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rwave

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of Journal Clinical Monitoring and Computing (2004) 18: 333342 C Springer 2005 PULSE TRANSIT TIME BY R-WAVE-GATED INFRARED PHOTOPLETHYSMOGRAPHY: REVIEW OF THE LITERATURE AND PERSONAL EXPERIENCE Jochanan E. Naschitz, MD,1 Stanislas Bezobchuk, MD,1 Renata Mussafia-Priselac, MD,1 Scott Sundick, MD,1 Daniel Dreyfuss, MD,1 Igal Khorshidi, MD,1 Argyro Karidis, MD,1 Hagit Manor, MD,1 Mihael Nagar, MD,1 Elisabeth Rubin...

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of Journal Clinical Monitoring and Computing (2004) 18: 333342 C Springer 2005 PULSE TRANSIT TIME BY R-WAVE-GATED INFRARED PHOTOPLETHYSMOGRAPHY: REVIEW OF THE LITERATURE AND PERSONAL EXPERIENCE Jochanan E. Naschitz, MD,1 Stanislas Bezobchuk, MD,1 Renata Mussafia-Priselac, MD,1 Scott Sundick, MD,1 Daniel Dreyfuss, MD,1 Igal Khorshidi, MD,1 Argyro Karidis, MD,1 Hagit Manor, MD,1 Mihael Nagar, MD,1 Elisabeth Rubin Peck, MD,1 Shannon Peck, MD,1 Shimon Storch, MD,2 Itzhak Rosner, MD,3 and Luis Gaitini, MD4 Naschitz JE, Bezobchuk S, Mussafia-Priselac R, Sundick S, Dreyfuss D, Khorshidi I, Karidis A, Manor H, Nagar M, Peck ER, Peck S, Storch S, Rosner I, and Gaitini L. Pulse Transit Time by R-wave-gated Infrared Photoplethysmography: Review of the Literature and Personal Experience. J Clin Monit 2004; 18: 333342 ABSTRACT. Objective. Pulse transit time (PTT) is the time it takes a pulse wave to travel between two arterial sites. A relatively short PTT is observed with high blood pressure (BP), aging, arteriosclerosis and diabetes mellitus. Most methods used for measuring the PTT are cumbersome and expensive. In contrast, the interval between the peak of the R-wave on the electrocardiogram and the onset of the corresponding pulse in the finger pad measured by photoplethysmography can be easily measured. We review herein the literature and impart the experience at our institution on clinical applications of R-wave-gated photoplethysmography (RWPP) as measurement of PTT. Methods. The MEDLINE data base on clinical applications of RWPP was reviewed. In addition, studies performed in the author's institution are presented. Results. When used as a surrogate for beatto-beat BP monitoring, RWPP did not meet the level of accuracy required for medical practice (two studies). RWPP produced accurate and reproducible signals when utilized as a surrogate for intra-thoracic pressure changes in obstructive sleep apnea, as well as BP arousals which accompany central sleep apnea (five studies). In estimation of arterial stiffness, RWPP was unsatisfactory (one study). In assessment of cardiovascular reactivity, abnormal values of RWPP were noted in autonomic failure (one study), while disease-specific reactivity patterns were identified utilizing a method involving RWPP (two studies). Conclusions. In clinical practice, sleep-apnea may be accurately monitored by R WPP. RWPP seems to reflect autonomic influences and may be particularly well-suited for the study of vascular reactivity. Thus, further descriptions of disease-specific cardiovascular reactivity patterns may be possible with techniques based on RWPP. Other clinical uses of RWPP are investigational. KEY WORDS. infrared photoplethysmography, blood pressure measurement, arterial stiffness, sleep apnea, dysautonomia. INTRODUCTION From the 1 Departments of Internal Medicine A, 2 Nephrology, 3 Rheumatology, and 4 Anesthesiology, Bnai-Zion Medical Center and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel. Received 26 April, 2004, and in revised form 17 August, 2004. Accepted for publication 1 October, 2004. Address correspondence to Jochanan E. Naschitz, MD, Department of Internal Medicine A, Bnai Zion Medical Center, Haifa 31048, P.O. Box 4940, Israel. E-mail: naschitz@tx.technion.ac.il. Pulse transit time (PTT) refers to the time it takes a pulse wave to travel between two arterial sites [1, 2]. The speed at which the arterial pressure wave travels is directly proportional to blood pressure (BP). With an acute rise in BP, vascular tone increases the arterial wall becomes stiffercausing the PTT to shorten. In contrast, when the BP falls there is relaxation of vascular tone and the PTT increases [14]. In addition, arteries stiffen with age, arteriosclerosis and diabetes mellitus, also resulting in a shortening of the PTT [59]. Several methods have been used to measure the PTT, most commonly Doppler ultrasound, aplanation tonometry and photoplethysmography [3, 1013]. Doppler 334 Journal of Clinical Monitoring and Computing Vol 18 Nos 56 2004 ultrasound and tonometry can detect the pulse pressure within the artery, permitting the measurement of the PTT between two points of an arterial section. These methods are limited by noise and imprecise estimation of the distance between two arterial sites [14]. Photoplethysmography (PPG) utilizes an infrared optical transducer which produces a signal associated with the change in the volume of red blood cells in the microvascular bed with each pulse. This signal is induced by the combined volume and flow changes in the most superficial layers of the skin, approximately of 1 mm thickness [15, 16]. The main sites where the PPG signal can be