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Pressure drop and bubble velocity in Taylor flow through square microchannel 泰勒流经方形微通道时的压降和气泡速度
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-30 DOI: 10.1007/s10404-024-02750-y
Ryo Kurimoto, Kosuke Hayashi, Akio Tomiyama

Interface tracking simulations of gas–liquid Taylor flow in horizontal square microchannels were carried out to understand the relation between the pressure drop in the bubble part and the curvatures at the nose and tail of a bubble. Numerical conditions ranged for 0.00159 ≤ CaT ≤ 0.0989, 0.0817 ≤ WeT ≤ 25.4, and 8.33 ≤ ReT ≤ 791, where CaT, WeT, and ReT are the capillary, Weber, and Reynolds numbers based on the total volumetric flux. The dimensionless pressure drop in the bubble part increased with increasing the capillary number and the Weber number. The curvature at the nose of a bubble increased and that at the tail of a bubble decreased as the capillary number increased. The variation of the curvature at the tail of a bubble was more remarkable than that at the nose of a bubble due to the increase in the Weber number, which was the main cause of large pressure drop in the bubble part at the same capillary number. The relation between the bubble velocity and the total volumetric flux was also discussed. The distribution parameter of the drift-flux model without inertial effects showed a simple relation with the capillary number. A correlation of the distribution parameter, which is expressed in terms of the capillary number and the Weber number, was developed and was confirmed to give good predictions of the bubble velocity.

对水平方形微通道中的气液泰勒流进行了界面跟踪模拟,以了解气泡部分的压降与气泡头部和尾部曲率之间的关系。数值条件为 0.00159 ≤ CaT ≤ 0.0989、0.0817 ≤ WeT ≤ 25.4 和 8.33 ≤ ReT ≤ 791,其中 CaT、WeT 和 ReT 是基于总体积流量的毛细管数、韦伯数和雷诺数。气泡部分的无量纲压降随着毛细管数和韦伯数的增加而增大。随着毛细管数的增大,气泡头部的曲率增大,气泡尾部的曲率减小。由于韦伯数的增加,气泡尾部的曲率变化比气泡头部的变化更为显著,这是在相同毛细管数下气泡部分压力下降较大的主要原因。此外,还讨论了气泡速度与总体积流量之间的关系。无惯性效应的漂移-通量模型的分布参数与毛细管数的关系很简单。以毛细管数和韦伯数表示的分布参数的相关性得到了发展,并被证实能够很好地预测气泡速度。
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引用次数: 0
Diffusion coefficient measurement with fluorescent detection in free-diffusion based microfluidics 在基于自由扩散的微流控技术中利用荧光检测测量扩散系数
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-29 DOI: 10.1007/s10404-024-02752-w
Lilia Bató, Péter Fürjes

Microfluidic devices have been widely used to measure the diffusion coefficients and hydrodynamic radii of various molecules, especially proteins. The existing devices that use diffusion-based gradient generation apply obstacles such as membranes or hydrogels to avoid additional fluid flow affecting the evolution of concentration distribution and precise measurement. Here, a free-diffusion based microfluidic device was developed which is capable of measuring the diffusion coefficients of various, different-sized proteins and dyes without using any obstacles by minimizing pressure differences due to its symmetrical geometry. The fluorescent detection and the ease of application of the device enable accelerated measurements and interpretation of results. Time-lapse pictures of 30 s were taken of the diffusion profiles and a custom-made self-written Python program was used to fit the profiles to the theoretical functions and calculate the diffusion coefficients. Diffusion coefficients of bovine serum albumin, immunoglobulin G and rhodamine B were determined with this method and compared to their theoretical and experimental values.

微流控装置已被广泛用于测量各种分子(尤其是蛋白质)的扩散系数和流体力学半径。现有的基于扩散生成梯度的装置都会使用膜或水凝胶等障碍物,以避免额外的流体流动影响浓度分布的演变和精确测量。在这里,我们开发了一种基于自由扩散的微流控装置,它能够测量各种不同大小的蛋白质和染料的扩散系数,由于其对称的几何形状,可以最大限度地减少压力差,因而无需使用任何障碍物。该装置的荧光检测和易用性加快了测量和结果解释的速度。我们拍摄了 30 秒的扩散曲线延时照片,并使用自编的 Python 程序将曲线拟合到理论函数并计算扩散系数。用这种方法测定了牛血清白蛋白、免疫球蛋白 G 和罗丹明 B 的扩散系数,并将其与理论值和实验值进行了比较。
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引用次数: 0
Process optimization for preparation of curcumin and quercetin co-encapsulated liposomes using microfluidic device 利用微流体装置制备姜黄素和槲皮素共包囊脂质体的工艺优化
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-26 DOI: 10.1007/s10404-024-02753-9
Vandana Krishna, Harshita Chitturi, Venkata Vamsi Krishna Venuganti

