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Published in: Journal of Clinical Monitoring and Computing 5/2019

01-10-2019 | Original Research

Photoplethysmographic characterization of vascular tone mediated changes in arterial pressure: an observational study

Authors: Gerardo Tusman, Cecilia M. Acosta, Sven Pulletz, Stephan H. Böhm, Adriana Scandurra, Jorge Martinez Arca, Matías Madorno, Fernando Suarez Sipmann

Published in: Journal of Clinical Monitoring and Computing | Issue 5/2019

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Abstract

To determine whether a classification based on the contour of the photoplethysmography signal (PPGc) can detect changes in systolic arterial blood pressure (SAP) and vascular tone. Episodes of normotension (SAP 90–140 mmHg), hypertension (SAP > 140 mmHg) and hypotension (SAP < 90 mmHg) were analyzed in 15 cardiac surgery patients. SAP and two surrogates of the vascular tone, systemic vascular resistance (SVR) and vascular compliance (Cvasc = stroke volume/pulse pressure) were compared with PPGc. Changes in PPG amplitude (foot-to-peak distance) and dicrotic notch position were used to define 6 classes taking class III as a normal vascular tone with a notch placed between 20 and 50% of the PPG amplitude. Class I-to-II represented vasoconstriction with notch placed > 50% in a small PPG, while class IV-to-VI described vasodilation with a notch placed < 20% in a tall PPG wave. 190 datasets were analyzed including 61 episodes of hypertension [SAP = 159 (151–170) mmHg (median 1st–3rd quartiles)], 84 of normotension, SAP = 124 (113–131) mmHg and 45 of hypotension SAP = 85(80–87) mmHg. SAP were well correlated with SVR (r = 0.78, p < 0.0001) and Cvasc (r = 0.84, p < 0.0001). The PPG-based classification correlated well with SAP (r = − 0.90, p < 0.0001), SVR (r = − 0.72, p < 0.0001) and Cvasc (r = 0.82, p < 0.0001). The PPGc misclassified 7 out of the 190 episodes, presenting good accuracy (98.4% and 97.8%), sensitivity (100% and 94.9%) and specificity (97.9% and 99.2%) for detecting episodes of hypotension and hypertension, respectively. Changes in arterial pressure and vascular tone were closely related to the proposed classification based on PPG waveform.
Clinical Trial Registration NTC02854852.
Literature
1.
go back to reference Walsh M, Devereaux PJ, Garg AX, Kurz A, Turan A, Rodseth RN, Cvwinski J, Thabane L, Sessler DI. Relationship between intraoperative mean arterial pressure and clinical outcomes after noncardiac surgery. Toward an empirical definition of hypotension. Anesthesiology. 2013;119:507–15.CrossRefPubMed Walsh M, Devereaux PJ, Garg AX, Kurz A, Turan A, Rodseth RN, Cvwinski J, Thabane L, Sessler DI. Relationship between intraoperative mean arterial pressure and clinical outcomes after noncardiac surgery. Toward an empirical definition of hypotension. Anesthesiology. 2013;119:507–15.CrossRefPubMed
2.
go back to reference Basali A, Masch EJ, Kalfas I, Schubert A. Relation between perioperative hypertension and intracranial hemorrhage after craniotomy. Anesthesiology. 2000;93:48–53.CrossRefPubMed Basali A, Masch EJ, Kalfas I, Schubert A. Relation between perioperative hypertension and intracranial hemorrhage after craniotomy. Anesthesiology. 2000;93:48–53.CrossRefPubMed
3.
go back to reference Reich DL, Bennet-Guerrero E, Bodin C, Hossain S, Winfree W, Krol M. Intraoperative tachycardia and hypertension are independently associated wih adverse outcome in noncardiac surgery of long duration. Anesth Analg. 2002;95:273–7.PubMed Reich DL, Bennet-Guerrero E, Bodin C, Hossain S, Winfree W, Krol M. Intraoperative tachycardia and hypertension are independently associated wih adverse outcome in noncardiac surgery of long duration. Anesth Analg. 2002;95:273–7.PubMed
4.
go back to reference Bijker JB, van Klei WA, Kappen TH, van Wolfswinkel L, Moons KGM, Kalkman CJ. Incidence of intraoperative hypotension as a function of the chosen definition. Anesthesiology. 2007;107:213–20.CrossRefPubMed Bijker JB, van Klei WA, Kappen TH, van Wolfswinkel L, Moons KGM, Kalkman CJ. Incidence of intraoperative hypotension as a function of the chosen definition. Anesthesiology. 2007;107:213–20.CrossRefPubMed
5.