obtained are the tissue pads of the ears, fingers and toes [13]. The equipment needed is commercially available, relatively cheap, and portable [1]. Detailed descriptions of instruments, filters, methods for signal smoothening to attain noise reduction, data storing, and data processing can be found in the literature [1, 2, 17, 18]. The interval between the peak of the R-wave on the electrocardiogram and the onset of the corresponding PPG pulse can serve as a measurement of PTT. This method was called by us `R-wave-gated photoplethysmography' (RWPP). To demarcate the arrival of the pulse wave, either the foot of the systolic increase of the signal, the 25%, 50% or the maximum height of the pulse wave is identified, depending on which equipment is used [1, 2, 19, 20]. Strictly speaking, such measurements cannot provide the pulse wave velocity, since the pulse velocity changes along the arterial conduit as wall thickness and diameter varies [2, 21]. Nevertheless, it has been suggested that the simplicity of its measurement could make the R WPP a useful investigational tool [1, 1719]. In the present study we review the literature on clinical applications of R WPP and summarize our experience in its use. METHODS The technique of R-wave-gated infrared photoplethysmography (R WPP) as utilized in our institution has been described in detail elsewhere [22, 23]. Testing was conducted from 8:00 to 11:00 a.m. in a quiet environment and at a constant room temperature of 2225 C. The patients were restricted from smoking and caffeine ingestion 6 h prior to the examination. Intake of food and medications with sympathomimetic activity was prohibited on the morning of study. The subject were supine, the right forearm and hand supported by a cast and suspended with a sling around their neck, the fingers pointed to the midaxillary line at the level of the fourth intercostal space. The electrocardiogram (ECG) and photoplethysmography (PPG) were recorded on a Datex-Engstrom CardiocapTM II instrument (Datex Instrumentation Corporation, Helsinki, Finland) connected to the Biopac MP 100 data acquisition system (Biopac, Santa Barbara). The photoelectric sensor of the PPG was placed on the distal phalanx of the second or third finger. The hand was held in a relaxed semi-open position, with the palm turned downward, and fixed with adhesive strips, taking care not to apply pressure to the PPG transducer. The CardiocapTM II operates with two light-emitting diodes, producing beams at red and infrared frequencies (660 and 940 nm, respectively) on one side and a sensitive photodetector on the other side. The emitting diodes work in sequence. The light absorbed by nonpulsatile tissues is constant. The non-constant absorption is the result of arterial pulsation. The sensitive photodetector generates a voltage proportional to the transmitted light. Very low power is necessary to obtain a satisfactory signal and no appreciable heating is produced by the emitter. In addition, the receiver is almost insensible to ambient light. The PTT is automatically computed on the AcqKnowledge software and the tracings are continuously displayed on the computer screen. The computer program identifies the PTT as the time interval between the peak of the electrocardiographic R-wave and the peak of the pressure wave at the finger, as measured by PPG. A sample rate of 500 data points per second provided 1/500 Hz resolution for the HR and PTT measurements. A typical RWPP tracing is shown in Figure 1. Clinically relevant changes in BP are usually associated with concomitant changes in the PTT. Specifically, a rise in BP is associated with shortening in PTT over several cardiac cycles and a lasting drop in BP is associated with lengthening in PTT over several cardiac cycles, as illustrated. We utilized the term 'tall cluster' to describe grouped spikes of PTT (increased PTT) that were usually associated with hypotensive events. Recognition of artifacts represents a major difficulty in R WPP measurement [1]. Artifacts are almost always due to interference with the photoplethysmographic signal at the finger but can also occur when chest wall movement disturbs the ECG recordings. Such artifacts are best screened out by manual signal scoring. But when automatic scoring is used, spurious interpretation may result [1]. Brief deliberate finger movements produce isolated, tall PTT spikes, while or clusters of tall PTT spikes (`tall clusters') occur when movements are repeated and prolonged. Tall clusters are also produced by applying external compression on the transducer, by defective transducer attachment, or when the transducer is disconnected. These artifacts can be avoided only partially by adequate support of the patient's hand and forearm and by securing the finger and transducer to the supporting cast. In our experience with the method as utilized in our laboratory, PTT less than 0.2 s in normotensive subjects usually Naschitz et al: Pulse Transit Time by R-Wave-Gated Infrared Photoplethysmography 335 Fig. 1. A lasting drop in BP is associated with a concomitant increase in PTT over several cardiac cycles. represents artifacts induced by finger movements. PTT values greater than 0.4 s are likely artifacts, when occurring singly or in couplets, but