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
2.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
;
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.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*
;
Aortic Aneurysm, Thoracic/surgery*
;
Blood Vessel Prosthesis Implantation
;
Endovascular Procedures
;
Humans
;
Postoperative Complications/surgery*
;
Retrospective Studies
;
Risk Assessment
;
Risk Factors
;
Time Factors
;
Treatment Outcome
5.Early experiences of endovascular aneurysm repair for ruptured abdominal aortic aneurysms
Dayoung KO ; Hyung Sub PARK ; Jang Yong KIM ; Daehwan KIM ; Taeseung LEE
Annals of Surgical Treatment and Research 2019;96(3):138-145
PURPOSE: The use of endovascular aneurysm repair (EVAR) for ruptured abdominal aortic aneurysms (r-AAA) is steadily increasing. We report early experiences of EVAR for r-AAA performed in two tertiary referral centers in Korea. METHODS: We retrospectively reviewed r-AAA patients treated by EVAR from May 2013 to December 2017. An EVAR-first strategy for r-AAA was adopted whenever feasible. The demographic information, anatomic characteristics, operative details, postoperative complications with special attention to abdominal compartment syndrome (ACS), and 30-day mortality were collected and analyzed. RESULTS: We identified 13 patients who underwent EVAR for r-AAA. Mean age was 74.2 years and mean AAA size was 74.2 mm. Two patients underwent cardiopulmonary resuscitation at initial presentation. Bifurcated stent grafts were used in 12 out of 13 cases and physician-modified endografts with fenestrated/chimney techniques were performed in 2 cases with short neck. Successful stent graft deployment was achieved in all cases. Three patients were suspected of having ACS and 2 of them underwent laparotomy for decompression. The 30-day mortality was 7.7% (1 of 13), the only mortality being a patient that refused decompressive laparotomy for suspected ACS. CONCLUSION: Despite the small numbers, the outcomes of EVAR for treatment of r-AAA were very promising, even in selected cases with unfavorable anatomy. These outcomes were achieved by a dedicated and well-trained team approach, and by use of high-end angiographic technology. Finally, ACS after EVAR is not uncommon, and requires a high index of suspicion as well as liberal use of decompressive surgery.
Aneurysm
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Aortic Aneurysm, Abdominal
;
Blood Vessel Prosthesis
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Cardiopulmonary Resuscitation
;
Decompression
;
Endovascular Procedures
;
Humans
;
Intra-Abdominal Hypertension
;
Korea
;
Laparotomy
;
Mortality
;
Neck
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Postoperative Complications
;
Retrospective Studies
;
Rupture
;
Tertiary Care Centers
6.Endovascular Aneurysm Repair by Combining Different Endografts: the Zenith Body and Endurant Limbs
Vascular Specialist International 2019;35(1):10-15
PURPOSE: There are several commercially approved stent grafts in Korea for the treatment of abdominal aortic aneurysms (AAAs). Each device has its advantages and disadvantages based on the patient’s anatomy and the clinical situation. The Zenith device allows accurate and precise endograft placement, whereas the Endurant device has improved flexibility and trackability. We reviewed 5 cases in which a combination of the Zenith main body and the Endurant iliac limb was used. MATERIALS AND METHODS: From January 2010 to February 2015, 90 patients with AAA underwent endovascular aneurysm repair (EVAR) using the Zenith body at Daegu Catholic University Hospital. Among them, 5 patients who underwent EVAR with the Zenith body and Endurant iliac limb were included in this study. RESULTS: The mean age of the patients was 74.20±3.35 years. All patients were men. The main reason for use of the Endurant iliac limb was aortoiliac angulation. Type III endoleak, stent migration, and stent kinking were not noted. Comparing 85 patients who received a Zenith endograft with 5 patients who received the hybrid endograft, there were no statistical differences in clinical characteristics, intraoperative details and post procedural complications. The mean admission duration was 19.00±13.60 days, and the mean follow-up duration was 1,018.11±925.34 days. In the hybrid endograft group, there was no mortality during the follow-up duration. CONCLUSION: Although the material, radial force, diameter, and length of the overlap zone differ between the two devices, EVAR with the hybrid endograft is safe and effective.
Aneurysm
;
Aortic Aneurysm, Abdominal
;
Blood Vessel Prosthesis
;
Daegu
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Endoleak
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Endovascular Procedures
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Extremities
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Follow-Up Studies
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Humans
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Korea
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Male
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Mortality
;
Pliability
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Postoperative Complications
;
Stents
7.Risk factors of 30-day mortality following endovascular thoracic and abdominal aortic repair with general anesthesia
Nari KIM ; Si Jin CHOI ; Byung Hoon YOO ; Sangseok LEE ; Kye Min KIM ; Jun Heum YON ; Woo Yong LEE ; Mun Cheol KIM
Anesthesia and Pain Medicine 2019;14(3):305-315
BACKGROUND: Recently, endovascular aortic repair (EVAR) and thoracic endovascular aortic repair (TEVAR), have been used for treatment of thoracic and abdominal aortic aneurysms. The purpose of this study was to analyze the outcome and predictors for 30-day mortality and complications, in patients that underwent EVAR and/or TEVAR under general anesthesia. METHODS: In this study, 151 cases of EVAR and/or TEVAR under general anesthesia in 140 patients during 2009–2017 were studied. The primary outcome was 30-day mortality after surgery. Multivariate logistic regression analysis was used, to clarify risk for postoperative 30-day mortality. RESULTS: Postoperative 30-day mortality rate was 9.9% in the study population (10.3% in EVAR, and 9.3% in TEVAR, respectively). Seventy-two cases (47.7%) experienced postoperative complications within 30 days. Elderly older than age 76.5 (odds ratio [ORs] = 48.89, 95% confidential interval [95% CI] 1.40–1,710.25, P = 0.032), technically expertness (OR = 0.01, 95% CI 0.00–0.40, P = 0.013), severity of systemic complications (OR = 23.24, 95% CI, 2.27–238.24, P = 0.008), and severity of local-vascular complications (OR = 31.87, 95% CI, 1.29–784.66, P = 0.034) were significantly associated with 30-day mortality. CONCLUSIONS: This study revealed that elderly, technically expertness, and severity of systemic and local-vascular complications were associated with 30-day mortality of EVAR and TEVAR in aortic aneurysm.
