1.Machine learning model predicts the occurrence of acute kidney injury after open surgery for abdominal aortic aneurysm repair.
Chang SHENG ; Mingmei LIAO ; Haiyang ZHOU ; Pu YANG
Journal of Central South University(Medical Sciences) 2023;48(2):213-220
OBJECTIVES:
Abdominal aortic aneurysm is a pathological condition in which the abdominal aorta is dilated beyond 3.0 cm. The surgical options include open surgical repair (OSR) and endovascular aneurysm repair (EVAR). Prediction of acute kidney injury (AKI) after OSR is helpful for decision-making during the postoperative phase. To find a more efficient method for making a prediction, this study aims to perform tests on the efficacy of different machine learning models.
METHODS:
Perioperative data of 80 OSR patients were retrospectively collected from January 2009 to December 2021 at Xiangya Hospital, Central South University. The vascular surgeon performed the surgical operation. Four commonly used machine learning classification models (logistic regression, linear kernel support vector machine, Gaussian kernel support vector machine, and random forest) were chosen to predict AKI. The efficacy of the models was validated by five-fold cross-validation.
RESULTS:
AKI was identified in 33 patients. Five-fold cross-validation showed that among the 4 classification models, random forest was the most precise model for predicting AKI, with an area under the curve of 0.90±0.12.
CONCLUSIONS
Machine learning models can precisely predict AKI during early stages after surgery, which allows vascular surgeons to address complications earlier and may help improve the clinical outcomes of OSR.
Humans
;
Aortic Aneurysm, Abdominal/complications*
;
Endovascular Procedures/methods*
;
Retrospective Studies
;
Blood Vessel Prosthesis Implantation/adverse effects*
;
Acute Kidney Injury/etiology*
;
Machine Learning
;
Treatment Outcome
;
Postoperative Complications/etiology*
;
Risk Factors
3.Outcome of surgical repair for aortic coarctation with coexisting descending aortic aneurysm in adult patients.
Yi Fan LU ; Huan Yu QIAO ; Bo YANG ; Hong Lei ZHAO ; Hao ZHANG ; Tao BAI ; Jin Rong XUE ; Yong Min LIU
Chinese Journal of Cardiology 2023;51(5):469-475
Objective: To evaluate the efficacy of surgical treatment of aortic coarctation combined with descending aortic aneurysm in adult patients. Methods: This is a retrospective cohort study. Adult patients with aortic coarctation who were hospitalized in Beijing Anzhen Hospital from January 2015 to April 2019 were enrolled. The aortic coarctation was diagnosed by aortic CT angiography, and the included patients were divided into the combined descending aortic aneurysm group and the uncomplicated descending aortic aneurysm group based on descending aortic diameter. General clinical data and surgery-related data were collected from the included patients, and death and complications were recorded at 30 days after surgery, and upper limb systolic blood pressure was measured in all patients at discharge. Patients were followed up after discharge by outpatient visit or telephone call for their survival and the occurrence of repeat interventions and adverse events, which included death, cerebrovascular events, transient ischemic attack, myocardial infarction, hypertension, postoperative restenosis, and other cardiovascular-related interventions. Results: A total of 107 patients with aortic coarctation aged (34.1±15.2) years were included, and 68 (63.6%) were males. There were 16 cases in the combined descending aortic aneurysm group and 91 cases in the uncomplicated descending aortic aneurysm group. In the combined descending aortic aneurysm group, 6 cases (6/16) underwent artificial vessel bypass, 4 cases (4/16) underwent thoracic aortic artificial vessel replacement, 4 cases (4/16) underwent aortic arch replacement+elephant trunk procedure, and 2 cases (2/16) underwent thoracic endovascular aneurysm repair. There was no statistically significant difference between the two groups in the choice of surgical approach (all P>0.05). In the combined descending aortic aneurysm group at 30 days after surgery, one case underwent re-thoracotomy surgery, one case developed incomplete paraplegia of the lower extremity, and one case died; and the differences in the incidence of endpoint events at 30 days after surgery were similar between the two groups (P>0.05). Systolic blood pressure in the upper extremity at discharge was significantly lower in both groups compared with the preoperative period (in the combined descending aortic aneurysm group: (127.3±16.3) mmHg vs. (140.9±16.3) mmHg, P=0.030, 1 mmHg=0.133 kPa; in the uncomplicated descending aortic aneurysm group: (120.7±13.2) mmHg vs. (151.8±26.3) mmHg, P=0.001). The follow-up time was 3.5 (3.1, 4.4) years. There were no new deaths in the combined descending aortic aneurysm group, no transient ischemic attack, myocardial infarction or re-thoracotomy surgery, and one patient (1/15) suffered cerebral infarction and 10 patients (10/15) were diagnosed with hypertension. The differences in the occurrence of endpoint events during postoperative follow-up were similar between the two groups (P>0.05). Conclusion: In experienced centers, long-term prognosis of patients with aortic coarctation combined with descending aortic aneurysm is satisfactory post surgical intervention.
