AI-Guided Intensified Follow-up After Surgery for Acute Type A Aortic Dissection (AIMS-ATAAD-FU)
Artificial Intelligence Multimodal Prediction Model-Guided Intensified Follow-up Strategy for 1-Year Outcomes After Surgery for Acute Type A Aortic Dissection: A Multicenter Randomized Controlled Trial
研究概览
地位
详细说明
Acute Stanford type A aortic dissection is a life-threatening aortic disease. Even after successful surgical repair, patients may experience death, residual dissection progression, false lumen patency, distal aortic dilation, reintervention, infection, renal dysfunction, readmission, or other adverse outcomes during the first postoperative year. Current follow-up pathways may not fully integrate longitudinal clinical, biochemical, CTA imaging, and hemodynamic/biomechanical information for individualized risk management.
This study is a multicenter, prospective, randomized, controlled, open-label trial with blinded endpoint adjudication. It tests whether embedding a previously developed and validated AI multimodal prediction model into the postoperative follow-up pathway can identify high-risk patients earlier, improve completion of imaging follow-up, trigger multidisciplinary review, and support intensified management, thereby improving 1-year clinical outcomes.
Eligible participants will be adults with acute Stanford type A aortic dissection who have undergone open surgery or open combined with endovascular/hybrid repair, have stable postoperative status, and are ready for discharge or early postoperative follow-up. After written informed consent and confirmation of eligibility, participants will be randomized in a 1:1 ratio to usual postoperative follow-up or AI prediction model-guided intensified follow-up. Randomization is planned to be center-stratified with block randomization, with optional pre-specified stratification by early postoperative risk, DeBakey type, or Penn class according to the final randomization plan.
The usual follow-up group will receive each center's standard ATAAD postoperative follow-up pathway, including discharge education, blood pressure and medication management, outpatient and telephone follow-up, and CTA or ultrasound review according to local practice. The AI-guided intensified follow-up group will receive usual follow-up plus an AI-generated risk report classifying participants as low, moderate, high, or very high risk for 1-year mortality and adverse aortic remodeling. Depending on the risk level, clinicians may arrange intensified telephone or outpatient follow-up, earlier or prioritized CTA review, multidisciplinary team discussion, reminders for blood pressure, renal function, infection or nutritional management, rapid review of abnormal imaging findings, and reintervention assessment pathways. The AI report is an auxiliary decision-support tool and does not replace guideline-based care, imaging review, or the treating surgical team's judgment.
The planned total sample size is 1,314 participants, approximately 657 per group, allowing for 10% loss to follow-up or major protocol deviation. The primary endpoint is all-cause mortality from randomization through postoperative day 365. Key secondary endpoints include 1-year aortic reintervention, adverse aortic remodeling, and ICU readmission. Other secondary outcomes include aorta-related death, unplanned readmission, major adverse cardiovascular events, stroke, renal failure or continuous renal replacement therapy, infection, imaging follow-up completion, follow-up adherence, and execution of AI-triggered follow-up actions. Outcome events will be supported by hospital records, follow-up data, death registry information where available, imaging core laboratory review, AI system logs, and blinded Clinical Event Committee adjudication.
研究类型
注册 (估计的)
阶段
- 不适用
联系人和位置
学习联系方式
- 姓名:Cai Cheng, MD, PhD
- 电话号码:+8618857163588
- 邮箱:cai.cheng@hotmail.com
参与标准
资格标准
适合学习的年龄
- 成人
- 年长者
接受健康志愿者
描述
Inclusion Criteria:
1. Age 18 years or older. 2. Acute Stanford type A aortic dissection confirmed by CTA, intraoperative findings, or medical records.
3. Underwent open surgical repair or open repair combined with endovascular/hybrid repair.
4. Postoperative condition is stable and the patient is planned for discharge or has entered early post-discharge follow-up.
5. Core baseline data required for AI model operation are available, including at least one eligible preoperative or postoperative CTA imaging dataset.
6. Able to complete telephone, outpatient, or inpatient follow-up and willing to provide written informed consent.
Exclusion Criteria:
1. Predominantly chronic type A dissection, traumatic dissection, or iatrogenic dissection, if the investigator judges the patient unsuitable for this follow-up strategy study.
