Advances in accelerometry for cardiovascular patients: a systematic review with practical recommendations

. 2020 Oct ; 7 (5) : 2021-2031. [epub] 20200703

Jazyk angličtina Země Anglie, Velká Británie Médium print-electronic

Typ dokumentu časopisecké články, práce podpořená grantem, systematický přehled

Perzistentní odkaz   https://www.medvik.cz/link/pmid32618431

Grantová podpora
NV18-09-00146 Czech Health Research Council - International

AIMS: Accelerometers are becoming increasingly commonplace for assessing physical activity; however, their use in patients with cardiovascular diseases is relatively substandard. We aimed to systematically review the methods used for collecting and processing accelerometer data in cardiology, using the example of heart failure, and to provide practical recommendations on how to improve objective physical activity assessment in patients with cardiovascular diseases by using accelerometers. METHODS AND RESULTS: Four electronic databases were searched up to September 2019 for observational, interventional, and validation studies using accelerometers to assess physical activity in patients with heart failure. Study and population characteristics, details of accelerometry data collection and processing, and description of physical activity metrics were extracted from the eligible studies and synthesized. To assess the quality and completeness of accelerometer reporting, the studies were scored using 12 items on data collection and processing, such as the placement of accelerometer, days of data collected, and criteria for non-wear of the accelerometer. In 60 eligible studies with 3500 patients (of those, 536 were heart failure with preserved ejection fraction patients), a wide variety of accelerometer brands (n = 27) and models (n = 46) were used, with Actigraph being the most frequent (n = 12), followed by Fitbit (n = 5). The accelerometer was usually worn on the hip (n = 32), and the most prevalent wear period was 7 days (n = 22). The median wear time required for a valid day was 600 min, and between two and five valid days was required for a patient to be included in the analysis. The most common measures of physical activity were steps (n = 20), activity counts (n = 15), and time spent in moderate-to-vigorous physical activity (n = 14). Only three studies validated accelerometers in a heart failure population, showing that their accuracy deteriorates at slower speeds. Studies failed to report between one and six (median 4) of the 12 scored items, with non-wear time criteria and valid day definition being the most underreported items. CONCLUSIONS: The use of accelerometers in cardiology lacks consistency and reporting on data collection, and processing methods need to be improved. Furthermore, calculating metrics based on raw acceleration and machine learning techniques is lacking, opening the opportunity for future exploration. Therefore, we encourage researchers and clinicians to improve the quality and transparency of data collection and processing by following our proposed practical recommendations for using accelerometers in patients with cardiovascular diseases, which are outlined in the article.

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Piercy KL, Troiano RP, Ballard RM, Carlson SA, Fulton JE, Galuska DA, George SM, Olson RD. The physical activity guidelines for Americans. JAMA 2018; 320: 2020–2028. PubMed PMC

Cheng W, Zhang Z, Cheng W, Yang C, Diao L, Liu W. Associations of leisure‐time physical activity with cardiovascular mortality: a systematic review and meta‐analysis of 44 prospective cohort studies. Eur J Prev Cardiol 2018; 25: 1864–1872. PubMed

Vetrovsky T, Cupka J, Dudek M, Kuthanova B, Vetrovska K, Capek V, Bunc V. A pedometer‐based walking intervention with and without email counseling in general practice: a pilot randomized controlled trial. BMC Public Health 2018; 18: 635–647. PubMed PMC

Limb ES, Ahmad S, Cook DG, Kerry SM, Ekelund U, Whincup PH, Victor CR, Iliffe S, Ussher M, Fox‐Rushby J, Furness C, Ibison J, DeWilde S, Harris T. Measuring change in trials of physical activity interventions: a comparison of self‐report questionnaire and accelerometry within the PACE‐UP trial. Int J Behav Nutr Phys Act 2019; 16: 10. PubMed PMC

Dibben GO, Dalal HM, Taylor RS, Doherty P, Tang LH, Hillsdon M. Cardiac rehabilitation and physical activity: systematic review and meta‐analysis. Heart 2018; 104: 1394–1402. PubMed PMC

Tan MKH, Wong JKL, Bakrania K, Abdullahi Y, Harling L, Casula R, Rowlands AV, Athanasiou T, Jarral OA. Can activity monitors predict outcomes in patients with heart failure? A systematic review. Eur Heart J Qual Care Clin Outcomes 2019; 5: 11–21. PubMed

Shoemaker MJ, Tresh T, Hart J, Wood T. Objective improvement in daily physical activity in heart failure remains elusive. Cardiopulm Phys Ther J 2018; 29: 63–80.

