In recent years,deep learning,a pivotal subset of artificial intelligence machine learning,has achieved noteworthy advancements in the medical domain.It facilitates precise detection,diagnosis and prognostic assessment of various diseases through the analysis of medical images.Within ophthalmology,deep learning techniques have found wide-spread application in the diagnosis and prediction of thyroid-related eye diseases,orbital blowout fracture,melanoma,bas-al cell carcinoma,orbital abscess,lymphoma,retinoblastoma and other diseases.Leveraging images from computed tomo-graphy,magnetic resonance imaging and even pathological sections,this technology demonstrates a capacity to diagnose,differentiate and stage orbital diseases and ocular tumors with a high level of accuracy comparable to that of expert clini-cians.The promising prospects of this technology are expected to enhance the diagnosis and treatment of related diseases,concurrently reducing the time and cost associated with clinical practices.This review consolidates the latest research pro-gress on the application of artificial intelligence deep learning in orbital diseases and ocular tumors,aiming to furnish clini-cians with up-to-date information and developmental trends in this field,thereby furthering the clinical application and widespread adoption of this technology.

The finite element method(FEM)is a widely employed mathematical technique in mechanical research that divides an object into discrete and interacting finite elements. Medically, finite element analysis(FEA)enables the simulation of biomechanical experiments that are challenging to conduct. Orbital surgery poses significant challenges to ophthalmologists due to its inherent difficulty and steep learning curve. FEM enables the simulation and analysis of the mechanical properties of orbital tissue, offering a novel approach for diagnosing and treating orbital-related diseases. With technological advancements, FEM has significantly matured in the diagnosis and treatment of orbital diseases, becoming a popular area of research in orbital biomechanics. This paper reviewed the latest advancements in orbital FEM, encompassing the development of orbital FEA models, simulation of orbital structure, and its application in orbital-related diseases. Additionally, the limitations of FEM and future research directions are also discussed. As a digital tool for auxiliary diagnosis and treatment, orbital FEA will progressively unlock its potential for diagnosing and treating orbital diseases alongside technological advancements.

Objective:To compare the mid-term clinical effects of AngioJet rheolytic thrombectomy assisted catheter-directed thrombolysis (ART+CDT) with catheter-directed thrombolysis (CDT) in the treatment of acute deep venous thrombosis of lower extremities.Methods:Ninety-one patients admitted to the Department from Jan 2016 to Dec 2017 were placed with inferior vena cava filters and divided into ART+CDT group (30 cases)and CDT group (61 cases). Total urokinase dosge, thrombolytic time, operative cost, length of hospital stay, detumescence rate, thrombus clearance rate, cumulative patency rate of lower limb veins, Villalta score at 2 years and 5 years, thrombosis recurrence rate and chronic venous insufficiency quality of life questionnaire were compared between the two groups.Results:The success rate of surgery was 100% in both groups, there was no mortality. There were significant differences in the short-term postoperative outcomes between the two groups in terms of total dosage of urokinase, thrombolysis time, total cost of surgery, length of hospital stay, detumescence rate, venous patency scores before and after treatment, and venous patency rate (all P<0.05). For the mid- and long-term postoperative outcomes of 2 and 5 years, there were no significant differences in the incidence of PTS, recurrence rate of thrombus, chronic venous function scale, and cumulative patency rate at 2 years (all P>0.05). Conclusions:ART+CDT has a significant advantage over CDT alone in terms of early efficacy and early reopening of blood flow in patients. Both ART+CDT and CDT have a low incidence of PTS and a low recurrence rate of thrombus in the mid-term follow-up, and both have satisfactory performance in the mid- and long-term efficacy of interventional treatment of deep venous thrombosis of lower limbs.

Objective To analyze the clinical efficacy of AngioJet mechanical thrombus aspiration system for patients with acute pulmonary embolism (PE).Methods Clinical data of 28 cases of acute pulmonary embolism (PE) patients was retrospectively analyzed,8 cases (AngioJet group) were treated with AngioJet + CDT,20 cases were treated by pigtail catheter thrombolysis(CDT group)alone,the total amount of urokinase,thrombolytic time,related detection index and the occurrence of complications were compared between the two groups.Results The dosage of urokinase in the two groups was (72.5 ± 44.4) × 104U and (169.0 ± 59.3) × 104 U respectively,P ＜ 0.05.The catheter indwelling time was (1.0 ± 0.89) days and (2.65 ± 0.86) days respectively (P ＜ 0.05).There were no statistically significant differences in SBP,PaO2,SpO2 and D-dimer between the two groups before and after operation (P ＞ 0.05).Conclusion Both AngioJet and CDT are effective methods for the treatment of acute PE.The combination of the two methods can accelerate the improvement of clinical symptoms,reducing the dosage of thrombolytic drugs and the occurrence of surgery-related complications.

