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March 14, 2026Scientific Data0 citationsOpen Access

Single-lead Thigh ECG Dataset (tOLIet) with Analysis of BMI Effects on Cardiac Signal Quality

ASAline Santos SilvaMCMiguel Velhote CorreiaSLSérgio Matoso Laranjo

Key Result

A toilet-seat-integrated ECG system successfully acquired thigh ECG signals, though male participants with higher BMI showed decreased valid signal percentages compared to females.

Key Points

  • This research aims to evaluate the effects of Body Mass Index on the quality of ECG signals recorded from thigh electrodes.
  • Developed and analyzed a dataset of single-lead thigh ECG recordings from 86 individuals.
  • Conducted gender-specific comparisons of signal quality relative to Body Mass Index.
  • Collected reference data using a 12-lead ECG system for validation.
  • Found variations in ECG signal quality based on Body Mass Index and gender.
  • Identified specific anatomical and physiological factors affecting signal acquisition.
  • Demonstrated the potential for improving ECG system design using novel electrode placement.

Study Design

Type

Observational (n=86)

Multicenter

No

Structured PICO

Does a toilet-seat-integrated single-lead ECG system provide valid cardiac signals in a diverse cohort?

P
Population
86 individuals (50 females, 36 males; mean age 31.73 ± 13.11 years; weight 66.89 ± 10.70 kg; height 166.82 ± 6.07 cm), Portuguese nationality, recruited via Centro Hospitalar Universitário de Lisboa Central (CHULC).
I
Intervention
Single-lead thigh ECG acquisition using a custom-developed system integrated into a standard toilet seat with four pairs of dry electrodes (flat, sinusoidal, pyramidal, trapezoidal).
C
Comparator
Simultaneous clinical-quality recordings using a GE Healthcare MAC800 12-lead ECG system (ECG_REF) in selected participants.
O
Outcome
Feasibility of acquiring ECG from four pairs of toilet-seat-embedded electrodes, signal quality, valid-signal yield across electrode pairs, and physiological variability (BMI and gender effects).surrogate

A novel dataset of single-lead thigh ECGs acquired via a toilet seat demonstrates the feasibility of unobtrusive, passive cardiovascular monitoring.

Limitations

  • Male participants did not remove underwear, potentially confounding signal quality results.
  • Imbalances in sample size between BMI categories.
  • Self-reported cardiac conditions lacked official clinical diagnoses.
  • Low-amplitude signals are prone to deformation from baseline fluctuations.
  • No official clinical diagnoses were available for confirmation of self-reported cardiac conditions
  • Reduced-lead or limb-derived ECGs do not reproduce the full diagnostic capability of a 12-lead system
  • Variability in file lengths due to natural toilet use

Abstract

Abstract In previous work, we introduced an ‘invisible’ ECG system with electrodes integrated into a toilet seat, capturing signals from the thighs. Here, we present the tOLIet dataset with single-lead thigh ECGs to advance cardiovascular assessment using this novel approach. The dataset includes 149 records from 86 individuals (50 females, 36 males; mean age 31.73 ± 13.11 years; weight 66.89 ± 10.70 kg; height 166.82 ± 6.07 cm). Participants were recruited via the Centro Hospitalar Universitário de Lisboa Central (CHULC). Each recording features four differential signals from toilet-seat electrodes alongside reference data from a hospital-grade 12-lead ECG. Beyond signal collection and quality evaluation, we conducted a gender-specific analysis comparing valid signal percentages relative to Body Mass Index (BMI). This analysis explores anatomical or physiological factors affecting thigh-based ECG acquisition, guiding system design and customization to enhance signal reliability across populations.

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Cite This Study

Silva et al. (2026) conducted an observational in Healthy and self-reported cardiac conditions (n=86). Toilet-seat-embedded single-lead thigh ECG vs. 12-lead clinical ECG was evaluated on Percentage of valid ECG signal. A toilet-seat-integrated ECG system successfully acquired thigh ECG signals, though male participants with higher BMI showed decreased valid signal percentages compared to females.

synapsesocial.com/papers/69b4fc7fb39f7826a300d735https://doi.org/10.1038/s41597-026-06713-6
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