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ISO 81060-2 Blood Pressure Validation: Ensuring Accuracy in Non-Invasive BP Devices
Why ISO 81060-2 Matters for Accurate Blood Pressure Monitoring Non-invasive blood pressure devices must demonstrate dependable performance before developers can advance toward FDA or CE mark submissions. ISO 81060-2 “Non-invasive sphygmomanometers — Part 2: Clinical investigation of intermittent automated measurement type ” sets a clear bar for clinical validation—defining study methods, reference comparisons, subject distribution, cuff/arm-size coverage, and prespecified
Dec 29, 20253 min read


What Controlled Desaturation Studies Reveal About Device Accuracy—and Why They Matter
Accurate oxygen saturation measurement is foundational for modern physiological monitoring, especially for developers of pulse oximeters, wearables, and multiparameter platforms. Yet many devices fail to achieve regulatory expectations because their performance is never tested across the full range of oxygen saturation levels humans experience. Controlled desaturation studies fill this gap, ensuring claims reflect real-world performance. These studies intentionally and safel
Dec 16, 20253 min read


The Case for Radical Transparency in Modern CRO/Service Provider Partnerships
Transparent clinical operations have become a defining differentiator for high-performing contract research organizations. Yet many medical device and wearable developers still encounter opaque decision-making, limited protocol visibility, and communication gaps that slow execution and create unnecessary regulatory friction. The result is predictable: CRO risk mitigation becomes reactive instead of proactive , and promising technologies reach the FDA or CE mark later than the
Dec 12, 20253 min read


Arterial Lines in Physiological Monitoring Studies: Why They Matter for Blood Pressure and Pulse Oximetry Validation
Engineering leaders developing physiological monitoring devices often encounter references to “arterial line measurements” in validation standards and technical literature. Although arterial lines are invasive and placed in clinical environments, the data they generate is central to how the industry defines accuracy for non-invasive technologies. This article explains what an arterial line is, why its measurements are considered a benchmark, and how arterial line data is use
Dec 5, 20253 min read


Engaging Vulnerable Populations in Research: Building Ethical, Inclusive, and Trustworthy Clinical Studies
Introduction: Inclusion Begins with Ethical Engagement In clinical research, the term “vulnerable populations” describes individuals who may be at risk of coercion, manipulation, or harm due to limited autonomy, health literacy, socioeconomic disadvantage, or institutional dependence. Examples include individuals with cognitive limitations, students or employees under authority, people with limited language proficiency, or those experiencing social or economic marginalizat
Nov 21, 20253 min read


Critical Steps in Pulse Oximeter Verification: Achieving Stability, Synchronization, and Analytical Precision
Introduction: Verification Defines Trust in Pulse Oximetry Pulse oximeters are among the most widely used physiological monitoring devices—found in hospitals worldwide. Yet, behind every reliable SpO₂ reading lies a complex scientific process: verification against reference standards . Pulse oximeter verification studies (or pivotal studies) confirm how closely a device’s functional oxygen saturation (SpO₂) values align with the true arterial oxygen saturation (SaO₂), measure
Nov 18, 20254 min read


Blood Gas Analysis and Sample Preparation in Controlled Desaturation Studies: Ensuring Accuracy in Pulse Oximetry
Introduction: The Foundation of Reliable Oxygenation Research Controlled desaturation studies are central to validating pulse oximeters . These studies, performed in specialized hypoxia laboratories such as PRL, safely lower arterial oxygen saturation (SaO₂) to predefined plateaus, typically from %100 to 70% SaO₂, generating reference data used to calibrate or verify pulse oximeters. At the core of this process lies one indispensable element: accurate blood gas analysis
Nov 13, 20253 min read


A Technical Review of ECG and PPG Waveform Analysis for Respiratory Rate Estimation
Introduction: Why Respiratory Rate Matters in Physiological Monitoring Respiratory rate (RR) is a vital indicator of physiological stability—often the first parameter to shift in response to metabolic stress, infection, or hypoxia. Yet, continuous and unobtrusive respiratory monitoring remains challenging outside of controlled environments. With the rise of wearable and optical sensing technologies, electrocardiography (ECG) and photoplethysmography (PPG) have emerged as
Nov 7, 20253 min read


Inside a Pulse Oximeter Device Testing Lab: How PRL Ensures Accuracy, Inclusivity, and Regulatory Readiness
The Growing Importance of Precision in Oxygen Monitoring From hospital wards to fitness wearables, pulse oximeters have become indispensable tools for noninvasively measuring blood oxygen saturation (SpO₂). Yet the accuracy of these devices, particularly across diverse skin tones and environmental conditions, has come under scrutiny in recent years. As regulatory bodies and clinical researchers call for more inclusive and transparent validation, the need for a specialized
Oct 23, 20253 min read


Beyond the Surface: Pulse Oximetry Accuracy in Darkly Pigmented Skin Tones
A Persistent Problem Hidden in Plain Sight For decades, pulse oximetry has served as a cornerstone of clinical monitoring—offering a quick, noninvasive estimate of blood oxygen saturation (SpO₂). Yet, the COVID-19 pandemic exposed a long-standing and underappreciated flaw: pulse oximeters can overestimate oxygen levels in individuals with darker skin pigmentation . Inaccurate SpO₂ readings may mask hypoxemia , delay treatment decisions, and contribute to existing health di
Oct 21, 20253 min read


The Importance of FDA-Approved Blood Pressure Monitors
Blood Pressure Monitoring: A Clinical Cornerstone Blood pressure measurement is one of the most common clinical assessments, shaping...
Sep 23, 20252 min read


Recruiting the Right Participants for Medical Device Validation Studies
Developing and validating physiological monitoring devices requires more than engineering excellence. The reliability of study...
Sep 19, 20252 min read


Why Sponsors Choose PRL: Clinical Research Built on Integrity, Precision, and Partnership
Setting the Standard in Clinical Research Medical device and wearable technology developers face increasing demands for...
Sep 11, 20252 min read
Hypoxia Testing: A Critical Step in Medical Device Validation
For developers of pulse oximeters, respiratory monitors, and other physiological sensors, validating device performance under reduced...
Aug 13, 20252 min read
Mastering FDA Multi-Site Study Requirements: How Parameters Research Lab Simplifies Compliance and Execution
PRL research staff performing synchronized data collection at multiple sites to ensure consistent, FDA-compliant results. Why Multi-Site...
Aug 8, 20252 min read
The Hidden Costs of Choosing the Wrong CRO—and How Parameters Lab Prevents Them
Sponsors often choose CROs based on price or speed, but the wrong partner can cost far more. Delayed timelines. Poor data. FDA...
Jul 29, 20251 min read
IRB Management in Clinical Trials: What Sponsors Need to Know
Introduction: Why IRB Management Is Critical for Sponsors For sponsors launching clinical trials—especially in fast-moving sectors like...
Jun 12, 20254 min read
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