go back to reference van Waes JAR, van Klei WA, Wijeysundera DN, van Wolfswinkel L, Lindsay TF, Beattie WS. Association between intraoperative hypotension and myocardial injury after vascular surgery. Anesthesiology. 2016;124:35–44.CrossRefPubMed van Waes JAR, van Klei WA, Wijeysundera DN, van Wolfswinkel L, Lindsay TF, Beattie WS. Association between intraoperative hypotension and myocardial injury after vascular surgery. Anesthesiology. 2016;124:35–44.CrossRefPubMed
6.
go back to reference Bartels K, Esper SA, Thiele RH. Blood pressure monitoring for the anesthesiologist: a practical review. Anesth Analg. 2016;122:1866–79.CrossRefPubMed Bartels K, Esper SA, Thiele RH. Blood pressure monitoring for the anesthesiologist: a practical review. Anesth Analg. 2016;122:1866–79.CrossRefPubMed
7.
go back to reference Akata T. General anesthetics and vascular smooth muscle. Direct actions of general anesthetics on cellular mechanisms regulating vascular tone. Anesthesiology. 2007;106:365–91.CrossRefPubMed Akata T. General anesthetics and vascular smooth muscle. Direct actions of general anesthetics on cellular mechanisms regulating vascular tone. Anesthesiology. 2007;106:365–91.CrossRefPubMed
8.
go back to reference Lindorf HH. Investigation of the vascular effect of newer local anesthetics and vasoconstrictors. Oral Surg Oral Med. 1979;46:292–7.CrossRef Lindorf HH. Investigation of the vascular effect of newer local anesthetics and vasoconstrictors. Oral Surg Oral Med. 1979;46:292–7.CrossRef
9.
go back to reference Holte K, Foss NB, Svensen C, Lund C, Madsen JL. Epidural anesthesia, hypotension, and changes in intravascular volume. Anesthesiology. 2004;100:281–6.CrossRefPubMed Holte K, Foss NB, Svensen C, Lund C, Madsen JL. Epidural anesthesia, hypotension, and changes in intravascular volume. Anesthesiology. 2004;100:281–6.CrossRefPubMed
10.
go back to reference Allen J. Photopletysmography and its application in clinical physiological measurement. Physiol Meas. 2007;28:R1–39.CrossRefPubMed Allen J. Photopletysmography and its application in clinical physiological measurement. Physiol Meas. 2007;28:R1–39.CrossRefPubMed
11.
go back to reference Awad AA, Haddadin AS, Tantawy H, Badr TM, Stout RG, Silverman DG, Shelley KH. The relationship between the photoplethysmographic waveform and systemic vascular resistance. J Clin Monit Comput. 2007;21:365–72.CrossRefPubMed Awad AA, Haddadin AS, Tantawy H, Badr TM, Stout RG, Silverman DG, Shelley KH. The relationship between the photoplethysmographic waveform and systemic vascular resistance. J Clin Monit Comput. 2007;21:365–72.CrossRefPubMed
12.
go back to reference Lee QY, Chan GSH, Redmond SJ, Middleton PM, Steel E, Malouf P, Critoph C, Flynn G, O’Lone E, Lovell NH. Multivariate classification of systemic vascular resistance using photoplethysmography. Physiol Meas. 2011;32:1117–32.CrossRefPubMed Lee QY, Chan GSH, Redmond SJ, Middleton PM, Steel E, Malouf P, Critoph C, Flynn G, O’Lone E, Lovell NH. Multivariate classification of systemic vascular resistance using photoplethysmography. Physiol Meas. 2011;32:1117–32.CrossRefPubMed
13.
go back to reference Middleton PM, Chan GSH, Steel E, Malouf P, Critoph C, Flynn G, O’Lone E, Celler BC, Lovell NH. Fingertip photoplethysmographic waveform variability and systemic vascular resistance in intensive care unit patients. Med Biol Eng Comput. 2011;49:859–66.CrossRefPubMed Middleton PM, Chan GSH, Steel E, Malouf P, Critoph C, Flynn G, O’Lone E, Celler BC, Lovell NH. Fingertip photoplethysmographic waveform variability and systemic vascular resistance in intensive care unit patients. Med Biol Eng Comput. 2011;49:859–66.CrossRefPubMed
14.
