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Pulse Wave Velocity:
Theory, Applications,
Methods, & Future Directions
Gabriel Zieff, MA
Doctoral Candidate
Exercise and Sport Science
University of North Carolina at Chapel Hill
Lee Stoner, PhD, MPH
Assistant Professor
Exercise and Sport Science
University of North Carolina at Chapel Hill
Experts present an in-depth overview of their
research involving Pulse Wave Velocity (PWV)
in a variety of different applications and a
deep dive into the methods they use to
record high-quality, repeatable data.
Pulse Wave Velocity:
Theory, Applications,
Methods, & Future Directions
Pulse Wave Velocity:
Theory, Applications,
Methods, & Future Directions
Copyright 2021 L. Stoner, G. Zieff and InsideScientific. All Rights Reserved.
Gabriel Zieff, MA
Doctoral Candidate
Exercise and Sport Science
University of North Carolina at Chapel Hill
Lee Stoner, PhD, MPH
Assistant Professor
Exercise and Sport Science
University of North Carolina at Chapel Hill
What is PWV?
• PWV = pulse wave velocity
–Speed of forward pressure between sites
• AS reflects:
–Structure
–Function
• Not homogenous along arterial tree
• Most common: aorta
–Carotid-femoral
PTT = t2 – t1
PWV (m/s) = D / PTT
carotid
femoral
t2
t1
D
Contents
• What is PWV?
• Importance
• Measurement Approaches
• PWV Selection Considerations
• Tips for High Quality Measurements
Importance
• Why is AS important?
• Overview of vascular system
• Clinical Importance
What is AS?
• AS reflects:
–Function
• Endothelial function
–Structure
• Vessel wall extracellular
matrix
Importance
• Why is AS important?
• Overview of vascular system
• Clinical Importance
Vascular Anatomy
• Intima
–Endothelium cells
• Medial
–Smooth muscle cells
–Controls tone
• Adventitial (Externa)
–Connective tissue
–Maintains shape
–Numerous nerves
Arterial Tree
11
Aorta
Aorta = Elastic Arteries
13
• Thin walls relative to diameter
–Well defined connective tissue
• Many elastic fibers
– Elastic lamellae
• Pressure Reservoir
• Propels blood forward
–Stretches
–Mechanical energy stored
–Recoils
Why is AS Important?
• Vasculature gradually stiffens
from ascending aorta to
periphery
Why is AS Important?
• Vasculature gradually stiffens
from ascending aorta to
periphery
• Importance
– Consistent blood flow – inc.
diastole
– Attenuates forward travelling
pressure waves
– Moderate wave reflection
• London 2010. Nephrol Dial
Transplant;25(12):3815-23
Importance
• Why is AS important?
• Overview of vascular system
• Clinical Importance
Clinical Importance
• Early in disease progression
• Predicts CVD
• Normative data
Progression of CVD
Ter Avest, et al. Clin Sci (Lond); 112, 2007
What is the role of non-invasive
measurements of atherosclerosis in
individual cardiovascular risk
prediction?
Ewoud Ter Avest , Anton F H
Stalenhoef, Jacqueline de Graaf
Predicts CVD
• Predicts CV events in a range of patients
• Carotid-Femoral Pulse Wave Velocity
–Gold standard
–1 m/s = 15%↑CVD risk
Prediction of cardiovascular events and all-cause mortality with
arterial stiffness: a systematic review and meta-analysis
Charalambos Vlachopoulos , Konstantinos Aznaouridis, Christodoulos Stefanadis
Vlachopoulos, Charalambos et al. JACC; 1318-27, 2010
Normative Data
• Adults
• Children
• VascAgeNet
• ↑0.2 - 0.7 m/s
every 5 y
Determinants of Vascular Age:
An Epidemiological Perspective
Anna M Kucharska-Newton, Lee
Stoner, Michelle L Meyer
https://doi.org/10.1373/clinchem.2018.287623
Cardiometabolic Health and Carotid-Femoral Pulse Wave Velocity in Children:
A Systematic Review and Meta-Regression
Lee Stoner, PhD , Anna Kucharska-Newton, PhD, Michelle L. Meyer, PhD
https://doi.org/10.1016/j.jpeds.2019.10.065
Endothelium function
dependence of acute
changes in pulse wave
velocity and flow-mediated
slowing
Lee Stoner, Keeron Stone,
Gabriel Zieff, Jade Blackwell,
Jake Diana, Daniel P Credeur,
Craig Paterson, Simon Fryer
https://doi.org/10.1177/1358863x20926588
Contents
• What is PWV?
