The effect of local mild cold exposure on pulse transit time
Abstract
Pulse transit time (PTT) is a simple, noninvasive technique which shows great promise in the continuous monitoring of blood pressure and the assessment of arterial stiffness, and has potential applications in wearable healthcare devices. Usually, PTT is measured from the electrocardiogram (ECG) R-wave to a characteristic point on the peripheral pulse by photoplethysmography. However, peripheral blood circulation is sensitive to local temperature variation. This study investigated the effect of mild cold exposure on PTT by immersing one finger into cold water. The photoplethysmographic (PPG) signals were recorded from the cooled and adjacent uncooled fingers. The significant change in dc and ac amplitudes of the PPG pulse indicates that the mild cold exposure has a substantial effect on finger blood circulation. Three measurements of PTT were performed by calculating the time delay from the ECG R-wave to three different characteristic points on the PPG pulse, namely, the foot (PTT1), the point on the rising limb with maximal slope (PTT2) and the peak (PTT3), respectively. PTT3 was found to be easily subject to waveform distortion. Significant changes in the difference of PTT1 and PTT2 between two fingers were observed after a 5 min recovery period. The changes in PTT1 and PTT2 on the reference finger also showed close correlation (r = -0.77 and r = -0.80, p < 0.001) with the changes in SBP after recovery, whereas those measured on the test finger have low correlation (r = -0.53 and r = -0.38, p > 0.15). The results suggest that mild cold exposure may have a delay effect on PTT due to cold-induced vasodilatation and could be a potential source of error. The effect of cold exposure should be carefully examined, especially when PTT that includes a large portion of rising time of peripheral pulse is applied.
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Significant changes in DC and AC amplitudes of the PPG pulse indicate that mild cold exposure has a substantial effect on finger blood circulation.
“Significant changes in DC and AC amplitudes of the PPG pulse indicate that the mild cold exposure has a substantial effect on finger blood circulation.”
From Sources of inaccuracy in photoplethysmography for continuous cardiovascular monitoring (2021) · cites this paper as [159]
PPG reproducibility is affected by cold exposure and acclimatization after middle finger submersion in 9 ± 2 °C water for 2 min.
“Zhang et al. demonstrated how PPG reproducibility is affected by cold exposure and acclimatization after middle finger submersion in 9 ± 2 °C water for 2 min and comparison with index finger as a reference [159].”
From Sources of inaccuracy in photoplethysmography for continuous cardiovascular monitoring (2021) · cites this paper as [159]
Cites
Laurent, S., Boutouyrie, P., Asmar, R., Gautier, I., Laloux, B., Guize, L., Ducimetiere, P., & Benetos, A. (2001) · Hypertension · doi:10.1161/01.hyp.37.5.1236 · Cited by 3,856 · see citing works
Systolic Time Intervals in Heart Failure in Man
WEISSLER, A. M., HARRIS, W. S., & SCHOENFELD, C. D. (1968) · Circulation · doi:10.1161/01.cir.37.2.149 · Cited by 1,217 · see citing works
Reproducibility of pulse wave velocity and augmentation index measured by pulse wave analysis
Wilkinson, I. B., Fuchs, S. A., Jansen, I. M., Spratt, J., Murray, G. D., Cockcroft, J. R., & Webb, D. J. (1998) · Journal of Hypertension · doi:10.1097/00004872-199816121-00033 · Cited by 921 · see citing works
Fifteen years experience with finger arterial pressure monitoring: assessment of the technology
Imholz, B. P. M. (1998) · Cardiovascular Research · doi:10.1016/s0008-6363(98)00067-4 · Cited by 837 · see citing works
THE BLOOD SUPPLY OF VARIOUS SKIN AREAS AS ESTIMATED BY THE PHOTOELECTRIC PLETHYSMOGRAPH
Hertzman, A. B. (1938) · American Journal of Physiology-Legacy Content · doi:10.1152/ajplegacy.1938.124.2.328 · Cited by 455 · see citing works
Pulse transit time: an appraisal of potential clinical applications
Smith, R., ARGOD, J., Pépin, J., & Levy, P. A. (1999) · Thorax · doi:10.1136/thx.54.5.452 · Cited by 318 · see citing works
Pulse Transit Time as an Indicator of Arterial Blood Pressure
Geddes, L. A., Voelz, M. H., Babbs, C. F., Bourland, J. D., & Tacker, W. A. (1981) · Psychophysiology · doi:10.1111/j.1469-8986.1981.tb01545.x · Cited by 293 · see citing works
Noninvasive Assessment of the Digital Volume Pulse
