ObjectiveTo explore the utility of machine learning-based radiomics models for risk stratification of severe asymptomatic carotid stenosis (ACS). MethodsThe clinical data and head and neck CT angiography images of 188 patients with severe carotid artery stenosis at the Department of Cardiovascular Surgery, China-Japan Friendship Hospital from 2017 to 2021 were retrospectively collected. The patients were randomly divided into a training set (n=131, including 107 males and 24 females aged 68±8 years), and a validation set (n=57, including 50 males and 7 females aged 67±8 years). The volume of interest was manually outlined layer by layer along the edge of the carotid plaque on cross-section. Radiomics features were extracted using the Pyradiomics package of Python software. Intraclass and interclass correlation coefficient analysis, redundancy analysis, and least absolute shrinkage and selection operator regression analysis were used for feature selection. The selected radiomics features were constructed into a predictive model using 6 different supervised machine learning algorithms: logistic regression, decision tree, random forest, support vector machine, naive Bayes, and K nearest neighbor. The diagnostic efficacy of each prediction model was compared using the receiver operating characteristic (ROC) curve and the area under the curve (AUC), which were validated in the validation set. Calibration and clinical usefulness of the prediction model were evaluated using calibration curve and decision curve analysis (DCA). ResultsFour radiomics features were finally selected based on the training set for the construction of a predictive model. Among the 6 machine learning models, the logistic regression model exhibited higher and more stable diagnostic efficacy, with an AUC of 0.872, a sensitivity of 100.0%, and a specificity of 66.2% in the training set; the AUC, sensitivity and specificity in the validation set were 0.867, 83.3% and 78.8%, respectively. The calibration curve and DCA showed that the logistic regression model had good calibration and clinical usefulness. ConclusionThe machine learning-based radiomics model shows application value in the risk stratification of patients with severe ACS.
Objective To observe the clinical characteristics and therapeutic effects of carotid artery stenosisrelated ocular ischemic appearance(OIA).Methods The clinical data of 210 patients of carotid artery stenosis (81 of them with OIA) were retrospectively reviewed. They were diagnosed by color doppler image（CDI）or digital subtraction angiography (DSA),and had undergone medicine,carotid artery stenting (CAS)and carotid endarterectomy (CEA). Of 81 patients with OIA,49 patients (60.49%) with OIA only, 32 patients（39.51%）with ocular ischemic disease (OID).24/32 OID patients received ophthalmic treatment such as retinal laser photocoagulation and anti glaucoma therapy (drugs and cyclocryotherapy). Results The ocular manifestations of 81 OIA patients included transient amaurosis in 38 cases (47.14%),flash before the eye in 30 cases (36.67%), periorbital swelling and pain in 28 cases (34.57%), diplopia in 11 cases (13.58%) and vision loss in 9 cases (11.11%). The ocular manifestations of 32 OID patients included ischemic optic neuropathy in 9 cases (28.13%), ocular ischemic syndrome in 6 cases (18.75%), central or branch retinal artery occlusion in 6 cases (18.75%), retinal hemorrhage in 5 patients (15.62%)，extraocular muscle paralysis in 4 patients (12.50%) and neovascular glaucoma in 2 patients (6.25%). The higher the degree of carotid stenosis,the higher incidence of ocular ischemic disease,there was highly positive correlation between each other (R=0.837, P＜0.05).The total effective rate of carotid artery stenting and carotid endarterectomy was significantly higher than drug treatment alone (t=2.73, 3.14; P＜0.01). Conclusion The ocular manifestations of carotid stenosis related ocular ischemic appearance can be transient amaurosis, eyes flashing,eye redness,periorbital pain, diplopia and decreased visual acuity.The ocular manifestations of carotid stenosisrelated ocular ischemic disease can be ischemic optic neuropathy, ocular ischemic symptoms, central or branch retinal artery occlusion and neovascular Carotid artery stenting and carotid endarterectomy are more effective than drug treatment alone for those patients.