go back to reference De Trafford J, Lafferty K. What does photoplethysmography measure? Med Biol Eng Comput. 1984;22:479–80.CrossRefPubMed De Trafford J, Lafferty K. What does photoplethysmography measure? Med Biol Eng Comput. 1984;22:479–80.CrossRefPubMed
15.
go back to reference Wisely NA, Cook LB. Arterial flow waveforms from pulse oximetry compared with measured Doppler flow waveforms. Anaesthesia. 2001;56:556–61.CrossRefPubMed Wisely NA, Cook LB. Arterial flow waveforms from pulse oximetry compared with measured Doppler flow waveforms. Anaesthesia. 2001;56:556–61.CrossRefPubMed
16.
go back to reference O’Rourke MF, Yaginuma T, Avolio AP. Physiological and pathophysiological implications of ventricular/vascular coupling. Ann Biomed Eng. 1984;12:119–34.CrossRefPubMed O’Rourke MF, Yaginuma T, Avolio AP. Physiological and pathophysiological implications of ventricular/vascular coupling. Ann Biomed Eng. 1984;12:119–34.CrossRefPubMed
17.
go back to reference Korpas D, Hâlek J, Dolezal L. Parameters describing the pulse wave. Physiol Res. 2009;58:473–9.PubMed Korpas D, Hâlek J, Dolezal L. Parameters describing the pulse wave. Physiol Res. 2009;58:473–9.PubMed
18.
go back to reference Van den Bos GC, Westerhof N, Randall OS. Pulse-wave reflection: can it explain the differences between systemic and pulmonary pressure and flow waves? Circ Res. 1982;51:479–85.CrossRefPubMed Van den Bos GC, Westerhof N, Randall OS. Pulse-wave reflection: can it explain the differences between systemic and pulmonary pressure and flow waves? Circ Res. 1982;51:479–85.CrossRefPubMed
19.
go back to reference Tusman G, Bohm SH, Suarez Sipmann F. Advanced uses of pulse oximetry for monitoring mechanically ventilated patients. Anesth Analg. 2017;201:62–71.CrossRef Tusman G, Bohm SH, Suarez Sipmann F. Advanced uses of pulse oximetry for monitoring mechanically ventilated patients. Anesth Analg. 2017;201:62–71.CrossRef
20.
go back to reference Dawber TR, Thomas HE Jr, McNamara PM. Characteristics of the dicrotic notch of the arterial pulse wave in coronary heart disease. Angiology. 1973;24:244–55.CrossRefPubMed Dawber TR, Thomas HE Jr, McNamara PM. Characteristics of the dicrotic notch of the arterial pulse wave in coronary heart disease. Angiology. 1973;24:244–55.CrossRefPubMed
21.
22.
go back to reference Morikawa Y, Matsuzaka J, Kuratsune M, Tsukamoto S, Makisumi S. Plethysmographic study of effects of alcohol. Nature. 1968;220:186–7.CrossRefPubMed Morikawa Y, Matsuzaka J, Kuratsune M, Tsukamoto S, Makisumi S. Plethysmographic study of effects of alcohol. Nature. 1968;220:186–7.CrossRefPubMed
23.
go back to reference Dillon JB, Hertzman AB. The form of the volume pulse in the finger pad in health, arteriosclerosis, and hypertension. Am Heart J. 1941;21:172–90.CrossRef Dillon JB, Hertzman AB. The form of the volume pulse in the finger pad in health, arteriosclerosis, and hypertension. Am Heart J. 1941;21:172–90.CrossRef
24.
go back to reference Mancia G, Fagard R, Narkiewicz K. ESH/ESC guidelines for the management of arterial hypertension. Eur Heart J. 2013;34:2159–219.CrossRefPubMed Mancia G, Fagard R, Narkiewicz K. ESH/ESC guidelines for the management of arterial hypertension. Eur Heart J. 2013;34:2159–219.CrossRefPubMed
26.
go back to reference Randall OS, Westerhof N, van den Bos GC, Alexander B. Reliability of stroke volume to pulse pressure ratio for estimating and detecting changes in arterial compliance. J Hypertens. 1986;4:293–6. Randall OS, Westerhof N, van den Bos GC, Alexander B. Reliability of stroke volume to pulse pressure ratio for estimating and detecting changes in arterial compliance. J Hypertens. 1986;4:293–6.
