Hands-on Learning: How Real‑Time Physiological Data Deepens Clinical Education

Physicist Albert Einstein noted, “The only source of knowledge is experience.” This principle is particularly relevant in healthcare education, where hands-on learning is vital for cultivating the skills needed to care for patients effectively. The practice of recording and analyzing physiological signals in the learning lab serves as a powerful teaching tool, enabling students to immerse themselves in real-world scenarios and reveal autonomic responses, cardiovascular patterns, and emotional states that are often hidden from view.

For students in nursing, dentistry, and pharmacology, engaging with these signals transforms abstract concepts into concrete, measurable experiences. By analyzing heart activity, visual attention, stress markers, and pharmacodynamic effects, students not only enhance their critical thinking skills but also prepare themselves for clinical challenges with greater confidence.

Physiological signals across the health sciences teach learners to interpret subtle features embedded in physiological waveforms. Modern teaching laboratories increasingly incorporate multimodal systems to help students better understand the complexity of human physiology.

Nursing programs emphasize accurate patient monitoring and interpretation of vital signs, including electrocardiograms (ECG) and heartrate variability (HRV). A 2025 study published in Sensors evaluated the validity of Apple Watch Series 6 HRV data against laboratory‑grade ECG recordings using a BIOPAC 3‑lead ECG system to provide a comparative baseline for measurement. By synchronizing event markers between the Apple Watch and BIOPAC timeline, researchers ensured precise temporal alignment for comparing R‑R intervals and HRV indices. The results showed near-perfect agreement in R-R interval timing under resting conditions, indicating that such wearable devices can serve as a reasonable tool for certain wellness-oriented assessments. At the same time, the BIOPAC system remains the gold standard for precise physiological analysis.

For nursing students, this study demonstrated that consumer wearables must be validated against clinical-grade systems before being relied upon for assessment or decision-making. By examining the comparative data, students can explore how artifacts, sampling frequencies, and sensor placement influence the fidelity of HRV measurements. Moreover, because HRV relates directly to autonomic balance and stress physiology, the study provides a meaningful touchpoint for nursing courses in pathophysiology and patient assessment. Through hands‑on lab sessions using BIOPAC ECG amplifiers, students can visualize waveform morphology, measure beat‑to‑beat variability, and learn how cardiovascular signals reflect underlying homeostatic regulation.

Dental students should understand not only the mechanics of clinical procedures but also the emotional and perceptual experiences of their patients, especially children. A 2025 cross-sectional pilot study in the European Archives of Paediatric Dentistry used an eye tracking and  data acquisition and analysis system from BIOPAC to measure children’s gaze behavior and physiological stress when viewing images of dentists, dental chairs, and operatory designs.

Using eye-tracking metrics such as mean dwell time, fixation count, time to first fixation, and total fixation time, researchers found that study participants stared longer at dentists wearing white coats, indicating a perception of compitance and safety, but also indimidation. In addition, gender matching mattered, as children showed longer fixation on dentists of the same gender. The study also found that warm‑colored dental chairs (especially yellow) attracted greater visual attention, particularly among younger children. Simultaneously, HRV and ECG signals recorded with the BIOPAC system revealed that younger children exhibited greater autonomic arousal than older peers when exposed to dental images.

These findings offer dental students actionable insights into clinic design, caregiver attire, and emotional perception, all of which influence pediatric patient comfort. The study demonstrates how combining eye tracking with physiological monitoring can reveal otherwise hidden psychological responses. For dental educators, integrating such physiological signal analysis into coursework helps students develop empathetic, patient‑centered care strategies.

colored pillsIn pharmacology courses, students learn how drugs influence physiological systems. A study published in Brain Sciences investigated the lingering cardiovascular effects of caffeine, challenging the assumption that its effects dissipate within six hours. Using BIOPAC respiratory transducers, noninvasive blood pressure modules, bioimpedance amplifiers, and ECG amplifiers connected to a data acquisition and analysis system researchers monitored participants before and after consumption of caffeinated and decaffeinated coffee. Results showed measurable changes in heart rate, respiratory patterns, and thoracic impedance well beyond the expected metabolic window, suggesting caffeine’s physiological effects outlast its pharmacokinetic half‑life.