• Importance
• Measurement Approaches
• PWV Selection Considerations
• Tips for High Quality Measurements
Devices
• Tonometry
• Oscillometry
• Ultrasound
• Electrocardiogram
• Photoplethysmography
• Transcranial doppler
• Magnetic resonance imaging
Tonometry
Tonometry
SphygmoCor Complior
Vicorder
Oscillometry
Combination
Tonometer
Cuff
SphygmoCor
Ultrasound
Validity and reliability of lower-limb pulse-wave velocity
assessments using an oscillometric technique
Keeron Stone, Simon Fryer, Elizabeth Kelsch, Kathryn Burnet, Gabriel Zieff, James
Faulkner, Daniel Credeur, Danielle Lambrick, Erik D Hanson, Lee Stoner
Photoplethysmography (PPG)
Heart to Toe PPG
Measurement Path
• From carotid to:
–Femoral
–Ankle
–Radial
–CAVI
• From brachial to
–Femoral
–Ankle
• From ECG to:
–Carotid
–Femoral
–Middle cerebral
Carotid vs. Brachial
• Carotid-femoral
–“Gold-standard”
–Normative data
• Brachial-femoral
–Signal : noise
–Ease of use
Central pulse wave velocity in neonates: feasibility and comparison to
normative data
Patricia Pagan Lassalle, Michelle L. Meyer, Kim. A. Boggess & Lee Stoner
https://doi.org/10.1038/s41440-020-0489-y
Brain Pulse Wave Velocity
Contents
• What is PWV?
• Importance
• Measurement Approaches
• PWV Selection Considerations
• Tips for High Quality Measurements
Which PWV Tool?
• Internal vs. External Validity
• Study Design
• Special Populations
Internal vs. External Validity
• Internal
–Degree Δ in DV ascribed to Δ in IV(s)
–Treatment → Outcome
• External
–Generalizability to pop. across setting and time
Internal vs. External Validity
Threat to internal validity
Internal Validity Consideration
Regression
When subjects have been selected on the basis of extreme scores, because extreme (low and
high) scores in a distribution tend to move closer to the mean (i.e., regress) in repeated testing
Treatment randomization How the intervention is given from one participant to the next
Treatment Implementation Not standardizing how the intervention is give from one participant to the next
Diffusion or Imitation of Treatment Cross-talk b/w exp and con groups
Selection What should be the appropriate control group condition?
History Changes over time with longitudinal studies. Is there a carry-over effect?
Drop-outs Are those who remain different?
Pre-assessment control Prior physical activity & sleep, caffeine, medications & supplements
During assessment control
Thermo-neutral, noise, meal consumption, fluid replacement, non-stimulatory documentary,
movement
Instrumentation
Precision, accuracy, single-observer, measurement posture, signal interpretation, covariates,
repeated testing
Precision vs
Accuracy?
Measurement Posture
• Algorithm validated in supine posture
• During orthostasis:
–Blood pools
–Less venous return
–Baroreceptors detect ↓ BP
–↑ systemic vascular resistance
–No longer examining just arterial stiffness!!!
Why Important?
• Garbage in = garbage out
• Human participants
–Ethical & moral considerations
Which Tool?
• Internal vs. External Validity
• Study Design
• Special Populations
Study Design
• Observational
• Parallel
• RCT
• Cross-over
• Quasi-experimental
Major Considerations
Consideration Example
Research question Will the tools answer your question?
Level of
invasiveness
Invasive measurements may arouse the participant
Subject burden Too many measurements will arouse the participant
Measurement time How long will each measurement take?
Measurement
frequency
Too frequent measurement may act as a stimulus
Measurement
posture
Are the measurements validated for use in the
measurement posture
Which Tool?
• Internal vs. External Validity
• Study Design
• Special Populations
Special Population
• Women
–Pregnant
• Certain chronic diseases
–Obesity
–Stroke
–Cancer
• Ambulation impaired
–Spinal cord injury
Pregnant Women
• Major source of error = path length
• Measurement of pulse distance
–Difficult if significant body contours
–Vessel tortuosity not accounted
Caliper
Stroke
Associations between carotid-femoral and heart-femoral pulse wave velocity in older
adults: the Atherosclerosis Risk In Communities study
Lee Stoner, Michelle L Meyer, Anna Kucharska-Newton, Keeron Stone, Gabriel Zieff, Gaurav Dave, Simon Fryer,
Daniel Credeur, James Faulkner, Kunihiro Matsushita, Timothy M Hughes, Hirofumi Tanaka
https://doi.org/10.1097/hjh.0000000000002449
Contents
• What is PWV?