usually express an authentic decrease in BP when occurring in clusters of five or more spikes. RESULTS RWPP as a surrogate for beat-to-beat BP changes R WPP has been studied for its value as a BP surrogate in monitoring changes during treadmill electrocardiography, with acceptable results in one study [24]. In another study [25], RWPP served as a surrogate for beat-to-beat BP in monitoring critically ill infants and children, showing good correlation with systolic BP (r = 0.73). Correlation was poorer with mean BP (r = 0.68) and diastolic BP (r = 0.61). In this latter work, RWPP as a surrogate for BP has not met the standard of accuracy required for clinical usage. We evaluated RWPP as a surrogate BP measure in the recognition of hypotensive events during the head-up tilt test. The plethysmogram was recorded from the second or third finger of the right hand while BP was measured on the left arm with the aid of a mercury column sphygmomanometer [26]. Corresponding to each BP measurement, an average of 1020 successive PTT values were recorded. Their average value was calculated and referred to the concurrent BP. Two-hundred and sixty paired PTT and BP values were analyzed. The average PTT value was 0.28 s (SD = 0.065), the average systolic BP was 123 mmHg (SD = 21 mmHg), and the average diastolic BP was 78 mmHg (SD = 14 mmHg). There was a significant inverse correlation between PTT and systolic BP ( p = 0.0013) Review of the literature Publications were reviewed for the following applications of R WPP: 1) As a surrogate for beat-to-beat monitoring of the BP; 2) In diagnosis and monitoring of sleep apnea; 3. For assessment of cardiovascular reactivity; 4) In estimation of arterial stiffness. The following index terms were searched in the MEDLINE data base: `infra-red photoplethysmography' in combination with each one of the following: `blood pressure', `head-up tilt', `Valsalva maneuver', `ergometry', `exercise stress test', `sleep apnea', `cardiovascular reactivity', `baroreflex', `autonomic nervous', `dysautonomia', `neuropathy', `arterial stiffness', `arterial compliance', `pulse transit time' or `pulse wave velocity'. The reference standard to which R WPP measurements were compared varied according to the clinical situations and included intra-arterial BP measurement, manual BP measurement by mercury column sphygmomanometry, beat-to-beat BP with the Finapress instrument, pulse wave velocity by aplanation tonometry or intra-esophageal pressure. 336 Journal of Clinical Monitoring and Computing Vol 18 Nos 56 2004 and between PTT and diastolic BP ( p < 0.0001). In individual readings, however, BP changes were not consistently associated with PTT changes. Thus, a drop in systolic BP by 30 mmHg or greater was not consistently associated with the expected proportional lengthening in PTT. Instead, the PTT change was in the range -5 to +320%. In a subsequent study, we evaluated the value of PTT `tall clusters' in predicting hypotensive events on head-up tilt. The PTT recordings of 100 consecutive patients who underwent a head-up tilt test for suspected neurally mediated syncope were analyzed by observers blinded to the patients' BP data. `Tall clusters' were defined when three criteria were met: a) PTT amplitude exceeded 0.4 s; b) five or more such tall spikes occurred during a 15 s interval; c) heart rate exceeded 20 beats per minute during the spike cluster (for the purpose of excluding periods of asystole). Twenty-four patients developed hypotensive events during tilt with `tall clusters' seen on PTT tracings in 13. Thus, the sensitivity of `tall clusters' for hypotensive events was only 42%, wholly unsatisfactory, despite a specificity of 96%. Digital photoplethysmography has also been used as a surrogate for beat-to-beat BP changes during the Valsalva maneuver, demonstrating a striking similarity to invasively recorded arterial BP [27]. During the Valsalva strain, intrathoracic pressure is voluntarily increased to 40 mmHg with consequent decrease in venous return as well as in BP. Occurrence of severe hypotension in this setting is prevented by reflex arteriolar constriction. In cases of autonomic failure this reflex is abolished and a severe drop in BP may ensue. Monitoring BP changes during the Valsalva maneuver is typically performed with a Finapress volume clamp instrument [28]. We used the R WPP method instead. Occurrence of `tall clusters' at the end of the Valsalva strain phase indicated a persistent fall in BP, characteristic of sympathetic vasoconstrictor failure (Figure 2). At this point, the use of PTT as a surrogate for beat-to-beat BP during the Valsalva maneuver must still be considered experimental and requires further validation. Recently, Chen and associates [20] designed a computer program that specifically processes the high frequency domain of the RWPP in order to track the systolic BP. Intermittent calibration of the instrument with oscillometric BP measurements permitted accurate estimates of the systolic BP based on RWPP data. By this method, the correlation coefficient of estimated and invasively measured systolic BP was 0.97 (SD = 0.02) in the 20 patients studied [20]. Confirmatory studies, each evaluating a few patients, produced similarly good results [29]. Recently, Chen's device has been incorporated into the Collin Press-Mate advantage r monitor with the `Haste' algorithm (Colin Co., Japan) and is commercially available. Fig. 2. Occurrence of `tall clusters' at the end of Valsalva strain in a patient with autonomic failure. Naschitz et al: Pulse Transit Time by R-Wave-Gated Infrared Photoplethysmography 337 Diagnosing sleep apnea When an individual carries out an inspiratory effort against a threshold valve, negative intra-thoracic pressure develops and the BP decreases, accompanied by lengthening of the PTT [30]. In a similar manner, patients with obstructive sleep apnea episodically develop a negative intra-thoracic pressure during their hypopneic/apneic episodes, during which the PTT lengthens progressively [1, 3133]. In contrast, in central apnea arousal from sleep occurs, associated with a sudden rise in BP and decrease in PTT. Accordingly, clusters of tall PTT spikes are markers of obstructive sleep apnea while sustained decreases in PTT over 5 or more pulse cycles are markers of central sleep apnea [3335]. By recognizing these two patterns on RWPP tracings, apneic episodes can be consistently tracked and obstructive sleep apnea can be clearly distinguished from central sleep apnea with 95% inter-observer agreement [34]. Thus, R WPP lends itself to domiciliary use in the assessment of patients with disturbed sleep, offering a number of advantages over more conventional sleep-monitoring methods [1]. Table 1. PTT measurement by RWPP in healthy young subjects versus elderly patients presenting overt atherosclerotic cardiovascular vascular disease (ASCVD) Patient characteristics Age (years) Gender: F/M Height (cm) Sitting systolic BP (mmHg) Sitting diastolic BP (mmHg) Sitting heart rate (bpm) RWPP right toe (s) RWPP left toe (s) Healthy (n = 20) 34.04 (7.4) 12/8 170.2 (6.5) 110 (13.6) 67.1 (8.5) 79.7 (12.4) ASCVD (n = 40) 70.9 (10.7) 21/19 167.3 (9.4) 128.4 (19.5) 73.2 (9.3) 73.4 (15.6) p value <0.0001 NS NS 0.0021 0.0399 NS 0.348 (0.02) 0.331 (0.034) NS 0.344 (0.022) 0.326 (0.035) NS Note. ASCVD: atherosclerotic cardiovascular disease. Values in parentheses represent standard deviation. Evaluation of arterial stiffness Arterial stiffness increases with age, diabetes mellitus, hypercholesterolemia, hypertension and end-stage renal disease [36]. Since changes in arterial stiffness may precede the clinical manifestations of cardiovascular disease, indices of arterial stiffness may be utilized to monitor the preclinical progression of arteriolosclerosis [37]. Several techniques have been applied to this end: ultrasound [38] or magnetic resonance imaging [39] are used to record serial images of the arterial lumen. The difference between the maximum and the minimum arterial lumen during the cardiac cycle is considered to reflect the difference between the maximum and minimum BP along the cycle. Based on these measurements, an equation is derived to compute the arterial stiffness. Aplanation tonometry [10] is used to record pressures at the radial or carotid arteries and estimate the systemic arterial stiffness. Arterial stiffness can also be derived from measurements of the PTT. Invasive or noninvasive methods are used to measure either flow or pressure waves. Readings are taken at two separate sites or by gating separate recordings to the R-wave of the electrocardiogram. This technique has been validated, confirmed to be reproducible and has been widely employed in research [18, 37, 40]. The relative inaccessibility of central arteries stands as alimitation of this methodology, frequently necessitating the surrogate use of adjacent superficial arteries. We compared measurements of R WPP at fingers and toes in 20 young healthy subjects with those performed in 40 patients with atherosclerotic cardiovascular disease (Naschitz et al., personal communication). The latter group included subjects with one ore more of the following: arterial hypertension (n = 26), myocardial infarction (n = 21), intermittent claudication of the calves (n = 6), ischemic stroke (n = 9). Results of the PTT measurements by R WPP are shown in Table 1. As seen, values did not differ significantly the between groups. These data, then, do not support a role for RWPP as a marker of arteriosclerosis. These results are in line with other studies which have shown that the pulse wave velocity correlates better with age and atherosclerosis than does RWPP [18, 41]. Study of cardiovascular reactivity Spontaneous fluctuations in HR and BP are attributed to autonomic nervous system influences [42, 43]. In the same way, the PPG signal may be influenced by autonomic nervous activity. Consistency between fluctuations of the power spectra of HR and BP and finger photoplethysmography signals has been demonstrated [4447]. The head-up tilt test (HUTT) has been widely used in the assessment of autonomic function [47]. The fast response of BP and HR to acute stimuli is under autonomic nervous control and thus BP and HR measurements during orthostatic challenge can be used as one measure of cardiovascular autonomic activity, providing there is no evidence of organic heart disease, venous insufficiency or hypovolemia [47]. By applying the head-up tilt test to the study of autonomic function in a