Long L, Mordi IR, Bridges C, Sagar VA, Davies EJ, Coats AJ, Dalal H, Rees K, Singh SJ, Taylor RS. Exercise‐based cardiac rehabilitation for adults with heart failure. Cochrane Heart Group, ed. Cochrane Database Syst Rev 2019; 8: 860–184. PubMed PMC

Montoye AHK, Moore RW, Bowles HR, Korycinski R, Pfeiffer KA. Reporting accelerometer methods in physical activity intervention studies: a systematic review and recommendations for authors. Br J Sports Med 2018; 52: 1507–1516. PubMed

Alosco ML, Spitznagel MB, Miller L, Raz N, Cohen R, Sweet LH, Colbert LH, Josephson R, Waechter D, Hughes J, Rosneck J, Gunstad J. Depression is associated with reduced physical activity in persons with heart failure. Health Psychol 2012; 31: 754–762. PubMed PMC

Andreae C, Årestedt K, Evangelista L, Strömberg A. The relationship between physical activity and appetite in patients with heart failure: a prospective observational study. Eur J Cardiovasc Nurs 2019; 18: 410–417. PubMed PMC

Atalla A, Carlisle TW, Simonds AK, Cowie MR, Morrell MJ. Sleepiness and activity in heart failure patients with reduced ejection fraction and central sleep‐disordered breathing. Sleep Med 2017; 34: 217–223. PubMed

Baril J‐F, Bromberg S, Moayedi Y, Taati B, Manlhiot C, Ross HJ, Cafazzo J. Use of free‐living step count monitoring for heart failure functional classification: validation study. JMIR Cardio 2019; 3: e12122–e12115. PubMed PMC

Borlaug BA, Anstrom KJ, Lewis GD, Shah SJ, Levine JA, Koepp GA, Givertz MM, Felker GM, LeWinter MM, Mann DL, Margulies KB, Smith AL, Tang WHW, Whellan DJ, Chen HH, Davila‐Roman VG, McNulty S, Desvigne‐Nickens P, Hernandez AF, Braunwald E, Redfield MM, for the National Heart, Lung, and Blood Institute Heart Failure Clinical Research Network . Effect of inorganic nitrite vs placebo on exercise capacity among patients with heart failure with preserved ejection fraction. JAMA 2018; 320: 1764–1710. PubMed PMC

Cowie A, Thow MK, Granat MH, Mitchell SL. A comparison of home and hospital‐based exercise training in heart failure: immediate and long‐term effects upon physical activity level. Eur J Cardiovasc Prev Rehabil 2011; 18: 158–166. PubMed

Dalal HM, Taylor RS, Jolly K, Davis RC, Doherty P, Miles J, Van Lingen R, Warren FC, Green C, Wingham J, Greaves C, Sadler S, Hillsdon M, Abraham C, Britten N, Frost J, Singh S, Hayward C, Eyre V, Paul K, Lang CC, Smith K. The effects and costs of home‐based rehabilitation for heart failure with reduced ejection fraction: the REACH‐HF multicentre randomized controlled trial. Eur J Prev Cardiol 2018; 26: 262–272. PubMed PMC

Deka P, Pozehl B, Williams MA, Norman JF, Khazanchi D, Pathak D. MOVE‐HF: an internet‐based pilot study to improve adherence to exercise in patients with heart failure. Eur J Cardiovasc Nurs 2019; 18: 122–131. PubMed

Dontje ML, van der Wal MHL, Stolk RP, Brügemann J, Jaarsma T, Wijtvliet PEPJ, van der Schans CP, de Greef MHG. Daily physical activity in stable heart failure patients. J Cardiovasc Nurs 2014; 29: 218–226. PubMed

Edelmann F, Bobenko A, Gelbrich G, Hasenfuss G, Herrmann‐Lingen C, Duvinage A, Schwarz S, Mende M, Prettin C, Trippel T, Lindhorst R, Morris D, Pieske‐Kraigher E, Nolte K, Düngen H‐D, Wachter R, Halle M, Pieske B. Exercise training in Diastolic Heart Failure (Ex‐DHF): rationale and design of a multicentre, prospective, randomized, controlled, parallel group trial. Eur J Heart Fail 2017; 19: 1067–1074. PubMed

