Smartphone-Based Readerless System Measures Blood Glucose for Early Detection of Prediabetes
By LabMedica International staff writers Posted on 03 Apr 2023 |

Prediabetes is characterized by high blood sugar levels that may progress to type 2 diabetes. Fortunately, this condition can be reversed with lifestyle changes such as a healthier diet and exercise, if detected early. However, many individuals with prediabetes are unaware of their condition, which puts them at greater risk of developing diabetes and complications such as heart disease, kidney failure, and vision loss. Screening for prediabetes typically involves laboratory testing at a healthcare facility or using a portable glucometer for at-home testing. Unfortunately, access and cost may limit widespread screening. Now, researchers have discovered an optimal approach to enhance early detection of prediabetes.
Researchers at the University of Washington (Seattle, WA, USA) have developed GlucoScreen, which takes advantage of the capacitive touch sensing abilities of smartphones to measure blood glucose levels without the need for a separate reader. This approach will help reduce the cost and increase accessibility of glucose testing, particularly for large-scale one-time screenings. GlucoScreen test strips measure the electrochemical reaction created by mixing blood and enzymes as an amplitude along a curve at a rate of five times per second. The strip then transmits this curve data to the phone encoded as a series of touches at variable speeds using pulse width modulation. “Pulse width” refers to the distance between peaks in the signal - in this case, the length between taps. Each pulse width represents a value on the curve, with a greater distance between taps indicating a higher amplitude of the electrochemical reaction on the strip.
The new GlucoScreen system has several advantages over traditional glucose testing methods. By leveraging the capacitive touch sensing capabilities of smartphones, it eliminates the need for a separate reader, making glucose testing more accessible and cost-effective for one-time screening of a large population. Additionally, the system does not require complicated electronic components, reducing the cost of manufacturing and power consumption compared to conventional communication methods like Bluetooth and Wi-Fi. The test strip is designed with photodiodes, which draw power from the phone's flash, eliminating the need for batteries or a USB connection. The GlucoScreen app walks users through the testing process, and after the data is transmitted from the strip to the phone, the app uses machine learning to analyze the data and calculate a blood glucose reading.
The researchers conducted both in vitro and clinical testing to evaluate their approach. In the clinical study, they enrolled 75 consenting patients who were scheduled to undergo a laboratory blood glucose test. The performance of GlucoScreen was compared against that of a conventional strip and glucometer, with the laboratory test serving as the ground truth. While additional testing is required, the preliminary results suggest that GlucoScreen's accuracy is comparable to that of a glucometer. Of significance, the system was found to be accurate at the critical threshold between a normal blood glucose level of 99 mg/dL or below and prediabetes, which is defined as a blood glucose level between 100 and 125 mg/dL. The researchers believe that GlucoScreen's performance will improve with further inputs.
“In conventional screening, a person applies a drop of blood to a test strip, where the blood reacts chemically with the enzymes on the strip. A glucometer is used to analyze that reaction and deliver a blood glucose reading,” explained lead author Anandghan Waghmare, a Ph.D. student in the Allen School’s UbiComp Lab. “We took the same test strip and added inexpensive circuitry that communicates data generated by that reaction to any smartphone through simulated tapping on the screen. GlucoScreen then processes the data and displays the result right on the phone, alerting the person if they are at risk so they know to follow up with their physician.”
“Because we use the built-in capacitive touch screen that’s present in every smartphone, our solution can be easily adapted for widespread use. Additionally, our approach does not require low-level access to the capacitive touch data, so you don’t have to access the operating system to make GlucoScreen work.” explained co-author Jason Hoffman, a Ph.D. student in the Allen School. “We’ve designed it to be ‘plug and play.’ You don’t need to root the phone — in fact, you don’t need to do anything with the phone, other than install the app. Whatever model you have, it will work off the shelf.”