group of patients with chronic 338 Journal of Clinical Monitoring and Computing Vol 18 Nos 56 2004 fatigue syndrome, a disease-specific cardiovascular reactivity pattern was discerned in the large majority. This observation was made possible by use of a new technique for analysis of the cardiovascular signals [48, 49]. Successive improvements of the technique led to development of the `Fractal & Recurrence Analysis-based Score' (FRAS) [22, 23]. The FRAS includes data acquisitioning of HR and the R WPP on a beat-to-beat basis during 10 min of recumbence and an additional 600 cardiac cycles of headup tilt, i.e. 510 min. Such a short tilt is usually better tolerated than the 30 min required for the standard HUTT. Next, HR and PTT time-series are processed by image analysis methods (Figures 3 and 4). Multivariate analysis is used to derive independent predictors of the cardiovascular reactivity in a patient group against comparison groups. Based on these predictors, an equation is formulated to calculate a linear discriminant score (DS) which characterizes the study group. The R WPP data proved indispensable to the definition of specific cardiovascular reactivity pat- terns. When the FRAS was applied to differentiate the cardiovascular reactivity of chronic fatigue syndrome patients from other populations, two RWPP variables along with three HR variables were found to be independent predictors of the cardiovascular reactivity in the chronic fatigue syndrome group [22]. Similarly, RWPP was vital to the description of disease-specific cardiovascular reactivity patterns in neurally mediated syncope [50] (Figure 5). Attempt to rely solely on HR and intermittent BP measurements, without use of RWPP, to define disease-specific cardiovascular reactivities were not successful (Naschitz et al., personal communication). DISCUSSION The speed at which the arterial pressure wave travels is directly proportional to the BP. Thus, the hypothesis has been advanced that measurement of the PTT could serve as an Fig. 3. Processing PTT time series by the method of fractal analysis. The external data source was a series of 500 consecutive PTT measurements and served to compute the fractal dimension (FD). Three methods for computing the FD are illustrated, the R/S, roughness-length and variogram. Each method produced a different result. By multivariate analysis, FD best as independent predictor of the patients' cardiovascular reactivity was identified. Naschitz et al: Pulse Transit Time by R-Wave-Gated Infrared Photoplethysmography 339 Fig. 4. Recurrence analysis: the external data source of PTT measurements (previously shown in Fig. 3) was assessed by the method of recurrence analysis. The visual recurrence plot in this figure permits easy recognition of the change in pattern that occurred when the patient was tilted. Subsequent quantitative analysis of the plot identified numerical measures of the PTT variability (not shown here). Fig. 5. A discriminant score (DS) cut-off >-0.27 differentiated FMF from all other patients with 88% sensitivity and 90.1% specificity. Based on the methods of fractal and recurrence quantitative analysis of HR and PTT, the DS was set to recognize the cardiovascular reactivity in FMF patients as against the reactivity in a mixed group of control patients. FMF Familial Mediterranean Fever (n = 17), CFS chronic fatigue syndrome (n = 20), F non-CFS fatigue (n = 15), SY neurally mediated syncope (n = 21), PSOR psoriatic arthritis (n = 19), H healthy (n = 20). estimate for the BP. Among several methods available to measure the PTT, R WPP is cheap, technically undemanding and accessible in the setting of a general hospital. We reviewed the literature and the experience at our institution on clinical applications of R WPP. R WPP applied as a surrogate for beat-to-beat BP monitoring showed a significant inverse correlation between the PTT and systolic BP as well as diastolic BP. In the individual case, however, BP changes were not consistently associated with PTT changes. These data are comparable to those of PTT when assessed with techniques other than R WPP [20, 5156]. Thus, RWPP as a surrogate for beatto-beat BP does not meet accuracy standards required for medical practice. On the other hand, RWPP was accurate and reproducible in indicating BP arousals which accompany central sleep apnea and as a surrogate for intra-thoracic pressure changes in obstructive sleep apnea [1, 3135]. Use of RWPP as a measure of arterial stiffness was unsatisfactory in two published studies [18, 41], as well as in our experience. This may be due to limitations of the R WPP technique. Indeed, while pulse wave velocity can be accurately measured between two points along a large artery, the RWPP determination involves multiple indefinite features. These include the time interval between the R-wave on the electrocardiogram and the beginning of the pulse wave in the aorta, length of the arterial conduit from the heart to the finger pad, the changing velocity of the pulse wave along the arterial tree and autonomic influences on blood vessels, which may differ depending on size. 340 Journal of Clinical Monitoring and Computing Vol 18 Nos 56 2004 The novel finding of disease-specific cardiovascular reactivity patterns