For pharmacy students, these findings reinforce critical distinctions between pharmacokinetics (drug metabolism) and pharmacodynamics (physiological response). By analyzing real‑world signal data, learners gain a more nuanced understanding of how stimulants affect autonomic regulation. Such insights prepare future pharmacists to counsel patients on medication timing, drug interactions, and individual responses to common agents such as caffeine.

Across nursing, dentistry, and pharmacy, physiological signals provide potent educational value. They bridge the gap between theory and clinical application by giving students concrete, measurable access to physiological processes such as autonomic reactivity, cardiovascular regulation, and perceptual attention. Using both research and education-based lab systems, learners can visualize real-time physiological data, develop analytical skills, and cultivate a deeper understanding of the human body under stress, stimulation, and clinical observation.

As healthcare grows more data‑driven, integrating hands-on experience with signal acquisition into professional training helps future clinicians interpret complex physiological information with confidence. Whether validating wearable devices, improving pediatric patient experiences, or exploring drug‑induced autonomic effects, physiological signals empower students to connect scientific principles with evidence‑based, care. Check out our webinar, Advancing Practical Learning: Biosignal Essentials, to learn more.


If you’re exploring ways to incorporate physiological signals into your curriculum or simulation lab, our team is ready to help identify the best tools and workflows for your program.

Silent Partner: Autonomic Function Testing in Research

Like the inner workings of an intricate machine, most of our bodily functions operate with little or no conscious effort. That task falls to the autonomic nervous system, a sort of control system that regulates a wide range of processes, including digestion, heart rate, respiration, urination, and sexual arousal, to name a few. The autonomic nervous system also controls physiological responses to stimuli—the fight-or-flight response, and critical reflex actions like vomiting, swallowing, coughing, and sneezing.

The ability to effectively and accurately test autonomic function allows clinicians to diagnose and treat a range of ailments. Such tests can non-invasively evaluate the severity and distribution of autonomic failure, for example. Beyond these clinical applications, autonomic function testing provides valuable insight into how the body regulates and manages various critical functions and how the autonomic nervous system affects our physical and psychological health.

adolescent depressionAutonomic function testing has been employed to examine the impact childhood trauma has on cognitive function as it relates to adolescent depression. A 2020 study published in Development and Psychopathology looked at whether economic deprivation and threat influenced cognitive processes and autonomic nervous system function connected to the severity of depression. Researchers measured study participants’ electrodermal activity (EDA), respiratory sinus arrhythmia (RSA), and electrocardiogram (ECG) data via an MP150 system. EDA was gathered using a BioNomadix wireless BN-PPGED amplifier set, while ECG and respiration (RSP) recordings were obtained with a BioNomadix wireless BN-RSPEC amplifier set. The study’s findings supported the assumption that a history of trauma and economic deprivation can lead to risk factors for youth depression.

Continuing with the theme of applying autonomic function testing to measure the effects of trauma, a 2021 study publish in Neurobiology of Stress examines autonomic function related to sex differences among individuals with posttraumatic stress disorder (PTSD). Skin conductance, blood pressure (BP), heart rate (HR), and high-frequency heart rate variability (HF-HRV) were recorded with an MP150 data acquisition system among male and female emergency personnel following trauma exposure. The results, which showed notable sex differences in autonomic functioning among trauma-exposed individuals, have implications for predicting cardiovascular risk in those with PTSD.

These are just a few examples of how autonomic function testing is being used outside of the clinical setting to shed new light on several research areas. Check out Part 1 and Part 2 of our webinars demonstrating how to use BIOPAC equipment and software in autonomic function research.


For additional information on how BIOPAC can assist you with a wide range of research and educational applications, contact your local sales representative.

Small and Smaller – Untethered and Unfettered

Advancements in the engineering of data acquisition components have closely paralleled the microchip revolution. Ever-smaller form factors available in wireless transmission formats have resulted in a boon for researchers wishing to collect high-quality physiological data from participants in unfettered environments undreamed of a few years ago.

