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.Comparison of stent displacement and displacement force after endovascular aneurysm repair with cross-limb or parallel-limb stent.
Jianjin YUE ; Yiming ZHAO ; Jiarong WANG ; Yubo FAN ; Tinghui ZHENG
Journal of Biomedical Engineering 2022;39(4):645-650
This study aims to investigate whether displacement force on stents can accurately represents the displacement of the stent after endovascular aneurysm repair (EVAR) by comparing the measured stent displacement with the displacement forces calculated by computational fluid dynamics (CFD). And the effect of cross-limb and parallel-limb EVAR on stent displacements is further studied. Based on our objective, in this study, ten cross-limb EVAR patients and ten parallel-limb EVAR patients in West China Hospital of Sichuan University were enrolled. Patient-specific models were first reconstructed based on the computed tomography angiography images, then the stent displacements were measured, and the displacement forces acting on the stents were calculated by CFD. Finally, the
Aortic Aneurysm, Abdominal/surgery*
;
Blood Vessel Prosthesis
;
Blood Vessel Prosthesis Implantation
;
Endovascular Procedures/methods*
;
Humans
;
Prosthesis Design
;
Retrospective Studies
;
Stents
;
Treatment Outcome
3.Outcome comparison between LSA complete reconstruction and partial coverage with endovascular technique for patients with Stanford type B aortic dissection.
Wen Xu PAN ; De Hui QIAN ; Han XIAO ; Shi Lin FU ; Jun JIN
Chinese Journal of Cardiology 2022;50(8):753-760
Objectives: To compare the short-term outcomes of branched stentgrafts for left subclavian artery (LSA) revascularization or partial LSA coverage without reconstruction in the treatment of type B aortic dissection with proximal tear close to LSA. Methods: A total of 125 type B aortic dissection patients were treated with thoracic endovascular aortic repair (TEVAR) in Xinqiao Hospital of the Army Medical University from January 2019 to March 2021. Their medical records were reviewed and the outcomes were followed up. According to the different treatment methodologies, the patients were divided into complete LSA coverage with reconstruction group (n=25) and partial LSA coverage without reconstruction group (n=100). The data of baseline characteristics, clinical outcomes, and incidence of postoperative in-hospital adverse events were collected and compared between the two groups. The adverse events during one-year follow-up were also compared between the two groups. Kaplan-Meier analysis and log-rank test were used to compare the cumulative survival rates between groups. Results: Compared with partial LSA coverage group, distance of proximal tear to LSA((8.69±2.32)mm vs. (13.77±1.71) mm) was shorter, in-hospital expenses[175 400(166 000-189 900) yuan vs. 143 700 (138 100-151 800) yuan] was higher, average length of stent [200.00 mm vs. 150.00 (150.00-150.00) mm] and operation time [155.00 (140.00-170.00) min vs. 95.00 (80.00-100.00) min] were longer, and volumes of contrast agent [300.00 (200.00-300.00) ml vs. 200.00 (200.00-300.00) ml] (P<0.05) were higher for patients in the complete LSA coverage with reconstruction group. The incidence of post-operative fever was significantly higher in complete LSA coverage with revascularization group than that in partial LSA partial coverage with reconstruction group (56% vs. 25%, P=0.003). There was no significant difference in the incidences of all-cause death, stroke, endoleak, paraplegia, and LSA branch vessel occlusion between the two groups during follow-up. Kaplan-Meier analysis showed that there was no significant difference in the cumulative survival rates between the two groups (log-rank test: P=0.572 5). Conclusion: The TEVAR with complete LSA revascularization or partial LSA coverage without reconstruction for type B aortic dissection close to LSA are safe and effective with high success rates. There is no significant difference between these two techniques in short-term outcomes.
Aortic Dissection/surgery*
;
Aortic Aneurysm, Thoracic/surgery*
;
Blood Vessel Prosthesis Implantation/methods*
;
Endovascular Procedures/methods*
;
Humans
;
Retrospective Studies
;
Stents
;
Subclavian Artery/surgery*
;
Time Factors
;
Treatment Outcome
4.Clinical characteristics and diagnosis and treatment strategies of patients with severe traumatic aortic injury.
