拟和真实世界的各种驾驶场景中的表现,并将其与人类驾驶员和模拟中的比例-积分-派生(PID)基线进行了比较。此外,我们还将其与其他 DRL 基准进行对比,以阐明选择此框架的理由。我们提出的方法有助于弥合不同平台之间的差距以及模拟到现实(Sim2Real)之间的差距,使训练有素的代理在模拟和现实场景中都能表现一致,从而有效地驾驶车辆。Dianzhao Li 和 Ostap Okhrin 提出了一种深度强化学习框架,用于在各种模拟和真实世界驾驶环境之间进行转换。他们的方法可以更有效地控制自动驾驶车辆执行车道跟随和超车任务。
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引用次数: 0
Cryogenic quantum computer control signal generation using high-electron-mobility transistors 利用高电子迁移率晶体管生成低温量子计算机控制信号
Pub Date : 2024-10-15 DOI: 10.1038/s44172-024-00293-2
Alberto Ferraris, Eunjung Cha, Peter Mueller, Kirsten Moselund, Cezar B. Zota
Multiplexed local charge storage, close to quantum processors at cryogenic temperatures could generate a multitude of control signals, for electronics or qubits, in an efficient manner. Such cryogenic electronics require generating quasi-static control signals with small area footprint, low noise, high stability, low power dissipation and, ideally, in a multiplexed fashion to reduce the number of input/outputs. In this work, we integrate capacitors with cryogenic high-electron mobility transistor (HEMT) arrays and demonstrate quasi-static bias generation using gate pulses controlled in time and frequency domains. Multi-channel bias generation is also demonstrated. Operation at 4 K exhibits improved bias signal variability and greatly reduced subthreshold swing, reaching values of ~6 mV/decade. Due to the very low threshold voltage of 80 mV at 4 K and the steep subthreshold swing, these circuits can provide an advantage over the silicon-based complementary metal-oxide-semiconductor equivalents by allowing operation at significantly reduced drive bias in the low output voltage regime <1 V. Together with their high-speed operation, this makes HEMTs an attractive platform for future cryogenic signal generation electronics in quantum computers. Alberto Ferraris and colleagues demonstrate a cryogenic circuit with a InGaAs-based quantum well transistors integrated with capacitors for the application of quantum computers. This system improves over Si CMOS by superior properties at cryogenic temperature and with a lower voltage supply, which is helpful to reduce the power consumption in the qubit control applications.
在低温条件下,接近量子处理器的多路复用本地电荷存储可以高效地为电子器件或量子比特生成大量控制信号。这种低温电子设备要求生成的准静态控制信号占用面积小、噪声低、稳定性高、功耗低,而且最好能以多路复用的方式减少输入/输出的数量。在这项工作中,我们将电容器与低温高电子迁移率晶体管(HEMT)阵列集成在一起,并利用时域和频域控制的栅极脉冲演示了准静态偏置生成。此外,还演示了多通道偏压产生。在 4 K 下运行时,偏置信号的可变性得到改善,阈下摆动大大降低,达到约 6 mV/decade。由于这些电路在 4 K 时的阈值电压非常低,仅为 80 mV,而且阈下摆幅很陡,因此与硅基互补金属氧化物半导体等效电路相比,它们具有更大的优势,可以在低输出电压范围 <1 V 条件下以显著降低的驱动偏置运行。HEMT 的高速运行特性使其成为量子计算机中未来低温信号生成电子器件的理想平台。Alberto Ferraris 及其同事展示了一种低温电路,该电路采用基于 InGaAs 的量子阱晶体管,并集成了用于量子计算机的电容器。与硅 CMOS 相比,该系统在低温条件下具有更优越的性能,而且供电电压更低,有助于降低量子比特控制应用中的功耗。
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引用次数: 0
A semi-transparent thermoelectric glazing nanogenerator with aluminium doped zinc oxide and copper iodide thin films 使用掺铝氧化锌和碘化铜薄膜的半透明热电玻璃纳米发电机
Pub Date : 2024-10-15 DOI: 10.1038/s44172-024-00291-4
Mustafa Majid Rashak Al-Fartoos, Anurag Roy, Tapas K. Mallick, Asif Ali Tahir