One of the linchpins of these cutting-edge systems is BIOPAC’s BioNomadix Series of wireless life science transmitters and receivers. BioNomadix modular receiver/amplifiers connect to the mother ship of the acclaimed MP160 System while the bite-sized matched transmitters attach to the participant, or comfortably nestle in a garment such as the BioNomadix BIOSHIRT. Unobtrusive specially designed leads connect to skin electrodes affixed to the participant, and BioNomadix units relying on transducers (such as respiration and skin temperature) offer equal convenience.

An even more streamlined system, the BioNomadix Smart Center, is also available. This system combines BioNomadix transmitters with the Smart Center all-in-one receiver and data acquisition unit. The soap bar-sized Smart Center connects to a computer USB port and supports up to 9 channels of physiological data from up to three wireless BioNomadix transmitters. (All BioNomadix transmitters are supported but connection is limited to three at a time.)

BioNomadix transmitters are dual-channel or dual-signal, with the exception of the Accelerometer, which supports three channels (X, Y, and Z axes).

Acquired signals are of extremely high quality and clarity and are rendered in AcqKnowledge Research Software. BioNomadix systems are available for fourteen body signal types, including ECG, RSP, PPG, EDA, EOG, EEG, EMG, EGG, ACCL, SKT, Goniometer, Dynamometer with EMG, Cardiac Output, and Heel-Toe Strike.

What does all of this mean to the researcher? Nearly unlimited freedom of movement at distances up to 10 meters from the receiver units—opening up new avenues of research and even new vistas in artistic expression.

A stunning and eclectic example of the latter can be taken from this brief performance by Compagnie Linga, a contemporary dance company based in Lausanne, Switzerland. Dancers wore BioNomadix accelerometers to record transmit their movements in real time, which were then digitally rendered in sound. The result is a tableau of dance and self-generated musical accompaniment, an artscape created from the firings of human physiology.

For more information about BioNomadix, please see:

BioNomadix Wireless Amplifiers

BioNomadix Wireless EMG for Neuro-Controlled Prosthetic

Free On-Demand Webinar – Recording Great Data from Exercising and Mobile Subjects

BIOPAC offers a wide array of wired and wireless equipment that can be used in your research. To find more information on solutions for recording and analyzing signals such as ECG, heart rate, respiration and more using any platforms mentioned in this blog post, you can visit the individual application pages on the BIOPAC website.

Holiday Happiness Part 2: Sounds, Smells, and Self-Reflection

In a previous post, we discussed the stress-reducing benefits of loving interactions with close friends and family during the holiday season. In addition to family, there are many mood-shaping habits and activities that characterize the holidays: the smell of home-cooked meals, seasonal music, and reflection on the past year, to name a few. But do these have a real impact on happiness?

In a psychophysiology study, Matsunaga, et al., tested odor effects on autobiographical memory recall. The researchers introduced several odor stimuli to participants and measured their psychological and physiological reactions. Heart rate and skin conductance were recorded throughout the experiment with a BIOPAC data acquisition system. The odor stimuli resulted in decreased heart rate, increased skin conductance level, and an increase in positive mood states.

Another article tested the effects of meditation on emotional regulation. Participants completed emotional measures before and after a meditation intervention, and had their ECG, respiration, and blood pressure recorded using a BIOPAC MP unit. The meditation correlated with greater participant emotional regulation, as suggested by lower heart rate and respiration.

In addition to meditation and smell, Harmat and Eerola have found music to also be emotionally significant. Participants listened to a musical piece, and then responded to a questionnaire about their emotional state. In addition to measuring pulse rate and facial expressions, the BIOPAC Research System and EDA Amplifier were used to record skin conductance while participants listened to the stimulus. The results found that music samples evoked several emotions, including nostalgia and happiness.

This research suggests that we can affect happiness using subtle techniques that are part of everyday living. To read more studies about psychophysiology and stress reduction, visit the BIOPAC publication page.