Floegel TA, Dickinson JM, DerAnanian C, McCarthy M, Hooker SP, Buman MP. Association of posture and ambulation with function 30 days after hospital discharge in older adults with heart failure. J Card Fail 2018; 24: 126–130. PubMed

Gad SA, Martin S, Kimber S, Williams R, Gulamhusein S, Lockwood E, Haennel RG. Impact of cardiac resynchronization therapy on daily physical activity in heart failure patients. J Cardiopulm Rehabil Prev 2018; 38: E1–E4. PubMed

Gottlieb SS, Fisher ML, Freudenberger R, Robinson S, Zietowski G, Alves L, Krichten C, Vaitkevicus P, McCarter R. Effects of exercise training on peak performance and quality of life in congestive heart failure patients. J Card Fail 1999; 5: 188–194. PubMed

Howell J, Strong BM, Weisenberg J, Kakade A, Gao Q, Cuddihy P, Delisle S, Kachnowski S, Maurer MS. Maximum daily 6 minutes of activity: an index of functional capacity derived from actigraphy and its application to older adults with heart failure. J Am Geriatr Soc 2010; 58: 931–936. PubMed PMC

Howie‐Esquivel J, Zaharias E. Using novel technology to determine mobility among hospitalized heart failure patients: a pilot study. Cardiol Res 2013; 4: 15–25. PubMed PMC

Izawa KP, Watanabe S, Oka K, Hiraki K, Morio Y, Kasahara Y, Osada N, Omiya K, Shimizu H. Association between mental health and physical activity in patients with chronic heart failure. Disabil Rehabil 2013; 36: 250–254. PubMed

Jaarsma T, Klompstra L, Ben Gal T, Boyne J, Vellone E, Bäck M, Dickstein K, Fridlund B, Hoes A, Piepoli MF, Chialà O, Mårtensson J, Strömberg A. Increasing exercise capacity and quality of life of patients with heart failure through Wii gaming: the rationale, design and methodology of the HF‐Wii study; a multicentre randomized controlled trial. Eur J Heart Fail 2015; 17: 743–748. PubMed PMC

Jehn M, Schmidt‐Trucksäess A, Schuster T, Hanssen H, Weis M, Halle M, Koehler F. Accelerometer‐based quantification of 6‐minute walk test performance in patients with chronic heart failure: applicability in telemedicine. J Card Fail 2009; 15: 334–340. PubMed

Jehn M, Schmidt‐Trucksäss A, Schuster T, Weis M, Hanssen H, Halle M, Koehler F. Daily walking performance as an independent predictor of advanced heart failure: prediction of exercise capacity in chronic heart failure. Am Heart J 2009; 157: 292–298. PubMed

Jehn M, Schmidt‐Trucksäss A, Schuster T, Hanssen H, Halle M, Köhler F. Pedometer accuracy in patients with chronic heart failure. Int J Sports Med 2010; 31: 186–191. PubMed

Jehn M, Prescher S, Koehler K, von Haehling S, Winkler S, Deckwart O, Honold M, Sechtem U, Baumann G, Halle M, Anker SD, Koehler F. Tele‐accelerometry as a novel technique for assessing functional status in patients with heart failure: feasibility, reliability and patient safety. Int J Cardiol 2013; 168: 4723–4728. PubMed

Klompstra L, Jaarsma T, Strömberg A. Exergaming to increase the exercise capacity and daily physical activity in heart failure patients: a pilot study. BMC Geriatr 2014; 14: 119. PubMed PMC

Lang CC, Smith K, Wingham J, Eyre V, Greaves CJ, Warren FC, Green C, Jolly K, Davis RC, Doherty PJ, Miles J, Britten N, Abraham C, Van Lingen R, Singh SJ, Paul K, Hillsdon M, Sadler S, Hayward C, Dalal HM, Taylor RS, REACH‐HF investigators . A randomised controlled trial of a facilitated home‐based rehabilitation intervention in patients with heart failure with preserved ejection fraction and their caregivers: the REACH‐HFpEF Pilot Study. BMJ Open 2018; 8: e019649. PubMed PMC