• Importance
• Measurement Approaches
• PWV Selection Considerations
• Tips for High Quality Measurements
High Quality Measurements
• Theoretical
• Practical
• Device
Theoretical
• Good research question
• Know your confounders
• Theoretical model
High Quality Measurements
• Theoretical
• Practical
• Device
Practical
• Data collection sheet
• Know your anatomy
• Quality waveforms
Tonometry
Quality Data
1. Signal strength
2. Clear upstroke
3. Detection of foot
High Quality Measurements
• Theoretical
• Practical
• Device
Device
• Practice, practice, practice
• Know device assumptions
• Training
Training
• Within-day reliability
–Acceptable = >0.90
• Between-day reliability
–Acceptable = >0.75
• Between-observer reliability
–Acceptable = >0.75
Quality Control
• Initial
–Review first 4 PWV records
–Quality grading score & feedback
–Will not be inc. if quality subpar
• Ongoing
–Random sample of 20 scored per month
–Re-training if ≥2 low records
Summary: Quality
• Theoretical
–Research question
–Theoretical model
–Confounders
• Practical
–Data collection sheet
–Know your anatomy
–Quality waveforms
• Device
–Path length
–Device assumptions
–Training
What Did We Learn?
• What is PWV?
• Importance
• Measurement Approaches
• PWV Selection Considerations
• Tips for High Quality Measurements
Thank you!
Stoner: stonerl@email.unc.edu
Zieff: gzieff@live.unc.edu
Lab: unc-cml.weebly.com
RG: researchgate.net/lab/UNC-Cardiometabolic-Lab-Lee-Stoner
Gabriel Zieff, MA
Doctoral Candidate
Exercise and Sport Science
University of North Carolina at Chapel Hill
Lee Stoner, PhD, MPH
Assistant Professor
Exercise and Sport Science
University of North Carolina at Chapel Hill
Thank you for participating!
CLICK HERE to learn more and
watch the webinar

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Pulse Wave Velocity: Theory, Applications, Methods, and Future Directions

  • 1. Pulse Wave Velocity: Theory, Applications, Methods, & Future Directions Gabriel Zieff, MA Doctoral Candidate Exercise and Sport Science University of North Carolina at Chapel Hill Lee Stoner, PhD, MPH Assistant Professor Exercise and Sport Science University of North Carolina at Chapel Hill
  • 2. Experts present an in-depth overview of their research involving Pulse Wave Velocity (PWV) in a variety of different applications and a deep dive into the methods they use to record high-quality, repeatable data. Pulse Wave Velocity: Theory, Applications, Methods, & Future Directions
  • 3. Pulse Wave Velocity: Theory, Applications, Methods, & Future Directions Copyright 2021 L. Stoner, G. Zieff and InsideScientific. All Rights Reserved. Gabriel Zieff, MA Doctoral Candidate Exercise and Sport Science University of North Carolina at Chapel Hill Lee Stoner, PhD, MPH Assistant Professor Exercise and Sport Science University of North Carolina at Chapel Hill
  • 4. What is PWV? • PWV = pulse wave velocity –Speed of forward pressure between sites • AS reflects: –Structure –Function • Not homogenous along arterial tree • Most common: aorta –Carotid-femoral
  • 5. PTT = t2 – t1 PWV (m/s) = D / PTT carotid femoral t2 t1 D
  • 6. Contents • What is PWV? • Importance • Measurement Approaches • PWV Selection Considerations • Tips for High Quality Measurements
  • 7. Importance • Why is AS important? • Overview of vascular system • Clinical Importance
  • 8. What is AS? • AS reflects: –Function • Endothelial function –Structure • Vessel wall extracellular matrix
  • 9. Importance • Why is AS important? • Overview of vascular system • Clinical Importance
  • 10. Vascular Anatomy • Intima –Endothelium cells • Medial –Smooth muscle cells –Controls tone • Adventitial (Externa) –Connective tissue –Maintains shape –Numerous nerves
  • 12. Aorta
  • 13. Aorta = Elastic Arteries 13 • Thin walls relative to diameter –Well defined connective tissue • Many elastic fibers – Elastic lamellae • Pressure Reservoir • Propels blood forward –Stretches –Mechanical energy stored –Recoils
  • 14. Why is AS Important? • Vasculature gradually stiffens from ascending aorta to periphery
  • 15. Why is AS Important? • Vasculature gradually stiffens from ascending aorta to periphery • Importance – Consistent blood flow – inc. diastole – Attenuates forward travelling pressure waves – Moderate wave reflection • London 2010. Nephrol Dial Transplant;25(12):3815-23
  • 16.
