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Development and Internal Validation of an AI-Enabled Cuff-less, Non-invasive Continuous Blood Pressure Monitor Across All Classes of Hypertension.

Publication ,  Journal Article
Lopez-Jimenez, F; Deshmukh, A; Bisognano, J; Boehmer, J; Ramasamy, M; Shyam Kumar, P; Kapa, S; Varadan, V; Varadan, V; Fudim, M
Published in: J Cardiovasc Transl Res
April 2025

BACKGROUND: Non-invasive, continuous blood pressure monitoring technologies require additional validation beyond standard cuff-based methods. This study evaluates a non-invasive, multiparametric wearable cuffless blood pressure (BP) diagnostic monitor across all hypertension classes with diverse subjects. METHODS: A prospective, multicenter study assessed Nanowear's SimpleSense-BP performance, including induced and natural BP changes, significant BP variations (Systolic BP (SBP) ≥ ± 15 mm Hg and Diastolic BP (DBP) ≥ ± 10 mm Hg), and reference input value validity over 4 weeks. RESULTS: 303 subjects (18-83 yrs; 50.16% Female) participated in algorithmic development and validation (Normal - 35%, Prehypertensive - 24%, Stage 1 - 24%, Stage 2 - 17%). 54 subjects were tested for induced change performance, 149 exhibited significant changes, and 91 validated reference value duration. CONCLUSIONS: The study clinically validated a continuous, AI-based BP diagnostic monitor using non-invasive wearable data. Further testing on diverse populations and external validation are recommended. The protocol was inspired by ISO 81060-2 and IEEE 1708:2019 standards.

Duke Scholars

Published In

J Cardiovasc Transl Res

DOI

EISSN

1937-5395

Publication Date

April 2025

Volume

18

Issue

2

Start / End Page

280 / 290

Location

United States

Related Subject Headings

  • Young Adult
  • Wearable Electronic Devices
  • Time Factors
  • Reproducibility of Results
  • Prospective Studies
  • Predictive Value of Tests
  • Middle Aged
  • Male
  • Hypertension
  • Humans
 

Citation

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Lopez-Jimenez, F., Deshmukh, A., Bisognano, J., Boehmer, J., Ramasamy, M., Shyam Kumar, P., … Fudim, M. (2025). Development and Internal Validation of an AI-Enabled Cuff-less, Non-invasive Continuous Blood Pressure Monitor Across All Classes of Hypertension. J Cardiovasc Transl Res, 18(2), 280–290. https://doi.org/10.1007/s12265-024-10589-5
Lopez-Jimenez, Francisco, Abhishek Deshmukh, John Bisognano, John Boehmer, Mouli Ramasamy, Prashanth Shyam Kumar, Suraj Kapa, Venk Varadan, Vijay Varadan, and Marat Fudim. “Development and Internal Validation of an AI-Enabled Cuff-less, Non-invasive Continuous Blood Pressure Monitor Across All Classes of Hypertension.J Cardiovasc Transl Res 18, no. 2 (April 2025): 280–90. https://doi.org/10.1007/s12265-024-10589-5.
Lopez-Jimenez F, Deshmukh A, Bisognano J, Boehmer J, Ramasamy M, Shyam Kumar P, et al. Development and Internal Validation of an AI-Enabled Cuff-less, Non-invasive Continuous Blood Pressure Monitor Across All Classes of Hypertension. J Cardiovasc Transl Res. 2025 Apr;18(2):280–90.
Lopez-Jimenez, Francisco, et al. “Development and Internal Validation of an AI-Enabled Cuff-less, Non-invasive Continuous Blood Pressure Monitor Across All Classes of Hypertension.J Cardiovasc Transl Res, vol. 18, no. 2, Apr. 2025, pp. 280–90. Pubmed, doi:10.1007/s12265-024-10589-5.
Lopez-Jimenez F, Deshmukh A, Bisognano J, Boehmer J, Ramasamy M, Shyam Kumar P, Kapa S, Varadan V, Fudim M. Development and Internal Validation of an AI-Enabled Cuff-less, Non-invasive Continuous Blood Pressure Monitor Across All Classes of Hypertension. J Cardiovasc Transl Res. 2025 Apr;18(2):280–290.
Journal cover image

Published In

J Cardiovasc Transl Res

DOI

EISSN

1937-5395

Publication Date

April 2025

Volume

18

Issue

2

Start / End Page

280 / 290

Location

United States

Related Subject Headings

  • Young Adult
  • Wearable Electronic Devices
  • Time Factors
  • Reproducibility of Results
  • Prospective Studies
  • Predictive Value of Tests
  • Middle Aged
  • Male
  • Hypertension
  • Humans