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Related Concept Videos

Heart Failure Drugs: Inhibitors of Renin-Angiotensin System01:26

Heart Failure Drugs: Inhibitors of Renin-Angiotensin System

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The activation of the sympathetic nervous system and the renin-angiotensin-aldosterone system (RAAS) contributes to cardiac remodeling, and inhibiting the RAAS is a pharmacological target in heart failure management. As a result, neurohumoral modulation is a crucial treatment principle for managing heart failure. This approach involves using medications like ACE inhibitors (ACEIs), angiotensin receptor blockers (ARBs), β-blockers, mineralocorticoid receptor antagonists (MRAs), and neutral...
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Related Experiment Video

Updated: Jan 11, 2026

A Model of Cardiac Remodeling Through Constriction of the Abdominal Aorta in Rats
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Cardiac Remodeling in Preeclampsia: A Large Language Model-Assisted Meta-Analysis and Meta-Regression.

Lefteris Teperikidis1,2,3, Aristi Boulmpou3, Ghadir Amin4

  • 1Synthesa, Inc., New York, NY.

Journal of Cardiovascular Pharmacology
|November 18, 2025
PubMed
Summary
This summary is machine-generated.

Preeclampsia is linked to subtle heart changes, including reduced ejection fraction and impaired global longitudinal strain, alongside increased left ventricular mass. This study highlights the potential of AI in large-scale medical research synthesis.

Keywords:
artificial intelligencebayesianlarge language modelsmeta-analysispreeclampsiasynthesa

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Area of Science:

  • Cardiology
  • Obstetrics
  • Medical Informatics

Background:

  • Preeclampsia, a hypertensive disorder of pregnancy, poses significant maternal morbidity and long-term cardiovascular risks.
  • The precise nature and consistency of echocardiographic remodeling in preeclampsia remain unclear.
  • Existing research lacks comprehensive synthesis of left ventricular function and geometry alterations.

Purpose of the Study:

  • To conduct a mega-meta-analysis of left ventricular function and geometry in preeclampsia.
  • To define the echocardiographic remodeling phenotype associated with preeclampsia.
  • To evaluate the utility of large language model (LLM)-based tools in evidence synthesis.

Main Methods:

  • A PROSPERO-registered systematic review and mega-meta-analysis.
  • Searched PubMed, Scopus, and Embase without date restrictions.
  • Utilized an LLM-based suite (Synthesisa AI) for abstract screening, data extraction, risk of bias assessment, and Bayesian code generation, with human validation.

Main Results:

  • Preeclampsia associated with reduced ejection fraction ( -0.87%) and impaired global longitudinal strain ( -3.08%).
  • Significantly increased left ventricular mass index (+13.10 g/m 2 ) and relative wall thickness (+0.062) observed.
  • No significant difference in fractional shortening; BMI, parity, and gestational age were significant moderators.

Conclusions:

  • Preeclampsia is characterized by a remodeling phenotype of preserved ejection fraction, impaired strain, and hypertrophic adaptation, indicative of subclinical systolic dysfunction.
  • Demonstrates the transformative potential of LLM-based tools for automated, scalable, and standardized evidence syntheses.
  • Provides a clearer understanding of cardiovascular adaptations in preeclampsia, informing long-term risk assessment.