The aim of this study was to prepare, characterize and evaluate liposomes co-encapsulated with curcumin and quercetin using a droplet-based microfluidic device. Curcumin and quercetin co-encapsulated liposomes made of phosphatidylcholine and cholesterol were synthesized using a droplet-based microfluidic device with different flow rate ratios of 9:1, 6:1, 3:1 and 1:1 of the aqueous to organic phase at 100 to 160 µl/min flow rate. The dynamic light scattering technique showed that 9:1 and 6:1 flow rate ratios at 140 and 160 µl/min flow rates, respectively provide desired particle size range of 200–250 nm and 0.17–0.23 polydispersity index. The greatest encapsulation and loading efficiency achieved for curcumin and quercetin was 68 ± 9.2%, 14 ± 1.8%, and 36 ± 2.7%, 7.2 ± 0.5%, respectively with 6:1 flow rate ratio. Cell uptake studies performed on human oral carcinoma cells, FaDu using confocal laser scanning microscopy showed that the liposomes were taken up within 2 h. Clathrin and caveolin-mediated pathways contribute to the cell uptake of liposomes. The FaDu cell viability was reduced to 49 ± 2.2, 69 ± 1.5 and 47 ± 3.5% after incubation with liposomes containing curcumin (80 µM), quercetin (86 µM) and combination (32 µM of curcumin and 26 µM of quercetin), respectively. Apoptosis assay showed that the combination liposomes inhibit FaDu cell growth through apoptosis induced cell death. In conclusion, co-encapsulated liposomes can be prepared by microfluidics-based method and curcumin and quercetin combination liposomes are effective against oral carcinoma.

Graphical Abstract

本研究旨在使用液滴式微流体装置制备、表征和评估姜黄素和槲皮素共包囊脂质体。使用液滴式微流体装置,在 100 至 160 µl/min 的流速下,按照水相与有机相 9:1、6:1、3:1 和 1:1 的不同流速比,合成了由磷脂酰胆碱和胆固醇制成的姜黄素和槲皮素共包囊脂质体。动态光散射技术表明,在 140 微升/分钟和 160 微升/分钟的流速下,9:1 和 6:1 的流速比分别可提供 200-250 纳米的理想粒度范围和 0.17-0.23 的多分散指数。在流速为 6:1 的条件下,姜黄素和槲皮素的最大封装和负载效率分别为 68 ± 9.2% 和 14 ± 1.8%,以及 36 ± 2.7% 和 7.2 ± 0.5%。利用激光共聚焦扫描显微镜对人口腔癌细胞 FaDu 进行的细胞摄取研究表明,脂质体在 2 小时内被细胞摄取。用含有姜黄素(80 µM)、槲皮素(86 µM)和组合(姜黄素 32 µM 和槲皮素 26 µM)的脂质体孵育 FaDu 细胞后,其存活率分别降至 49 ± 2.2%、69 ± 1.5% 和 47 ± 3.5%。细胞凋亡试验表明,组合脂质体通过诱导细胞凋亡抑制了 FaDu 细胞的生长。总之,基于微流控技术的方法可以制备共包囊脂质体,姜黄素和槲皮素组合脂质体对口腔癌有效。
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引用次数: 0
A review of experimental and simulation methods for determining accommodation coefficients, particularly TMAC, at fluid-surface interfaces 确定流体-表面界面上的容纳系数,特别是 TMAC 的实验和模拟方法综述
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-20 DOI: 10.1007/s10404-024-02747-7
Sadegh Yousefi-Nasab, Jaber Safdari, Javad Karimi-Sabet

Accommodation Coefficients (ACs) are used in slip models to determine some important parameters for flowing dilute gases on solid surfaces such as: Cercignani–Lampis–Lord (CLL) model, drag coefficient, slip velocity, shear stress, and temperature jump. These coefficients in slip, transitional, and free molecular flow regimes take values other than unity. As a result, determining these coefficients for different gases and surfaces is crucial, especially where the continuum assumption with no-slip conditions at the surface is inaccurate. These coefficients can be extracted using experimental and simulation methods with different techniques. This paper provides a review of studies that have been conducted to determine the ACs, with a particular focus on the tangential momentum accommodation coefficient (TMAC), using both experimental and simulation methods. The research mainly pertains to microfluidics and nanofluidics. The reviewed studies have concluded that there is no clear relationship between the molecular weight of a gas and it’s TMAC. Also, the values of ACs depend on various factors.

