{"title":"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。","authors":"Anubhuti Saha, Ashutosh Bajpai, Praveen Shukla, Rakesh Verma, Vinay K Krishna, Shantanu Bhattacharya","doi":"10.1039/d6lc00409a","DOIUrl":null,"url":null,"abstract":"<p><p>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 (<i>R</i><sup>2</sup> = 0.9788) and measures PT/INR on high-porosity MF1 glass-fibre strips (<i>R</i><sup>2</sup> ≈ 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.</p>","PeriodicalId":85,"journal":{"name":"Lab on a Chip","volume":" ","pages":"5280-5299"},"PeriodicalIF":6.3000,"publicationDate":"2026-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Design and development of a smart, intuitive and cost-efficient paper-based platform for whole blood PT/INR diagnostics.\",\"authors\":\"Anubhuti Saha, Ashutosh Bajpai, Praveen Shukla, Rakesh Verma, Vinay K Krishna, Shantanu Bhattacharya\",\"doi\":\"10.1039/d6lc00409a\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>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 (<i>R</i><sup>2</sup> = 0.9788) and measures PT/INR on high-porosity MF1 glass-fibre strips (<i>R</i><sup>2</sup> ≈ 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.</p>\",\"PeriodicalId\":85,\"journal\":{\"name\":\"Lab on a Chip\",\"volume\":\" \",\"pages\":\"5280-5299\"},\"PeriodicalIF\":6.3000,\"publicationDate\":\"2026-09-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Lab on a Chip\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.1039/d6lc00409a\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BIOCHEMICAL RESEARCH METHODS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Lab on a Chip","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1039/d6lc00409a","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOCHEMICAL RESEARCH METHODS","Score":null,"Total":0}
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.
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.