  • 17. Importance • Why is AS important? • Overview of vascular system • Clinical Importance
  • 18. Clinical Importance • Early in disease progression • Predicts CVD • Normative data
  • 19. Progression of CVD Ter Avest, et al. Clin Sci (Lond); 112, 2007 What is the role of non-invasive measurements of atherosclerosis in individual cardiovascular risk prediction? Ewoud Ter Avest , Anton F H Stalenhoef, Jacqueline de Graaf
  • 20. Predicts CVD • Predicts CV events in a range of patients • Carotid-Femoral Pulse Wave Velocity –Gold standard –1 m/s = 15%↑CVD risk Prediction of cardiovascular events and all-cause mortality with arterial stiffness: a systematic review and meta-analysis Charalambos Vlachopoulos , Konstantinos Aznaouridis, Christodoulos Stefanadis Vlachopoulos, Charalambos et al. JACC; 1318-27, 2010
  • 21. Normative Data • Adults • Children • VascAgeNet
  • 22. • ↑0.2 - 0.7 m/s every 5 y Determinants of Vascular Age: An Epidemiological Perspective Anna M Kucharska-Newton, Lee Stoner, Michelle L Meyer https://doi.org/10.1373/clinchem.2018.287623
  • 23. Cardiometabolic Health and Carotid-Femoral Pulse Wave Velocity in Children: A Systematic Review and Meta-Regression Lee Stoner, PhD , Anna Kucharska-Newton, PhD, Michelle L. Meyer, PhD https://doi.org/10.1016/j.jpeds.2019.10.065
  • 24. Endothelium function dependence of acute changes in pulse wave velocity and flow-mediated slowing Lee Stoner, Keeron Stone, Gabriel Zieff, Jade Blackwell, Jake Diana, Daniel P Credeur, Craig Paterson, Simon Fryer https://doi.org/10.1177/1358863x20926588
  • 25. Contents • What is PWV? • Importance • Measurement Approaches • PWV Selection Considerations • Tips for High Quality Measurements
  • 26. Devices • Tonometry • Oscillometry • Ultrasound • Electrocardiogram • Photoplethysmography • Transcranial doppler • Magnetic resonance imaging
  • 31. Ultrasound Validity and reliability of lower-limb pulse-wave velocity assessments using an oscillometric technique Keeron Stone, Simon Fryer, Elizabeth Kelsch, Kathryn Burnet, Gabriel Zieff, James Faulkner, Daniel Credeur, Danielle Lambrick, Erik D Hanson, Lee Stoner
  • 34. Measurement Path • From carotid to: –Femoral –Ankle –Radial –CAVI • From brachial to –Femoral –Ankle • From ECG to: –Carotid –Femoral –Middle cerebral
  • 35. Carotid vs. Brachial • Carotid-femoral –“Gold-standard” –Normative data • Brachial-femoral –Signal : noise –Ease of use
  • 36. Central pulse wave velocity in neonates: feasibility and comparison to normative data Patricia Pagan Lassalle, Michelle L. Meyer, Kim. A. Boggess & Lee Stoner https://doi.org/10.1038/s41440-020-0489-y
  • 37. Brain Pulse Wave Velocity
  • 38. Contents • What is PWV? • Importance • Measurement Approaches • PWV Selection Considerations • Tips for High Quality Measurements
  • 39. Which PWV Tool? • Internal vs. External Validity • Study Design • Special Populations
  • 40. Internal vs. External Validity • Internal –Degree Δ in DV ascribed to Δ in IV(s) –Treatment → Outcome • External –Generalizability to pop. across setting and time
  • 42.
  • 43.