BIOPAC offers a variety of equipment that can be used in studies similar to the ones presented. To find more information on solutions for recording and analyzing signals such as skin conductance, ECG, heart rate, respiration, and EDA using the MP160/MP150, and other platforms, you can visit the individual application pages on the BIOPAC website. 

Holiday Happiness: Gratitude or Gifts?

Studies investigated the anxiety of gift-giving, the effects of social support in stressful situations, and what impact meditation has on heart rate, ECG, and blood pressure.

December has arrived, and for many the holidays bring a rush to check items off of a long shopping list for parents, siblings, friends, in-laws, and many more. Often we struggle to find that “perfect” gift, but are the physical goods we exchange the true source of the warmth and happiness that characterizes the season?

An article by Nomura investigated anxiety induced by gift-giving. To test this, EDA data was recorded with a BIOPAC data acquisition system and STP100 while participants responded to stimuli. The participants visualized a specific relative while being presented with potential gift options, and were asked how likely they were to purchase the potential gift for that relative. The data found that people who self-reported thinking of in-laws were the most stressed, while those who reported thinking of children or same-gender friends were least stressed.

A psychosomatic study by Inagaki and Eisenberger found that mental and physical well-being benefit from forms of social support. They tested this by administering mild shocks with the BIOPAC STMISOLA to male patients who held the hand of a female partner lying in an fMRI. The results suggest that this support (hand-holding) provided possible stress-reduction for both the male and female participants.

Another article on nonverbal communication and well being by Shaltout, et al. tested the effects of meditation and the subsequent ECG, blood pressure, and heart rate effects. The BIOPAC ambulatory BioHarness and NIBP Blood Pressure System gathered data while participants underwent several mediation episodes, during which they were instructed to focus on loving kindness towards a subject. The results found that participants had decreased heart rate.

Research suggests direct, loving interactions with those who are close to us have many stress-reducing benefits. So when you are shopping for gifts, remember that spending time is more important than spending money. To read more studies about love and stress reduction, visit the BIOPAC publication page.

BIOPAC offers a variety of equipment that can be used in studies similar to the ones presented. To find more information on solutions for recording and analyzing signals such as EEG, EMG, respiration, and EDA using the MP160/MP150, MP36, and other platforms, you can visit the individual application pages on the BIOPAC website. 

BIOPAC Systems, Inc. provides life science researchers and educators with data acquisition and analysis systems that inspire people and enable greater discovery about life. Visit us at www.biopac.com.

Ensuring Error-free NIBP Measurements & Accurate Data

Correct subject set-up of upper arm cuff, CNAP® NIBP finger sensor and CNAP® controller is essential to ensure accurate data reading and collection of continuous blood pressure and hemodynamics with the NiBP 100D throughout the measurement.

By Dr. Jürgen Fortin, CEO, CNSystems

The NIBP100D provides proven accuracy for blood pressure and, using the  NIBP100-HD, full hemodynamics with validation in a number of settings and against research and clinical gold standards. Subject setup with the NIBP100D upper arm cuff and reusable finger sensor is extremely easy, however, please keep the following practical tips in mind to ensure accurate data collection:

1. Upper arm Cuff: Sizing and placement

Over the years, upper arm cuffs have become a standard measurement in basic research setup providing brachial pressure intermittently (timed intervals) rather than continuously (for every heart beat).

The NIBP100D has an upper arm cuff (Suntech Medical) integrated to provide calibration for the continuous finger sensor. For accurate calibration please mind the following steps:

 Size: using a too small or too big upper arm cuff can lead to significant over- /or under- reading of blood pressure. Always ensure you choose the right size ( four sizes are provided with the NIBP100D) by using the range marker on the inside of the cuff–see image #3 in the photo above or review setup procedures here:

  • When wrapping the cuff around the upper arm before fixing the Velcro, ensure the white “index” arrow points into the indicated range area. If it does not, use the bigger or the smaller cuff! 
  • Placement: always align the artery marker (white arrow) on the cuff with the brachial artery (in the crook of the arm). The cuff can be placed ipsilaterally or contralaterally to the arm with the CNAP finger sensor on.
  • Wrapping: pull the upper arm cuff so tight that you could still get about 2 fingers under the wrapped cuff (air volume).

