[Clinical phenotyping of acute aortic dissection patients: a latent class analysis based on a multicenter

Abudunaibi Balati1, W H Wang2, X W He1

  • 1Division of Cardiology, Department of Internal Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Hubei Provincial Engineering Research Center of Vascular Interventional Therapy, Wuhan 430030, China.

PubMed

Insights

Latent class analysis identified two distinct clinical subtypes of acute aortic dissection (AAD). These subtypes exhibit different characteristics and responses to treatment, aiding in personalized patient care and prognosis.

Area of Science:

  • Cardiovascular Medicine
  • Medical Statistics
  • Clinical Research

Background:

  • Acute aortic dissection (AAD) is a life-threatening condition with varied clinical presentations.
  • Current classification systems may not fully capture the heterogeneity of AAD.
  • Understanding distinct patient subgroups is crucial for optimizing treatment and outcomes.

Purpose of the Study:

  • To identify and characterize clinical subtypes of acute aortic dissection (AAD) using latent class analysis.
  • To compare the clinical features and in-hospital mortality between identified AAD subtypes.
  • To explore differential treatment responses based on the identified subtypes.

Main Methods:

  • A multicenter retrospective cohort study involving 2,689 AAD patients.
  • Latent class analysis was employed to classify patients based on clinical and biological characteristics.
  • Model fitting evaluations determined the optimal number of latent classes.
  • Clinical data and in-hospital mortality were analyzed and compared across subtypes.

Main Results:

  • Latent class analysis identified two optimal subtypes of AAD.
  • Clinical subtype 2, compared to subtype 1, showed higher rates of female patients, older age, ascending aorta involvement, organ dysfunction, and inflammatory response.
  • Clinical subtype 2 had significantly higher in-hospital mortality, particularly among surgically treated patients.

Conclusions:

  • Latent class analysis successfully identified two distinct clinical subtypes of AAD.
  • These subtypes possess unique clinical profiles and differential responses to surgical intervention.
  • Findings support individualized clinical decision-making and prognostic assessment for AAD patients.

Related Concept Videos

Aortic Regurgitation I: Introduction01:15

Aortic Regurgitation I: Introduction

IntroductionAortic regurgitation is characterized by the backward flow of blood from the aorta into the left ventricle during diastole and arises from the improper closure of the aortic valve. This condition results in left ventricular volume overload and can stem from both acute and chronic etiologies, each contributing uniquely to the disease's progression and symptomatology.Acute and Chronic CausesAcute aortic regurgitation often results from events that suddenly impair the integrity of the...
1.6K
Aortic Regurgitation II: Clinical Features and Diagnostic Tests01:22

Aortic Regurgitation II: Clinical Features and Diagnostic Tests

Aortic valve regurgitation (AR) occurs when the aortic valve fails to close properly, allowing blood to flow backward from the aorta into the left ventricle. This backflow can result in two distinct clinical presentations: acute and chronic AR, each characterized by its own set of symptoms and physical findings.Acute Aortic RegurgitationAcute AR presents with a sudden onset of severe symptoms. Patients typically experience profound dyspnea (shortness of breath), chest pain, and signs of left...
1.2K
Acute Coronary Syndrome III: Diagnostic Studies01:30

Acute Coronary Syndrome III: Diagnostic Studies

Diagnosing acute coronary syndrome or ACS begins with a thorough patient history. Notable symptoms include central, crushing chest pain radiating to the left arm, neck, jaw, or back, along with shortness of breath, sweating (diaphoresis), nausea, vomiting, dizziness, and palpitations.It is crucial to note any history of cardiac illnesses and assess risk factors, including age, gender, smoking, hypertension, diabetes, hyperlipidemia, and a sedentary lifestyle.During physical examination, vital...
495
Atherosclerosis II: Clinical Manifestations and Diagnostic Tests01:27

Atherosclerosis II: Clinical Manifestations and Diagnostic Tests

Atherosclerosis is a progressive disorder that leads to the thickening and narrowing of arterial walls due to plaque buildup. This condition can cause various symptoms depending on the arteries affected:Coronary Artery Disease (CAD): This condition affects the coronary arteries and may lead to chest pain (angina), shortness of breath (dyspnea), heart attacks, and other heart disease symptoms.Cerebrovascular Disease: This affects blood flow to the brain, causing transient ischemic attacks (TIAs)...
948
Aneurysm I: Introduction01:30

Aneurysm I: Introduction

An aortic aneurysm is a localized outpouching or dilation at a weak point in the artery wall. It may involve different parts of the aorta, such as the abdominal aorta, aortic arch, or thoracic aorta.Etiological factorsSeveral disorders are associated with aortic aneurysms.Congenital causes, such as primary connective tissue disorders like Marfan syndrome, impact the integrity and strength of connective tissues, notably affecting the aorta. Marfan syndrome is a genetic disorder that specifically...
650
Aneurysm II: Clinical Manifestations and Diagnostic Studies01:21

Aneurysm II: Clinical Manifestations and Diagnostic Studies

Thoracic, aortic arch and abdominal aneurysms are significant vascular conditions that can present with various clinical manifestations and lead to serious complications. Understanding these manifestations and the appropriate diagnostic studies is essential for effective management and treatment.Thoracic Aortic AneurysmsThoracic aortic aneurysms often remain asymptomatic until they reach a size that impinges on adjacent structures. They typically cause deep, diffuse chest pain that radiates to...
589