To address the pressing need for reducing building energy consumption and combating climate change, thermoelectric glazing (TEGZ) presents a promising solution. This technology harnesses waste heat from buildings and converts it into electricity, while maintaining comfortable indoor temperatures. Here, we developed a TEGZ using cost-effective materials, specifically aluminium-doped zinc oxide (AZO) and copper iodide (CuI). Both AZO and CuI exhibit a high figure of merit (ZT), a key indicator of thermoelectric efficiency, with values of 1.37 and 0.72, respectively, at 340 K, demonstrating their strong potential for efficient heat-to-electricity conversion. Additionally, we fabricated an AZO-CuI based TEGZ prototype (5 × 5 cm²), incorporating eight nanogenerators, each producing 32 nW at 340 K. Early testing of the prototype showed a notable temperature differential of 22.5 °C between the outer and inner surfaces of the window glazing. These results suggest TEGZ could advance building energy efficiency, offering a futuristic approach to sustainable build environment. A thermoelectric glazing prototype made from cost-effective aluminium-doped zinc oxide and copper iodide nanogenerators achieves a 22.5 °C temperature difference on either side of the glaze, harvesting electricity from the differential. Such glazes are critical for increasing energy efficiency in the built environment.
为满足降低建筑能耗和应对气候变化的迫切需要,热电玻璃(TEGZ)提供了一种前景广阔的解决方案。这项技术可以利用建筑物的余热并将其转化为电能,同时保持舒适的室内温度。在这里,我们使用具有成本效益的材料,特别是掺铝氧化锌(AZO)和碘化铜(CuI),开发了一种 TEGZ。AZO 和 CuI 都具有很高的优点系数 (ZT),这是衡量热电效率的一个关键指标,在 340 K 时的数值分别为 1.37 和 0.72,这证明了它们在高效热电转换方面的巨大潜力。此外,我们还制作了一个基于 AZO-CuI 的 TEGZ 原型(5 × 5 cm²),其中包含八个纳米发电机,每个在 340 K 时可产生 32 nW。这些结果表明,TEGZ 可以提高建筑能效,为可持续建筑环境提供一种未来方法。由具有成本效益的掺铝氧化锌和碘化铜纳米发电机制成的热电玻璃原型在玻璃两侧实现了 22.5 °C的温差,并从温差中获取电能。这种玻璃对于提高建筑环境的能效至关重要。
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引用次数: 0
Towards a general computed tomography image segmentation model for anatomical structures and lesions 为解剖结构和病变建立通用计算机断层扫描图像分割模型
Pub Date : 2024-10-14 DOI: 10.1038/s44172-024-00287-0
Xi Ouyang, Dongdong Gu, Xuejian Li, Wenqi Zhou, Qianqian Chen, Yiqiang Zhan, Xiang Sean Zhou, Feng Shi, Zhong Xue, Dinggang Shen
Numerous deep-learning models have been developed using task-specific data, but they ignore the inherent connections among different tasks. By jointly learning a wide range of segmentation tasks, we prove that a general medical image segmentation model can improve segmentation performance for computerized tomography (CT) volumes. The proposed general CT image segmentation (gCIS) model utilizes a common transformer-based encoder for all tasks and incorporates automatic pathway modules for task prompt-based decoding. It is trained on one of the largest datasets, comprising 36,419 CT scans and 83 tasks. gCIS can automatically perform various segmentation tasks using automatic pathway modules of decoding networks through text prompt inputs, achieving an average Dice coefficient of 82.84%. Furthermore, the proposed automatic pathway routing mechanism allows for parameter pruning of the network during deployment, and gCIS can also be quickly adapted to unseen tasks with minimal training samples while maintaining great performance. Xi Ouyang et al. developed a unified machine-learning model for multi-task segmentation in computed tomography images. After collating a large dataset composed of over 35K scans, the model presented superior results compared to the state-of-the-art in various tasks.