“One of the barriers I see in my clinical practice is that many patients can’t afford to test themselves, as glucometers and their test strips are too expensive. And, it’s usually the people who most need their glucose tested who face the biggest barriers,” said Thompson, a family physician and professor in the UW Department of Family Medicine and Department of Global Health. “Given how many of my patients use smartphones now, a system like GlucoScreen could really transform our ability to screen and monitor people with prediabetes and even diabetes.”
Related Links:
University of Washington
Latest Clinical Chem. News
- ‘Brilliantly Luminous’ Nanoscale Chemical Tool to Improve Disease Detection
- Low-Cost Portable Screening Test to Transform Kidney Disease Detection
- New Method Uses Pulsed Infrared Light to Find Cancer's 'Fingerprints' In Blood Plasma
- Carbon Nanotubes Help Build Highly Accurate Sensors for Continuous Health Monitoring
- Paper-Based Device Boosts HIV Test Accuracy from Dried Blood Samples
- AI-Powered Raman Spectroscopy Method Enables Rapid Drug Detection in Blood
- Novel LC-MS/MS Assay Detects Low Creatinine in Sweat and Saliva
- Biosensing Technology Breakthrough Paves Way for New Methods of Early Disease Detection
- New Saliva Test Rapidly Identifies Paracetamol Overdose
- POC Saliva Testing Device Predicts Heart Failure in 15 Minutes
- Screening Tool Detects Multiple Health Conditions from Single Blood Drop
- Integrated Chemistry and Immunoassay Analyzer with Extensive Assay Menu Offers Flexibility, Scalability and Data Commutability
- Rapid Drug Test to Improve Treatment for Patients Presenting to Hospital
- AI Model Detects Cancer at Lightning Speed through Sugar Analyses
- First-Ever Blood-Powered Chip Offers Real-Time Health Monitoring
- New ADLM Guidance Provides Expert Recommendations on Clinical Testing For Respiratory Viral Infections
Channels
Clinical Chemistry
view channel
‘Brilliantly Luminous’ Nanoscale Chemical Tool to Improve Disease Detection
Thousands of commercially available glowing molecules known as fluorophores are commonly used in medical imaging, disease detection, biomarker tagging, and chemical analysis. They are also integral in... Read more
Low-Cost Portable Screening Test to Transform Kidney Disease Detection
Millions of individuals suffer from kidney disease, which often remains undiagnosed until it has reached a critical stage. This silent epidemic not only diminishes the quality of life for those affected... Read more
New Method Uses Pulsed Infrared Light to Find Cancer's 'Fingerprints' In Blood Plasma
Cancer diagnoses have traditionally relied on invasive or time-consuming procedures like tissue biopsies. Now, new research published in ACS Central Science introduces a method that utilizes pulsed infrared... Read moreMolecular Diagnostics
view channel
New Genetic Tool Analyzes Umbilical Cord Blood to Predict Future Disease
Children are experiencing metabolic problems at increasingly younger ages, placing them at higher risk for serious health issues later in life. There is a growing need to identify this risk from birth... Read more
Spinal Fluid Biomarker for Parkinson’s Disease Offers Early and Accurate Diagnosis
Parkinson’s disease is a neurodegenerative condition typically diagnosed at an advanced stage based on clinical symptoms, primarily motor disorders. However, by this time, the brain has already undergone... Read moreHematology
view channel
New Scoring System Predicts Risk of Developing Cancer from Common Blood Disorder
Clonal cytopenia of undetermined significance (CCUS) is a blood disorder commonly found in older adults, characterized by mutations in blood cells and a low blood count, but without any obvious cause or... Read more
Non-Invasive Prenatal Test for Fetal RhD Status Demonstrates 100% Accuracy
In the United States, approximately 15% of pregnant individuals are RhD-negative. However, in about 40% of these cases, the fetus is also RhD-negative, making the administration of RhoGAM unnecessary.... Read moreImmunology
view channel
Stem Cell Test Predicts Treatment Outcome for Patients with Platinum-Resistant Ovarian Cancer