Aged
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Anesthesia, General
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Aortic Aneurysm
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Aortic Aneurysm, Abdominal
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Humans
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Length of Stay
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Logistic Models
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Mortality
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Postoperative Complications
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Risk Factors
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Treatment Outcome
8.Occurrences and Results of Acute Kidney Injury after Endovascular Aortic Abdominal Repair?
Jeahong LEE ; Keun Myoung PARK ; Sungteak JUNG ; Wonpyo CHO ; Kee Chun HONG ; Yong Sun JEON ; Soon Gu CHO ; Jung Bum LEE
Vascular Specialist International 2017;33(4):135-139
PURPOSE: Acute kidney injury (AKI) is an important postoperative complication that may impact mortality and morbidity. The incidence of AKI after elective endovascular aneurysm repair (EVAR) is not known well. The aim of this study is to assess the incidence of AKI after elective EVAR and examine the impact of AKI. MATERIALS AND METHODS: Data were collected and analyzed retrospectively from 78 elective EVARs for abdominal aortic aneurysm (AAA) among 102 total cases of conventional EVAR performed in Inha University Hospital from 2009 to 2015. The primary endpoint was incidence and risk factors of AKI. Secondary endpoints included drop in estimated glomerular filtration rate (eGFR) and the mortality of AKI. RESULTS: We included 78 patients (17 females, 21%; mean age, 73.9±12.5 years; mean AAA diameter, 59.3±8.9 cm), 11 (14.1%) of whom developed AKI. Within 48 hours, those with AKI experienced a decrease in eGFR from 65.5±21.2 to 51.2±19.6 mL/kg/1.73 m2, and those without AKI showed a change from 73.1±9.2 to 74.2±10.7 mL/kg/1.73 m2. There were no patients who required dialysis during follow-up (mean, 24.2±18.0 months). Development of AKI was related to operation time (odds ratio [OR], 2.024; 95% confidence interval [CI], 1.732–4.723; P < 0.010) and contrast dose (OR, 3.192; 95% CI, 2.182–4.329; P < 0.010). There were no differences in mortality between the 2 groups (P=0.784). CONCLUSION: The incidence of AKI after EVAR was related to operation time and contrast dose, but was not associated with medium-term mortality.
Acute Kidney Injury
;
Aneurysm
;
Aortic Aneurysm
;
Aortic Aneurysm, Abdominal
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Dialysis
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Endovascular Procedures
;
Female
;
Follow-Up Studies
;
Glomerular Filtration Rate
;
Humans
;
Incidence
;
Mortality
;
Postoperative Complications
;
Retrospective Studies
;
Risk Factors
10.Screening for Abdominal Aortic Aneurysm during Transthoracic Echocardiography in Patients with Significant Coronary Artery Disease.
Sung Ho LEE ; Sung A CHANG ; Shin Yi JANG ; Sang Chol LEE ; Young Bin SONG ; Seung Woo PARK ; Seung Hyuk CHOI ; Hyeon Cheol GWON ; Jae K OH ; Duk Kyung KIM
Yonsei Medical Journal 2015;56(1):38-44
PURPOSE: Coronary artery disease (CAD) shares several risk factors with abdominal aortic aneurysm (AAA). We evaluated the prevalence during transthoracic echocardiography (TTE) and risk factors of AAA in patients with CAD. MATERIALS AND METHODS: A total of 1300 CAD patients were screened from August 2009 to May 2010, and measurement of abdominal aorta size was feasible in 920 patients (71%) at the end of routine TTE. An AAA was defined as having a maximal diameter of > or =30 mm. RESULTS: Of the 920 patients, 22 (2.4% of the study population) were diagnosed with AAA; of these AAA patients, 86% were male, and 82% were over 65 years-old. Abdominal aortic size was weakly correlated with aortic root diameter (r=0.22, p<0.01). Although the proportions of male gender, hypertension, and dyslipidemia were higher in AAA patients, such differences were not statistically significant. Advanced age [odds ratio (OR)=1.07; 95% confidence interval (CI): 1.01-1.12; p<0.01], smoking (OR=3.44; 95% CI: 1.18-10.04; p=0.02), and peripheral arterial disease (OR=5.88; 95% CI: 1.38-25.05; p=0.01) were found to be associated with AAA. CONCLUSION: Although prevalence of AAA is very low in the Asian population, the prevalence of AAA in Asian CAD patients is higher than the general population. Therefore, opportunistic examination of the abdominal aorta during routine TTE could be effective, especially for male CAD patients over 65 years with a history of smoking or peripheral arterial disease.
Aged
;
Aorta, Abdominal/ultrasonography
;
Aortic Aneurysm, Abdominal/*complications/epidemiology/*ultrasonography
;
Coronary Artery Disease/*complications/epidemiology/*ultrasonography
;
Demography
;
*Echocardiography
;
Electrocardiography
;
Female
;
Humans
;
Male
;
Middle Aged
;
Prevalence
;
Risk Factors

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