Liebzeit D, Phelan C, Moon C, Brown R, Bratzke L. Rest–activity patterns in older adults with heart failure and healthy older adults. J Aging Phys Act 2017; 25: 116–122. PubMed PMC

McCarthy MM, Dickson VV, Katz SD, Chyun DA. An exercise counseling intervention in minority adults with heart failure. Rehabil Nurs 2017; 42: 146–156. PubMed

Melczer C, Melczer L, Goják I, Oláh A, Ács P. A comparative analysis between external accelerometer and internal accelerometer's physical activity data from implanted resynchronization devices in patients with heart failure. Eur J Integr Med 2016; 8: 18–22.

Melin M, Hagerman I, Gonon A, Gustafsson T, Rullman E. Variability in physical activity assessed with accelerometer is an independent predictor of mortality in CHF patients. PLoS ONE 2016; 11: e0153036–e0153013. PubMed PMC

Miyahara S, Fujimoto N, Dohi K, Sugiura E, Moriwaki K, Omori T, Takeuchi T, Kumagai N, Nakamori S, Yamada N, Ito M. Postdischarge light‐intensity physical activity predicts rehospitalization of older Japanese patients with heart failure. J Cardiopulm Rehabil Prev 2018; 38: 182–186. PubMed

Mohri M, Motohama R, Sato N. Home‐based cardiac rehabilitation decreases red cell distribution width in chronic heart failure. Acta Cardiol 2017; 68: 615–619. PubMed

Nguyen HQ, Steele BG, Dougherty CM, Burr RL. Physical activity patterns of patients with cardiopulmonary illnesses. Arch Phys Med Rehabil 2012; 93: 2360–2366. PubMed PMC

O'Donnell J, Velardo C, Shah SA, Khorshidi GS, Salvi D, Rahimi K, Tarassenko L. Physical activity and sleep analysis of heart failure patients using multi‐sensor patches. 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 2018. 10.1109/EMBC.2018.8513594 PubMed DOI

Pozehl BJ, McGuire R, Duncan K, Hertzog M, Deka P, Norman J, Artinian NT, Saval MA, Keteyian SJ. accelerometer‐measured daily activity levels and related factors in patients with heart failure. J Cardiovasc Nurs 2018; 33: 329–335. PubMed PMC

Pressler A, Danner M, Esefeld K, Haller B, Scherr J, Schömig A, Halle M, Kolb C. Validity of cardiac implantable electronic devices in assessing daily physical activity. Int J Cardiol 2013; 168: 1127–1130. PubMed

Redeker NS, Hilkert R. Sleep and quality of life in stable heart failure. J Card Fail 2005; 11: 700–704. PubMed

Redeker NS, Muench U, Zucker MJ, Walsleben J, Gilbert M, Freudenberger R, Chen M, Campbell D, Blank L, Berkowitz R, Adams L, Rapoport DM. Sleep disordered breathing, daytime symptoms, and functional performance in stable heart failure. Sleep 2010; 33: 551–560. PubMed PMC

Redfield MM, Anstrom KJ, Levine JA, Koepp GA, Borlaug BA, Chen HH, LeWinter MM, Joseph SM, Shah SJ, Semigran MJ, Felker GM, Cole RT, Reeves GR, Tedford RJ, Tang WHW, McNulty SE, Velazquez EJ, Shah MR, Braunwald E. Isosorbide mononitrate in heart failure with preserved ejection fraction. N Engl J Med 2015; 373: 2314–2324. PubMed PMC

Shen H, Zhao J, Zhou X, Li J, Wan Q, Huang J, Li H, Wu L, Yang S, Wang P. Impaired chronotropic response to physical activities in heart failure patients. BMC Cardiovasc Disord 2017; 17: 136. PubMed PMC

Shoemaker MJ, Curtis AB, Vangsnes E, Dickinson MG. Clinically meaningful change estimates for the six‐minute walk test and daily activity in individuals with chronic heart failure. Cardiopulm Phys Ther J 2013; 24: 21–29. PubMed PMC

Shoemaker MJ, Cartwright K, Hanson K, Serba D, Dickinson MG, Kowalk A. Concurrent validity of daily activity data from Medtronic ICD/CRT devices and the Actigraph GT3X triaxial accelerometer. Cardiopulm Phys Ther J 2017; 28: 3–11.