Ying Zhen BU ; Xuan Ze LIU ; Tie Nan ZHOU ; Xu Dong LIU ; Hong Xu JIN ; Xiao Jiang LIU ; Xiao Zeng WANG
Chinese Journal of Cardiology 2022;50(8):767-773
Objective: To investigate the clinical characteristics and diagnosis and treatment strategies of patients with severe traumatic aortic injury (TAI). Methods: A total of 25 patients with TAI, who hospitalized in our hospital between August 2005 to March 2021 and underwent thoracic aortic endovascular repair (TEVAR), were included in this retrospective study. According to the time from admission to TEVAR, the patients were divided into emergency TEVAR group (14 cases, TEVAR within 24 h of admission) and elective TEVAR group (11 cases, patients underwent surgery or fracture reduction and fixation first for serious injuries and then underwent TEVAR more than 24 h after admission). The general clinical data of patients, injury severity score (ISS), time from admission to intervention, total hospital stay, the proportion of closed chest drainage and the proportion of abdominal organ repair were obtained and compared. Clinical follow-up and 1-year postoperative aortic computed tomography angiography (CTA) were performed on the patients. Death, the occurrence of aortic adverse events and injury recovery were followed up and recorded. Results: The mean age of these 25 TAI patients was (41.4±14.4) years, 20 patients were males (80.0%). 21 patients (84.0%) had persistent chest and back pain, 17 (68.0%) had pleural effusion and 5 (20.0%) had mediastinal hematoma. The injury severity score (ISS) was significantly higher in the elective TEVAR group than in the emergency TEVAR group (24.9±14.4 vs. 35.5±9.3, P=0.044). The time from admission to intervention ((1.0±0.0) d vs. (3.4±0.9) d, P<0.001], the time from admission to TEVAR ((1.0±0.0) d vs. (11.5±13.8) d, P=0.030) and total hospital stay ((6.1±2.3) d vs. (26.8±7.7) d, P<0.001) were significantly longer in elective TEVAR group than in emergency TEVAR group. The proportion of thoracic closed drainage was significantly lower in the elective TEVAR group than in the emergency TEVAR group (9 (64.3%) vs. 2 (18.2%), P=0.042). The proportion of abdominal organ repair was significantly higher than in the emergency TEVAR group (0 vs. 4 (36.4%), P=0.026). All of 25 patients were discharged alive and followed up for (84.0±30.5) months. All patients survived and completed 1-year postoperation CTA. There were no aortic adverse events occurred, and no complications after surgery, and the fractures and organ injuries healed well. Conclusions: The clinical characteristics of severe TAI are acute multi-injuries combined with persistent chest and/or back pain, pleural effusion, and mediastinal hematoma. Timely diagnosis and treatment are important factors for the outcome. The treatment strategy for multi-injuries should give priority to dealing with life-threatening injuries. TEVAR is the primary treatment strategy for severe TAI and is related to satisfactory outcomes.
Adult
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Aorta, Thoracic/surgery*
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Aortic Diseases
;
Blood Vessel Prosthesis Implantation/adverse effects*
;
Endovascular Procedures/methods*
;
Female
;
Hematoma/surgery*
;
Humans
;
Male
;
Middle Aged
;
Pleural Effusion/surgery*
;
Retrospective Studies
;
Risk Factors
;
Treatment Outcome
5.Relationship between simple renal cyst and adverse events in patients receiving thoracic endovascular aortic repair for Stanford B aortic dissection.