滑移模型中的容纳系数(AC)用于确定稀释气体在固体表面流动时的一些重要参数,如:Cercignani-Lampis-Lord(CLL)模型的阻力系数、滑移速度、剪切应力和温度跃迁:Cercignani-Lampis-Lord(CLL)模型、阻力系数、滑移速度、剪切应力和温度跃迁。这些系数在滑移、过渡和自由分子流动状态下的取值均不等于一。因此,确定不同气体和表面的这些系数至关重要,尤其是在表面无滑动条件的连续假设不准确的情况下。这些系数可以通过不同技术的实验和模拟方法提取出来。本文回顾了使用实验和模拟方法确定 AC 的研究,尤其侧重于切向动量容纳系数 (TMAC)。研究主要涉及微流体和纳米流体。综述研究得出的结论是,气体的分子量与其切向动量容纳系数之间没有明确的关系。此外,AC 值还取决于各种因素。
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引用次数: 0
Low-cost microfabrication methodology for microfluidic chips using 3D printer and replica molding techniques for biosensors 利用 3D 打印机和生物传感器复制成型技术实现微流控芯片的低成本微制造方法
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-18 DOI: 10.1007/s10404-024-02745-9
Tamara Jennifer Crisóstomo-Rodríguez, Vania Denis Alonso-Santacruz, Luis Alfonso Villa-Vargas, Marco Antonio Ramírez-Salinas, Miguel Ángel Alemán-Arce, Verónica Iraís Solís-Tinoco

Microfluidics is an area that allows the design and construction of microchips. The most common fabrication of these chips is expensive and difficult to access, requiring a specialized laboratory, with instruments that need to be monitored by experienced technicians and high-cost materials, then new techniques are sought to facilitate their production. Here, we present a fabrication methodology that combines the 3D printer resolution, and the polydimethylsiloxane flexibility to create hydrophobic and biocompatible microfluidics chips which are connected to a microfluidic control system. Transparent, and leak-free polydimethylsiloxane microchips were achieved with a width and a height of 250 µm. This strategy allows to produce at least, 20 chips using the same resin mold. The pressure at which the chip can work is from 2.4 kPa to 124 kPa. This work provides a low-cost alternative for academic and research groups to create their own microfluidic systems and use the microfluidic advantages in all types of applications including biosensor building, studies in medicine, biology, nanoscience, environmental technology, chemistry, etc., since it allows a controlled manipulation of one or more fluids in a certain area where a sensor can be placed, generate a reaction, among others.

微流体技术是一个可以设计和制造微型芯片的领域。这些芯片最常见的制造方法既昂贵又难以获得,需要专门的实验室、需要有经验的技术人员监控的仪器和高成本的材料,因此人们寻求新技术来促进其生产。在这里,我们介绍一种结合了三维打印机分辨率和聚二甲基硅氧烷柔韧性的制造方法,用于制造疏水性和生物相容性微流体芯片,并将其连接到微流体控制系统。透明无泄漏聚二甲基硅氧烷微芯片的宽度和高度均为 250 微米。通过这种方法,使用同一个树脂模具至少可以生产 20 个芯片。芯片的工作压力从 2.4 千帕到 124 千帕不等。这项工作为学术和研究团体提供了一个低成本的替代方案,使他们能够创建自己的微流体系统,并将微流体的优势用于各类应用,包括生物传感器构建、医学研究、生物学、纳米科学、环境技术、化学等,因为它允许在一定区域内对一种或多种流体进行可控操作,在该区域内可以放置传感器,产生反应等。
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引用次数: 0
Microfluidic synthesis of alginate co-polymeric microgels for enhanced protein delivery applications 微流控合成海藻酸盐共聚物微凝胶,用于增强蛋白质输送应用
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-10 DOI: 10.1007/s10404-024-02744-w
Mohammad Amin Zaker, Shima Ostovar, Vahid Bazargan, Mohammad Akrami, Marco Marengo, Zeinab Salehi