Smagula SF, Freedland KE, Steinmeyer BC, Wallace MJ, Carney RM, Rich MW. Moderators of response to cognitive behavior therapy for major depression in patients with heart failure. Psychosom Med 2019; 81: 506–512. PubMed PMC

Stocker TJ, Scheck F, Orban M, Braun D, Hertell H, Lackermair K, Deseive S, Mehr M, Orban M, Karam N, Nabauer M, Massberg S, Hausleiter J. Physical activity tracking in correlation to conventional heart failure monitoring assessing improvements after transcatheter mitral and tricuspid valve repair. Eur J Heart Fail 2019; 144: 524–523. PubMed

Suchy C, Massen L, Rognmo O, Van Craenenbroeck EM, Beckers P, Kraigher‐Krainer E, Linke A, Adams V, Wisløff U, Pieske B, Halle M. Optimising exercise training in prevention and treatment of diastolic heart failure (OptimEx‐CLIN): rationale and design of a prospective, randomised, controlled trial. Eur J Prev Cardiol 2014; 21: 18–25. PubMed

Tai M‐K, Meininger JC, Frazier LQ, Chan W. Ambulatory blood pressure and physical activity in heart failure. Biol Res Nurs 2010; 11: 269–279. PubMed

Toth MJ, Shaw AO, Miller MS, VanBuren P, LeWinter MM, Maughan DW, Ades PA. Reduced knee extensor function in heart failure is not explained by inactivity. Int J Cardiol 2010; 143: 276–282. PubMed PMC

van den Berg‐Emons HJ, Bussmann JB, Balk AH, Stam HJ. Validity of ambulatory accelerometry to quantify physical activity in heart failure. Scand J Rehabil Med 2000; 32: 187–192. PubMed

van den Berg‐Emons R, Balk A, Bussmann H, Stam H. Does aerobic training lead to a more active lifestyle and improved quality of life in patients with chronic heart failure? Eur J Heart Fail 2005; 6: 95–100. PubMed

Velikic G, Modayil J, Thomsen M, Bocko M, Pentland A. Predicting the near‐future impact of daily activities on heart rate for at‐risk populations. 2011 IEEE 13th International Conference on e‐Health Networking, Applications and Services 2011.

Vetrovsky T, Siranec M, Parenica J, Griva M, Stastny J, Precek J, Pelouch R, Bunc V, Linhart A, Belohlavek J. Effect of a 6‐month pedometer‐based walking intervention on functional capacity in patients with chronic heart failure with reduced (HFrEF) and with preserved (HFpEF) ejection fraction: study protocol for two multicenter randomized controlled trials. J Transl Med 2017; 15: 153–162. PubMed PMC

Vetrovsky T, Siranec M, Marencaková J, Tufano JJ, Capek V, Bunc V, Belohlavek J. Validity of six consumer‐level activity monitors for measuring steps in patients with chronic heart failure. PLoS ONE 2019; 14: e0222569. PubMed PMC

Wagner J, Knaier R, Infanger D, Arbeev K, Briel M, Dieterle T, Hanssen H, Faude O, Roth R, Hinrichs T, Schmidt‐Trucksäss A. Functional aging in health and heart failure: the COmPLETE Study. BMC Cardiovasc Disord 2019; 19: 180–117. PubMed PMC

Waring T, Gross K, Soucier R, ZuWallack R. Measured physical activity and 30‐day rehospitalization in heart failure patients. J Cardiopulm Rehabil Prev 2017; 37: 124–129. PubMed

Werhahn SM, Dathe H, Rottmann T, Franke T, Vahdat D, Hasenfuss G, Seidler T. Designing meaningful outcome parameters using mobile technology: a new mobile application for telemonitoring of patients with heart failure. ESC Heart Failure 2019; 6: 516–525. PubMed PMC

Witham MD, Gray JM, Argo IS, Johnston DW, Struthers AD, McMurdo MET. Effect of a seated exercise program to improve physical function and health status in frail patients ≥70 years of age with heart failure. Am J Cardiol 2005; 95: 1120–1124. PubMed

Witham MD, Crighton LJ, Gillespie ND, Struthers AD, McMurdo MET. The effects of vitamin D supplementation on physical function and quality of life in older patients with heart failure. Circ Heart Fail 2010; 3: 195–201. PubMed