利用特定任务数据开发的深度学习模型不胜枚举,但它们忽略了不同任务之间的内在联系。通过联合学习各种分割任务,我们证明了通用医学图像分割模型可以提高计算机断层扫描(CT)体积的分割性能。所提出的通用 CT 图像分割(gCIS)模型利用基于变压器的通用编码器来处理所有任务,并结合自动路径模块来进行基于任务提示的解码。gCIS 可通过文本提示输入,利用解码网络的自动路径模块自动执行各种分割任务,平均骰子系数达到 82.84%。此外,所提出的自动路径路由机制允许在部署过程中对网络进行参数剪枝,gCIS还能在保持出色性能的同时,以最少的训练样本快速适应未见任务。欧阳曦等人开发了一种用于计算机断层扫描图像多任务分割的统一机器学习模型。在整理了一个由超过 35K 张扫描图像组成的大型数据集后,该模型在各种任务中都取得了优于最新技术的结果。
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引用次数: 0
5 G new radio fiber-wireless converged systems by injection locking multi-optical carrier into directly-modulated lasers 通过向直接调制激光器注入锁定多光载波,实现 5 G 新型无线电光纤-无线融合系统
Pub Date : 2024-10-14 DOI: 10.1038/s44172-024-00295-0
Hai-Han Lu, Hsiao-Mei Lin, Chia-Peng Wang, Stotaw Talbachew Hayle, Chung-Yi Li, Xu-Hong Huang, Yu-Yao Bai, Kelper Okram, Jia-Ming Lu, Yu-Chen Chung, Wei-Wen Hsu
The integration of fiber-optical wireless convergence with fifth generation new radio is crucial in building high-performance access networks. This approach not only provides high-transmission-rates but also ensures broad coverage, which is vital for future networks. Here we report fifth generation new radio fiber-wireless converged systems by injection locking multi-optical carrier into directly-modulated lasers. Data rates of 10 Gb/s, 20 Gb/s, and 40 Gb/s are achieved by direct modulation on directly-modulated lasers using 16-quadrature amplitude modulation-orthogonal frequency-division multiplexing signal. Through 25-km single-mode fiber, 1.5-km optical wireless, and 12-/22-/33-m millimeter-wave/sub-terahertz wireless integrated-media, 10-Gb/s/20-GHz, 20-Gb/s/60-GHz, and 40-Gb/s/100-GHz signals are transmitted with acceptably low bit error rates and error vector magnitudes, as well as distinct constellations. The successful transport of fifth generation new radio millimeter-wave and sub-terahertz signals at different carrier frequencies through fiber-wireless convergence demonstrates the potential of the system to meet the evolving requirement of next-generation communications. Hai-Han Lu and co-authors present a new radio transmission system. Using directly modulated laser thought injection locking of the optical comb, they demonstrate millimeter wave/sub-terahertz wireless and fiber transmission.
