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AI Helps Predict Cardiac Arrhythmias in Lung Cancer Patients, Research Reveals

by Fred Pennic 08/23/2024 Leave a Comment

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AI Helps Predict Cardiac Arrhythmias in Lung Cancer Patients, Research Reveals
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What You Should Know: 

– Researchers at Brigham and Women’s Hospital have leveraged artificial intelligence (AI) to gain a deeper understanding of the risk of specific cardiac arrhythmias in patients undergoing radiation therapy for non-small cell lung cancer (NSCLC). 

– Their findings, published in JACC: CardioOncology, offer valuable insights for healthcare providers and patients.

The Impact of Radiation Therapy on the Heart

Radiation therapy, while effective in treating NSCLC, can have unintended side effects on the heart due to its proximity to the lungs. Previous studies have linked radiation exposure to general cardiac issues, but this new research provides a more nuanced understanding of the risks.

Using AI to Analyze Patient Data

The researchers conducted a retrospective analysis of 748 patients who received radiation therapy for locally advanced NSCLC. By using AI tools, they were able to classify different types of arrhythmias and identify the specific cardiac substructures exposed to radiation. Key findings of the research reveals: 

  • Increased Risk of Arrhythmias: Approximately one in six patients experienced at least one grade 3 arrhythmia, a serious event requiring intervention or hospitalization.
  • Association with Major Cardiac Events: Nearly one-third of patients with arrhythmias also suffered from major adverse cardiac events.
  • Predictive Model: The study developed a predictive model to estimate the risk of arrhythmias based on radiation dose exposure and cardiac substructure involvement.

Implications for Clinical Practice

The findings of this study have significant implications for clinical practice:

  • Targeted Radiation Therapy: Radiation oncologists can now use the predictive model to identify and avoid exposing high-risk cardiac regions to radiation.
  • Improved Surveillance: The study highlights the importance of surveillance and screening for arrhythmias in patients receiving radiation therapy for NSCLC.
  • Enhanced Collaboration: The researchers emphasize the need for collaboration between radiation oncologists and cardiology experts to optimize treatment plans and minimize cardiac toxicity.

By leveraging AI, researchers have gained valuable insights into the relationship between radiation therapy and cardiac arrhythmias in patients with NSCLC. These findings have the potential to improve patient outcomes and inform future treatment strategies.

“Radiation exposure to the heart during lung cancer treatment can have very serious and immediate effects on a patient’s cardiovascular health,” said corresponding author Raymond Mak, MD, of the Department of Radiation Oncology at Brigham and Women’s Hospital. “We are hoping to inform not only oncologists and cardiologists, but also patients receiving radiation treatment, about the risks to the heart when treating lung cancer tumors with radiation.”

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