2. Did not undergo surgical repair, received only palliative treatment, or did not meet postoperative randomization conditions.
3. Expected inability to complete 12-month follow-up, no stable contact information, or inability to obtain outpatient, telephone, or inpatient follow-up data.
4. Severe missing baseline data preventing generation of the AI risk report. 5. Concurrent participation in another interventional study that may substantially affect postoperative follow-up intensity or the primary outcome.
6. Any other condition that, in the investigator's judgment, makes the patient unsuitable for participation.
学习计划
研究是如何设计的?
设计细节
- 主要用途:卫生服务研究
- 分配:随机化
- 介入模型:并行分配
- 屏蔽:单身的
武器和干预
参与者组/臂 |
干预/治疗 |
|---|---|
|
有源比较器:Usual Postoperative Follow-up Strategy
Participants will receive the existing postoperative follow-up pathway at each center after ATAAD repair, including routine discharge education, blood pressure and medication management, outpatient or telephone follow-up, CTA or ultrasound follow-up according to center practice, and management of abnormal findings through routine clinical pathways.
AI risk stratification reports will not be provided to the clinical team in this arm, except for ethically required safety information if applicable.
|
Routine postoperative surveillance and management after acute type A aortic dissection repair according to each center's standard clinical practice.
|
|
实验性的:AI Prediction Model-Guided Intensified Follow-up Strategy.
Participants will receive usual postoperative follow-up plus AI-generated risk stratification for 1-year mortality and adverse aortic remodeling.
The risk report will classify participants as low, moderate, high, or very high risk.
Higher-risk participants may receive more frequent follow-up, earlier or prioritized CTA review, active telephone tracking, multidisciplinary team discussion, rapid review of abnormal imaging findings, and reintervention risk assessment.
The AI report is auxiliary and does not replace physician judgment.
|
Use of a previously developed AI multimodal prediction model to generate risk stratification for postoperative 1-year mortality and adverse aortic remodeling, triggering protocolized intensified follow-up actions when indicated.
|
研究衡量的是什么?
主要结果指标
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
|
All-Cause Mortality Within 365 Days After Surgery
大体时间:From randomization to postoperative day 365
|
The proportion of randomized participants who die from any cause from randomization through postoperative day 365.
Death status will be ascertained from hospital medical records, follow-up contacts, death registry information when available, and adjudicated by a blinded Clinical Event
|
From randomization to postoperative day 365
|
次要结果测量
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
|
Aortic Reintervention Within 365 Days After Surgery
大体时间:From randomization to postoperative day 365
|
The proportion of randomized participants who undergo any clinically indicated repeat aortic intervention after randomization and through postoperative day 365.
Aortic reintervention may include open surgical, endovascular, or hybrid procedures for residual or progressive dissection, aneurysmal dilation, rupture or impending rupture, malperfusion, distal anastomotic new entry, or other aorta-related complications.
Events will be confirmed using operative or interventional records, hospital records, imaging data, follow-up documentation, and Clinical Event Committee adjudication.
|
From randomization to postoperative day 365
|
|
Adverse Aortic Remodeling Within 365 Days After Surgery
大体时间:From randomization to postoperative day 365
|
The proportion of randomized participants with adverse aortic remodeling on follow-up CTA through postoperative day 365.
Adverse remodeling will be determined according to the predefined imaging core laboratory and statistical analysis plan criteria, including unfavorable changes in aortic diameter, true lumen/false lumen area ratio, residual false lumen status, false lumen enlargement or persistent patency, distal anastomotic new entry, or other imaging findings meeting the study definition of adverse remodeling.
Imaging findings will be reviewed by the imaging core laboratory and adjudicated when required.
|
From randomization to postoperative day 365
|
|
ICU Readmission Within 365 Days After Surgery
大体时间:From randomization to postoperative day 365
|
The proportion of randomized participants who require readmission to an intensive care unit after randomization and through postoperative day 365.
ICU readmission may occur during the index hospitalization after initial stabilization or during any subsequent hospital readmission.
Events will be identified from hospital records, ICU admission records, discharge summaries, follow-up documentation, and Clinical Event Committee adjudication when required.
|
From randomization to postoperative day 365
|
|
Aorta-Related Mortality Within 365 Days After Surgery
大体时间:From randomization to postoperative day 365
|
The proportion of randomized participants who die from an aorta-related cause after randomization and through postoperative day 365.