28.
go back to reference Broch O, Renner J, Gruenewald M, Meybohm P, Höcker J, Schöttler J, Steinfath M, Bein B. Variation of left ventricular outflow tract velocity and global end-diatolic volume index reliability predict fluid responsiveness in cardiac surgery patients. J Crit Care. 2012;27:325e7–14.CrossRef Broch O, Renner J, Gruenewald M, Meybohm P, Höcker J, Schöttler J, Steinfath M, Bein B. Variation of left ventricular outflow tract velocity and global end-diatolic volume index reliability predict fluid responsiveness in cardiac surgery patients. J Crit Care. 2012;27:325e7–14.CrossRef
29.
go back to reference Sakka SG, Rühl CC, Pfeiffer UJ, Beale R, McLuckie A, Reinhart K, Meier-Hellmann A. Assessment of cardiac preload and extravascular lung water by single transpulmonary thermodilution. Intensive Care Med. 2000;26:180–7.CrossRefPubMed Sakka SG, Rühl CC, Pfeiffer UJ, Beale R, McLuckie A, Reinhart K, Meier-Hellmann A. Assessment of cardiac preload and extravascular lung water by single transpulmonary thermodilution. Intensive Care Med. 2000;26:180–7.CrossRefPubMed
30.
go back to reference Bur A, Herkner H, Vlcek M, Woisetschläger C, Derhasching U, Delle KG, Lagger A, Hirschi MM. Factors influencing the accuracy of oscillometric blood pressure measurement in critically ill patients. Crit Care Med. 2003;31:793–9.CrossRefPubMed Bur A, Herkner H, Vlcek M, Woisetschläger C, Derhasching U, Delle KG, Lagger A, Hirschi MM. Factors influencing the accuracy of oscillometric blood pressure measurement in critically ill patients. Crit Care Med. 2003;31:793–9.CrossRefPubMed
31.
go back to reference Liu J, Hahn JO, Mukkamala R. Error mechanism of the oscillometric fixed-ratio blood pressre measurement method. Ann Biomed Eng. 2013;41:587–97.CrossRefPubMed Liu J, Hahn JO, Mukkamala R. Error mechanism of the oscillometric fixed-ratio blood pressre measurement method. Ann Biomed Eng. 2013;41:587–97.CrossRefPubMed
32.
go back to reference Pytte M, Dybwik K, Sexton J, Straume B, Nielsen W. Oscillometric brachial mean artery pressures are higher than intra-radial mean artery pressures in intensive care unit patients receiving norepinephrine. Acta Anaesthesiol Scand. 2006;50:718–21.CrossRefPubMed Pytte M, Dybwik K, Sexton J, Straume B, Nielsen W. Oscillometric brachial mean artery pressures are higher than intra-radial mean artery pressures in intensive care unit patients receiving norepinephrine. Acta Anaesthesiol Scand. 2006;50:718–21.CrossRefPubMed
33.
go back to reference Araghi A, Bander JJ, Guzman JA. Arterial blood pressure monitoring in overweight critically ill patients: invasive or noninvasive. Crit Care. 2006;10:R64.CrossRefPubMedPubMedCentral Araghi A, Bander JJ, Guzman JA. Arterial blood pressure monitoring in overweight critically ill patients: invasive or noninvasive. Crit Care. 2006;10:R64.CrossRefPubMedPubMedCentral
34.
go back to reference Natalini G, Rosano A, Taranto M, Faggian B, Vittorelli E, Bernardini A. Arterial versus plethysmographic dynamic indices to test responsiveness for testing fluid administration in hypotensive patients: a clinical trial. Anesth Analg. 2006;103:1478–84.CrossRefPubMed Natalini G, Rosano A, Taranto M, Faggian B, Vittorelli E, Bernardini A. Arterial versus plethysmographic dynamic indices to test responsiveness for testing fluid administration in hypotensive patients: a clinical trial. Anesth Analg. 2006;103:1478–84.CrossRefPubMed
35.
go back to reference Cannesson M, Besnard C, Durand PG, Bohé J, Jacques D. Relation between respiratory variations in pulse oximetry plethysmographic waveform amplitude and arterial pulse pressure in ventilated patients. Crit Care. 2005;9:R562–8.CrossRefPubMedPubMedCentral Cannesson M, Besnard C, Durand PG, Bohé J, Jacques D. Relation between respiratory variations in pulse oximetry plethysmographic waveform amplitude and arterial pulse pressure in ventilated patients. Crit Care. 2005;9:R562–8.CrossRefPubMedPubMedCentral
36.
