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N/A N=154

Improvement of a Digital Health Platform for Remote Monitoring of Patients With Heart Failure

Heart Failure

Enrolled (actual)
154
Serious AEs
13.4%
Results posted
Apr 2025
Primary outcome: Primary: Number of Patients Included in the Dataset — 134 Participants

Study Design & Population

Study type
Observational
Phase
N/A
Interventions
Telemonitoring (Other)
Age
Adult, Older Adult · 18+ yrs
Sex
All
Sponsor
humanITcare
Primary completion
Dec 2024

Outcome Measures

OutcomeResultp-value
PRIMARY
Number of Patients Included in the Dataset
134
PRIMARY
Implement ML Models to Improve the Current Alarm-based System Using the Dataset Created
SECONDARY
Track All Clinical Interventions and Events to be Included in the Database
SECONDARY
Assess Patient and Medical Professional Satisfaction With the Digital Platform
SECONDARY
Mean SUS Score to Assess the Usability of the Digital Platform App
69.83

Summary

In the present project, we propose to run an observational study in order to create a huge dataset with telemonitoring data from heart failure (HF) patients. The dataset will contain physiological measurements, socio-demographic data, risk factor information, medication tracking, symptomatology, clinical events and health-related questionnaire answers from each patient. Furthermore, health-related alarms will be delivered to the medical professionals whenever a measure from a patient is out of a predefined clinical range. These alarms and its defined level of relevance (indicated by the medical professionals) will also be Included in the dataset. With the annotated dataset we will be able to implement and train Machine Learning (ML) models that will improve the alarm-based system by making it more robust, trustworthy and reliable.

Eligibility Criteria

Inclusion Criteria

  • Heart failure (HF) patients with NYHA Functional Class >= II (according to 2021 EU guidelines).
  • Patients older than 18 years old.
  • Patients who have suffered an acute decompensation of HF (first and recurrent) in the 30 days prior to enrollment in the study.
  • NT-pro BNP ≥300 pg/ml at the moment of hospitalization for patients without ongoing atrial fibrillation/flutter. If ongoing atrial fibrillation/flutter, NT-pro BNP must be ≥600 pg/mL
  • Patients must have had an echocardiogram during their HF hospitalization or in the previous 12 months.
  • Prior to initiating any procedures, the hospital will ensure that the patient obtains an informed consent document, if applicable.
  • All patients will be eligible regardless of the level of LVEF: HFrEF, HFmrEF, and HFpEF.

Exclusion Criteria

  • Oncology patients with metastasis or with chemotherapy treatment ongoing
  • Patients participating in other studies or trials.
  • Patients not willing to participate.
  • Patients over 150 kg
  • Patients who do not use Catalan, Spanish, English, Portuguese, Italian, Dutch, German, Swedish, Hungarian, Romanian or French.
  • Patients without a mobile phone
  • Patients without internet connexion
  • Patients with moderate or severe cognitive impairment without a competent caregiver
  • Patients with serious psychiatric illness
  • Patients with planned cardiac surgery
  • Patients with planned heart transplantation or LVAD implant
View full record on ClinicalTrials.gov →

Data sourced from ClinicalTrials.gov (NCT05708846). Outcome figures and adverse-event rates are extracted automatically from the registry's posted results and are provided for clinician reference, not as a substitute for the primary publication.

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