Alginate-based microcapsules are promising carriers for drugs and biomedical agents due to their biodegradability, biocompatible character, and easy availability. Through microfluidic technology, we've achieved highly uniform alginate microencapsulation, exhibiting remarkable monodispersity. Despite alginate's favorable attributes, such as biocompatibility, its limited stability and mechanical properties pose challenges for drug delivery applications. Our research addresses this limitation by introducing a cross-linked alginate/kappa-carrageenan (Alg/κ-Car) co-polymer, enabling the fabrication of microgels through microfluidic devices. Our study demonstrates significant enhancements in Alg microgel properties with the incorporation of κ-Car. Comparative analyses of Alg/κ-Car and Alg microgels revealed substantial improvements in morphology, gel network, and stability attributed to the κ-Car addition. Notably, loading BSA as a model protein showcased enhanced drug carrier capabilities of the microgel when κ-Car was present. The release half-life of BSA within 1.5 wt.% Alg microgel was approximately 1.5 h, which extended to about 3 h when substituting 0.5 wt.% of Alg with κ-Car. This shift signifies a more controlled BSA release.

Graphical abstract

海藻酸盐微胶囊具有生物降解性、生物相容性和易得性,是药物和生物医用制剂的理想载体。通过微流体技术,我们实现了高度均匀的海藻酸盐微胶囊化,表现出显著的单分散性。尽管海藻酸盐具有生物相容性等有利特性,但其有限的稳定性和机械性能给药物输送应用带来了挑战。我们的研究通过引入交联海藻酸盐/卡帕卡拉胶(Alg/κ-Car)共聚物解决了这一限制,从而能够通过微流体设备制造微凝胶。我们的研究表明,掺入κ-Car后,阿尔胶微凝胶的性能显著增强。对 Alg/κ-Car 和 Alg 微凝胶的比较分析表明,κ-Car 的加入大大改善了微凝胶的形态、凝胶网络和稳定性。值得注意的是,加入 BSA 作为模型蛋白质后,κ-Car 的存在增强了微凝胶的载药能力。在 1.5 重量百分比的 Alg 微凝胶中,BSA 的释放半衰期约为 1.5 小时,当用 κ-Car 替代 0.5 重量百分比的 Alg 时,释放半衰期延长至约 3 小时。这种变化表明 BSA 的释放受到了更严格的控制。
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引用次数: 0
Investigation on the focusing and separation of polystyrene microbeads in an integrated microfluidic system using magnetized functionalized flexible micro-magnet arrays 利用磁化功能化柔性微磁体阵列研究聚苯乙烯微珠在集成微流体系统中的聚焦和分离问题
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-09 DOI: 10.1007/s10404-024-02749-5
Shuang Chen, Jiajia Sun, Zongqian Shi, Xiaofeng Liu, Yuxin Ma, Ruohan Li, Shumin Xin, Nan Wang, Xiaoling Li, Kai Wu

Focusing and separation of cells by microfluidic techniques are significant steps in many applications, such as single-cell analysis and disease diagnosis. Among the microfluidic techniques, passive magnetophoresis, as a label-free manner, can manipulate samples by means of magnetic field. Nowadays, most magnetic fields are generated by permanent magnets and electromagnets with large size. However, it is difficult to assemble a magnetic array using permanent magnets or electromagnets to optimize the field distribution. To produce a flexible magnetic field, a micro-magnet made by NdFeB powder and polydimethyl siloxane is proposed in this paper, and those magnetized micro-magnets are arranged into different arrays according to the arrangements of their magnetization directions. Meanwhile, a microfluidic chip containing magnetized micro-magnet arrays is designed for focusing and separating polystyrene microbeads with different diameters. The focusing and separation behaviors of microbeads in the designed microfluidic system are numerical and experimental investigated. In addition, the effects of flow rate and the arrangement of the magnetic micro-magnet array on microbead focusing and separation are discussed. Finally, a multistage microfluidic chip is designed to successfully isolate 5 μm-diameter, 10 μm-diameter, and 15 μm-diameter microbeads from their mixture at a flow rate of 240 μL/min with high purity.

