Refining Stroke and Bleeding Prediction in Atrial Fibrillation by Adding Consecutive Biomarkers to Clinical Risk

José Miguel Rivera-Caravaca1, Francisco Marín1, Juan Antonio Vilchez2

  • 1From the Department of Cardiology, Hospital Clínico Universitario Virgen de la Arrixaca, CIBERCV, Instituto Murciano de Investigación Biosanitaria, Murcia, Spain (J.M.R.-C., F.M., M.A.E.-P.).

Stroke
|May 16, 2019
PubMed

Insights

Adding multiple biomarkers did not significantly improve stroke risk prediction in atrial fibrillation patients. However, combining three specific biomarkers slightly enhanced prediction of major bleeding events, though clinical usefulness remained marginal.

Area of Science:

  • Cardiology
  • Biomarker Research
  • Atrial Fibrillation Management

Background:

  • European guidelines recommend biomarkers for atrial fibrillation (AF) risk stratification.
  • The incremental value of using multiple biomarkers beyond one is not well-established.
  • Current risk scores like CHA₂DS₂-VASc and HAS-BLED may benefit from biomarker integration.

Purpose of the Study:

  • To evaluate if adding consecutive biomarkers incrementally enhances the predictive performance of CHA₂DS₂-VASc and HAS-BLED scores.
  • To assess the impact of multiple biomarkers on risk stratification for ischemic stroke and major bleeding in AF patients on vitamin K antagonists (VKAs).

Main Methods:

  • A cohort of 940 AF patients stable on VKAs was studied.
  • VWF, high-sensitivity troponin T, NT-proBNP, high-sensitivity IL-6, fibrin monomers, and BTP were quantified at baseline.
  • Biomarkers were incrementally added to CHA₂DS₂-VASc and HAS-BLED scores, and predictive performance was assessed using the C index.

Main Results:

  • Over 6.5 years, 98 ischemic strokes and 172 major bleeds occurred.
  • Adding biomarkers did not significantly increase CHA₂DS₂-VASc predictive performance for stroke; a three-biomarker model showed a small sensitivity gain.
  • The HAS-BLED score's predictive performance for major bleeding was enhanced by biomarker addition, particularly with a three-biomarker model (VWF+NT-proBNP+IL-6).

Conclusions:

  • Incremental addition of biomarkers did not substantially improve stroke risk prediction using the CHA₂DS₂-VASc score in AF patients.
  • While biomarker addition slightly enhanced major bleeding prediction with the HAS-BLED score, the overall clinical benefit and usefulness were marginal.
  • Current risk scores based on clinical factors remain the primary tool for risk stratification in this patient population.

Related Concept Videos

Amyloid Fibrils03:03

Amyloid Fibrils

Amyloid fibrils are aggregates of misfolded proteins.  Under most circumstances, misfolded proteins are either refolded by chaperone proteins or degraded by the proteasome. However, in the case of a mutation or a disease, these proteins can accumulate to form large clusters and often further assemble to form elongated fibers, called fibrils. 
Amyloid deposits were observed as early as 1639 in the liver and the spleen.   In 1854, Rudolph Virchow performed iodine staining,...
11.7K
Amyloid Fibrils03:03

Amyloid Fibrils

6.4K
Bleeding in Fresh Concrete01:22

Bleeding in Fresh Concrete

Bleeding in fresh concrete occurs when water from the mix rises to the surface. This happens because the mix's solid components fail to retain all the water as they settle, leading to separation where water collects at the top. The severity of bleeding can be measured by assessing the total settlement or by noting the decrease in height per unit height of concrete.
Bleeding can cause several issues in the concrete structure. Sometimes, the rising water gets trapped beneath large aggregate...
560
Fibril-associated Collagen01:11

Fibril-associated Collagen

Fibril-associated collagens are a type of collagens present in the extracellular matrix with interrupted triple helices or FACIT (Fibril-associated collagens interrupted triple-helices). FACIT help connect and attach the collagen fibrils with each other as well as with other proteins of the extracellular matrix.
For example, the type II collagen fibrils in cartilage have covalently bound type IX fibril-associated collagens at regular intervals. Other types of fibril-associated collagens are...
3.3K
Introduction to z Scores01:06

Introduction to z Scores

A z score (or standardized value) is measured in units of the standard deviation. It tells you how many standard deviations the value x is above (to the right of) or below (to the left of) the mean, μ. Values of x that are larger than the mean have positive z scores, and values of x that are smaller than the mean have negative z scores. If x equals the mean, then x has a zero z score. It is important to note that the mean of the z scores is zero, and the standard deviation is one.
z scores...
11.0K
Introduction to z Scores01:05

Introduction to z Scores

A z score (or standardized value) is measured in units of the standard deviation. It indicates how many standard deviations the value x is above (to the right of) or below (to the left of) the mean, μ. Values of x that are larger than the mean have positive z scores, and values of x that are smaller than the mean have negative z scores. If x equals the mean, then x has a zero z score. It is important to note that the mean of the z scores is zero, and the standard deviation is one.
z scores...
1.3K