  • 44. Threat to internal validity Internal Validity Consideration Regression When subjects have been selected on the basis of extreme scores, because extreme (low and high) scores in a distribution tend to move closer to the mean (i.e., regress) in repeated testing Treatment randomization How the intervention is given from one participant to the next Treatment Implementation Not standardizing how the intervention is give from one participant to the next Diffusion or Imitation of Treatment Cross-talk b/w exp and con groups Selection What should be the appropriate control group condition? History Changes over time with longitudinal studies. Is there a carry-over effect? Drop-outs Are those who remain different? Pre-assessment control Prior physical activity & sleep, caffeine, medications & supplements During assessment control Thermo-neutral, noise, meal consumption, fluid replacement, non-stimulatory documentary, movement Instrumentation Precision, accuracy, single-observer, measurement posture, signal interpretation, covariates, repeated testing
  • 46. Measurement Posture • Algorithm validated in supine posture • During orthostasis: –Blood pools –Less venous return –Baroreceptors detect ↓ BP –↑ systemic vascular resistance –No longer examining just arterial stiffness!!!
  • 47. Why Important? • Garbage in = garbage out • Human participants –Ethical & moral considerations
  • 48. Which Tool? • Internal vs. External Validity • Study Design • Special Populations
  • 49. Study Design • Observational • Parallel • RCT • Cross-over • Quasi-experimental
  • 50. Major Considerations Consideration Example Research question Will the tools answer your question? Level of invasiveness Invasive measurements may arouse the participant Subject burden Too many measurements will arouse the participant Measurement time How long will each measurement take? Measurement frequency Too frequent measurement may act as a stimulus Measurement posture Are the measurements validated for use in the measurement posture
  • 51. Which Tool? • Internal vs. External Validity • Study Design • Special Populations
  • 52. Special Population • Women –Pregnant • Certain chronic diseases –Obesity –Stroke –Cancer • Ambulation impaired –Spinal cord injury
  • 53. Pregnant Women • Major source of error = path length • Measurement of pulse distance –Difficult if significant body contours –Vessel tortuosity not accounted
  • 56. Associations between carotid-femoral and heart-femoral pulse wave velocity in older adults: the Atherosclerosis Risk In Communities study Lee Stoner, Michelle L Meyer, Anna Kucharska-Newton, Keeron Stone, Gabriel Zieff, Gaurav Dave, Simon Fryer, Daniel Credeur, James Faulkner, Kunihiro Matsushita, Timothy M Hughes, Hirofumi Tanaka https://doi.org/10.1097/hjh.0000000000002449
  • 57. Contents • What is PWV? • Importance • Measurement Approaches • PWV Selection Considerations • Tips for High Quality Measurements
  • 58. High Quality Measurements • Theoretical • Practical • Device
  • 59. Theoretical • Good research question • Know your confounders • Theoretical model
  • 60. High Quality Measurements • Theoretical • Practical • Device
  • 61. Practical • Data collection sheet • Know your anatomy • Quality waveforms
  • 63. Quality Data 1. Signal strength 2. Clear upstroke 3. Detection of foot
  • 64. High Quality Measurements • Theoretical • Practical • Device
  • 65. Device • Practice, practice, practice • Know device assumptions • Training
  • 66. Training • Within-day reliability –Acceptable = >0.90 • Between-day reliability –Acceptable = >0.75 • Between-observer reliability –Acceptable = >0.75
  • 67. Quality Control • Initial –Review first 4 PWV records –Quality grading score & feedback –Will not be inc. if quality subpar • Ongoing –Random sample of 20 scored per month –Re-training if ≥2 low records
  • 68. Summary: Quality • Theoretical –Research question –Theoretical model –Confounders • Practical –Data collection sheet –Know your anatomy –Quality waveforms • Device –Path length –Device assumptions –Training
  • 69. What Did We Learn? • What is PWV? • Importance • Measurement Approaches • PWV Selection Considerations • Tips for High Quality Measurements
  • 70. Thank you! Stoner: stonerl@email.unc.edu Zieff: gzieff@live.unc.edu Lab: unc-cml.weebly.com RG: researchgate.net/lab/UNC-Cardiometabolic-Lab-Lee-Stoner
  • 71. Gabriel Zieff, MA Doctoral Candidate Exercise and Sport Science University of North Carolina at Chapel Hill Lee Stoner, PhD, MPH Assistant Professor Exercise and Sport Science University of North Carolina at Chapel Hill Thank you for participating! CLICK HERE to learn more and watch the webinar