设计和开发智能、直观和经济高效的全血PT/INR诊断纸质平台。

IF 6.3 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Lab on a Chip Pub Date : 2026-09-29 DOI:10.1039/d6lc00409a
Anubhuti Saha, Ashutosh Bajpai, Praveen Shukla, Rakesh Verma, Vinay K Krishna, Shantanu Bhattacharya
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引用次数: 0

摘要

频繁监测凝血酶原时间和国际标准化比率(PT/INR)对于抗凝治疗的有效管理至关重要,但传统的基于实验室的检测仍然昂贵、耗时,并且在分散的环境中难以获得。为了解决这一挑战,设计了一种基于纸张的混合型医疗点(POC)平台,用于快速和负担得起的全血PT/INR分析。该检测方法是通过系统优化关键参数开发的,包括样本量、血药比、反应时间、底物类型、检测几何形状和红细胞压积(HCT)和PT/INR模块的条带尺寸。该集成系统同时在Whatman 4级纸上使用基于径向强度的检测来估计HCT (R2 = 0.9788),并在高孔隙率MF1玻璃纤维条上测量PT/INR (R2≈0.94),从而校正HCT引起的偏倚。使用基于AI/ ml的模型分析图像衍生特征,其中支持向量机分类器对非抗凝和抗凝队列的诊断准确率分别为98.5%和96.9%。该平台集成了自定义桌面/网络/智能手机应用程序和自动华法林剂量计算器,为抗凝监测提供了低成本,快速和用户友好的解决方案。
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Design and development of a smart, intuitive and cost-efficient paper-based platform for whole blood PT/INR diagnostics.

Frequent monitoring of prothrombin time and international normalized ratio (PT/INR) is essential for effective management of anticoagulation therapy, yet conventional laboratory-based testing remains costly, time-consuming, and difficult to access in decentralized settings. Addressing this challenge, a hybrid paper-based point-of-care (POC) platform is designed for rapid and affordable whole-blood PT/INR analysis. The assay is developed through systematic optimization of key parameters, including sample volume, blood-to-reagent ratio, reaction time, substrate type, assay geometry, and strip dimensions for both haematocrit (HCT) and PT/INR modules. The integrated system simultaneously estimates HCT using radial intensity-based detection on Whatman Grade 4 paper (R2 = 0.9788) and measures PT/INR on high-porosity MF1 glass-fibre strips (R2 ≈ 0.94), enabling correction of HCT-induced bias. Image-derived features were analyzed using AI/ML-based models, where support vector machine classifiers achieved diagnostic accuracies of 98.5% and 96.9% for non-anticoagulated and anticoagulated cohorts, respectively. Integrated with a custom desktop/web/smartphone application and an automated warfarin dosage calculator, the platform provides a low-cost, rapid, and user-friendly solution for accessible anticoagulation monitoring.

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来源期刊
Lab on a Chip
Lab on a Chip 工程技术-化学综合
CiteScore
11.10
自引率
8.20%
发文量
434
审稿时长
2.6 months
期刊介绍: Lab on a Chip is the premiere journal that publishes cutting-edge research in the field of miniaturization. By their very nature, microfluidic/nanofluidic/miniaturized systems are at the intersection of disciplines, spanning fundamental research to high-end application, which is reflected by the broad readership of the journal. Lab on a Chip publishes two types of papers on original research: full-length research papers and communications. Papers should demonstrate innovations, which can come from technical advancements or applications addressing pressing needs in globally important areas. The journal also publishes Comments, Reviews, and Perspectives.
期刊最新文献
Engineering a 3D Microfluidic Platform to Model Neuroimmune Interactions in Periodontal Inflammation Low-order lateral transducer modes enabling millimeter-scale acoustofluidics. Three-dimensional imaging flow cytometry: current trends and future perspectives. Cell-laden hydrogel microspheres as functional 3D cellular units. A rapid point-of-care detection system for OVA-specific IgG and IgE utilizing a rotational SlipChip
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