opens new directions in diagnosis and a better understanding of cardiovascular homeostasis. Our interest in R WPP for the study of autonomic nervous activity originated a few years back in the unexpected finding of a specific cardiovascular reactivity pattern in patients with chronic fatigue syndrome [48]. The existence of disease-specific cardiovascular reactivity patterns in chronic fatigue syndrome was confirmed by the technique of the FRAS, with beat-to-beat HR and R WPP recordings [22]. Subsequently, disease specific cardiovascular reactivity patterns were described in other disorders based on the same methodology [50]. The theoretical foundation for the possible advantage in utilizing R WPP for the study of cardiovascular reactivity came later, when data became available showing that skin microcirculation reflects systemic autonomic nervous influences [4446]. The differential effect of sympathetic discharge, with constriction of selected vascular beds in specific circumstances further supported the utility of R WPP [57]. We speculated that finger photoplethysmography may be particularly suitable to detect autonomic nervous influences in the microcirculation and, at our institution, R WPP became an integral part of examinations by head-up tilt test. Further studies are needed to clarify this subject. In conclusion, R WPP is inaccurate as a surrogate measure of BP and arterial stiffness but valuable, on the other hand, in the assessment of sleep-apnea and the evaluation of cardiovascular reactivity. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. GLOOSSARY BP HR PPG PTT HUTT R WPP = = = = = = blood pressure heart rate pulse plethysmography pulse transit time head-up tilt test R-wave-gated photoplethysmography 16. 17. 18. REFERENCES 1. Smith RP, Argod J, Pepin JL, Levy PA. Pulse transit time: An appraisal of potential clinical applications. Thorax 1999; 54: 452 457. 2. Nitzan M, Khanokh B, Slovik Y. The difference in pulse transit time to the toe and finger measured by photoplethysmography. Physiol Meas 2002; 23: 8593. 3. Asmar R, Benetos A, Topouchian J, Laurent P, Pannier B, Brisac AM, Target R, Levy BI. Assessment of arterial distensibility by automatic pulse wave velocity measurement. Validation and clinical application studies. Hypertension 1995; 26: 485490. 4. Nagai Y, Fleg JL, Kemper MK, Rywik TM, Earley CJ, Metter EJ. Carotid arterial stiffness as a surrogate for aortic stiffness: 19. 20. 21. Relationship between carotid artery pressure-strain elastic modulus and aortic pulse wave velocity. Ultrasound Med Biol 1999; 25: 181188. O'Rourke MF. Isolated systolic hypertension, pulse pressure, and arterial stiffness as risk factors for cardiovascular disease. Curr Hypertens Rep 1999; 1: 204211. O'Rourke MF, Staessen JA, Vlachopoulos C, Duprez D, Plante GE. Clinical applications of arterial stiffness; definitions and reference values. Am J Hypertens 2002; 15: 426444. O'Rourke MF, Hayward CS. Arterial stiffness, gender and heart rate. J Hypertens 2003; 21: 487490. Allen J, Murray A. Prospective assessment of an artificial neural network for the detection of peripheral vascular disease from lower limb pulse waveforms. Physiol Meas 1995; 16: 2938. van der Heijden-Spek JJ, Staessen JA, Fagard RH, Hoeks AP, Boudier HA, van Bortel LM. Effect of age on brachial artery wall properties differs from the aorta and is gender dependent: A population study. Hypertension 2000; 35: 637642. O'Rourke MF, Gallangher DE. Pulse wave analysis. J Hypertens 1996; 14: 147157. Lehmann ED, Hopkins KD, Rawesh A, Joseph RC, Kongola K, Coppack SW, Gosling RG. Relation between number of cardiovascular risk factors/events and noninvasive Doppler ultrasound assessments of aortic compliance. Hypertension 1998; 32: 565569. Lehmann ED, Hopkins KD, Gosling RG. Aortic compliance measurements using Doppler ultrasound: In vivo biochemical correlates. Ultrasound Med Biol 1993; 19: 683710. Jago JR, Murray A. Repeatability of peripheral pulse measurements on ears, fingers and toes using photoelectric plethysmography. Clin Phys Physiol Meas 1988; 9: 319330. Davies JI, Struthers AD. Pulse wave analysis and pulse wave velocity: A critical review of their strengths and weaknesses. J Hypertens 2003; 21: 463472. Bernardi L, Saviolo R, Spodick DH. Noninvasive assessment of central circulatory pressures by analysis of ear densitographic changes during Valsalva maneuver. Am J Cardiol 1989; 64: 787 792. Challoner AVJ. Photoelectric plethysmography for estimating cutaneous blood flow. In: Rolfe P, ed. Non-invasive physiologic measurements. London: Academic Press, 1979: 125151. Argod J, Pepin JL, Smith RP, Levy P. Comparison of esophageal pressure with pulse transit time as a measure of respiratory effort for scoring obstructive nonapneic respiratory events. Am J Respir Crit Care Med 2000; 162: 8793. Bortolotto LA, Blacher J, Kondo T, Takazawa K, Safar ME. Assessment of vascular aging and atherosclerosis in hypertensive subjects: Second derivative of photoplethysmogram versus pulse wave velocity. Am J Hypertens 2000; 13: 165 171. Allen J, Murray A. Similarity in bilateral photoplethysmographic peripheral pulse wave characteristics at the ears, thumbs and toes. Physiol Meas 2000; 21: 369377. Chen W, Tobahashi T, Ichikawa S, Takeu...