Millasseau, S., Guigui, F. G., Kelly, R. P., Prasad, K., Cockcroft, J., Ritter, J. M., & Chowienczyk, P. (2000) · Hypertension · doi:10.1161/01.hyp.36.6.952 · Cited by 292 · see citing works
Finger cold-induced vasodilation: a review
Daanen, H. A. M. (2003) · European Journal of Applied Physiology · doi:10.1007/s00421-003-0818-2 · Cited by 290 · see citing works
Pre‐ejection Period: Measuring Beta‐adrenergic Influences Upon the Heart
Newlin, D. B., & Levenson, R. W. (1979) · Psychophysiology · doi:10.1111/j.1469-8986.1979.tb01519.x · Cited by 275 · see citing works
Pulse Wave Velocity as a Measure of Blood Pressure Change
Gribbin, B., Steptoe, A., & Sleight, P. (1976) · Psychophysiology · doi:10.1111/j.1469-8986.1976.tb03344.x · Cited by 227 · see citing works
The difference in pulse transit time to the toe and finger measured by photoplethysmography
Nitzan, M., Khanokh, B., & Slovik, Y. (2001) · Physiological Measurement · doi:10.1088/0967-3334/23/1/308 · Cited by 218 · see citing works
Manual of Psycho-Physiological Methods
Welford, N. T., Venables, P. H., & Martin, I. (1968) · The American Journal of Psychology · doi:10.2307/1420829 · Cited by 215 · see citing works
Measurements of Young's Modulus of Elasticity of the Canine Aorta with Ultrasound
Hughes, D. J., Babbs, C. F., Geddes, L. A., & BOURLAND, J. D. (1979) · Ultrasonic Imaging · doi:10.1177/016173467900100406 · Cited by 189 · see citing works
Changes in Pulse Transit Time and Pulse Rate as Markers of Arousal from Sleep in Normal Subjects
Pitson, D., Chhina, N., Knijn, S., van Herwaaden, M., & Stradling, J. R. (1994) · Clinical Science · doi:10.1042/cs0870269 · Cited by 172 · see citing works
The effect of contacting force on photoplethysmographic signals
Teng, X. F., & Zhang, Y. T. (2004) · Physiological Measurement · doi:10.1088/0967-3334/25/5/020 · Cited by 171 · see citing works
Self-citationPitson, D., Sandell, A., van den Hout, R., & Stradling (1995) · European Respiratory Journal · doi:10.1183/09031936.95.08101669 · Cited by 167 · see citing works
Validation of a device to measure arterial pulse wave velocity by a photoplethysmographic method
Loukogeorgakis, S., Dawson, R., Phillips, N., Martyn, C. N., & Greenwald, S. E. (2002) · Physiological Measurement · doi:10.1088/0967-3334/23/3/309 · Cited by 164 · see citing works
Effects of peripheral vasoconstriction on the measurement of blood pressure in a finger
Wesseling, K. H., Settels, J. J., van der Hoeven, G. M. A., Nijboer, J. A., BUTIJN, M. W. T., & Dorlas, J. C. (1985) · Cardiovascular Research · doi:10.1093/cvr/19.3.139 · Cited by 164 · see citing works
Pulse Transit Time: Relationship to Blood Pressure and Myocardial Performance
Obrist, P. A., Light, K. C., McCubbin, J. A., Hutcheson, J. S., & Hoffer, J. L. (1979) · Psychophysiology · doi:10.1111/j.1469-8986.1979.tb02993.x · Cited by 153 · see citing works
The Agenda of Wearable Healthcare
Tröster, G. (2005) · Yearbook of Medical Informatics · doi:10.1055/s-0038-1638446 · Cited by 109 · see citing works
Pollak, M. H., & Obrist, P. A. (1983) · Psychophysiology · doi:10.1111/j.1469-8986.1983.tb00895.x · Cited by 94 · see citing works
Ochiai, R., Takeda, J., Hosaka, H., Sugo, Y., Tanaka, R., & Soma, T. (1999) · Journal of Clinical Monitoring and Computing · doi:10.1023/a:1009950731297 · Cited by 58 · see citing works
Young, C. C., Mark, J. B., White, W. D., DeBree, A., Vender, J. S., & Fleming, A. J. (1995) · The Journal of Clinical Monitoring · doi:10.1007/bf01617519 · Cited by 56 · see citing works
Cankar, K., Finderle, Ž., & Štrucl, M. (2000) · Journal of Vascular Research · doi:10.1159/000025729 · Cited by 50 · see citing works
Effect of local warming on hand and finger artery blood velocities
Bergersen, T. K., Eriksen, M., & Walløe, L. (1995) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.1995.269.2.r325 · Cited by 39 · see citing works
The vasomotor components in the vascular reactions in the finger to cold
Hertzman, A. B., & Roth, L. W. (1942) · American Journal of Physiology-Legacy Content · doi:10.1152/ajplegacy.1942.136.4.669 · Cited by 39 · see citing works
Hahn, M., Hahn, C., Jünger, M., Steins, A., Zuder, D., Klyscz, T., Büchtemann, A., Rassner, G., & Blazek, V. (1999) · Microvascular Research · doi:10.1006/mvre.1998.2130 · Cited by 33 · see citing works
Non-invasive physiological measurement
(1985) · Comparative Biochemistry and Physiology Part A Physiology · doi:10.1016/0300-9629(85)90527-4 · Cited by 20 · see citing works