光纤无线融合与第五代新型无线电的整合对于构建高性能接入网络至关重要。这种方法不仅能提供高传输速率,还能确保广泛的覆盖范围,这对未来网络至关重要。在此,我们报告了通过将多光载波注入锁定到直接调制激光器中的第五代新型无线电光纤-无线融合系统。通过使用 16 正交调幅-正交频分复用信号对直接调制激光器进行直接调制,实现了 10 Gb/s、20 Gb/s 和 40 Gb/s 的数据传输速率。通过 25 千米长的单模光纤、1.5 千米长的无线光缆和 12/22/33 千米长的毫米波/次太赫兹无线集成介质,10-Gb/s/20-GHz、20-Gb/s/60-GHz 和 40-Gb/s/100-GHz 信号的传输具有可接受的低误码率和误差矢量幅度以及独特的星座。通过光纤-无线融合成功传输不同载波频率的第五代新无线电毫米波和亚太赫兹信号,表明该系统具有满足下一代通信不断发展的要求的潜力。Hai-Han Lu 和合著者提出了一种新的无线电传输系统。他们利用直接调制激光思想注入锁定光梳,演示了毫米波/亚太赫兹无线和光纤传输。
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引用次数: 0
A microphysiological system for studying barrier health of live tissues in real time 用于实时研究活体组织屏障健康状况的微物理系统
Pub Date : 2024-10-12 DOI: 10.1038/s44172-024-00285-2
Ryan Way, Hayley Templeton, Daniel Ball, Ming-Hao Cheng, Stuart A. Tobet, Thomas Chen
Epithelial cells create barriers that protect many different components in the body from their external environment. Increased gut barrier permeability (leaky gut) has been linked to several chronic inflammatory diseases. Understanding the cause of leaky gut and effective interventions are elusive due to the lack of tools that maintain tissue’s physiological environment while elucidating cellular functions under various stimuli ex vivo. Here we present a microphysiological system that records real-time barrier permeability of mouse colon in a physiological environment over extended durations. The system includes a microfluidic chamber; media composition that preserves microbiome and creates necessary oxygen gradients across the barrier; and integrated sensor electrodes for acquiring transepithelial electrical resistance (TEER). Our results demonstrate that the system can maintain tissue viability for up to 72 h. The TEER sensors can distinguish levels of barrier permeability when treated with collagenase and low pH media and detect different thickness in the tissue explant. Thomas Chen and colleagues design a microphysiological system for the study of intestinal mouse epithelial tissue under physiological conditions in an ex-vivo environment. Using their apparatus they perform a time-dependent analysis of the transepithelial electrical resistance and determine changes in the gut epithelial barrier permeability.
上皮细胞可形成屏障,保护体内许多不同成分免受外部环境的影响。肠道屏障渗透性增加(肠道渗漏)与多种慢性炎症性疾病有关。由于缺乏既能维持组织的生理环境,又能在各种体外刺激下阐明细胞功能的工具,人们难以理解肠道渗漏的原因,也无法采取有效的干预措施。在这里,我们展示了一种微物理系统,它能在生理环境下长时间实时记录小鼠结肠的屏障通透性。该系统包括一个微流体室;可保存微生物群并在屏障上形成必要氧气梯度的介质成分;以及用于获取经皮层电阻(TEER)的集成传感器电极。我们的研究结果表明,该系统能保持组织活力长达 72 小时。TEER 传感器能区分经胶原酶和低 pH 介质处理后的屏障通透性水平,并能检测组织外植体的不同厚度。Thomas Chen 及其同事设计了一种微物理系统,用于在体外环境的生理条件下研究小鼠肠道上皮组织。利用他们的仪器,他们对经上皮电阻进行了随时间变化的分析,并确定了肠道上皮屏障通透性的变化。
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引用次数: 0
Multi-channel portable odor delivery device for self-administered and rapid smell testing 多通道便携式气味传递装置,用于自我管理和快速气味测试。
Pub Date : 2024-10-11 DOI: 10.1038/s44172-024-00286-1
Richard Hopper, Daniel Popa, Emanuela Maggioni, Devarsh Patel, Marianna Obrist, Basile Nicolas Landis, Julien Wen Hsieh, Florin Udrea
To improve our understanding of the perception of odors, researchers are often required to undertake experimental procedures with users exposed to multiple odors in a variety of settings, including to diagnose smell loss in clinics and care homes. Existing smell tests are typically administered using multiple sniffing pens, manually presented to patients by a highly specialized nurse using a time-consuming and complex testing paradigm. Automated odor delivery devices, such as olfactometer systems, exist but are expensive, bulky and typically lab based, making them difficult to use for on the ground odor delivery. Here we have developed a portable, affordable, odor delivery device that can deliver 24 odors through individual channels with high temporal precision and without cross-contamination. The device allows for the rapid, flexible sequencing of odors via digital control using a mobile application and has been experimentally validated in the lab, as well as tested on patients. The design provides several advantages for investigating olfactory perception and offers the possibility that users can one day self-administer smell tests in a range of settings, including at home, allowing smell healthcare services to evolve and become part of a routine practice and self-care culture. Richard Hopper and colleagues design a multi-channel odor delivery system. Their device allows high precision olfactory experiences to be created with a compact desktop unit.