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UNC - READ - 4928864
Employment OpportunitiesOrange County, North CarolinaEqual Opportunity/Affirmative Action EmployerCustomer Service RepresentativeOffice Assistant IAnimal Services Department Posting 1040-948Description: Orange County Animal Services Department
UNC - READ - 4976951
Office of the City Manager Personnel Policy Memorandum To: Assistant City Manager/Department Heads Signature:Date of Issue December 17, 1993 Subject:Effective Date January 3, 1994Number PER 712, R-1RESTRICTED DUTYP. Lamont Ewell, City Manag
UNC - READ - 3432798
Michael F. Easley, GovernorWilliam G. Ross Jr., SecretaryN.C. Department of Environment and Natural ResourcesRelease: IMMEDIATE Date: June 2, 2006 Contact: Susan Massengale Phone: (919) 733-7015 ext. 227STORMWATER PERMIT PROGRAM FOR DESIGNATED
UNC - READ - 4659833
DIRECTOR OF SPONSORED PROGRAMS Appalachian State University invites applications for the new position of Director of Sponsored Programs. The Office of Research and Sponsored Programs (ORSP) is a pre-award office that promotes and facilitates external
UNC - READ - 4666505
North Carolina Department of Health and Human Services Division of Social Services325 North Salisbury Street Raleigh, North Carolina 27699-2439 Courier # 56-20-25-MSC# 2439Michael F. Easley, Governor Dempsey Benton, SecretarySherry S. Bradsher,
UNC - READ - 3075680
The Educational Leadership Program College of Education Assistant Professor Job No. 33477 The Educational Leadership Program announces an opportunity to join our nationally recognized leadership faculty that includes highly accomplished area school l
UNC - READ - 1402767
Texas A&amp;M University Corpus ChristiDepartment of Educational Administration and ResearchTerm: Beginning August 2003 or January 2004Department ChairRank OpenResponsibilities: Tenure-track chair position responsible for: administering departmen
UNC - READ - 3084152
University ofOregonCollege ofEducationhe University of Oregona member of the Association of American Universities (AAU) seeks faculty dedicated to pre-eminent scholarship, research, teaching, and service. The University of Oregon has an enroll
Texas A&M - MATH - 251
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Texas A&M - MATH - 150
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Texas A&M - M - 131
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Texas A&M - MATH - 142
Homework #3 Math 142 Section:Name: Row:This assignment is due by 3:30 pm on February 12, 2008 You can turn it in to me in class or drop it by the office, Blocker 640D. Be sure that you follow the homework rules, they can be found on your syllabus
Texas A&M - MATH - 152
Math 152-copyright Joe Kahlig, 08CPage 1Section 10.1: A sequence is a list of numbers written in a denite order. a1 , a2 , a3 , . or {an } n=1 1. Find a general formula for these sequences. (a) 5 6 7 8 , , , , . 9 16 25 36 6 9 15 1, , , 2, , . 4
Texas A&M - MATH - 152
Math 152-copyright Joe Kahlig, 08CPage 1Section 9.3: Arc Length Suppose that C is a smooth curve dened by x = f (t) and y = g(t) for [a, b]. Let {Pi } be a set of points on the curve that partition of the interval [a, b] such that t is equal for
Texas A&M - MATH - 152
Math 152-copyright Joe Kahlig, 08CPage 1Section 9.4: Surface AreaThe surface area of a curve rotated about the x-axis:The surface area of a curve rotated about the y-axis:1. Find the area of the surface obtained by rotating the curve y = ab
Texas A&M - MATH - 152
Math 152-copyright Joe Kahlig, 08CPage 1Section 9.2: First Order Linear Equations A first-order linear differential equation is one that can be put into the form y + P (x)y = Q(x) 1. Classify these differential equations as linear or separable.
Texas A&M - MATH - 152
Math 152-copyright Joe Kahlig, 08CPage 1Section 9.5: Moments and Center of Mass We want to nd the point at which a thin plate would ballance. This point is called the center of mass(centroid) of the plate.First consider two points located on th
Texas A&M - MATH - 152
Texas A&M - MATH - 152
Math 152-copyright Joe Kahlig, 08BReview of Sections 6.4 and 6.5 1. Use the gure to compute the following. The areas of the regions are given.f(x)Area of Region I = 15 Area of Region II = 8I IIIAArea of Region III = 3IIBCA(a)0 C
Texas A&M - MATH - 251
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Texas A&M - MATH - 150
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Texas A&M - MATH - 251
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Texas A&M - D - 104
CLUB EDTexas 4-H Club Managers Tool Box TEXAS 4H LEADERSHIP OPPORTUNITIESThe 4H program offers youth many opportunities to learn and apply leadership skills. Service opportunities exist for members from the club level on through the state lev
Texas A&M - D - 104
10/14/20084-H Recognition ModelDeveloped by: Texas 4-H &amp; Youth Development Strengthening Clubs Initiative TeamTopics2. National 4-H Recognition Model 3. Recognition IdeasRecognition of 4-H Members Focus on development of each individual 4-H
UNC - COMP - 770
Global IlluminationComputer Graphics COMP 770 (236) Spring 2007 Instructor: Brandon Lloyd13/26/07From last time Robustness issues Code structure Optimizations Acceleration structures Distribution ray tracing anti-aliasing depth of fie
UNC - COMP - 006