Yi ZHU ; Song Yuan LUO ; Yuan LIU ; Wen Hui HUANG ; Peng Chen HE ; Nian Jin XIE ; Ling XUE ; Jian Fang LUO
Chinese Journal of Cardiology 2022;50(8):774-779
Objective: To explore the prognostic value of simple renal cyst (SRC) for adverse events in patients receiving thoracic endovascular aortic repair (TEVAR) for Stanford B aortic dissection (TBAD). Methods: This study is a retrospective cohort study. Consecutive patients receiving TEVAR for TBAD between January 2010 and December 2015 were enrolled in this study. The patients were divided into SRC group and non-SRC group. With sex and age ±2 years old as matching factors, SRC group and non-SRC group were matched by 1∶1. Collect and compare the differences of clinical data between the two groups. Adverse events were recorded through outpatient, telephone follow-up and in-hospital review. After adjusting for confounding factors, multivariate Cox regression was used to analyze the risk factors of aortic adverse events. Kaplan-Meier method was used to analyze the survival curve of SRC group and non-SRC group. Results: A total of 692 consecutive patients were recruited. Patients were divided into SRC group (n=235) and non-SRC group (n=457). After 1∶1 matching, there were 229 cases in SRC group and no SRC group respectively. The age of SRC group was (62.3±10.4) years old, 209 cases were male (91.3%), and the age of no SRC group was (62.0±10.2) years old, 209 cases were male (91.3%). Cox regression analysis showed that, after adjusting for confounding factors, comorbid SRC (HR=1.991, 95%CI: 1.090-3.673, P=0.025), TEVAR in the acute phase (HR=13.635, 95%CI: 5.969-31.147, P=0.001), general anesthesia (HR=2.012, 95%CI: 1.066-3.799, P=0.031) are independent factors of aortic-adverse events after TEVAR for TBAD. Kaplan-Meier analysis showed that the cumulative survival rate of SRC group was significantly lower than non-SRC group (log-rank P=0.031, 0.005). Conclusion: SRC is an independent predictor of aortic-related adverse events in patients following TEVAR for TBAD.
Aged
;
Aortic Dissection/surgery*
;
Aortic Aneurysm, Thoracic/surgery*
;
Blood Vessel Prosthesis Implantation/methods*
;
Endovascular Procedures/methods*
;
Female
;
Humans
;
Kidney Diseases, Cystic/complications*
;
Male
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Middle Aged
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Postoperative Complications
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Retrospective Studies
;
Risk Factors
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Time Factors
;
Treatment Outcome
6.The risk factors of distal aorta negative remodeling after endovascular aortic repair in type B dissection.
Lan Lin ZHANG ; Sheng YANG ; Hui Qiang GAO ; Shang Dong XU
Chinese Journal of Surgery 2022;60(11):987-991
In recent years, great progress has been made in the treatment of Stanford type B aortic dissection, especially endovascular repair technology has become the main treatment. However, it is only used to repair the primary tear, the residual tears and false lumen are often left at the distal end, which causes adverse events such as distal aortic dilatation or even rupture. At present, there are many studies on the influencing factors of aortic remodeling, which provide some references for the prognosis of patients.The aorta carries the transportation of blood flow, and various factors affecting hemodynamics also affect the remodeling of aorta. Some researchers reported several factors related to negative remodeling and added auxiliary techniques, and achieved gratifying results. However, because of the different conditions of each patient, the specific treatment method is still unclear, the factors affecting the aortic remodeling effect also have not been thoroughly studied. Clarifying the influencing factors of negative remodeling is helpful to screen high-risk patients, optimize the treatment plan and improve the prognosis.
Humans
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Aortic Aneurysm, Thoracic/surgery*
;
Blood Vessel Prosthesis Implantation/adverse effects*
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Endovascular Procedures/methods*
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Treatment Outcome
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Aorta
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Risk Factors
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Retrospective Studies
7.Surgical outcomes of off-pump technique in extensive thoracoabdominal aorta replacement.
Liang ZHANG ; Cuntao YU ; Qian CHANG ; Xiaogang SUN ; Xiangyang QIAN ; Xinjin LUO ; Bo WEI
Chinese Journal of Surgery 2016;54(2):119-124
OBJECTIVETo assess the safety and efficacy of off-pump technique with normothemia to extend thoracoabdominal aortic aneurysm replacement compared with traditional hypothermic circulatory arrest.
METHODSFrom January 2004 to December 2013, 128 consecutive patients underwent surgical repair of thoracoabdominal aortic aneurysm (type Crawford Ⅱ) in Fuwai Hospital. The mean age was (37±11) years. The patients included 74 cases (57.8%) with chronic Stanford A dissection, 34 cases (26.6%) with chronic Stanford B dissection, 20 cases (15.6%) with thoracoabdominal aortic true aneurysm. There were 71 patients who underwent hypothermic circulatory arrest surgery (cardiopulmonary bypass (CPB) group) and 57 patients who underwent off-pump surgery with normothermia (off-pump group). The clinic data was compared between the 2 groups using paired t tests and χ(2) test. Kaplan-Meier survival analysis was used for postoperative survival stays.