Yamazaki T, Asanoi H, Ueno H, Yamada K, Takagawa J, Kameyama T, Hirai T, Nozawa T, Inoue H. Circadian dynamics of heart rate and physical activity in patients with heart failure. Clin Exp Hypertens 2009; 27: 241–249. PubMed

Yates BC, Pozehl B, Kupzyk K, Epstein CM, Deka P. Are heart failure and coronary artery bypass surgery patients meeting physical activity guidelines? Rehabil Nurs 2017; 42: 119–124. PubMed PMC

Yavari M, Haykowsky MJF, Savu A, Kaul P, Dyck JRB, Haennel RG, Alberta HEART Investigators . Volume and patterns of physical activity across the health and heart failure continuum. Can J Cardiol 2017; 33: 1465–1471. PubMed

Young L, Hertzog M, Barnason S. Effects of a home‐based activation intervention on self‐management adherence and readmission in rural heart failure patients: the PATCH randomized controlled trial. BMC Cardiovasc Disord 2016; 16: 176. PubMed PMC

Witham MD, Fulton RL, Greig CA, Johnston DW, Lang CC, van der Pol M, Boyers D, Struthers AD, McMurdo MET. Efficacy and cost of an exercise program for functionally impaired older patients with heart failure. Circ Heart Fail 2012; 5: 209–216. PubMed

Clark CCT, Barnes CM, Stratton G, McNarry MA, Mackintosh KA, Summers HD. A review of emerging analytical techniques for objective physical activity measurement in humans. Sports Med 2017; 47: 439–447. PubMed

Peddle‐McIntyre CJ, Cavalheri V, Boyle T, McVeigh JA, Jeffery E, Lynch BM, Vallance JK. A review of accelerometer‐based activity monitoring in cancer survivorship research. Med Sci Sports Exerc 2018; 50: 1790–1801. PubMed

Matthews CE, Hagströmer M, Pober DM, Bowles HR. Best practices for using physical activity monitors in population‐based research. Med Sci Sports Exerc 2012; 44: S68–S76. PubMed PMC

Rowlands AV, Sherar LB, Fairclough SJ, Yates T, Edwardson CL, Harrington DM, Davies MJ, Munir F, Khunti K, Stiles VH. A data‐driven, meaningful, easy to interpret, standardised accelerometer outcome variable for global surveillance. J Sci Med Sport 2019; 22: 1132–1138. PubMed

John D, Morton A, Arguello D, Lyden K, Bassett D. ‘What is a step?’ Differences in how a step is detected among three popular activity monitors that have impacted physical activity research. Sensors (Basel) 2018; 18: 1206–1215. PubMed PMC

Rowlands AV, Plekhanova T, Yates T, Mirkes EM, Davies M, Khunti K, Edwardson CL. Providing a basis for harmonization of accelerometer‐assessed physical activity outcomes across epidemiological datasets. J Meas Phys Behav 2019; 2: 131–142.

Šimůnek A, Dygrýn J, Gába A, Jakubec L, Stelzer J, Chmelík F. Validity of Garmin vívofit and Polar Loop for measuring daily step counts in free‐living conditions in adults. Acta Gymnica 2016; 46: 129–135.

Fokkema T, Kooiman TJM, Krijnen WP, van der Schans CP, De Groot M. Reliability and validity of ten consumer activity trackers depend on walking speed. Med Sci Sports Exerc 2017; 49: 793–800. PubMed

Chen KY, Bassett DR Jr. The technology of accelerometry‐based activity monitors: current and future. Med Sci Sports Exerc 2005; 37: S490–S500. PubMed

Rowlands AV, Dawkins NP, Maylor B, Edwardson CL, Fairclough SJ, Davies MJ, Harrington DM, Khunti K, Yates T. Enhancing the value of accelerometer‐assessed physical activity: meaningful visual comparisons of data‐driven translational accelerometer metrics. Sports Med Open 2019; 5: 47–11. PubMed PMC

Duncan MJ, Rowlands A, Lawson C, Wright SL, Hill M, Morris M, Eyre E, Tallis J. Using accelerometery to classify physical activity intensity in older adults: what is the optimal wear‐site? Eur J Sport Sc 2019. 10.1080/17461391.2019.1694078 PubMed DOI