COMP 006D-001, Fall 2003Pledge FormCOMP 006D-001, Comprehensive PledgeFor all of my work in COMP 006D-001, including homework assignments, I pledge that I will neither give nor accept unauthorized aid. This includes, but is not limited to, the
UNC - READ - 2324085
Call for AbstractsCall for Abstractsfor Air &amp; Waste Management Association's98th Annual Conference &amp; ExhibitionThe Air &amp; Waste Management Association's 98th Annual Conference &amp; Exhibition will be held in Minneapolis, Minnesota, on June 2124, 20
UNC - CHAPT - 725
Environmental Organic Chemistry, 2nd Edition. Rene P. Schwarzenbach, Philip M. Gschwend and Dieter M. Imboden Copyright 02003 John Wiley &amp;L Sons, Inc.1197Appendix CPHYSICOCHEMICAL PROPERTIES OF ORGANIC COMPOUNDSAppendix C contains the names, m
Texas A&M - EDCI - 619
Texas A&M - EDCI - 619
UNC - ECON - 423
Econ 423: Questions from Previous Versions of Quiz 6 [Fall 2000-present]1. The actual money multiplier will decrease but the potential money multiplier will not be affected by an increase in the: (a) national debt of the federal government. (b) usur
UNC - ECON - 423
Econ 423: Questions from Previous Versions of Exam 21. Creative responses in mortgage markets to the stagflation of the 1970s and the resulting increases in nominal interest rates did not include increased emphasis on: (a) assumable loans. (b) ballo
UNC - ECON - 423
Econ 423: Questions from Previous Final Examinations1. Risk that can be reduced significantly through diversification is: (a) inflation risk. (b) specific risk, or unique risk. (c) default risk. (d) interest rate risk. (e) exchange rate risk. (f) ma
UNC - INLS - 521
CoverTitle pageTitle page verso18Rule 1.1D3Other title informationOriginal title in the same language as the title proper and appearing on the chief source of information020 245 _ _ 250 260 300044689429X Gray lady down : b a novel : ori
UNC - INLS - 521
CoverTitle page versoFacing title pagesZoom In1.6SERIES AREA [Field 440 - Series statement/added entry/title] or [Field 490 - Series statement] Title proper of series [Subfield a - Title]80 Rule 1.6B1 Title proper of series1.6B245 _ _
UNC - INLS - 760
INLS 760, Dr. Capra Assigned: Tues, March 4Project 6 Metadata and Full-Text SearchSpring 2008 Due: 5:00pm, Tues, March 18Overview For this project, you will add metadata and full-text search capabilities to the Digital Library (DL). What to do
UNC - INLS - 521
Title pageTitle page verso1.4 1.4CPUBLICATION, DISTRIBUTION, ETC. AREA[Field 260 - Publication, distribution, etc. (Imprint)]Place of publication, distribution, etc.[Subfield a - Place of publication, distribution, etc.] 35 Rule 1.4C1 Place
UNC - ECON - 423
Econ 423: Questions from Previous Versions of Quiz 6 [Fall 2000-present]1. Changes in the discount rate change the supply of money by changing. (a) potential money multipliers. (b) the Fed's holdings of foreign exchange. (b) the level of national de
UNC - TAM - 0506
TransAtlantic Masters ProgramPolitical Science 211 Fall 2005Varieties of Democratic Capitalism in Europe and North AmericaTuesdays and Thursdays 2-3:15 John D. Stephens Hamilton 353 Office hours: Tuesdays and Thursdays 3:30-5 962-0409, 932-1168 E
UNC - TAM - 0607
TransAtlantic Masters ProgramPolitical Science 745 Fall 2006Varieties of Democratic Capitalism in Europe and North AmericaTuesdays and Thursdays 3:30-4:45 Murphy 112 John D. Stephens Center for European Studies 223 East Franklin Street Office hou
UNC - TAM - 0506
University of North Carolina at Chapel Hill Poli Science 121 Europe Undivided Mon, Wed, Fri 8:00 10:30 a. m. UCIS, seminar roomProfessor Christiane Lemke Fall 2005 Office hours: Mon, Wed, 11-12Politics of EU-EnlargementOn May 1, 2004, ten new s
UNC - TAM - 0506
University of North Carolina Political Science/ Transatlantic Masters Program EU GOVERNANCE POLI 273 TAM 975 * Fall 2005 Instructor: Professor Liesbet Hooghe Class Hours: Wednesday, 2-5pm, Peabody 0010 Office hours: Wed. 10:30am-12:30noon, Hamilton H
UNC - TAM - 0607
POLI 891 .975: TAM/CES Fall 2006 Friday Lecture Series Instructor: Patrick Egan 459 Hamilton Hall T: 919-962-3041 Course Profile POLI 891 is a three credit pass/fail course designed to enhance students understanding of transatlantic studies through l
UNC - EPID - 600
ENVR 101 Fall 05 M-W 11 -11:50AM OLD CLINIC AUDITORIUM (Follow the red line) Cross South Columbia; go on right side between HSL and MacNider Hall Go down 1 flight of steps enter MacNider door (1 on Map); then go up to 2nd floor level; enter hall and
Texas A&M - MATH - 141
Math141,WIR Week 4-copyright Maggie Arnold1WIR Week 4-Chapter 41. Maximize P = 2x + 3y subject to: 2x + 4y 12 x - 2y 1 x 0, y 0 2x + 4y + u = 12 x - 2y + v = 1 -2x - 3y + P = 0 Using SMPLX 2 4 1 0 0 12 1 -2 0 1 0 1 -2 -3 0 0 1 0 pivot
Texas A&M - MATH - 304
MATH 304 Linear Algebra Lecture 3: Applications of systems of linear equations.Systems of linear equations a11 x1 + a12 x2 + + a1n xn = b1 a21 x1 + a22 x2 + + a2n xn = b2 am1 x1 + am2 x2 + + amn xn = bmHere x1 , x2 , . . . , xn a
Texas A&M - MATH - 645
Lecture 2 Copyright c Sue Geller 2006 This week we concentrate on mathematical induction. I hope all of you have seen it at some time but suspect that some of you may not have. So Im going to start at the beginning. The idea of induction is akin to a