利用微流体技术聚焦和分离细胞是单细胞分析和疾病诊断等许多应用中的重要步骤。在微流体技术中,无源磁泳作为一种无标记的方式,可以通过磁场操纵样品。目前,磁场大多由体积较大的永久磁铁和电磁铁产生。然而,使用永久磁铁或电磁铁组装磁阵列以优化磁场分布却很困难。为了产生柔性磁场,本文提出了一种由钕铁硼粉末和聚二甲基硅氧烷制成的微型磁体,并根据磁化方向的排列将这些磁化的微型磁体排列成不同的阵列。同时,设计了一种包含磁化微磁体阵列的微流控芯片,用于聚焦和分离不同直径的聚苯乙烯微珠。通过数值和实验研究了微珠在所设计的微流控系统中的聚焦和分离行为。此外,还讨论了流速和磁性微磁体阵列排列对微珠聚焦和分离的影响。最后,设计了一种多级微流控芯片,可在 240 μL/min 的流速下成功地从混合物中分离出直径为 5 μm、10 μm 和 15 μm 的微珠,且分离纯度很高。
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引用次数: 0
Parametric study on the influence of varying angled inlet channels on mixing performance in simple T micromixers and vortex T micromixers across a wide range of Reynolds numbers 关于不同角度的入口通道对简单 T 型微搅拌器和涡旋 T 型微搅拌器在宽雷诺数范围内的搅拌性能影响的参数研究
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-08 DOI: 10.1007/s10404-024-02746-8
Kamran Rasheed, Mubashshir Ahmad Ansari, Shahnwaz Alam, Mohammad Nawaz Khan, Mahmood Alam

Micromixers become the core elements of lab-on-chip (LOC) devices used for mixing fluid samples at a very small scale. For modest Reynolds numbers, the nature of fluid movement is laminar across the microchannel hence mixing is challenging. Numerous designs of micromixers for mixing enhancement inside microfluidic devices have been developed to solve this issue. The current investigation looks at the performance of two distinct versions of passive micromixers i.e. simple T micromixer (STMM) and vortex T micromixer (VTMM), employing different angular configurations (i.e. 30°, 60°, 90°, 120° and 150°) on their inlet channel to monitor the consistency of blending for the Reynolds number in a range of 10–150. Numerical investigations were done by performing simulations on these geometrical arrangements to evaluate the level of mixing, pressure gradient and cost of mixing. The outcome indicates the performance of mixing is dependent on the angular arrangement of inlet channels. For STMM, the layout with inlet channels at 120° performs most effectively, whereas, for VTMM, the configuration with inlets at 90° performs best.

微搅拌器是用于在极小范围内混合流体样品的片上实验室(LOC)设备的核心部件。在雷诺数不大的情况下,流体在微通道内的运动是层状的,因此混合具有挑战性。为了解决这个问题,人们开发了许多用于增强微流体设备内部混合效果的微型搅拌器。目前的研究考察了两种不同型号的被动式微搅拌器(即简单 T 型微搅拌器 (STMM) 和涡旋 T 型微搅拌器 (VTMM))的性能,在其入口通道上采用了不同的角度配置(即 30°、60°、90°、120° 和 150°),以监测雷诺数在 10-150 范围内的混合一致性。通过对这些几何排列进行模拟,对混合程度、压力梯度和混合成本进行了评估。结果表明,混合效果取决于入口通道的角度布置。对于 STMM 而言,入口通道呈 120° 的布局最有效,而对于 VTMM 而言,入口通道呈 90° 的配置最有效。
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引用次数: 0
Electrically actuated peristaltic transport of viscoelastic fluid: a theoretical analysis 粘弹性流体的电动蠕动输送:理论分析
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-08 DOI: 10.1007/s10404-024-02742-y
Mahesh Kumar, Pranab Kumar Mondal

In this article, we discuss the bioinspired peristaltic pumping mechanism of an elastic non-Newtonian fluid whose rheology is characterized by the Phan-Thien-Tanner model in a microfluidic configuration. We consider the effect of an electroosmotic body force originating from electrical double layer phenomena formed in the wall of the fluidic channel of finite length. The considered configuration is consistent with the natural contraction of the oesophagus wall that does not involve expansion beyond the stationary boundary. Employing lubrication theory and assuming the underlying flow to be in the creeping flow regime, we outline the transport equations pertaining to the chosen peristaltic set up. The transport equations are then solved using a well-established method consistent with perturbation technique. By depicting the pressure variation and wall shear stress graphically for a continuous wave train, we aptly discuss the time-averaged net throughput and flow developed at channel inlet of the chosen pathway and demonstrate the eventual consequences of these flow patterns for a window of viscoelastic and electrokinetic parameters. The outcomes obtained from this model establishes that the underlying flow owing to the peristaltic pumping mechanism strongly relies on the rheological parameter (varepsilon W{e}^{2}). These inferences are expected to be of extensive importance in designing peristalsis pump, mimicking features of the physiological system, for achieving unidirectional flow of complex fluids with improved efficiency, frequently used in biochemical/biomicrofluidic applications.

