Huang Wei, Yang Limei, Yang Gang, Li Feng
Key Laboratory of Nanodevices and Applications, Suzhou Institute of Nano-tech and Nano-bionics, Chinese Academy of Sciences, Suzhou 215123, China.
Biomed Opt Express. 2018 Mar 6;9(4):1520-1530. doi: 10.1364/BOE.9.001520. eCollection 2018 Apr 1.
A microfluidic laser scattering system for rapid and label-free detection of single waterborne parasites in microfluidic flows was designed, fabricated and demonstrated. The key novelty of the system lies in the integration of functional modules involving pre-concentration, on-chip laser scattering detection, and pattern recognition. The silicon-based pre-concentration chip can concentrate 10 ml reagent water sample spiked with protozoa (oo)cysts into a volume of 200 μl in ~30 minutes. The concentrated sample is further channeled into the on-chip laser scattering detection module at a flow rate of 10 μl/min, which can collect the multi-angle scattering pattern of single flowing microparticles. The Zernike moment features of scattering patterns are extracted using principal component analysis, and classification of scattering patterns are performed using the linear discriminator analysis algorithm. As a result, oocysts and cysts spiked in ~10 ml reagent water can be enumerated and identified within an hour without labeling, with a mean recovery efficiency of ~73% and average accuracies of 96%, 97%, 97% and 98% at concentrations of 10, 50, 100, 300 (oo)cysts per 10 ml water, respectively. We believe that this compact microfluidic laser scattering system has potential for rapid and label-free water quality monitoring in field and resource-limited environments.
设计、制造并展示了一种用于在微流体流中快速、无标记检测单个水生寄生虫的微流体激光散射系统。该系统的关键新颖之处在于集成了涉及预浓缩、芯片上激光散射检测和模式识别的功能模块。基于硅的预浓缩芯片可在约30分钟内将掺有原生动物(卵)囊的10毫升试剂水样浓缩至200微升的体积。浓缩后的样品以10微升/分钟的流速进一步输送到芯片上激光散射检测模块,该模块可收集单个流动微粒的多角度散射图案。使用主成分分析提取散射图案的泽尼克矩特征,并使用线性判别分析算法对散射图案进行分类。结果,在约10毫升试剂水中掺入的卵囊和包囊可在一小时内无需标记进行计数和识别,在每10毫升水含10、50、100、300个(卵)囊的浓度下,平均回收率约为73%,平均准确率分别为96%、97%、97%和98%。我们相信这种紧凑的微流体激光散射系统在野外和资源有限的环境中具有快速、无标记水质监测的潜力。