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Unsupervised machine learning to investigate trajectory patterns of COVID-19 symptoms and physical activity measured via the MyHeart Counts App and smart devices.
Gupta V, Kariotis S, Rajab MD, Errington N, Alhathli E, Jammeh E, Brook M, Meardon N, Collini P, Cole J, Wild JM, Hershman S, Javed A, Thompson AAR, de Silva T, Ashley EA, Wang D, Lawrie A. Gupta V, et al. Among authors: ashley ea. NPJ Digit Med. 2023 Dec 22;6(1):239. doi: 10.1038/s41746-023-00974-w. NPJ Digit Med. 2023. PMID: 38135699 Free PMC article.
Physical activity, sleep and cardiovascular health data for 50,000 individuals from the MyHeart Counts Study.
Hershman SG, Bot BM, Shcherbina A, Doerr M, Moayedi Y, Pavlovic A, Waggott D, Cho MK, Rosenberger ME, Haskell WL, Myers J, Champagne MA, Mignot E, Salvi D, Landray M, Tarassenko L, Harrington RA, Yeung AC, McConnell MV, Ashley EA. Hershman SG, et al. Among authors: ashley ea. Sci Data. 2019 Apr 11;6(1):24. doi: 10.1038/s41597-019-0016-7. Sci Data. 2019. PMID: 30975992 Free PMC article.
The effect of digital physical activity interventions on daily step count: a randomised controlled crossover substudy of the MyHeart Counts Cardiovascular Health Study.
Shcherbina A, Hershman SG, Lazzeroni L, King AC, O'Sullivan JW, Hekler E, Moayedi Y, Pavlovic A, Waggott D, Sharma A, Yeung A, Christle JW, Wheeler MT, McConnell MV, Harrington RA, Ashley EA. Shcherbina A, et al. Among authors: ashley ea. Lancet Digit Health. 2019 Nov;1(7):e344-e352. doi: 10.1016/S2589-7500(19)30129-3. Epub 2019 Oct 9. Lancet Digit Health. 2019. PMID: 33323209 Free article. Clinical Trial.
Mobile Health Study Incorporating Novel Fitness Test.
Johnson A, Hershman SG, Javed A, Mattsson CM, Christle J, Oppezzo M, Ashley EA. Johnson A, et al. Among authors: ashley ea. J Cardiovasc Transl Res. 2023 Jun;16(3):569-580. doi: 10.1007/s12265-022-10317-x. Epub 2022 Sep 22. J Cardiovasc Transl Res. 2023. PMID: 36136239
Identification of cardiac wall motion abnormalities in diverse populations by deep learning of the electrocardiogram.
Rogers AJ, Bhatia NK, Bandyopadhyay S, Tooley J, Ansari R, Thakkar V, Xu J, Soto JT, Tung JS, Alhusseini MI, Clopton P, Sameni R, Clifford GD, Hughes JW, Ashley EA, Perez MV, Zaharia M, Narayan SM. Rogers AJ, et al. Among authors: ashley ea. NPJ Digit Med. 2025 Jan 11;8(1):21. doi: 10.1038/s41746-024-01407-y. NPJ Digit Med. 2025. PMID: 39799179 Free PMC article.
Deep learning interpretation of echocardiograms.
Ghorbani A, Ouyang D, Abid A, He B, Chen JH, Harrington RA, Liang DH, Ashley EA, Zou JY. Ghorbani A, et al. Among authors: ashley ea. NPJ Digit Med. 2020 Jan 24;3:10. doi: 10.1038/s41746-019-0216-8. eCollection 2020. NPJ Digit Med. 2020. PMID: 31993508 Free PMC article.
Mapping the human genetic architecture of COVID-19.
COVID-19 Host Genetics Initiative. COVID-19 Host Genetics Initiative. Nature. 2021 Dec;600(7889):472-477. doi: 10.1038/s41586-021-03767-x. Epub 2021 Jul 8. Nature. 2021. PMID: 34237774 Free PMC article.
573 results