Comparative Evaluation of ICG Signal Processing Techniques for Detecting Caffeine-Induced Hemodynamic Changes
References
- Sherwood(Chair) A, Allen MT, Fahrenberg J, Kelsey RM, Lovallo WR, Doornen LJP. Methodological Guidelines for Impedance Cardiography. Psychophysiology. 1990;27(1):1-23. doi:10.1111/j.1469-8986.1990.tb02171.x
- Cybulski G. Ambulatory Impedance Cardiography. Vol 76. Springer Berlin Heidelberg; 2011. doi:10.1007/978-3-642-11987-3
- Schmidt C, Theilmeier G, Aken HV, et al. Comparison of electrical velocimetry and transoesophageal Doppler echocardiography for measuring stroke volume and cardiac output † †Declaration of interest. This study was supported by Osypka Medical GmbH, Berlin, Germany. Br J Anaesth. 2005;95(5):603-610. doi:10.1093/bja/aei224
- Klabunde R. Cardiovascular Physiology Concepts. Lippincott Williams & Wilkins; 2011.
- Lewis RP, Rittogers SE, Froester WF, Boudoulas H. A critical review of the systolic time intervals. Circulation. 1977;56(2):146-158. doi:10.1161/01.cir.56.2.146
- Karpiel I, Richter-Laskowska M, Feige D, Gacek A, Sobotnicki A. An Effective Method of Detecting Characteristic Points of Impedance Cardiogram Verified in the Clinical Pilot Study. Sensors. 2022;22(24):24. doi:10.3390/s22249872
- Talley RC, Meyer JF, McNay JL. Evaluation of the pre-ejection period as an estimate of myocardial contractility in dogs. Am J Cardiol. 1971;27(4):384-391. doi:10.1016/0002-9149(71)90435-8
- Mozaffarian D, Benjamin EJ, Go AS, et al. Heart Disease and Stroke Statistics—2015 Update: A Report From the American Heart Association. Circulation. 2015;131(4). doi:10.1161/cir.0000000000000152
- Pare G, Jaana M, Sicotte C. Systematic Review of Home Telemonitoring for Chronic Diseases: The Evidence Base. J Am Med Inform Assoc. 2007;14(3):269-277. doi:10.1197/jamia.m2270
- Bui AL, Fonarow GC. Home Monitoring for Heart Failure Management. J Am Coll Cardiol. 2012;59(2):97-104. doi:10.1016/j.jacc.2011.09.044
- Etemadi M, Inan OT, Giovangrandi L, Kovacs GTA. Rapid Assessment of Cardiac Contractility on a Home Bathroom Scale. IEEE Trans Inf Technol Biomed. 2011;15(6):864-869. doi:10.1109/titb.2011.2161998
- Inan OT, Migeotte PF, Park KS, et al. Ballistocardiography and Seismocardiography: A Review of Recent Advances. IEEE J Biomed Health Inform. 2015;19(4):1414-1427. doi:10.1109/jbhi.2014.2361732
- Inan OT, Etemadi M, Wiard RM, Giovangrandi L, Kovacs GTA. Robust ballistocardiogram acquisition for home monitoring. Physiol Meas. 2009;30(2):169-185. doi:10.1088/0967-3334/30/2/005
- Javaid AQ, Wiens AD, Fesmire NF, Weitnauer MA, Inan OT. Quantifying and Reducing Posture-Dependent Distortion in Ballistocardiogram Measurements. IEEE J Biomed Health Inform. 2015;19(5):1549-1556. doi:10.1109/jbhi.2015.2441876
- Adamson PB, Magalski A, Braunschweig F, et al. Ongoing right ventricular hemodynamics in heart failure. J Am Coll Cardiol. 2003;41(4):565-571. doi:10.1016/s0735-1097(02)02896-6
- Heidenreich PA, Trogdon JG, Khavjou OA, et al. Forecasting the Future of Cardiovascular Disease in the United States: A Policy Statement From the American Heart Association. Circulation. 2011;123(8):933-944. doi:10.1161/cir.0b013e31820a55f5
- Pelczyńska M, Bogdański P. Prozdrowotne właściwości kawy (eng. “The health benefits of coffee”). Medica. 2019;3(4):311-317.
