Toward A New Era in Continuous Glucose Monitoring
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LOS ANGELES - Californer -- A team of researchers from the University of California, Los Angeles, Texas A&M University, and Florida International University have unveiled a groundbreaking innovation in diabetes management with the development of a novel continuous glucose monitoring (CGM) system. The new system integrates an insertable glucose biosensor with a phosphorescence lifetime imager (PLI) and advanced machine learning algorithms to offer a more reliable and cost-effective solution for real-time glucose monitoring.

Diabetes, a chronic condition affecting over 450 million individuals globally, necessitates continuous and precise glucose monitoring to avoid severe health complications. Traditional glucose monitoring methods often require frequent finger pricking, leading to discomfort and reduced adherence to glucose management regimens. While existing CGM systems have alleviated some of these challenges, they are still associated with high costs, limited sensor lifetimes, and potential tissue irritation due to the invasive nature of electrode insertion.

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The new CGM system addresses these limitations by utilizing a biocompatible phosphorescence-based biosensor that is implanted subcutaneously. Unlike conventional CGMs that rely on electrochemical reactions, this innovative system detects glucose levels through the modulation of phosphorescence signals emitted by the sensor. The emitted signal, which has a significantly longer lifetime compared to tissue autofluorescence, is captured by the compact PLI through the skin, allowing for a non-invasive readout of glucose levels.

One of the most significant advancements of this system is its ability to accurately monitor glucose levels even in the presence of sensor misalignment, a common issue in wearable devices. The PLI is equipped with a neural network-based model that processes phosphorescence lifetime images to not only infer glucose levels but also detect misalignments, prompting the user to correct the device's position if necessary. This feature ensures that the glucose readings remain accurate and reliable, even during physical activity or movement, which can often cause misalignments.

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In vitro testing demonstrated that the PLI achieved an accuracy of 88.8% in classifying glucose concentrations across normal, low, and high ranges, with an additional capability of identifying misalignments with 100% accuracy. This robust performance suggests that the system can significantly improve the quality of glucose monitoring, potentially reducing the need for frequent recalibration and offering a more seamless experience for users.

The insertable biosensor is smaller and more durable than current alternatives, with a stable phosphorescence response lasting up to 12 weeks and enzyme activity maintained for over four weeks. This extended lifespan reduces the need for frequent sensor replacements, which is a major contributor to the high cost of existing CGM systems. This new CGM is cost effective and PLI's compact and portable design, coupled with its affordability, makes it an attractive option for widespread adoption.

Researchers envision broader applications for the PLI system for multiplexed sensing, where multiple biomarkers can be monitored simultaneously.

Original paper: https://pubs.acs.org/doi/10.1021/acsnano.4c06527

Source: ucla ita
Filed Under: Health
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