Objective To evaluate clinical outcome of patients treated with endovascular dilation and stent placement for ilio-femoral venous postthrombotic syndrome (PTS).Methods 42 PTS cases were enrolled in our group from June 2003 to December 2011.Dilation and stent placement in stenosis/ occlusion of ilio-femoral veins were performed in all cases,temporary femoral arteriovenous fistula was established in 24 cases.Results These were not severe perioperative complications.All patients were followed up for 8-75 months.Preoperative limb ulcers in 5 cases were healed.Early thrombosis in stents found in 3 cases was cleared by catheter directed thrombolysis (CDT).Severe in-stent restenosis (＞ 50％)was found in 10 cases,treated with dialation or re-stenting.Primary patency,assisted primary patency and secondary patency rates were 75％,78％,80.1％;64.1％,67.1％,69.6％;63.8％,65.3％,66％;61.7％,65％,65.2％,respectively,at 6 months,12 months,24 months and 36 months.Postoperative Venous Clinical Severrity Score (VCSS) decreased (P =0.000).There was statistical significant improvement in every dimension evaluated by the MOS item short from health survey(SF-36) after operation (P =0.000).Conclusion Ilio-femoral venous stenting is a safe and effective treatment for PTS and with good clinical midterm results.

Objective There is little research focusing on the expression and function of bradykinin 1 receptor ( B1R ) and bradykinin 2 receptor ( B2R) after cerebral ischemia/reperfusion on the basis of diabetes .The aim of this study was to compare the ex-pression difference and function change of B 1R and B2R in non-dia-betic and diabetic rats . Methods The cerebral ischemia/reperfu-sion model was established on 41 non-diabetic and type 2 diabetic rats, the weight and the biochemical index were measured on these two types of rats .8 non-diabetic rats and 8 diabetic rats were respec-
tively assigned to two groups according to random number tables:control group and I/R 24 h group, 4 in each group.Real-time PCR was performed to observe the expressions of two receptors at 24 h after reperfusion .Then, 33 non-diabetic rats and 33 diabetic rats were randomly divided into 4 groups respectively, including sham group (n=6), saline group (n=9), B1R antagonist group (n=9) and B2R antagonist group (n=9).At 24 hours after cerebral I/R, neurological deficiency was evaluated by neurological severity scores ( NSS);infarct volume was observed by TTC staining;cell apoptosis was determined by TUNEL staining;neuron degeneration was de-tected by Fluoro-Jade C staining. Results Glucoses of diabetics at 3, 7, 14 d after model establishment [(23.45 ±5.01), (23.71 ±4.87), (22.72 ±4.11) mmol/L] were obviously elevated compared with non-diabetics [(5.77 ±0.75), (6.05 ±0.69), (7.15 ±1.09) mmol/L];blood cholesterin [(4.59 ±3.43) mmol/L] and insulin [(67.26 ±12.02) pmol/L] at 14 d after model establishment were evidently incresaed in comparison to those in non-diabetics [(1.58 ±0.37) mmol/L, (25.34 ±4.88) pmol/L] (P<0.05), while no significant difference was found in the blood triglyceride of diabetics between them (P>0.05).Compared with non-diabetics, diabetics suffered from more apparent up-regulation of B1R mRNA (P<0.01) but relatively less B2R mRNA (P<0.05) at 24 h after I/R.NSS score, infarction volume, damaged and apoptotic cells in B2R antagonis-treated non-diabetic rats at 24 h after I/R conspicuously decreased compared with saline-treated non-daibetic rats.Those indicators in B1R antagonis-treated diabeics were strikingly lessened compared with saline-treated daibetics . Conclusion I/R induced distinct up-regulation of B2R mRNA in non-diabetics and inhibiton of B 2R effectively ameliorated the infarct volume and cell injury after I/R in non-diabetics; I/R induced more notable up-regulation of B1R mRNA in diabetics and B1R antagonist exerted neuroprotective effects instead of B 2R antagonist af-ter I/R in diabetics.

Objective To evaluate the surgical and interventional therapy in patients with acute superior mesenteric vein thrombosis.Methods In this series,31 acute superior mesenteric vein thrombosis(SMVT) cases were reviewed from Oct 2006 to Feb 2012.According to varied clinical presence,patients received superior mesenteric vein thrombectomy with necrotic bowel resection or indirected catheter thrombolysis through superior mesenteric artery.Results 6 of 9 cases undergoing surgery were cured and other 3 still complained abdominal distension when discharged for not being able to bear anticoagulation and thrombolysis after operation due to alimentary tract hemorrhage,and residual thrombus was shown in superior veins by venography.17 of 22 treated by interventional therapy gained obvious relief within 72 hours after intervention,others gained symptomatic relief in 5-7 days.Indirected catheter thrombolysis were interrupted in 2 due to alimentary tract hemorrhage.One patient was shifted to surgery 48 hours after catheter thrombolysis due to deterioration.Mean duration of follow-up after hospital discharge was (19 ± 5) months in 25 cases,20 had no abdominal distension and pain,3 with postcibal abdominal distension.Conclusions Indirected thrombolytic therapy by way of the superior mesenteric artery is a technically simple,safe and effective therapy for patients with acute SMVT.

