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. 2025 Jul 23;12(8):005420.
doi: 10.12890/2025_005420. eCollection 2025.

A Novel, Non-Invasive AI-Based Telemonitoring System for Heart Failure: Detection of Undiagnosed Hyperthyroidism in an Asymptomatic Patient

Affiliations

A Novel, Non-Invasive AI-Based Telemonitoring System for Heart Failure: Detection of Undiagnosed Hyperthyroidism in an Asymptomatic Patient

Allan Böhm et al. Eur J Case Rep Intern Med. .

Abstract

Background: Untreated thyroid disorders may precipitate heart failure (HF) decompensation. Assessment of cardiac filling pressures may aid in the early detection and prevention of clinical decompensation. Therapy guided by monitoring of cardiac filling pressures has been shown to improve quality of life and survival and reduce hospitalizations of individuals with HF. We have developed a non-invasive method to assess left ventricular filling pressures (LVFP) by analysing the photoplethysmography signal with Seeling HeartCore technology (Seerlinq, Bratislava, Slovakia).

Case description: A 99-year-old female visited the clinic for a routine cardiac check-up. Laboratory investigations showed elevated NTproBNP and moderately elevated high sensitive troponin T. HeartCore algorithm indicated elevated LVFP. As part of the evaluation of worsening of sub-clinical HF, extended laboratory tests revealed low thyroid-stimulating hormone with high free thyroxine levels indicating increased thyroid function. The endocrinologist diagnosed hyperthyroidism with multinodular goitre and prescribed thiamazole. To prevent progression to clinical HF decompensation, the dose of furosemide was increased. At 4 months, during scheduled cardiac follow-up, the patient was clinically doing well, without any signs or symptoms of HF.

Discussion: Remote monitoring devices that track pressures in the pulmonary artery require invasive implantation and are associated to potential complications. The high cost of these devices presents a significant barrier to widespread use. SEERLINQ is a novel system for remote haemodynamic monitoring based on non-invasive assessment of LVFP, presenting a promising alternative to current invasive methods.

Conclusion: This case underscores the potential benefits of this technology in the early recognition of pre-clinical deterioration and its implementation for remote home monitoring in patients with HF.

Learning points: Untreated thyroid disorders in patients with heart failure (HF) can exacerbate signs and symptoms of HF.Left ventricular filling pressure (LVFP) rises 3-4 weeks before HF symptoms. Echocardiographic assessment of LVFP can be challenging in patients with atrial fibrillation or paced rhythms.Photoplethysmography-based analysis could be utilized to assess LVFP, enabling remote monitoring of HF patients and potentially preventing HF decompensation and hospitalization.

Keywords: Heart failure; artificial intelligence; hyperthyroidism; photoplethysmography; telemonitoring.

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Conflict of interest statement

Conflicts of Interests: All authors are shareholders and/or employees of Seerlinq Ltd. AB, BB and NJ are founders of Seerlinq Ltd. AB also founded Premedix Academy.

Figures

Figure 1
Figure 1
The change in echocardiographic parameters recorded at A) baseline visit (November 30th 2023) and at B) follow-up visit (March 21st 2024).
Figure 2
Figure 2
The change in diastolic reserve index (DRI) recorded at A) baseline visit (November 30th 2023) and at B) follow-up visit (March 21st 2024). DRI is a ratio value inversely to left ventricular filling pressure – a rise in DRI corresponds to a decline in cardiac filling pressures.

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