go back to reference Millasseau SC, Kelly RP, Ritter JM, Chowienczyk PJ. Determination of age-related increases in large artery stiffness by digital pulse contour analysis. Clin Sci (Lond). 2002;103:371–7.CrossRef Millasseau SC, Kelly RP, Ritter JM, Chowienczyk PJ. Determination of age-related increases in large artery stiffness by digital pulse contour analysis. Clin Sci (Lond). 2002;103:371–7.CrossRef
37.
go back to reference Allen J, Murray A. Age-related changes in peripheral pulse shape characteristics at various body sites. Physiol Meas. 2003;24:297–307.CrossRefPubMed Allen J, Murray A. Age-related changes in peripheral pulse shape characteristics at various body sites. Physiol Meas. 2003;24:297–307.CrossRefPubMed
38.
go back to reference Hashimoto J, Chonan K, Aoki Y, Nishimura T, Ohkubo T, Hozawa A, Suzuki M, Matsubara M, Michimata M, Araki T, Imai Y. Pulse wave velocity and the second derivative of the finger photoplethysmogram in treated hypertensive patients: their relationship and associating factors. J Hypertens. 2002;20:2415–22.CrossRefPubMed Hashimoto J, Chonan K, Aoki Y, Nishimura T, Ohkubo T, Hozawa A, Suzuki M, Matsubara M, Michimata M, Araki T, Imai Y. Pulse wave velocity and the second derivative of the finger photoplethysmogram in treated hypertensive patients: their relationship and associating factors. J Hypertens. 2002;20:2415–22.CrossRefPubMed
39.
go back to reference Peñaz J. Criteria for set point estimation in the volume clamp method of blood pressure measurement. Physiol Meas. 1992;41:5–10. Peñaz J. Criteria for set point estimation in the volume clamp method of blood pressure measurement. Physiol Meas. 1992;41:5–10.
40.
go back to reference Pinna GD, Maestri R, Mortara A. Estimation of arterial blood pressure variability by spectral analysis: comparison between Finapres and invasive measurements. Physiol Meas. 1996;17:147–9.CrossRefPubMed Pinna GD, Maestri R, Mortara A. Estimation of arterial blood pressure variability by spectral analysis: comparison between Finapres and invasive measurements. Physiol Meas. 1996;17:147–9.CrossRefPubMed
41.
go back to reference Wallace C, Barker D, Apert C, Tankersley SJ, Conroy JM, Kerns RE. Comparison of blood pressure measurement by Doppler and by pulse oximetery techniques. Anesth Analg. 1987;66:1018–9.CrossRefPubMed Wallace C, Barker D, Apert C, Tankersley SJ, Conroy JM, Kerns RE. Comparison of blood pressure measurement by Doppler and by pulse oximetery techniques. Anesth Analg. 1987;66:1018–9.CrossRefPubMed
42.
go back to reference Talke P, Nichols RJ, Traber DL. Does measurement of systolic blood pressure with a pulse oximeter correlate with conventional methods? J Clin Monit. 1990;6:5–9.CrossRefPubMed Talke P, Nichols RJ, Traber DL. Does measurement of systolic blood pressure with a pulse oximeter correlate with conventional methods? J Clin Monit. 1990;6:5–9.CrossRefPubMed
43.
go back to reference 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;13:165–71.CrossRefPubMed 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;13:165–71.CrossRefPubMed
44.
go back to reference Awad AA, Ghobashy AM, Stout RG, Silverman DG, Shelley KH. How does plethysmogram derived from the pulse oximeter relate to arterial blood pressure in coronary artery bypass graft patients? Anesth Analg. 2001;93:1466–71.CrossRefPubMed Awad AA, Ghobashy AM, Stout RG, Silverman DG, Shelley KH. How does plethysmogram derived from the pulse oximeter relate to arterial blood pressure in coronary artery bypass graft patients? Anesth Analg. 2001;93:1466–71.CrossRefPubMed
45.
go back to reference Lopez-Beltrán EA, Blackshear PL, Finkelstein SM, Cohn JN. Non-invasive studies of peripheral vascular compliance using a non-occluding photoplethysmographic method. Med Biol Eng Comput. 1998;36:748–53.CrossRefPubMed Lopez-Beltrán EA, Blackshear PL, Finkelstein SM, Cohn JN. Non-invasive studies of peripheral vascular compliance using a non-occluding photoplethysmographic method. Med Biol Eng Comput. 1998;36:748–53.CrossRefPubMed
46.