Male
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Humans
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Adult
;
Female
;
Aortic Coarctation/surgery*
;
Retrospective Studies
;
Aortic Aneurysm, Abdominal/surgery*
;
Treatment Outcome
;
Blood Vessel Prosthesis Implantation/adverse effects*
;
Endovascular Procedures/adverse effects*
;
Hypertension/complications*
;
Myocardial Infarction/complications*
;
Aortic Aneurysm, Thoracic/surgery*
4.Effect of lower limb amputation level on aortic hemodynamics: a numerical study.
Junru WEI ; Zhongyou LI ; Junjie DIAO ; Xiao LI ; Lei MIN ; Wentao JIANG ; Fei YAN
Journal of Biomedical Engineering 2022;39(1):67-74
It has been found that the incidence of cardiovascular disease in patients with lower limb amputation is significantly higher than that in normal individuals, but the relationship between lower limb amputation and the episodes of cardiovascular disease has not been studied from the perspective of hemodynamics. In this paper, numerical simulation was used to study the effects of amputation on aortic hemodynamics by changing peripheral impedance and capacitance. The final results showed that after amputation, the aortic blood pressure increased, the time averaged wall shear stress of the infrarenal abdominal aorta decreased and the oscillatory shear index of the left and right sides was asymmetrically distributed, while the time averaged wall shear stress of the iliac artery decreased and the oscillatory shear index increased. The changes above were more significant with the increase of amputation level, which will result in a higher incidence of atherosclerosis and abdominal aortic aneurysm. These findings preliminarily revealed the influence of lower limb amputation on the occurrence of cardiovascular diseases, and provided theoretical guidance for the design of rehabilitation training and the optimization of cardiovascular diseases treatment.
Amputation
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Aorta, Abdominal/surgery*
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Aortic Aneurysm, Abdominal/surgery*
;
Blood Flow Velocity/physiology*
;
Hemodynamics/physiology*
;
Humans
;
Lower Extremity
;
Models, Cardiovascular
;
Stress, Mechanical
5.Comparison of the outcomes between open and hybrid approaches in the treatment of thoracoabdominal aortic aneurysms repair.
Wei Hao LI ; Wei LI ; Xue Min ZHANG ; Qing Le LI ; Yang JIAO ; Tao ZHANG ; Jing Jun JIANG ; Xiao Ming ZHANG
Journal of Peking University(Health Sciences) 2022;54(1):177-181
OBJECTIVE:
Thoracoabdominal aortic aneurysm is one of the most challenging aortic diseases. Open surgical repair remains constrained with considerable perioperative morbidity and mortality. The emergence of a hybrid approach utilizing visceral debranching with endovascular aneurysm repair has brought an alternative for high-risk patients. This study aimed to compare the short- and long-term outcomes between hybrid and open repairs in the treatment of thoracoabdominal aortic aneurysms.