SunTech has developed a short video on the basics of measuring blood pressure. Although designed for a clinical audience, the video provides good information for researchers. Watch the SunTech NBP training video here.

2. CNAP finger sensor: Sizing and placement

Using a too small or too big finger sensor cuff can distort the continuous blood pressure readings. Avoid placing the sensor on finger joints, which may lead to a poor or even no signal. 

Size: Choose the right size from three different sizes by using the size indicator on the top of the CNAP Controller:

  • Put the proximal phalanx of the index finger on the indicator align with the grey line on the left. Choose the sensor size indicated on the shortest bar which is still visible.
  • Always use the larger sensor if you are in doubt about the size.
  • In some subjects it may be difficult to place the finger sensors on the proximal limb (i.e. finger-arthrosis, too short finger joints). In these cases, try placing the finger sensors on the middle limbs. However, make sure that the sensors are not placed over the finger joints. Hold the sensor in place or use medical tape until the sensor is inflated (start of measurement).

With the CNAP Software V5.2, sensor sizing becomes even easier—the size of the finger sensor is checked automatically upon start and the software gives notice if it does not fit. 

  • Placement: The finger sensor is placed on two neighboring fingers and slid back fully to the proximal limb!
  • Make sure not to place them on the finger joints!

3. CNAP Controller:  correct placement

The slide for the CNAP Controller allows for slight hand movement without dislocating the CNAP finger sensor. It is very important that the CNAP Controller is correctly placed:

  • Placement: Make sure that the CNAP Controller is placed in central position of the slide.
  • If the CNAP Controller is not placed correctly, the CNAP finger sensor might be pushed forward on the finger joints. 
  • View detailed pictures of CNAP Monitor Set Up Overview here.

4. Further recommendations

4.1. Start of measurement

  • Make sure that the subject keeps still and does not move his/her hand.
  • Do not change body posture during until a continuous signal is displayed!

4.2. Improving signal quality if signal is poor

  • Warm up fingers to improve blood flow (cover hand, hold hand in warm water prior to measurement, use disposable exam glove)
  • Check position of CNAP finger sensor: the sensor must not be placed on the finger joints.
  • Check if CNAP finger sensor size is correct.
  • Try to measure on the other hand.

4.3 Manual calibration with NBP

  • Trigger a manual NBP after moving or repositioning the subject/the subject’s hand or whenever hydrostatic change/offset happens.
  • Trigger a manual NBP whenever you feel that an update to the NBP reading may be beneficial
  • Triggering a manual NBP is possible at any time and in any mode. 
  • Additional information—view the CNAP NIBP100D operator’s manual here.

4.4 Removal of CNAP finger sensor

  • Do not remove the CNAP finger sensor when a measurement is still in progress. Stop measurement first, then remove the sensor!

 4.5. Battery

  • Never completely discharge the battery.
  • Immediately connect to power supply if battery charge status is below 25%.

To read a recent study which evaluated the agreement of the continuous noninvasive cardiac output measurements by CNAP in comparison with cardiac output measurements obtained invasively using transpulmonary thermodilution (TDCO), go here.

The NIBP100D provides validated, proven accuracy for blood pressure and, with the NIBP100-HD model, full hemodynamics. To ensure the acquisition of good data and accurate readings, researchers should follow the setup procedures outlined above.
For more information on BIOPAC’s Noninvasive Blood Pressure monitoring and measurement systems and advanced functionality in the area of cardiovascular hemodynamics, to include CNAP noninvasive blood pressure systems, visit BIOPAC’s NIBP page or view BIOPAC’s NIBP amplifiers (small animal applications are also supported) and related equipment for a wide variety of research applications.

BIOPAC Systems, Inc. provides life science researchers and educators with data acquisition and analysis systems that inspire people and enable greater discovery about life. Visit us at www.biopac.com.