Objective To investigate the clinical characteristics and mechanisms of ocular manifestations related to carotid artery stenosis. Methods The general clinic data and related ocular manifestations in 124 patients with carotid artery stenosis were retrospectively. Results In the 124 patients, 36 (29%) had ocular manifestations, and 28 (22. 6 %) complained the ocular discomfort as the first symptom. Among the 36 patients, 31 patients (86.1%) had been disclosed unilateral or double stenosis of internal carotid artery by carotid Doppler ultrasound examination, and the result of digital subtract angiography revealed middle and severe degree of internal carotid artery stenosis in 8 and 23 patients respectively. There was no statistic difference of incidence of ocular manifestations between 67 patients of severe internal carotid artery stenosis and 34 patients with middle one（chi;２test,P =0.266 2，P＞0.05). The ocular manifestations included amaurosis fugax (52.8%),acute decline or loss of the visual ability and defect of visual fields (36.1%), binocular diplopia (13.9%), ptosis (13.9%), and persistent high intraocular pressure(2.8%) one patient might had several ocular manifestations simultaneously. In 36 patients, central retinal artery occlusion had been diagnosed in 4, venous stasis retinopathy in 1,central or branch retinal vein occlusion in 6, neovascular glaucoma in 1, and anterior ischemic opticneuropathy in 2. One patient with double occlusion of internal carotid artery didnrsquo;t have any ocular manifestation. Conclusion Carotid artery stenosis, especially internal carotid artery may lead to acute or chronic ocular ischemic lesions, and the occurrence of ocular manifestations in chronic ocular ischemic lesions relates to compensa tion of collateral circulation；patients with ocular ischemic lesions are recomm end to undergo a routine carotid artery examination. (Chin J Ocul Fundus Dis, 2006,22:376-378)
ObjectiveTo evaluate the efficacy of staged carotid artery stenting and coronary artery bypass grafting in the treatment of coronary heart disease complicated with carotid stenosis. MethodsThe clinical data of patients with coronary heart disease and carotid stenosis treated in Fuwai Hospital from November 2019 to September 2021 were retrospectively analyzed. All patients underwent staged carotid artery stenting and coronary artery bypass grafting. The incidence and risk factors of severe complications such as myocardial infarction, cerebral infarction and death during the perioperative period and follow-up were analyzed. ResultsA total of 58 patients were enrolled, including 47 males and 11 females with an average age of 52-77 (64.2±5.6) years. No complications occurred before coronary artery bypass grafting. There was 1 myocardial infarction, 1 cerebral infarction and 1 death after the coronary artery bypass grafting. The early complication rate was 5.2%. During the follow-up of 18.3 months, 1 cerebral infarction and 2 deaths occurred, and the overall complication rate was 10.3%. According to Kaplan-Meier survival curve analysis, patients with symptomatic carotid stenosis (log-rank, P=0.037) and placement of close-cell (log-rank, P=0.030) had a higher risk of postoperative ischemic cerebrovascular event, and patients with previous cerebral infarction had a higher risk of postoperative severe complications (log-rank, P=0.044). ConclusionStaged carotid artery stenting and coronary artery bypass grafting is safe and feasible for the treatment of coronary heart disease complicated with carotid stenosis.
ObjectiveTo analyze the effect of carotid artery stenosis degree and intervention for carotid artery stenosis on the incidence of central nervous system complications after off-pump coronary artery bypass grafting (OPCABG) and explore the influencing factors. MethodsA total of 1 150 patients undergoing OPCABG in our hospital from June 2018 to June 2021 were selected and divided into two groups according to whether there were central nervous system complications, including a central nervous system complication group [n=61, 43 males and 18 females with a median age of 68.0 (63.0, 74.0) years] and a non-central nervous system complication group [n=1 089, 796 males and 293 females with a median age of 65.5 (59.0, 70.0) years]. The risk factors for central nervous system complications after OPCABG were analyzed. ResultsUnivariate analysis showed that age, smoking, hyperlipidemia, preoperative left ventricular ejection fraction, intra-aortic ballon pump (IABP), postoperative arrhythmia, postoperative thoracotomy and blood transfusion volume were associated with central nervous system complications. The incidence of central nervous system complications in patients with severe carotid artery stenosis or occlusion (11.63%) was higher than that in the non-stenosis and mild stenosis patients (4.80%) and moderate stenosis patients (4.76%) with a statistical difference (P=0.038). The intervention for carotid artery stenosis before or during the operation did not reduce the incidence of central nervous system complications after the operation (42.11% vs. 2.99%, P<0.001). Age, postoperative arrhythmia, severe unilateral or bilateral carotid artery stenosis and occlusion were independent risk factors for postoperative central nervous system complications (P<0.05). Conclusion The age, smoking, hyperlipidemia, preoperative left ventricular ejection fraction, intraoperative use of IABP, postoperative arrhythmia, secondary thoracotomy after surgery, blood transfusion volume and OPCABG are associated with the incidence of postoperative central nervous system complications in patients. Age, postoperative arrhythmia, severe unilateral or bilateral carotid artery stenosis and occlusion are independent risk factors for postoperative central nervous system complications. In patients with severe carotid artery stenosis, preoperative treatment of the carotid artery will not reduce the incidence of central nervous system complications.