METHODS:
In this retrospectively observational study, patients with thoracoabdominal aortic aneurysm treated in a single center between January 2008 and December 2019 were reviewed, of whom 11 patients with hybrid repair, and 18 patients with open repair were identified. Demographic characteristic, operative data, perioperative morbidity and mortality, freedom from reintervention, and long-term survival were compared between the two groups.
RESULTS:
In the hybrid repair group, the patients with dissection aneurysm, preoperative combined renal insufficiency, and American Society of Anesthesiologists (ASA) score of 3 or more were significantly overwhelming than in the open repair group. The operation time of debranching hybrid repair was (445±85) min, and the intraoperative blood loss was (955±599) mL. There were 2 cases of complications in the early 30 days after surgery, without paraplegia, and 1 case died. The 30-day complication rate was 18.2%, and the 30-day mortality was 9.1%. The operation time of the patients with open repair was (560±245) min, and the intraoperative blood loss was (6 100±4 536) mL. Twelve patients had complications in the early 30 days after surgery, including 1 paraplegia and 4 deaths within 30 days. The 30-day complication rate was 66.7%, and the 30-day mortality was 22.2%. The bleeding volume in hybrid repair was significantly reduced compared with open repair (P < 0.001). Besides, the incidence of 30-day complications in hybrid surgery was significantly reduced (P=0.011). During the follow-up period, there were 4 reinterventions and 3 deaths in hybrid repair group. The 1-year, 5-year, and 10-year all-cause survival rates were 72%, 54%, and 29%, respectively. In open repair group, reintervention was performed in 1 case and 5 cases died, and the 1-year, 5-year, and 10-year all-cause survival rates were 81%, 71%, and 35%, respectively. There was no significant difference between hybrid repair and open repair in all-cause survival and aneurysm-specific survival.
CONCLUSION
Hybrid approach utilizing visceral debranching with endovascular aneurysm repair is a safe and effective surgical method for high-risk patients with thoracoabdominal aortic aneurysms. The incidence of early postoperative complications and mortality is significantly reduced compared with traditional surgery, but the efficacy in the medium and long term still needs to be improved.
Aortic Aneurysm, Abdominal/surgery*
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Aortic Aneurysm, Thoracic/surgery*
;
Blood Vessel Prosthesis Implantation
;
Endovascular Procedures
;
Humans
;
Postoperative Complications/surgery*
;
Retrospective Studies
;
Risk Assessment
;
Risk Factors
;
Time Factors
;
Treatment Outcome
6.Exploration of endovascular repair of aortic disease.
Sheng CHANG ; Jian ZHOU ; Qing Sheng LU ; Zai Ping JING
Chinese Journal of Cardiology 2022;50(8):739-742
8.Application of branch-first technique in total thoracic aorta replacement: short and medium term effect of 11 cases.
Xiao Qing YAN ; Gang WU ; Shuai LIU ; Jian Hua LIU ; Ping Fan WANG ; Rui Cheng ZHANG
Chinese Journal of Surgery 2022;60(11):1018-1022
Objective: To examine the short and medium term effect of branch-first technique in total thoracic aorta replacement. Methods: The clinical data of eleven patients with ascending aortic aneurysms or type A aortic dissection+Crawford Ⅰ or Ⅱ total thoracoabdominal aortic aneurysm who were treated at Department of Cardiovascular Surgery in Henan Province Chest Hospital from January 2018 to July 2021 were retrospectively analyzed. There were 7 males and 4 females, aging (38±5) years (range: 28 to 45 years), 7 cases of whom were diagnosed with Marfan syndrome, 1 case was diagnosed with coarctation of aorta. Operations were performed under mild hypothermic and branch-first technique. Firstly, the middle and small incision in the chest was combined with the 6th intercostal incision in the left posterior lateral side. Secondly, four branches artificial blood vessels were anastomosed with the brachiocephalic artery to ensure the blood supply to the brain. After the circulation was blocked, intracardiac and aortic proximal operations were performed. Intercostal artery reconstruction and thoracic descending aorta replacement were completed after opening circulation. Results: The operative time of this group was (645.9±91.7) minutes (range: 505 to 840 minutes). One case had cerebral infarction and 1 case had chylothorax. The patients were followed up 4 to 47 months, 1 patient underwent thoracic and abdominal aorta+iliac artery resection and replacement due to the progression of abdominal aortic aneurysm 3 months after operation. Intercostal artery obstruction occurred in 2 cases, and the rest lived well. Conclusions: One-stage whole thoracic aorta replacement with branch-first technique has satisfactory results in the short and medium term, with no risk of residual aortic aneurysm rupture. It is an effective treatment for young and organs function well patients with complex aortic lesions.
