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関連する概念動画

Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT01:25

Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT

95
Calcium-Scoring CT ScanA calcium-scoring CT scan, also known as coronary artery calcium (CAC) scan, detects calcium deposits in the coronary arteries. This test assesses the risk of coronary artery disease (CAD), which can lead to cardiovascular events such as angina, heart failure, and sudden cardiac arrest.A calcium-scoring CT scan is generally recommended for individuals at intermediate risk of CAD without symptoms. It includes:Men aged 40-75 and women aged 50-75: Especially those with a...
95
Coronary Artery Disease I: Introduction01:30

Coronary Artery Disease I: Introduction

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Coronary Artery Disease (CAD): An Overview with Scientific InsightsCoronary Artery Disease (CAD), often referred to as C-A-D, is a prevalent blood vessel disorder classified under the broader category of atherosclerosis. Atherosclerosis is a pathological process characterized by the hardening and narrowing of arteries due to the accumulation of atherosclerotic plaques. These plaques are composed of cholesterol, fatty substances, inflammatory cells, calcium, and fibrin, reducing blood flow to...
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Acute Coronary Syndrome III: Diagnostic Studies01:30

Acute Coronary Syndrome III: Diagnostic Studies

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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...
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Coronary Artery Disease II: Pathophysiology01:26

Coronary Artery Disease II: Pathophysiology

23
Coronary Artery Disease (CAD) originates from a series of events that impair the function of coronary arteries, the blood vessels responsible for delivering oxygen-rich blood to the heart muscle. The pathophysiology of CAD is closely linked to atherosclerosis, a chronic inflammatory and lipid-driven condition affecting the vascular endothelium.1. Endothelial DamageThe process begins with damage to the vascular endothelium, which serves as a protective barrier between the blood and the vessel...
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Coronary Artery Disease III: Clinical Manifestations01:30

Coronary Artery Disease III: Clinical Manifestations

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Coronary Artery Disease (CAD) is a primary health risk worldwide, leading to significant morbidity and mortality. The condition arises from the buildup of atherosclerotic plaques within the coronary arteries, resulting in diminished blood supply to the heart muscle.The clinical manifestations of CAD vary widely, from asymptomatic stages to severe, life-threatening conditions. Understanding these manifestations is crucial for early diagnosis and effective management.Angina Pectoris: The Warning...
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Coronary Artery Disease IV: Preventive Measures01:26

Coronary Artery Disease IV: Preventive Measures

31
Effective preventive measures for coronary artery disease (CAD) focus on controlling modifiable risk factors, including cholesterol abnormalities and lifestyle changes.Cholesterol ManagementFirst, the Mediterranean diet and the American Heart Association advocate for maintaining low-density lipoprotein (LDL) cholesterol levels below 100 mg/dL, with a more stringent recommendation of below 70 mg/dL for individuals at high risk. LDL cholesterol, often termed "bad cholesterol," can lead to the...
31
このページは機械翻訳されています。他のページは英語で表示される場合があります。View in English
  1. ホーム
  2. 研究分野
  3. 生物医学と臨床科学
  4. 心血管医学と血液学
  5. 心臓病 (心血管疾患を含む)
  6. 冠動脈カルシウムの存在と心血管疾患との関連における異質性:mesa研究における機械学習アプローチ

冠動脈カルシウムの存在と心血管疾患との関連における異質性:MESA研究における機械学習アプローチ

Kosuke Inoue1, Teresa E Seeman2,3, Tamara Horwich4

  • 1Department of Social Epidemiology, Graduate School of Medicine, Kyoto University, Japan (K.I.), UCLA David Geffen School of Medicine.

Circulation
|October 31, 2022

関連する実験動画

Author Spotlight: Advancing Cardiovascular Imaging - Introducing the Spatially Weighted Calcium Score for Early Disease Detection
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Identifying Coronary Artery Calcification on Non-gated Computed Tomography Scans
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A Semi-Automated and Reproducible Biological-Based Method to Quantify Calcium Deposition In Vitro
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A Semi-Automated and Reproducible Biological-Based Method to Quantify Calcium Deposition In Vitro

Published on: June 2, 2022

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PubMed で要約を見る

まとめ
この要約は機械生成です。

冠動脈カルシウム (CAC) のスクリーニングは,最初は低度の動脈硬化性CVD (ASCVD) リスクを有する個人でも,心血管疾患 (CVD) のリスク予測を大幅に高めることができます. これは様々なリスクグループにおける CAC テストの価値を強調しています.

科学分野:

  • 心臓病科
  • 予防 医療
  • バイオ統計学

背景:

  • 冠動脈カルシウム (CAC) は心臓血管疾患 (CVD) の主要な予測因子です.
  • CACのスクリーニングから最も恩恵を受ける個人を特定することは,資源の制限のため極めて重要です.
  • 個々の特徴によってCACのCVDへの影響が異なるという証拠は限られている.

研究 の 目的:

  • 陽性CACとインシデントCVDの関連性の異質性を調査する.
  • CAC > 0 と関連した個人レベルのCVDリスク増加を評価する.
  • 伝統的なASCVDリスクスコアとCACベースのリスク増加を比較する.

主な方法:

  • 前例のCVDのない45歳以上の成人のMESAデータを用いたコホート研究.
  • 傾向スコアマッチング (1:1比) が適用された.
  • 機械学習による因果森林モデルが 異質性を分析し 10年間のCVDリスク増加を予測しました

主要な成果:

  • CAC > 0は,個体間で発生したCVDとの異質な関連を示した.
  • CAC > 0と10年後のASCVDリスクの上昇との間には,用量反応の関係が見られた.
  • 低ASCVDリスクの患者の約70%は,CAC > 0で≥2. 5%のCVDリスク増加を経験し,しばしば男性性,ヒスパニック民族,および不利なリスク要因と関連していました.
キーワード:
動脈硬化症心血管疾患機械学習精密医療

関連する実験動画

Author Spotlight: Advancing Cardiovascular Imaging - Introducing the Spatially Weighted Calcium Score for Early Disease Detection
06:57

Author Spotlight: Advancing Cardiovascular Imaging - Introducing the Spatially Weighted Calcium Score for Early Disease Detection

Published on: September 22, 2023

1.1K
Identifying Coronary Artery Calcification on Non-gated Computed Tomography Scans
04:40

Identifying Coronary Artery Calcification on Non-gated Computed Tomography Scans

Published on: August 28, 2018

15.3K
A Semi-Automated and Reproducible Biological-Based Method to Quantify Calcium Deposition In Vitro
11:30

A Semi-Automated and Reproducible Biological-Based Method to Quantify Calcium Deposition In Vitro

Published on: June 2, 2022

2.0K

結論:

  • 陽性のCACによるCVDリスクの増加は,個体間で均一ではありません.
  • CACスクリーニングは,ASCVDリスクが低い個人に価値があります.多くの場合,リスクが大幅に増加します.
  • 将来の研究では,絶対的なASCVDリスクと予想されるリスク増加の両方を含むCACスクリーニング戦略を調査する必要があります.
傾向スコア