为了加深我们对气味感知的理解,研究人员经常需要在各种环境下对暴露于多种气味的使用者进行实验,包括在诊所和护理院诊断嗅觉丧失。现有的嗅觉测试通常使用多支嗅笔来进行,由高度专业化的护士通过耗时且复杂的测试范式手动呈现给患者。自动气味传递设备(如嗅觉仪系统)虽然存在,但价格昂贵、体积庞大,而且通常是在实验室中进行,因此很难用于现场气味传递。在这里,我们开发了一种便携式、经济实惠的气味传递装置,可通过单独通道传递 24 种气味,时间精确度高,且无交叉污染。该装置通过使用移动应用程序进行数字控制,可以快速、灵活地对气味进行排序,并已在实验室中进行了实验验证,同时还在患者身上进行了测试。该设计为研究嗅觉感知提供了多项优势,并为用户有朝一日在包括家庭在内的各种环境中自行进行嗅觉测试提供了可能性,从而使嗅觉保健服务不断发展,并成为日常实践和自我保健文化的一部分。
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引用次数: 0
Biomechanical changes occur in myopic choroidal stroma and mirror those in the adjacent sclera 近视眼脉络膜基质会发生生物力学变化,并与邻近巩膜的生物力学变化相一致。
Pub Date : 2024-10-09 DOI: 10.1038/s44172-024-00280-7
Kazuyo Ito, Cameron Hoerig, Yee Shan Dan, Sally A. McFadden, Jonathan Mamou, Quan V. Hoang
Retina-derived growth signals relayed from the choroid to the sclera cause remodeling of the extracellular scleral matrix, resulting in myopic ocular elongation. However, to the best of our knowledge, no studies have assessed changes in choroidal stromal biomechanical properties during myopia progression. Here we utilized 7 µm-resolution scanning acoustic microscopy (SAM) to assess biomechanical properties (bulk modulus (K) and mass density (rho)) of choroidal stroma from guinea pig eyes with form-deprivation (FD) induced myopia. The choroidal stroma had considerable intrinsic strength arising from its biomechanical properties and these were differentially affected by myopia in central and peripheral regions. Choroidal stromal biomechanical values were also highly correlated with those in adjacent scleral regions, and the choroidal stromal-scleral association was stronger in myopic eyes. Biomechanical changes observed in the choroidal stroma of myopic eyes were mirrored to those observed in the adjacent sclera. These findings suggest that choroidal stromal remodeling may accompany myopia and open the door to the source of the signals that cause scleral remodeling in myopia. Prof Hoang and colleagues used scanning acoustic microscopy to investigate the biomechanical properties of the choroid in myopic eyes. Their biomechanical analytics reveal changes in choroidal stroma from remodeling were mirrored to those in the adjacent sclera. This finding opens the door to the source of the signals that cause scleral remodeling in myopia.
从脉络膜到巩膜的视网膜生长信号会导致细胞外基质的重塑,从而导致近视眼的伸长。然而,据我们所知,还没有研究对近视发展过程中脉络膜基质生物力学特性的变化进行评估。在这里,我们利用 7 微米分辨率的扫描声学显微镜(SAM)评估了豚鼠近视眼脉络膜基质的生物力学特性(体积模量(K)和质量密度(rho))。脉络膜基质的生物力学特性使其具有相当大的内在强度,而近视对中央和周边区域的影响各不相同。脉络膜基质的生物力学值与邻近巩膜区域的生物力学值也高度相关,近视眼的脉络膜基质与巩膜的关联性更强。在近视眼脉络膜基质中观察到的生物力学变化与在相邻巩膜中观察到的变化如出一辙。这些研究结果表明,脉络膜基质重塑可能伴随着近视的发生,并揭示了导致近视眼巩膜重塑的信号来源。
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