ObjectiveTo evaluate interventional therapy for Buddi-Chiari syndrome with occlusive hepatic veins.MethodsIn this study,37 Budd-Chiari syndrome cases with occlusive hepatic vein undergoing abdominal ultrasonography, CT scan, and liver vascular reconstruction before operation.Interventional procedures included recanalization of occlusive hepatic veins through transjugular,transfemoral vein or both. ResultsProcedures were successful in 34 patients (success rate 34/37,92％ ),with 38 hepatic veins opened. After hepatic vein was opened,nine patients were treated with PTA alone.27 stents were placed in 25 patients,with 2 cases receiving stent placement in both the right hepatic vein and accessory hepatic vein.7 home-made Z-stent were placed after the opening of occluded inferior vena cara.After the procedures hepatic vein pressure dropped from ( 36.0 ± 3.4) cm to ( 21.0 ± 2.3 ) cm H20.Recurrence of stenosis or oclusion was found in 4 out of 9 receiving PTA only after a follow-up of (23.0 ± 2.0) months.In the other 23 patients with stent implantation there were 6 eases of restenosis or occlusion (6/23,26％ ). ConclusionsAccording to the hepatic vein and intrahepatic collateral venous occlusion conditions,correct selection of interventional methods can significantly decrease the hepatic and portal vein pressure,improve clinical symptoms.

Objective To summarize the experience on treatment for 15 cases of acute pulmonary embolism(PE).Methods Fifteen acute PE patients admitted from June 2009 to May 2011 were analyzed retrospectively.All patients were diagnosed as PE and deep vein thrombosis,and treated with placement of inferior vena caval filters(IVC).Five patients with main pulmonary artery embolism accepted intrapulmonary arterial interventional therapy of thrombus fragmenlation and suction and catheter-directed thrombolysis (CDT).Ten patients with embolization on pulmonary artery branch and acute iliofemoral vein thrombus accepted therapy of peripheral thrombolysis.During postoperative course improvement was observed on the clinical symptoms,occurrence of complications,Miller index,change of mean pulmonary arterial pressure (mPAP) and arterial partial pressure of oxygen(PO2),as well as the patency of pulmonary artery.Result Five main pulmonary artery embolization patients gained complete patency of pulmonsnary artery,and the clinical symptoms immediately improved.Miller index reduced from (0.51 ± 0.04) to (0.27 ± 0.38),mPAP decreased from (55.3 ± 3.1 ) mm Hg to ( 32.7 ± 2.2 ) mm Hg,and PO2 elevated from ( 40 ±3 ) mm Hg to ( 63 ± 4) mm Hg,showing a significant difference ( P ＜ 0.01 ).Ten patients with pulmonary artery branch embolization gained patency of pulmonary artery branch,iliofemoral venous thrombosis cleared,and clinical symptoms significantly improved.All patients recovered after two weeks of intravenous thrombolytic,anticoagulation and antiplatelet therapy.During three to twelve months' follow up,the therapeutic effects persisted and there was no recurrence.Conclusions Emergency intrapulmonary arterial interventional therapy of acute PE has remarkable effectiveness,safety and feasibility,improving pulmonary obstruction and clinical symptoms.

Objective To evaluate balloon angioplasty and stenting of the hepatic veins for the treatment of Budd-Chiari syndrome with long segmental inferior vena cava (IVC).Methods The hepatic veins were evaluated by colour Doppler,CT or MR.Epidiaphragmatic inferior vena cavography was performed to locate the stenused opening of the hepatic veins,in case of membrane occlusion of the hepatic veins,a puncture was attempted with Rups100 needle and then balloon dilation of the hepatic veins and stents implantation was carried out.Results In 40 cases of long segmental inferior vena cava ( IVC ) occlusive Budd-Chiari syndrome,membranous obstruction of the hepatic veins was found in 5 cases and short-segmental occlusion in 24 cases.28 cases were successfully treated with balloon dilation and stents implantation,including percutaneous transluminal angioplasty(PTA) of hepatic vein in 5 cases,and stent implantation in 23 cases,puncture procedure was failed in 1 case.Postoperative follow-up was made in 26 cases from 6 to 62 months ( mean,24.0 ± 1.3 months ).Symptoms recurred in 6 cases.Hepatic vein restenosis or occlusion were observed using color Doppler ultrasound in 6 cases.Conclusions Most lesions in hepatic veins were membranous obstruction or short-segmental occlusion among patients with long-segmental occlusion of IVC.Balloon angioplasty and stenting of hepatic veins for long segmental IVC occlusive Budd-Chiari syndrome through jugular vein can relieve hepatic venous obstruction and relieve portal hypertension.