在这篇文章中,我们讨论了微流体结构中流变学以 Phan-Thien-Tanner 模型为特征的弹性非牛顿流体的生物启发蠕动泵机制。我们考虑了有限长度流体通道壁上形成的电双层现象所产生的电渗体力的影响。所考虑的配置与食道壁的自然收缩一致,不涉及超出静止边界的扩张。利用润滑理论并假设基本流动为蠕动流动,我们概述了与所选蠕动装置有关的传输方程。然后,使用与扰动技术相一致的成熟方法求解输运方程。通过对连续波列的压力变化和壁面剪应力进行图形化描述,我们恰如其分地讨论了所选通道入口处的时均净吞吐量和流量,并展示了这些流动模式对粘弹性和电动参数窗口的最终影响。该模型得出的结果表明,蠕动泵机制导致的基本流动在很大程度上依赖于流变参数(varepsilon W{e}^{2})。这些推论对于设计蠕动泵、模仿生理系统的特征、实现复杂流体的单向流动并提高其效率具有广泛的意义,这些应用经常被用于生化/生物微流体领域。
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引用次数: 0
Machine learning-based bead enumeration in microfluidics droplets enhances the reliability of monitoring bead encapsulation toward single-cell sorting applications 微流控液滴中基于机器学习的微珠计数提高了单细胞分拣应用中监测微珠封装的可靠性
IF 2.3 4区 工程技术 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-07-06 DOI: 10.1007/s10404-024-02748-6
Hoang Anh Phan, Nguyen Dang Pham, Loc Quang Do, Tung Thanh Bui, Hai Hoang Nguyen, Trinh Duc Chu

The encapsulation of cells within droplets is a crucial aspect of various cell analysis applications. Current research has focused on accurately detecting and identifying cell types or cell counts within droplets using object detection in bright-field images. However, there are only a few in-depth investigations into the impact of the image data quality acquired from optical systems on computer vision models. This study examines several popular machine learning object detection models to analyze scenarios complicating the identification of bead locations within a droplet, posing challenges for computer vision models. A microfluidic droplet generation system was developed and implemented, coupled with optical devices to capture images of encapsulated beads within the droplet. To identify the most efficient model, a specific dataset was meticulously selected from the overall data, encompassing images depicting overlapping beads and edge-drifting scenarios. The proposed method achieved up to 98.2% accuracy on the testing dataset and 95% in real-time testing with the YOLOv8 model, enhancing bead count precision within droplets and clarifying the correlation between accuracy and frame recognition thresholds. This work holds particular importance in single-cell sorting, where precision is critical in ensuring meaningful outcomes, particularly concerning rare cell types such as cancer cells.

将细胞包裹在液滴中是各种细胞分析应用的一个重要方面。目前的研究主要集中在利用明视野图像中的目标检测功能准确检测和识别液滴内的细胞类型或细胞数量。然而,对于从光学系统获取的图像数据质量对计算机视觉模型的影响,目前只有少数几项深入研究。本研究考察了几种流行的机器学习对象检测模型,分析了液滴内珠子位置识别复杂化的情况,这对计算机视觉模型提出了挑战。研究人员开发并实施了一种微流控液滴生成系统,并结合光学设备捕捉液滴内封装珠子的图像。为了确定最有效的模型,从整体数据中精心挑选了一个特定的数据集,其中包括描绘珠子重叠和边缘漂移情况的图像。所提出的方法在测试数据集上达到了 98.2% 的准确率,在使用 YOLOv8 模型进行实时测试时达到了 95% 的准确率,提高了液滴内珠子计数的精确度,并明确了准确率与帧识别阈值之间的相关性。这项工作对单细胞分拣具有特别重要的意义,因为单细胞分拣的精确度对确保获得有意义的结果至关重要,尤其是对癌细胞等稀有细胞类型。
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引用次数: 0
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