Male
;
Female
;
Humans
;
Aorta, Thoracic/surgery*
;
Retrospective Studies
;
Aortic Aneurysm, Thoracic/surgery*
;
Aortic Dissection/surgery*
;
Aorta, Abdominal/surgery*
;
Blood Vessel Prosthesis Implantation
9.Endovascular abdominal aortic aneurysm repair with a new stent graft:early results from a multicenter study.
Hong Peng ZHANG ; Xi Wei ZHANG ; Xiang Chen DAI ; Min TIAN ; Bin YANG ; Zhi Wei WANG ; Xiao Jun SHU ; Yu Hong CHEN ; Jian Jun JIANG ; Jian Hua HUANG ; Chang SHU ; Xiao QIN ; Xin Wu LU ; Hong Kun ZHANG ; Wei BI ; Yong LIU ; Bing CHEN ; Zhi Peng HU ; Jian ZUO ; Ping Fan GUO ; Jun LUO ; Xini Yuan TONG ; Wei GUO
Chinese Journal of Surgery 2022;60(12):1049-1056
Objective: To examine the safety and effectiveness of a new stent graft system for endovascular repair of abdominal aortic aneurysm(AAA). Methods: This is a prospective,multi-center,single-arm clinical trial. The patients with AAA treated with a new stent graft system were enrolled at 21 centers from September 2018 to September 2019 in China. Follow-up was performed before discharge, and at 30, 180, 360 days after operation, respectively. The primary safety endpoint was the incidence of major adverse events(MAE) within 30 days. The primary efficacy endpoint was the success rate of AAA treatment at 360 days. Secondary safety endpoints were the incidence of perioperative access complications and acute lower limb ischemia,all-cause mortality, AAA related mortality and incidence of serious adverse events (SAE) at 180 and 360 days. Secondary efficacy endpoints were the incidence of type Ⅰ or Ⅲ endoleak,stent displacement,and conversion to open surgery or re-intervention at 180 and 360 days. Results: One hundred and fifty-six patients were enrolled,including 137 males and 19 females. The age was (68.9±6.9) years (range:48.2 to 84.6 years).Maximum aneurysm diameter was (50.8±11.2) mm (range:25.0 to 85.0 mm),diameter of proximal landing zone was (21.2±2.5) mm (range:17.0 to 29.5 mm),and length of proximal landing zone was (31.4±13.0) mm (range:11.0 to 75.0 mm).The incidence of MAE was 1.3% (2/156) at 30 days,both were all-cause death cases. The success rate of AAA treatment was 88.5% (138/156) at 360 days. No perioperative access complication and acute lower limb ischemia occurred. All-cause mortality was 2.0% (3/154) at 180 days and 2.6% (4/153) at 360 days,and there was no AAA related death. The incidence of SAE was 23.0%(35/152) at 180 days and 30.5%(46/151) at 360 days, and no device-related SAE occurred. The incidence of type Ⅰor Ⅲ endoleak was 3.4% (5/147) at 180 days and 3.5% (5/144) at 360 days. Conclusion: The new stent graft system is easy to operate,and early-term safety and effectiveness results are expected.
Humans
;
Middle Aged
;
Aged
;
Aged, 80 and over
;
Prospective Studies
;
China
;
Ischemia
;
Aortic Aneurysm, Abdominal/surgery*

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