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ECG-T1

There is 1 paper on ECG-T1 in aging research: 1 observational study in people. The newest story, Nov 9, 2026: “Heart tracing model better flags high levels of heart scarring”.

Biomarker

1 paper studies it5 findings

1 new paper in 30 daysSee all 1 papers on ECG-T1

“HR Heart Failure 1.48 [CI 1.43-1.53], p < 0.001”
ECG2Fibrosis: A Machine Learning-Derived Digital Biomarker for Myocardial FibrosisAHA Scientific Sessions 2026 abstract2026doi:10.1161/circ.154.suppl_1.8076
  • Humans1

Associations

5

Mortality

upin humans1HR 1.23

1 study

  1. ECG-T1 is associated with mortality in humans (MGB ambulatory cohort; adjusted association) (HR 1.23, CI 1.19–1.28 per standard deviation increase; p < 0.001).

    “HR Death 1.23 [CI 1.19-1.28], p < 0.001”

    HumansMGB ambulatory cohort; adjusted associationper standard deviation increase in ECG-T15 years58% femalesn = 102,038

    Heart tracing model better flags high levels of heart scarring

    AHA Scientific Sessions 2026 abstract

Ventricular arrhythmia

upin humans1HR 1.61

1 study

  1. ECG-T1 is associated with ventricular arrhythmia in humans (MGB ambulatory cohort; adjusted association) (HR 1.61, CI 1.54–1.67 per standard deviation increase; p < 0.001).

    “HR Ventricular Arrhythmia 1.61 [CI 1.54-1.67], p < 0.001”

    HumansMGB ambulatory cohort; adjusted associationper standard deviation increase in ECG-T15 years58% femalesn = 102,038

    Heart tracing model better flags high levels of heart scarring

    AHA Scientific Sessions 2026 abstract

More on Ventricular arrhythmia

Atrial fibrillation

upin humans1HR 1.32

1 study

  1. ECG-T1 is associated with atrial fibrillation in humans (MGB ambulatory cohort; adjusted association) (HR 1.32, CI 1.27–1.37 per standard deviation increase; p < 0.001).

    “HR Atrial Fibrillation 1.32 [CI 1.27-1.37], p < 0.001”

    HumansMGB ambulatory cohort; adjusted associationper standard deviation increase in ECG-T15 years58% femalesn = 102,038

    Heart tracing model better flags high levels of heart scarring

    AHA Scientific Sessions 2026 abstract

More on Atrial fibrillation

Dilated cardiomyopathy

upin humans1HR 1.8

1 study

  1. ECG-T1 is associated with dilated cardiomyopathy in humans (MGB ambulatory cohort; adjusted association) (HR 1.80, CI 1.68–1.92 per standard deviation increase; p < 0.001).

    “HR Dilated Cardiomyopathy 1.80 [CI 1.68-1.92], p < 0.001”

    HumansMGB ambulatory cohort; adjusted associationper standard deviation increase in ECG-T15 years58% femalesn = 102,038

    Heart tracing model better flags high levels of heart scarring

    AHA Scientific Sessions 2026 abstract

More on Dilated cardiomyopathy

Heart failure

upin humans1HR 1.48

1 study

  1. ECG-T1 is associated with heart failure in humans (MGB ambulatory cohort; adjusted association) (HR 1.48, CI 1.43–1.53 per standard deviation increase; p < 0.001).

    “HR Heart Failure 1.48 [CI 1.43-1.53], p < 0.001”

    HumansMGB ambulatory cohort; adjusted associationper standard deviation increase in ECG-T15 years58% femalesn = 102,038

    Heart tracing model better flags high levels of heart scarring

    AHA Scientific Sessions 2026 abstract

More on Heart failure

Latest

Dec 2025: 0Jan 2026: 0Feb 2026: 0Mar 2026: 0Apr 2026: 0May 2026: 0Jun 2026: 0Jul 2026: 0Aug 2026: 0Sep 2026: 0Oct 2026: 0Nov 2026: 11 paper in 12 months
AHA Scientific Sessions 2026 Abstract

Heart tracing model better flags high levels of heart scarring

It scored 0.674 versus 0.597 for a clinical model on a measure of how well it distinguished people with high heart muscle scarring.It scored 0.674 versus 0.597 for a clinical model on a measure of how well it distinguished people with high heart muscle scarring.

Cohort · 8,048 peopleBiomarkers
Paper

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