- Niroshana SMI, Kuroda S, Tanaka K, Chen W. Beat-wise segmentation of electrocardiogram using adaptive windowing and deep neural network. Sci Rep. 2023;13(1):11039. doi:10.1038/s41598-023-37773-y
- Xie C. Biomedical Signal Processing: An ECG Application. In: Celi LA, Majumder MS, Ordonez P, Osorio JS, Paik KE, Somai M, eds. Leveraging Data Science for Global Health. Springer International Publishing; 2020:285-303. doi:10.1007/978-3-030-47994-7_17
- Forouzanfar M, Baker FC, Colrain IM, Goldstone A, Zambotti M. Automatic analysis of pre‐ejection period during sleep using impedance cardiogram. Psychophysiology. 2019;56(7):e13355. doi:10.1111/psyp.13355
- Pan J, Tompkins WJ. A Real-Time QRS Detection Algorithm. IEEE Trans Biomed Eng. 1985;BME-32(3):230-236. doi:10.1109/TBME.1985.325532
- Forouzanfar M, Baker FC, de Zambotti M, McCall C, Giovangrandi L, Kovacs GTA. Toward a better noninvasive assessment of preejection period: A novel automatic algorithm for B-point detection and correction on thoracic impedance cardiogram. Psychophysiology. 2018;55(8):e13072. doi:10.1111/psyp.13072
- Dehkordi P, Khosrow-Khavar F, Di Rienzo M, et al. Comparison of Different Methods for Estimating Cardiac Timings: A Comprehensive Multimodal Echocardiography Investigation. Front Physiol. 2019;10:1057. doi:10.3389/fphys.2019.01057
- Trybek P, Sobotnicka E, Wawrzkiewicz-Jałowiecka A, et al. A New Method of Identifying Characteristic Points in the Impedance Cardiography Signal Based on Empirical Mode Decomposition. Sensors. 2023;23(2):675. doi:10.3390/s23020675
- Darling CE, Dovancescu S, Saczynski JS, et al. Bioimpedance-Based Heart Failure Deterioration Prediction Using a Prototype Fluid Accumulation Vest-Mobile Phone Dyad: An Observational Study. JMIR Cardio. 2017;1(1):e6057. doi:10.2196/cardio.6057
- Mansouri S, Alhadidi T, Chabchoub S, Salah RB. Impedance cardiography: recent applications and developments. Biomed Res. 2018;29(19). doi:10.4066/biomedicalresearch.29-17-3479
- Chabchoub S, Mansouri S, Salah RB. Impedance cardiography signal denoising using discrete wavelet transform. Australas Phys Eng Sci Med. 2016;39(3):655-663. doi:10.1007/s13246-016-0460-z
- Lipinski P, Yatsymirskyy M. Efficient 1D and 2D Daubechies Wavelet Transforms with Application to Signal Processing. In: Beliczynski B, Dzielinski A, Iwanowski M, Ribeiro B, eds. Adaptive and Natural Computing Algorithms. Springer; 2007:391-398. doi:10.1007/978-3-540-71629-7_44
- Escalona O, Cullen N, Weli I, McCallan N, Ng KY, Finlay D. Robust Arm Impedocardiography Signal Quality Enhancement Using Recursive Signal Averaging and Multi-Stage Wavelet Denoising Methods for Long-Term Cardiac Contractility Monitoring Armbands. Sensors. 2023;23(13):5892. doi:10.3390/s23135892
- Hall JE, Hall ME. Guyton and Hall Textbook of Medical Physiology. 14th edition. Elsevier; 2021.