CNAP Noninvasive Blood Pressure Technology – An Overview

The interaction of an easy-to-use finger sensor with unique control loops and algorithms as well as with NBP provides high accuracy of the BP signal – equivalent to invasive arterial line.

By Dr. Jürgen Fortin, CEO, CNSystems

Continuous noninvasive arterial blood pressure measurement (CNAP®) is the technique for measuring blood pressure (BP) that is, as the title describes, both continuous and noninvasive. CNAP combines the advantages of the following two clinical “gold standards:” it measures blood pressure (BP) continuously in real time like the invasive arterial catheter system (IBP) and it is noninvasive, like the standard upper arm sphygmomanometer (NBP).

The CNAP principle is the intelligent interaction and synergy of IP-protected features and functions based on the well-known Vascular Unloading Principle by Penaz (with significant improvement over the past 15 years) [1], on unique control algorithms (e.g. VERIFI) [2] and on calibration mechanisms, making it a reliable and accurate method with results comparable to the intra-arterial measurement.

Pulsating blood flow detected by infrared light sensors is kept constant by the counter pressure exerted on the artery through inflating or deflating the integrated cuff. The resulting pressure in the finger sensor corresponds to the real arterial pressure [1]. The pressure system is controlled by multiple digital feedback loops. The “VERIFI-algorithm” is used for high fidelity signal processing and artifact rejection. This is a superior method for filtering vasomotoric influences, in contrast to Standard methods based on Vascular Unloading Principle, which can show false BP shifts due to influence of vasomotoric tone.

In terms of calibration, CNAP is the only available technology calibrating to directly measured upper arm values, providing blood pressure variations in absolute values at heart-level. The interaction of finger sensor with NBP provides high accuracy of the BP signal – equivalent to invasive arterial line.

Use of CNAP provides researchers with several benefits, including: 

  •  NBP Cuff – Automated scaling to brachial pressure (gold standard) at start of measurement and user programmable
  • Double finger sensor – Quick and error-free application
  • Continuous waveform – Continuous tracing of hemodynamic changes without interruptions to recalibrate; beat-to-beat systolic, diastolic, mean BP values
  • Connectivity – Plug-and-play integration into all common data acquisition systems and patient monitors
  • Data storage and analysis – Unlimited data storage via USB interface. Data format (*.csv) for import into all common data analysis software packages (e.g. BIOPAC’s AcqKnowledge®, Matlab, MS Excel, SPSS, etc.)
  • Accuracy – Reliably equivalent to invasive blood pressure (IBP) [3], [4]

Notes:

[1]  Jan Penaz, Brno, Czech Republic 1973.

[2]  Fortin J et al.: Continuous non-invasive blood pressure monitoring using concentrically interlocking control loops. Comput in BiolMed 36 (2006) 941 – 957.

[3]  Jeleazcov C et. al. Precision and accuracy of a new device (CNAP) for continuous noninvasive arterial blood pressure monitoring: assessment during general anaesthesia. BJA. 2010; 105(3):264-272.

[4]Biais, M. et. al. Continuous non-invasive arterial pressure measurement: Evaluation of CNAP device during vascular surgery Ann Fr Anesthesia.

Studies documenting the CNAP device’s performance can be found below:

Arterial stiffness is higher in older adults with increased perceived fatigue and fatigability during walking

Does conscious intention to perform a motor act depend on slow cardiovascular rhythms?

The Effect of Mainstream Media on Body Image and Stress Reactivity in Latina Females

For more information on BIOPAC’s Noninvasive Blood Pressure monitoring and measurement and cardiology research solutions, to include CNAP noninvasive blood pressure systems, visit BIOPAC’s NIBP page or view BIOPAC’s NIBP amplifiers (MRI and small animal applications are also supported) and related equipment for a wide variety of research applications.

BIOPAC Systems, Inc. provides life science researchers and educators with data acquisition and analysis systems that inspire people and enable greater discovery about life.  Visit us at www.biopac.com.

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