Aorta-related death includes death attributed to aortic rupture, progression of residual dissection, aortic malperfusion, aortic expansion or remodeling, complications of aortic reintervention, or other aortic pathology.
Cause of death will be determined from medical records, follow-up information, death registry data when available, and blinded Clinical Event Committee adjudication.
|
From randomization to postoperative day 365
|
|
Unplanned Hospital Readmission Within 365 Days After Surgery
大体时间:From randomization to postoperative day 365
|
The proportion of randomized participants who experience any unplanned hospital readmission after randomization and through postoperative day 365.
Unplanned readmission is defined as an unscheduled inpatient admission for aortic, cardiovascular, neurological, renal, infectious, respiratory, or other clinically relevant complications.
Planned admissions for routine follow-up examinations or elective pre-scheduled procedures will not be counted unless they become urgent or unplanned.
Events will be confirmed using hospital records and follow-up documentation.
|
From randomization to postoperative day 365
|
|
Completion Rate of Follow-up CTA Imaging Within 365 Days After Surgery
大体时间:From randomization to postoperative day 365
|
The proportion of randomized participants who complete at least one protocol-recommended or clinically indicated follow-up CTA examination after randomization and through postoperative day 365.
CTA completion will be assessed using imaging records, DICOM availability, CRF documentation, and imaging core laboratory tracking.
A CTA examination will be counted as completed if the scan is available and adequate for clinical or study-related assessment of postoperative aortic status.
|
From randomization to postoperative day 365
|
合作者和调查者
合作者
出版物和有用的链接
一般刊物
- Zhu Y, Xu XY, Rosendahl U, Pepper J, Mirsadraee S. Prediction of aortic dilatation in surgically repaired type A dissection: A longitudinal study using computational fluid dynamics. JTCVS Open. 2022 Feb 9;9:11-27. doi: 10.1016/j.xjon.2022.01.019. eCollection 2022 Mar.
- Shad R, Kong S, Fong R, Quach N, Kasinpila P, Bowles C, Lee A, Hiesinger W. Computational Fluid Dynamics Simulations to Predict False Lumen Enlargement After Surgical Repair of Type-A Aortic Dissection. Semin Thorac Cardiovasc Surg. 2022 Summer;34(2):443-448. doi: 10.1053/j.semtcvs.2021.05.012. Epub 2021 Jun 3.
- Nappi F, Gambardella I, Singh SSA, Salsano A, Santini F, Spadaccio C, Biancari F, Dominguez J, Fiore A. Survival following acute type A aortic dissection: a multicenter study. J Thorac Dis. 2023 Dec 30;15(12):6604-6622. doi: 10.21037/jtd-23-1137. Epub 2023 Dec 21.
- Gemelli M, Di Tommaso E, Chivasso P, Sinha S, Ahmed EM, Rajakaruna C, Bruno VD. Blood lactate predicts mortality after surgical repair of type A acute aortic dissection. J Card Surg. 2022 May;37(5):1206-1211. doi: 10.1111/jocs.16324. Epub 2022 Feb 13.
- Zhou T, Li JX, Zhang CY, Li YG, Peng J, Wei CL, Chen MH, Zhou HF. Risk factors for one-year mortality following discharge in patients with acute aortic dissection: development and validation of a predictive model in a cross-sectional study. BMC Cardiovasc Disord. 2024 Feb 29;24(1):129. doi: 10.1186/s12872-024-03766-6.
- Yang Y, Xue J, Li H, Tong J, Jin M. Perioperative risk factors predict one-year mortality in patients with acute type-A aortic dissection. J Cardiothorac Surg. 2020 Sep 11;15(1):249. doi: 10.1186/s13019-020-01296-8.
研究记录日期
研究主要日期
学习开始 (估计的)
初级完成 (估计的)
研究完成 (估计的)
研究注册日期
首次提交
首先提交符合 QC 标准的
首次发布 (实际的)
研究记录更新
最后更新发布 (实际的)
上次提交的符合 QC 标准的更新
最后验证
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与本研究相关的术语
关键字
其他研究编号
- ATAAD-AI-RCT-001
计划个人参与者数据 (IPD)
计划共享个人参与者数据 (IPD)?
IPD 计划说明
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