Migueles JH, Cadenas‐Sanchez C, Rowlands AV, Henriksson P, Shiroma EJ, Acosta FM, Rodriguez Ayllon M, Esteban Cornejo I, Plaza‐Florido A, Gil‐Cosano JJ, Ekelund U, van Hees VT, Ortega FB. Comparability of accelerometer signal aggregation metrics across placements and dominant wrist cut points for the assessment of physical activity in adults. Sci Rep 2019; 9: 18235. PubMed PMC

Migueles JH, Cadenas‐Sanchez C, Tudor‐Locke C, Löf M, Esteban Cornejo I, Molina Garcia P, Mora‐Gonzalez J, Rodriguez Ayllon M, Garcia Marmol E, Ekelund U, Ortega FB. Comparability of published cut‐points for the assessment of physical activity: implications for data harmonization. Scand J Med Sci Sports 2019; 29: 566–574. PubMed

Hildebrand M, van Hees VT, Hansen BH, Ekelund U. Age group comparability of raw accelerometer output from wrist‐ and hip‐worn monitors. Med Sci Sports Exerc 2014; 46: 1816–1824. PubMed

Rowlands AV, Edwardson CL, Davies MJ, Khunti K, Harrington DM, Yates T. Beyond cut points. Med Sci Sports Exerc 2018; 50: 1323–1332. PubMed

Gil‐Rey E, Maldonado‐Martín S, Gorostiaga EM. Individualized accelerometer activity cut‐points for the measurement of relative physical activity intensity levels. Res Q Exerc Sport 2019; 90: 327–335. PubMed

Migueles JH, Rowlands AV, Huber F, Sabia S, van Hees VT. GGIR: a research community–driven open source R package for generating physical activity and sleep outcomes from multi‐day raw accelerometer data. J Meas Phys Behav 2019; 2: 188–196.

Migueles JH, Cadenas‐Sanchez C, Ekelund U, Nyström CD, Mora‐Gonzalez J, Löf M, Labayen I, Ruiz JR, Ortega FB. Accelerometer data collection and processing criteria to assess physical activity and other outcomes: a systematic review and practical considerations. Sports Med 2017; 47: 1821–1845. PubMed PMC

Byrom B, Rowe DA. Measuring free‐living physical activity in COPD patients: deriving methodology standards for clinical trials through a review of research studies. Contemp Clin Trials 2016; 47: 172–184. PubMed

Doherty A, Jackson D, Hammerla N, Plötz T, Olivier P, Granat MH, White T, van Hees VT, Trenell MI, Owen CG, Preece SJ, Gillions R, Sheard S, Peakman T, Brage S, Wareham NJ. Large scale population assessment of physical activity using wrist worn accelerometers: the UK Biobank study. PLoS ONE 2017; 12: e0169649–14. PubMed PMC

Marcotte RT, Petrucci GJ Jr, Cox MF, Freedson PS, Staudenmayer JW, Sirard JR. Estimating sedentary time from a hip‐ and wrist‐worn accelerometer. Med Sci Sports Exerc 2019; 52: 225–232. PubMed PMC

Crowley P, Skotte J, Stamatakis E, Hamer M, Aadahl M, Stevens ML, Rangul V, Mork PJ, Holtermann A. Comparison of physical behavior estimates from three different thigh‐worn accelerometers brands: a proof‐of‐concept for the Prospective Physical Activity, Sitting, and Sleep consortium (ProPASS). Int J Behav Nutr Phys Act 2019; 16: 1–7. PubMed PMC

Treacy D, Hassett L, Schurr K, Chagpar S, Paul SS, Sherrington C. Validity of different activity monitors to count steps in an inpatient rehabilitation setting. Phys Ther 2017; 97: 581–588. PubMed

Clark CCT, Nobre GC, Fernandes JFT, Moran J, Drury B, Mannini A, Gronek P, Podstawski R. Physical activity characterization: does one site fit all? Physiol Meas 2018; 39: 09TR02–TR29. PubMed

da Silva VZM , Lima AC, Vargas FT, Cahalin LP, Arena R, Cipriano G. Association between physical activity measurements and key parameters of cardiopulmonary exercise testing in patients with heart failure. J Card Fail 2013; 19: 635–640. PubMed

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