From Waveforms to Wisdom: Gleaning More From the ECG About Biological Aging

Overview

Journal Circ Cardiovasc Qual Outcomes

Specialty Cardiology & Vascular Diseases

Date 2023 Jun 29

PMID 37381929

Authors

Joseph E Ebinger

Susan Cheng

Affiliations

Soon will be listed here.

Citing Articles

Frequency of Electrocardiogram-Defined Cardiac Conduction Disorders in a Multi-Institutional Primary Care Cohort.

Haimovich J, Di Achille P, Nauffal V, Singh P, Reeder C, Wang X JACC Adv. 2024; 3(7):101004.

PMID: 39130046 PMC: 11312782. DOI: 10.1016/j.jacadv.2024.101004.

References

Walsh 3rd J, Prineas R, Soliman E, Liu K, Ning H, Daviglus M . Association of isolated minor non-specific ST-segment and T-wave abnormalities with subclinical atherosclerosis in a middle-aged, biracial population: Coronary Artery Risk Development in Young Adults (CARDIA) study. Eur J Prev Cardiol. 2012; 20(6):1035-41. PMC: 4912353. DOI: 10.1177/2047487312460017. View

Morrow D, de Lemos J . Benchmarks for the assessment of novel cardiovascular biomarkers. Circulation. 2007; 115(8):949-52. DOI: 10.1161/CIRCULATIONAHA.106.683110. View

McClelland R, Nasir K, Budoff M, Blumenthal R, Kronmal R . Arterial age as a function of coronary artery calcium (from the Multi-Ethnic Study of Atherosclerosis [MESA]). Am J Cardiol. 2008; 103(1):59-63. PMC: 2621006. DOI: 10.1016/j.amjcard.2008.08.031. View

Lima E, Ribeiro A, Paixao G, Horta Ribeiro M, Pinto-Filho M, Gomes P . Deep neural network-estimated electrocardiographic age as a mortality predictor. Nat Commun. 2021; 12(1):5117. PMC: 8387361. DOI: 10.1038/s41467-021-25351-7. View

Lee Y, Lin C, Fang W, Lee C, Ho C, Wang C . Artificial Intelligence-Enabled Electrocardiography Detects Hypoalbuminemia and Identifies the Mechanism of Hepatorenal and Cardiovascular Events. Front Cardiovasc Med. 2022; 9:895201. PMC: 9234125. DOI: 10.3389/fcvm.2022.895201. View

Vainer J, Cheriex E, Van der Steld B, Dassen W, Smeets J, Wellens H . Effects of acute volume changes on P wave characteristics: correlation with echocardiographic findings in healthy men. J Cardiovasc Electrophysiol. 1994; 5(12):999-1005. DOI: 10.1111/j.1540-8167.1994.tb01142.x. View

Ladejobi A, Medina-Inojosa J, Shelly Cohen M, Attia Z, Scott C, LeBrasseur N . The 12-lead electrocardiogram as a biomarker of biological age. Eur Heart J Digit Health. 2023; 2(3):379-389. PMC: 9707884. DOI: 10.1093/ehjdh/ztab043. View

Cheng S, Keyes M, Larson M, McCabe E, Newton-Cheh C, Levy D . Long-term outcomes in individuals with prolonged PR interval or first-degree atrioventricular block. JAMA. 2009; 301(24):2571-7. PMC: 2765917. DOI: 10.1001/jama.2009.888. View

Chang C, Lin C, Luo Y, Lee Y, Lin C . Electrocardiogram-Based Heart Age Estimation by a Deep Learning Model Provides More Information on the Incidence of Cardiovascular Disorders. Front Cardiovasc Med. 2022; 9:754909. PMC: 8860826. DOI: 10.3389/fcvm.2022.754909. View

10.

Kwon J, Kim K, Jo Y, Jung M, Cho Y, Shin J . Artificial intelligence assessment for early detection and prediction of renal impairment using electrocardiography. Int Urol Nephrol. 2022; 54(10):2733-2744. PMC: 9463260. DOI: 10.1007/s11255-022-03165-w. View

11.

Cheng S, Larson M, Keyes M, McCabe E, Newton-Cheh C, Levy D . Relation of QRS width in healthy persons to risk of future permanent pacemaker implantation. Am J Cardiol. 2010; 106(5):668-72. PMC: 3012354. DOI: 10.1016/j.amjcard.2010.04.021. View

12.

Hamczyk M, Nevado R, Barettino A, Fuster V, Andres V . Biological Versus Chronological Aging: JACC Focus Seminar. J Am Coll Cardiol. 2020; 75(8):919-930. DOI: 10.1016/j.jacc.2019.11.062. View

13.

Brant L, Ribeiro A, Pinto-Filho M, Kornej J, Preis S, Fetterman J . Association Between Electrocardiographic Age and Cardiovascular Events in Community Settings: The Framingham Heart Study. Circ Cardiovasc Qual Outcomes. 2023; 16(7):e009821. PMC: 10524985. DOI: 10.1161/CIRCOUTCOMES.122.009821. View