RESULTSThe mean CPB time in CPB group was (251 ±87) minuets and the circulatory arrest time was (45±24) minuets. Spinal cord ischemia time in the two groups was (21±12) minuets and (18±10) minuets (t=5.68, P=0.51). The operation time, ventilator time, length of ICU stay and length of hospital stay of off-pump group were shorter than CPB group ((408±114) minuets vs.(630±156) minuets, t=-7.67, P=0.05; (18±13) hours vs. (113±89) hours, t=-3.86, P=0.00; (4±2) days vs.(10±9) days, t=-4.19, P=0.00; (15±7) days vs.(25±14) days, t=-4.47, P=0.00). The intraoperative blood loss in off-pump group and CPB group was (900±750) ml and (1 400±400) ml (t=-2.23, P=0.04). The mortality was 1.7% and 9.8% in the off-pump group and CPB groups (χ(2)=3.544, P=0.05). The cerebral complication rate in the normal temperature group was 1.7% vs. 22.6% in extracorporeal group (χ(2)=9.35, P<0.05). A total of 113 patients were followed up, with a follow-up rate of 88.2%. Duration of follow-up was (78±54) months. Five patients died during the follow-up period, including 2 who died of cerebral infarction and 3 paraplegia patients who died of infection. Eight patients had phase Ⅱ aortic arch replacement after a mean time of 6 months. The overall postoperative survival rate was 97%, 93% and 87% at 3 years, 5 years and 7 years, respectively.
CONCLUSIONOff-pump technique with normothemia was associated with a lower risk of a composite outcome of mortality and major adverse cardiac and cerebrovascular events during repair of extensive thoracoabdominal aortic aneurysm.
Adult ; Aorta ; surgery ; Aortic Aneurysm, Thoracic ; surgery ; Blood Vessel Prosthesis Implantation ; methods ; Cardiopulmonary Bypass ; Heart Arrest, Induced ; methods ; Humans ; Length of Stay ; Survival Rate
8.Mid- and long-term result of celiac artery coverage in TEVAR treatment for aortic dissection.
Ming LI ; Chang SHU ; Quanming LI ; Tun WANG ; Kun FANG
Journal of Central South University(Medical Sciences) 2016;41(11):1197-1201
To observe the mid- and long-term result of intentional coverage of celiac artery in thoracic endovascular aortic repair (TEVAR) surgery for aortic dissection.
Methods: We retrospectively analyzed 21 cases who received TEVAR with celiac artery coverage during the operation. The existence of collaterals between celiac artery (CA) and superior mesenteric artery (SMA) was confirmed by preoperative CT angiography (CTA) or digital substract angiography (DSA) for each patient. We used the stent-graft precisely above the orifice of SMA. Follow-ups were carried out at 2 weeks, 1 month, 3 months, 6 months, 1 year after the operation, and once per year thereafter.
Results: No signs of visceral artery ischemic syptoms such as liver dysfunction, abdominal pain or distention were observed after the operation. There was no signs of spinal cord ischemia (SCI). Seven cases showed type II endoleak upon completion DSA but stopped automatically within 3 months. CTA in follow-ups showed thrombosis formation in false lumen.
Conclusion: The intentional coverage of CA during the TEVAR for aortic dissection is safe and effective. The incidence of post-operative SCI or visceral artery ischemia is low. Type II endoleak is a major complication but it can be ceased automatically after medication.
Aneurysm, Dissecting
;
surgery
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Angiography, Digital Subtraction
;
Angioplasty
;
methods
;
Aorta, Thoracic
;
surgery
;
Aortic Aneurysm, Thoracic
;
surgery
;
Blood Vessel Prosthesis Implantation
;
adverse effects
;
methods
;
Celiac Artery
;
surgery
;
Computed Tomography Angiography
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Endoleak
;
etiology
;
Endovascular Procedures
;
adverse effects
;
methods
;
Female
;
Follow-Up Studies
;
Humans
;
Male
;
Mesenteric Artery, Superior
;
surgery
;
Postoperative Complications
;
epidemiology
;
Retrospective Studies
;
Stents
;
adverse effects
;
Thrombosis
;
etiology
;
Treatment Outcome
9.Aneurysm resection and vascular reconstruction for true aneurysm at the initial segment of splenic artery.