- De Simone G, Devereux RB, Daniels SR, et al. Stroke Volume and Cardiac Output in Normotensive Children and Adults: Assessment of Relations With Body Size and Impact of Overweight. Circulation. 1997;95(7):1837-1843. doi:10.1161/01.cir.95.7.1837
- Collis T, Devereux RB, Roman MJ, et al. Relations of Stroke Volume and Cardiac Output to Body Composition: The Strong Heart Study. Circulation. 2001;103(6):820-825. doi:10.1161/01.CIR.103.6.820
- Lavie CJ, Milani RV, Ventura HO. Obesity and Cardiovascular Disease. J Am Coll Cardiol. 2009;53(21):1925-1932. doi:10.1016/j.jacc.2008.12.068
- Mesas AE, Leon-Munoz LM, Rodriguez-Artalejo F, Lopez-Garcia E. The effect of coffee on blood pressure and cardiovascular disease in hypertensive individuals: a systematic review and meta-analysis. Am J Clin Nutr. 2011;94(4):1113-1126. doi:10.3945/ajcn.111.016667
- Stepanov R, Podtaev S, Dumler A, Chugainov S. Assessment of cardiac time intervals by wavelet transform of the impedance cardiogram. Technol Health Care. 2016;24(s2):S803-S809. doi:10.3233/THC-161213
- Stepanov R, Dumler A, Podtaev S, Frick P. Wavelet Analysis in Impedance Rheocardiography. In: Simini F, Bertemes-Filho P, eds. Bioimpedance in Biomedical Applications and Research. Springer International Publishing; 2018:257-269. doi:10.1007/978-3-319-74388-2_13
- Guo T, Zhang T, Lim E, Lopez-Benitez M, Ma F, Yu L. A Review of Wavelet Analysis and Its Applications: Challenges and Opportunities. IEEE Access. 2022;10:58869-58903. doi:10.1109/access.2022.3179517
- Evans JM, Wang S, Greb C, et al. Body Size Predicts Cardiac and Vascular Resistance Effects on Men’s and Women’s Blood Pressure. Front Physiol. 2017;8. doi:10.3389/fphys.2017.00561
- Pale U, Muller N, Arza A, Atienza D. ReBeatICG: Real-time Low-Complexity Beat-to-beat Impedance Cardiogram Delineation Algorithm. In: 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). 2021:5618-5624. doi:10.1109/EMBC46164.2021.9630170
- Lozano DL, Norman G, Knox D, et al. Where to B in dZ/dt. Psychophysiology. 2007;44(1):113-119. doi:10.1111/j.1469-8986.2006.00468.x
- Arbol J, Perakakis P, Garrido A, Mata J, Fernandez-Santaella M, Vila J. Mathematical detection of aortic valve opening (B point) in impedance cardiography: A comparison of three popular algorithms. Psychophysiology. 2017;54:350-357. doi:10.1111/psyp.12799
- Sheikh SA, Gurel NZ, Gupta S, et al. Data‐driven approach for automatic detection of aortic valve opening: B point detection from impedance cardiogram. Psychophysiology. 2022;59(12):e14128. doi:10.1111/psyp.14128
- Almeida BA, Morales AP, Ribeiro JRC, et al. Impact of Caffeine Intake Strategies on Heart Rate Variability duringPost-Exercise Recovery: A Systematic Review and Meta-Analysis. Curr Cardiol Rev. 2024;20(3). doi:10.2174/011573403x289842240307114736
- Benjamim CJR, Monteiro LRL, Pontes YMDM, et al. Caffeine slows heart rate autonomic recovery following strength exercise in healthy subjects. Rev Port Cardiol. 2021;40(6):399-406. doi:10.1016/j.repc.2020.07.015
- Alsene K, Deckert J, Sand P, De Wit H. Association Between A2a Receptor Gene Polymorphisms and Caffeine-Induced Anxiety. Neuropsychopharmacology. 2003;28(9):1694-1702. doi:10.1038/sj.npp.1300232
- Nehlig A. Effects of coffee/caffeine on brain health and disease: What should I tell my patients? Pract Neurol. 2016;16(2):89-95. doi:10.1136/practneurol-2015-001162
Language: English
Page range: 89 - 106
Submitted on: Jan 20, 2026
Accepted on: May 4, 2026
Published on: Jun 2, 2026
Published by: Polish Society of Medical Physics
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
Related subjects:
© 2026 Ilona Karpiel, Stefan Gaździński, Anna Przewodzka, Klaudia Duch, Marcin Jonik, Mirella Kluza, published by Polish Society of Medical Physics
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.