ObjectiveTo observe ocular ischemic appearance (OIA) associated with carotid artery stenosis and its effects on the hemodynamics of central retinal artery (CRA) and ophthalmic artery (OA). MethodsA total of 30 normal persons and 60 patients with carotid artery stenosis diagnosed by color Doppler flow imaging (CDFI) and digital subtraction angiography (DSA) were enrolled in this prospective study.Sixty patients were randomly divided into 2 groups:30 patients with the carotid artery stenosis degree < 60% and 30 cases with the carotid artery stenosis degree≥60%. Thirty normal persons were enrolled in the normal control group. All patients underwent a comprehensive eye examination to determine if OIA exists. The Doppler spectral patterns of CRA and OA were observed by CDFI. The peak systolic velocity (PSV), end diastolic velocity (EDV), blood vessel diameter (BVD) and resistance index (RI) of CRA and OA were measured. ResultsIn the group of the carotid artery stenosis degree≥60%, 24/30 patients (80.0%) had the ophthalmic symptoms and 9/30 patients (30.0%) had ophthalmic signs. In the group of the carotid artery stenosis degree < 60%, 9/30 patients (30.0%) had the ophthalmic symptoms and 3/30 patients (10.0%) had ophthalmic signs. For patients with≥60% stenosis, CDFI revealed a bread-like waveform of CRA, and single peak of OA instead of the typical 3-peak/2-notch waveform. For patients with < 60% stenosis, CDFI revealed a normal pattern of CRA and OA (3-peak/2-notch). The PSV(t=5.255, P=0.007) and EDV(t=4.949, P=0.005) of CRA in the stenosis≥60% group were statistically decreased compared to the normal control group, but the BVD(t=0.457, P > 0.05)and RI(t=0.213, P > 0.05)were normal. The PSV, EDV, BVD and RI of CRA in the stenosis < 60% group were normal(P > 0.05). The PSV(t=4.457, P=0.010)and EDV(t=4.588, P=0.009)of CRA in the stenosis≥60% group were statistically decreased compared to the stenosis < 60% group, but the BVD and RI were the same between these 2 groups. ConclusionPatients with carotid stenosis≥60% had a higher OIA incidence, reduced PSV, EDV of their CRA, while had no significant changes of OA hemodynamics.
Objective To update available evidence on safety and efficacy of carotid endarterectomy (CEA) versus carotid artery stenting (CAS) in treatment of carotid artery stenosis by a meta-analysis of randomized controlled trials (RCTs). Methods A comprehensive search was performed of PubMed, EMBASE, Cochrane Library, Web of science, WanFang, and CNKI databases (from January 1990 to July 2015), to collect articles and past systematic reviews, and then abstraced lists of recent scientific conferences which were related with safety and efficacy of CEA versus CAS in treatment of carotid artery stenosis. At last, Meta analysis was performed by RevMan 5.1 software. Results Fifteen RCTs enrolling 9 828 patients were included in the Meta-analysis. Compared with CAS, CEA was associated with a significantly lower incidences of any stroke or death within 30 days after surgery (OR=0.63, 95% CI: 0.51-0.77, P＜0.05) and any stroke or death during follow-up, or ipsilateral stroke after 30 days of operation (OR=0.61, 95% CI: 0.48-0.76, P＜0.05）, but associated with a significantly greater incidences of myocardial infarction (OR=1.81, 95% CI: 1.14-2.87, P=0.01) and cranial neuropathy (OR=18.28, 95% CI: 7.99-41.82, P＜0.05) within 30 days after surgery. Conclusion In comparison with CAS, CEA is associated with a lower incidences of stroke or death and a greater incidence of myocardial infarction and cranial neuropathy within 30 days after surgery, and was associated with a significantly lower incidence of any stroke or death during follow-up, or ipsilateral stroke after 30 days of operation. So the results of Meta-analysis support continued use of CEA as the standard method in treatment of carotid artery stenosis.
ObjectiveTo summarize our experience in treating highrisk carotid stenosis. MethodsWe retrospectively analyzed the clinical characteristics, treatment, and outcomes of 24 patients with highrisk carotid stenosis in our department from January 2001 with emphasis on the application of carotid stents and shunting tubes. ResultsAll patients were successfully treated, with 11 patients undergoing carotid angioplasty and stenting (CAS) and 13 patients receiving carotid endarterectomy (CEA) and shunting. No death, stroke, and ischemic neurological deficit occurred in 30 days postoperatively. ConclusionSelective application of CAS and shunting in CEA can effectively reduce complications and improve therapeutic effects in patients with highrisk carotid stenosis.