Chun-Xi WANG ; Li-Na HAN ; Fa-Qi LIANG ; Fu-Tao CHU ; Xin JIA
Journal of Huazhong University of Science and Technology (Medical Sciences) 2015;35(3):439-444
The aneurysms at the initial segment of splenic artery are rare. This paper aimed to investigate the methods to treat the true aneurysm at the initial segment of splenic artery by aneurysmectomy plus vascular reconstruction. Retrospectively reviewed were 11 cases of true aneurysm at the initial segment of splenic artery who were treated in our hospital from January 2000 to June 2013. All cases were diagnosed by color ultrasonography, computer tomography (CT) and angiography. Upon resection of the aneurysm, the auto-vein transplantation was performed in situ between the hepatic artery and the distal part of the splenic artery in 1 case; the artificial vessel bypass was done between the infra-renal aorta and distal portion of the splenic artery in 7 cases; the splenectomy was done in 2 cases; the splenectomy in combination with ligation of multiple small aneurysms were performed in 1 case. All cases were cured and discharged from the hospital 10-14 days after operation. A 1-14 year follow-up showed that 9 cases survived, and 2 cases died, including 1 case who died of acute myocardial infarction 2 years after aorta-splenic artery bypass operation and 1 case who died of acute cerebral hemorrhage 5 years after aneurysm resection and the splenectomy. Among 6 cases receiving aorta-splenic artery bypass, 1 gradually developed stenosis at anatomosed site, which eventually progressed to complete occlusion 2 years to 6 years after operation, without suffering from splenic infarction because the spleen was supplied by the short gastric vessel and its collaterals. The other 5 cases receiving aorta-splenic artery bypass and 1 case undergoing autologous vascular transplantation did not develop stricture or pseudoaneurysm at the stoma. Our study showed that the aneurysmectomy plus vascular reconstruction is a better treatment for aneurysm at the initial segment of splenic artery.
Aneurysm
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surgery
;
Blood Vessel Prosthesis Implantation
;
methods
;
Female
;
Follow-Up Studies
;
Humans
;
Male
;
Middle Aged
;
Retrospective Studies
;
Splenic Artery
;
surgery
;
Survival Analysis
;
Treatment Outcome
;
Veins
;
transplantation
10.Three-dimensional print of aortic aneurysm models aid preoperative planning in complicated endovascular repair procedure.
Hongpeng ZHANG ; Tong LU ; Wei GUO ; Xiaoping LIU ; Xin JIA ; Jiang XIONG ; Xiaohui MA ; Lijun WANG
Chinese Journal of Surgery 2015;53(4):300-304
OBJECTIVETo attempt to produce highly accurate three-dimensional (3D) printed models of aortic aneurysm models aid complicated preoperative planning in endovascular repair procedures.
METHODSFrom October 2012 to May 2014, six patients with complicated aortic aneurysms (one aortic arch aneurysms, one thoracoabdominal aortic aneurysms and four juxtarenal abdominal aortic aneurysms) accepted preoperative contrast-enhanced CT angiography (CTA) scans for procedural planning, 4 male and 2 female, average age 64 years (range 52 to 73 years). All the CTA data were processed with FitMe 3D image processing software to get the modified 3D reconstruction pictures and computer language that can be identified by the 3D printer. With the fused deposition modeling technology, the highly accurate models were got to make preoperative endovascular planning.
RESULTSAll the patients' models were printed before operations. By the guidance of models, the endovascular procedure plans were drawn up. Three patients were performed extracorporeal simulating operations with the models and four patients' endovascular operations were guided by the models during the intraoperative time. The procedure technique success rate was 100%. No serious complications and patients dead during the perioperative period.
CONCLUSIONThe technology of 3D printed highly accurate models of aortic aneurysm models is feasible and can help to make preoperative endovascular planning for improving the safety of complicated procedures.
Aged ; Aortic Aneurysm ; diagnosis ; pathology ; Aortic Aneurysm, Abdominal ; diagnosis ; pathology ; Aortic Aneurysm, Thoracic ; diagnosis ; pathology ; Aortography ; Blood Vessel Prosthesis Implantation ; methods ; Endovascular Procedures ; methods ; Female ; Humans ; Image Processing, Computer-Assisted ; Imaging, Three-Dimensional ; Male ; Middle Aged ; Preoperative Period ; Software ; Tomography, X-Ray Computed

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