Evaluation of AI-assisted LDCT Screening in Lung Cancer
Ориентир для пациента и семьи
Простыми словами
Автоматическая сводка по структурированным данным реестра. Она помогает сориентироваться, но не заменяет официальный протокол или оценку врача.
- Что изучают
- В протоколе указаны: AI-assisted Low-Dose CT Interpretation.
- Кому может быть актуально
- Состояния в реестре: Lung Cancer. Базовые параметры: 40 лет — 74 лет · Все.
- Что важно проверить
- Возраст, диагноз и пол — только базовые ориентиры. Предыдущее лечение, анализы и другие обязательные условия указаны ниже в критериях участия.
- Где проводится
- Тайвань
- Следующий шаг
- Сохраните исследование, покажите его лечащему врачу и уточните актуальный статус у исследовательского центра. Расходы, документы и поездка →
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Официальное название
Evaluation of AI Medical Software-assisted LDCT Interpretation in Lung Cancer Screening and Prognosis: a Randomized Controlled Trial
Обзор
This multicenter pragmatic randomized controlled trial evaluates whether AI-assisted interpretation of low-dose CT (LDCT) improves lung cancer screening performance compared with standard reading. Eligible participants are randomized to AI-assisted or conventional interpretation. The study assesses diagnostic accuracy, efficiency, lung cancer incidence, mortality, recurrence, and smoking cessation outcomes. Results will inform the clinical utility and potential implementation of AI-assisted LDCT in routine screening practice.
Подробное описание
Lung cancer is a leading cause of cancer-related mortality worldwide, and early detection is essential for improving survival. Low-dose computed tomography (LDCT) has been shown to reduce lung cancer mortality in high-risk populations, but image interpretation is time-consuming and may lead to overdiagnosis. Artificial intelligence (AI)-assisted diagnostic tools offer the potential to improve accuracy and efficiency in LDCT-based lung cancer screening, though challenges related to model adaptability, data heterogeneity, user trust, and regulatory compliance remain.
This multicenter pragmatic randomized controlled trial evaluates the effectiveness of AI-assisted LDCT interpretation compared with standard interpretation. Eligible participants will be randomized to an AI-assisted arm or a standard-reading arm. Outcomes include diagnostic accuracy, efficiency, lung cancer incidence, lung cancer mortality, recurrence, and smoking cessation.
The findings will provide evidence on the clinical utility of AI-assisted LDCT screening and support future implementation in routine practice and policy development.
Вмешательства
- Диагностический тест AI-assisted Low-Dose CT Interpretation
Participants undergo low-dose computed tomography (LDCT) lung cancer screening. The images are first interpreted by AI-assisted software, which highlights suspicious nodules. Radiologists then review the AI outputs and generate the final report.
Первичные конечные точки
- Lung Cancer Incidence [Срок оценки: From baseline to 12 months, 36 months, and 60 months.]
- False Positive Rate [Срок оценки: Within 6 months following LDCT screening.]
Вторичные конечные точки (7)
- Lung Cancer Mortality [Срок оценки: From baseline to 12 months, 36 months, and 60 months.]
- Lung Cancer Recurrence Rate [Срок оценки: From baseline to 12 months, 36 months, and 60 months.]
- All-Cause Mortality [Срок оценки: From baseline to 12 months, 36 months, and 60 months.]
- Time to Diagnosis [Срок оценки: At the 12-month, 36-month, and 60-month follow-up assessments after LDCT screening.]
- Time to Treatment Initiation [Срок оценки: At the 12-month, 36-month, and 60-month follow-up assessments after lung cancer diagnosis.]
- Follow-up Completion Rate [Срок оценки: Up to 12 months post-screening.]
- Smoking Cessation Rate [Срок оценки: Assessed at 3 months, 6 months, and 12 months after baseline screening.]
Критерии участия
Критерии включения
- Family History of Lung Cancer: Males aged 45-74 or females aged 40-74 with first-degree relatives (parents, siblings, or children) diagnosed with lung cancer.
- Heavy Smoking History: Ages 50-74 with ≥20 pack-years smoking history, currently smoking or quit <15 years ago.
- General Screening Participants: Adults aged 40 years or older attending routine health check-ups.
Критерии исключения
- Pregnant women.
- Chest CT or other higher-radiation chest imaging within the past 12 months.
- Individuals holding a major illness certificate for lung cancer.
- Inability to undergo thoracic puncture or surgery.
- Inability to hold breath or otherwise complete the scanning procedure.
- Hemoptysis of unknown cause within the past month.
- Chest X-ray within the past month showing suspicious lung lesions.
- Unexplained weight loss >6 kg within the past year.
- History of lung cancer within the past three years.
- Presence of other severe diseases with an expected life expectancy <5 years.
Критерии приведены из реестра в оригинале (на английском). Окончательную оценку соответствия проводит исследовательский центр.
Здоровые добровольцы: Да
Дизайн исследования
- Распределение
- Рандомизированное
- Модель
- Параллельные группы
- Маскирование
- Простое слепое
- Основная цель
- Скрининг
Центры проведения
Тайвань · 1 центр
- Taipei Veterans General Hospital — Taipei
Идентификаторы
NCT: NCT07280559 · 2025-11-002AU-3AI