Equipment for continuous measurements of pulse wave velocities
Weinman, J., & Sapoznikov, D. (1971) · Medical & Biological Engineering & Computing · doi:10.1007/bf02474741 · Cited by 18 · see citing works
Continuous mean arterial pressure measurement in the fingers: The influence of local arm cooling
Raamat, R., Jagomägi, K., Talts, J., Länsimies, E., Jurvelin, J. S., & Kolari, P. J. (2001) · Medical & Biological Engineering & Computing · doi:10.1007/bf02345150 · Cited by 15 · see citing works
Sapoznikov, D., Weinman, J., & ELIAKIM, M. (1974) · PubMed · Cited by 8 · see citing works
EFFECT OF RAPID DISTENSION OF LARGE ARTERIES AND VEINS ON THE VASCULAR TONE OF THE FINGERS
Heyman, F., & Ahlberg, N. E. (1968) · Acta Medica Scandinavica · doi:10.1111/j.0954-6820.1968.tb10487.x · Cited by 7 · see citing works
Effect of peripheral vasoconstriction on the beat-to-beat measurement of finger blood pressure
Raamat, R., Talts, J., Jagomägi, K., & Kingisepp, P. (2002) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2000.900579 · Cited by 4 · see citing works
Radial artery pulse change during cold pressor test
Mun, K. W., & Soh, K. (2005) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2001.1018894 · Cited by 2 · see citing works
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Teng, X.-F., Zhang, Y.-T., Poon, C. C. Y., & Bonato, P. (2008) · IEEE Reviews in Biomedical Engineering · doi:10.1109/rbme.2008.2008248 · Cited by 310 · see citing works
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Scardulla, F., Cosoli, G., Spinsante, S., Poli, A., Iadarola, G., Pernice, R., Busacca, A., Pasta, S., Scalise, L., & D’Acquisto, L. (2023) · Measurement · doi:10.1016/j.measurement.2023.113150 · Cited by 120 · see citing works
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Batchelder, P. B., & Raley, D. M. (2007) · Anesthesia & Analgesia · doi:10.1213/01.ane.0000268495.35207.ab · Cited by 62 · see citing works
Chan, G. S. H., Middleton, P. M., Celler, B. G., Wang, L., & Lovell, N. H. (2007) · Journal of Clinical Monitoring and Computing · doi:10.1007/s10877-007-9086-8 · Cited by 62 · see citing works
Kim, S., Song, J., Park, J.-H., Kim, J., Park, Y., & Hwang, G. (2012) · Anesthesia & Analgesia · doi:10.1213/ane.0b013e318270a6d9 · Cited by 54 · see citing works
Wang, L., Poon, C. C. Y., & Zhang, Y. (2010) · Physiological Measurement · doi:10.1088/0967-3334/31/5/008 · Cited by 33 · see citing works
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Bak, Y., Kim, S., Kwon, J. H., Shin, Y. J., Kim, Y. W., Lee, T.-Y., Jeong, S. Y., Jeong, J.-Y., Kwon, S. J., Cho, E.-S., et al. (2025) · Chemical Engineering Journal · doi:10.1016/j.cej.2025.167217 · Cited by 10 · see citing works
Gielen, J., Oost, N. C. V., Debard, G., Sels, R., Witte, N. A. J. D., Colman, T., Bonroy, B., & Aerts, J. (2026) · JMIR Formative Research · doi:10.2196/85186 · Cited by 8 · see citing works
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Kim, S. M., Lee, J., Lee, S., & Park, S. (2011) · International Journal of Precision Engineering and Manufacturing · doi:10.1007/s12541-011-0018-7
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- Authors
- Zhang, X.-Y., & Zhang, Y.-T.
- Affiliations
- Chinese University of Hong Kong (HK)
- ORCID
- Zhang, Yuan-Ting
- Venue
- Physiological Measurement
- Publisher
- IOP Publishing
- Published
- 2006-05-10
- Volume
- 27
- Issue
- 7
- Pages
- 649-660
- ISSN
- 0967-3334 (ISSN-L)
- 1361-6579
- OpenAlex
- W2117351970
- Cited by
- 40
- References
- 35
- Citations by year
- 2026: 1 · 2025: 1 · 2024: 2 · 2023: 3 · 2022: 1 · 2021: 2 · 2020: 2 · 2019: 1 · 2018: 1 · 2017: 1 · 2016: 1 · 2015: 4 · 2013: 1 · 2012: 2
- FWCI
- 3.58
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Physiological Measurement (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiovascular Health and Disease Prevention
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Keywords
- pulse transit time, photoplethysmography, arterial stiffness, blood pressure monitoring, cold-induced vasodilatation, measurement error, wearable healthcare devices, peripheral pulses
- MeSH terms
- Adult, Blood Circulation Time, Body Temperature, Cold Temperature, Female, Fingers, Heart Rate, Humans, Male, Monitoring, Physiologic, Signal Processing, Computer-Assisted, Vasoconstriction, Vasodilation, Photoplethysmography
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