Epithelial ovarian cancer frequently responds to chemotherapy initially, but eventually, the tumor develops resistance to the therapy, leading to regrowth. This resistance is partially due to the activation... Read more
Machine Learning-Enabled Blood Test Predicts Immunotherapy Response in Lymphoma Patients
Chimeric antigen receptor (CAR) T-cell therapy has emerged as one of the most promising recent developments in the treatment of blood cancers. However, over half of non-Hodgkin lymphoma (NHL) patients... Read moreMicrobiology
view channel
Handheld Device Delivers Low-Cost TB Results in Less Than One Hour
Tuberculosis (TB) remains the deadliest infectious disease globally, affecting an estimated 10 million people annually. In 2021, about 4.2 million TB cases went undiagnosed or unreported, mainly due to... Read more
New AI-Based Method Improves Diagnosis of Drug-Resistant Infections
Drug-resistant infections, particularly those caused by deadly bacteria like tuberculosis and staphylococcus, are rapidly emerging as a global health emergency. These infections are more difficult to treat,... Read more
Breakthrough Diagnostic Technology Identifies Bacterial Infections with Almost 100% Accuracy within Three Hours
Rapid and precise identification of pathogenic microbes in patient samples is essential for the effective treatment of acute infectious diseases, such as sepsis. The fluorescence in situ hybridization... Read morePathology
view channel
Sensitive and Specific DUB Enzyme Assay Kits Require Minimal Setup Without Substrate Preparation
Ubiquitination and deubiquitination are two important physiological processes in the ubiquitin-proteasome system, responsible for protein degradation in cells. Deubiquitinating (DUB) enzymes contain around... Read more
World’s First AI Model for Thyroid Cancer Diagnosis Achieves Over 90% Accuracy
Thyroid cancer is one of the most common cancers worldwide, and its precise management typically relies on two primary systems: (1) the 8th edition of the American Joint Committee on Cancer (AJCC) or ... Read more
Breakthrough Diagnostic Approach to Significantly Improve TB Detection
Tuberculosis (TB) remains the deadliest infectious disease globally, with 10.8 million new cases and 1.25 million deaths reported in 2023. Early detection through effective screening is crucial in identifying... Read more
Rapid, Ultra-Sensitive, PCR-Free Detection Method Makes Genetic Analysis More Accessible
Genetic testing has been an important method for detecting infectious diseases, diagnosing early-stage cancer, ensuring food safety, and analyzing environmental DNA. For a long time, polymerase chain reaction... Read moreTechnology
view channel
Disposable Microchip Technology Could Selectively Detect HIV in Whole Blood Samples
As of the end of 2023, approximately 40 million people globally were living with HIV, and around 630,000 individuals died from AIDS-related illnesses that same year. Despite a substantial decline in deaths... Read more
Pain-On-A-Chip Microfluidic Device Determines Types of Chronic Pain from Blood Samples
Chronic pain is a widespread condition that remains difficult to manage, and existing clinical methods for its treatment rely largely on self-reporting, which can be subjective and especially problematic... Read more
Innovative, Label-Free Ratiometric Fluorosensor Enables More Sensitive Viral RNA Detection
Viruses present a major global health risk, as demonstrated by recent pandemics, making early detection and identification essential for preventing new outbreaks. While traditional detection methods are... Read moreIndustry
view channel
Cepheid and Oxford Nanopore Technologies Partner on Advancing Automated Sequencing-Based Solutions
Cepheid (Sunnyvale, CA, USA), a leading molecular diagnostics company, and Oxford Nanopore Technologies (Oxford, UK), the company behind a new generation of sequencing-based molecular analysis technologies,... Read more
Grifols and Tecan’s IBL Collaborate on Advanced Biomarker Panels
Grifols (Barcelona, Spain), one of the world’s leading producers of plasma-derived medicines and innovative diagnostic solutions, is expanding its offer in clinical diagnostics through a strategic partnership... Read more