go back to reference Jagomägi K, Raamat R, Talts J, Ragun U, Länsimies E, Jurvelin J. Recording of dynamic arterial compliance changes during hand elevation. Clin Physiol Funct Imaging. 2005;25:350–6.CrossRefPubMed Jagomägi K, Raamat R, Talts J, Ragun U, Länsimies E, Jurvelin J. Recording of dynamic arterial compliance changes during hand elevation. Clin Physiol Funct Imaging. 2005;25:350–6.CrossRefPubMed
47.
go back to reference Bendjelid K. The pulse oximetry plethysmographic curve revisited. Curr Opin Crit Care. 2008;14:348–53.CrossRefPubMed Bendjelid K. The pulse oximetry plethysmographic curve revisited. Curr Opin Crit Care. 2008;14:348–53.CrossRefPubMed
48.
go back to reference Fischer GW, Levin MA. Vasoplegia during cardiac surgery: current concepts and management. Semin Thorac Surg. 2010;22:140–4. Fischer GW, Levin MA. Vasoplegia during cardiac surgery: current concepts and management. Semin Thorac Surg. 2010;22:140–4.
49.
go back to reference Overgaard CB, Dzavík V. Inotropes and vasopressors. Review of physiology and clinical use in cardiovascular disease. Circulation. 2008;118:1047–56.CrossRefPubMed Overgaard CB, Dzavík V. Inotropes and vasopressors. Review of physiology and clinical use in cardiovascular disease. Circulation. 2008;118:1047–56.CrossRefPubMed
50.
go back to reference Morimatsu H, Uchino S, Chung J, Bellomo R, Raman J, Buxton B. Norephinephrine for hypotensive vasodilation after cardiac surgery: impact on renal function. Intensive Care Med. 2003;29:1106–12.CrossRefPubMed Morimatsu H, Uchino S, Chung J, Bellomo R, Raman J, Buxton B. Norephinephrine for hypotensive vasodilation after cardiac surgery: impact on renal function. Intensive Care Med. 2003;29:1106–12.CrossRefPubMed
51.
go back to reference Wajima Z, Shiga T, Imanaga K, Inoue T. Do induce hypertension and hypotension affect stroke volume variation in man? J Clin Anaesth. 2012;24:207–11.CrossRef Wajima Z, Shiga T, Imanaga K, Inoue T. Do induce hypertension and hypotension affect stroke volume variation in man? J Clin Anaesth. 2012;24:207–11.CrossRef
52.
go back to reference Bouchcourt JP, Riva JA, Grignola JC. The increase of vasomotor tone avoids the ability of the dynamic preload indicators to estimate fluid responsiveness. BMC Anesthesiol. 2013;13:41.CrossRef Bouchcourt JP, Riva JA, Grignola JC. The increase of vasomotor tone avoids the ability of the dynamic preload indicators to estimate fluid responsiveness. BMC Anesthesiol. 2013;13:41.CrossRef
53.
go back to reference Bagshaw SM, Brophy PD, Ronco CD. Fluid balance as a biomarker: impact of fluid overload on outcome in critically ill patients with acute kidney injury. Crit Care. 2008;12:169.CrossRefPubMedPubMedCentral Bagshaw SM, Brophy PD, Ronco CD. Fluid balance as a biomarker: impact of fluid overload on outcome in critically ill patients with acute kidney injury. Crit Care. 2008;12:169.CrossRefPubMedPubMedCentral
54.
go back to reference Morin JF, Mistry B, Langllois Y, Ma F, Chaumoun P, Holcroft C. Fluid overload after coronary artery bypass grafting surgery increases the incidence of postoperative complications. World J Cardiovasc Surg. 2011;1:18–23.CrossRef Morin JF, Mistry B, Langllois Y, Ma F, Chaumoun P, Holcroft C. Fluid overload after coronary artery bypass grafting surgery increases the incidence of postoperative complications. World J Cardiovasc Surg. 2011;1:18–23.CrossRef
Metadata
Title
Photoplethysmographic characterization of vascular tone mediated changes in arterial pressure: an observational study
Authors
Gerardo Tusman
Cecilia M. Acosta
Sven Pulletz
Stephan H. Böhm
Adriana Scandurra
Jorge Martinez Arca
Matías Madorno
Fernando Suarez Sipmann
Publication date
01-10-2019
Publisher
Springer Netherlands
Published in
Journal of Clinical Monitoring and Computing / Issue 5/2019
Print ISSN: 1387-1307
Electronic ISSN: 1573-2614
DOI
https://doi.org/10.1007/s10877-018-0235-z

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