Objective To explore the efficiency of artificial intelligence algorithm model using preoperative blood indexes on the prediction of deep vein thrombosis (DVT) in patients with lower limb fracture before operation. Methods Patients with lower limb fracture treated in the Department of Orthopedics of Deyang People’s Hospital between January 2018 and December 2022 were retrospectively selected. Their basic and clinical data such as age, gender, height and weight, and laboratory examination indicators at admission were collected, then the neutrophi to lymphocyte ratio (NLR), monocyte to lymphocyte ratio (MLR), and platelet to lymphocyte ratio (PLR) were calculated. According to color Doppler ultrasound indication of DVT in lower extremities at admission, the patients were divided into DVT group and non-DVT group. After data preprocessing, grey relational analysis (GRA) was used to screen the combination model of important predictive features of DVT, and BP neural network prediction model was established using the selected features. Finally, the accuracy of BP neural network prediction model was evaluated, and was compared with those of different models in clinical prediction of DVT. Results A total of 4033 patients with lower limb fracture were enrolled, including 3127 cases in the DVT group and 906 cases in the non-DVT group. GRA selected seven important predictive features: absolute lymphocyte value, NLR, MLR, PLR, plasma D-dimer, direct bilirubin, and total bilirubin. The accuracies of logistic regression analysis, random forest, decision tree, BP neural network and GRA-BP neural network combination model were 74%, 76%, 75%, 84% and 87%, respectively. The GRA-BP neural network combination model had the highest accuracy. Conclusion The GRA-BP neural network selected in this paper has the highest accuracy in preoperative DVT risk prediction in patients with lower limb fracture, which can provide a reference for the formulation of DVT prevention strategies.
Objective To analyze the influence of the body mass index (BMI) and age on deep vein thrombosis (DVT) after the total hip arthroplasty(THA) or total knee arthroplasty(TKA) in Chinese patients who received prophylactic treatment for DVT. Methods We used a randomized clinical case-control study. From April 2004 to August 2004, weperformed THA and TKA for 95 patients (128 hips and knees). There were 27 men and 68 women with an average age of 60 years (range, 23-78) at surgery, and withan average BMI of 25.88 kg/m2 (range, 14.34-40.39) before surgery. All the patients were given low-molecular-weight heparin for 7-10 days pre-and postoperatively to prevent DVT. Color Doppler ultrasonography was used to detect DVT of bilateral lower extremities in all the patients before operation and 7-10 days after operation.The patients were divided into 4 groups according to their BMI:the non-obese group (BMI≤25.00 kg/m2), the overweight group (BMI, 25.01-27.00 kg/m2), the obese group (BMI, 27.01-30.00 kg/m2), and the morbidly obese group (BMIgt;30.00 kg/m2); and they were also divided into 4 groups according to their ages (≤40, 4160, 61.70, gt;70 yr) so as to analyze the influence of the BMI and age on DVT. Results The total incidence ofDVT in all the patients was 47.4% (45/95) and the incidence of proximal DVT was 3.2%. Forty-five patients had DVT and 50 patients had no DVT. The average BMI of the patients with DVT was significantly higher than that of the patients with no DVT (Plt;005). The overweight, obese, and morbidly obese patients had an odds ratio of 7.04, 4.8,and 9.6 for DVT compared with the nonobese patients (P＜0.05); but the obese group had a less risk than the other 2 groups.The 41-60, 61-70, and gt;70-year-old patients had an odds ratio of 24.0, 38.2, and 24.4 for DVT compared with the ≤40year-old patients (P＜0.05). Conclusion Obesity (BMIgt;25 kg/m2) and an increasing age (gt;40 yr) are identified as statistically significant risk factors for DVT after THA or TKA, and patients aged 61-70 years are more likely tohave DVT than the other patients. We should pay more attention to those obesity and aged patients when they are undergoing the total joint replacement, and we should give them enough prophylaxis and closely observe the symptoms in their bilateral lower extremities after operation, taking ultrasonography or venography to check DVT if necessary, so that we can give them prompt treatment and prevent fatal pulmonary thromboembolism.
ObjectiveTo summarize the treatment measures and experience for one patient with acute pulmonary thromboembolism after modified radical mastectomy for breast cancer. MethodsThe discussion on MDT (multi-disciplinary team) of a breast cancer patient admitted to The First Hospital of Lanzhou University in March 2018 and the results of the discussion on acute pulmonary thromboembolism after operation were summarized. ResultsThis patient had many high risk factors for deep venous thrombosis of the lower extremities, such as obesity, advanced age, hypertension, malignant tumor, and surgical stress. The operative time was about 90 min and the blood loss was 30 mL, without nerve and vascular injuries. Acute pulmonary thromboembolism occurred suddenly on 10 days after operation, which led to heart failure. Eventually, the patient died of the peripheral circulatory insufficiency caused by respiratory failure and heart failure. ConclusionSurgeons should pay great attention to the perioperative management of the patients with many high-risk factors, who may occur acute pulmonary thromboembolism caused by deep venous thrombosis of lower limbs after radical mastectomy.
Blood pump is the core component of artificial ventricular assist device, and thrombosis is a severe complication of blood pump in clinical application. Methods of controlling and reducing thrombosis include materials surface modification, structure and parameters optimization of blood pump, and others. The typical symptoms of thrombosis and the hazard of various types of blood pump, the formation mechanism and primary factors for thrombosis, and the simulation prediction models for thrombosis were reviewed in this paper.
Objective To investigate the risk factors, clinical characteristics and prognostic factors of venous thrombosis (and pulmonary embolism) in patients with idiopathic hypereosinophilia (IHE) so as to provide a theoretical basis for clinical prevention of venous thrombosis and improve prognosis.Methods Thirty-nine patients with IHE admitted to West China Hospital of Sichuan University from January 2010 to January 2022 were collected in this retrospective case-control study to explore the risk factors of venous thrombosis (including pulmonary embolism) and thrombosis recurrence after treatment. Results There were 17 (43.5%) patients combined with venous thrombosis of 39 patients with IHE. In the patients with vascular involvement, pulmonary embolism was the initial expression of IHE accounted for 29% (5/17). patients of IHE with pulmonary embolism were younger [44 (24.5 - 51.0) vs. 56 (46.3 - 67.8) year, P=0.035] and had higher peak absolute eosinophil counts [11.7 (7.2 - 26.5)×109/L vs. 3.8 (2.9 - 6.7)×109/L, P=0.020] than those without pulmonary embolism. After a mean follow-up of 13 months (2 - 21 months), thrombosis recurred in 35.3% (6/17) of patients. Persistent increasing in eosinophils (>0.5×109/L) was an independent risk factor for thrombus recurrence (odds ratio 13.33, 95% confidential interval 1.069 - 166.374). Conclusions Thrombosis is a common vascular impaired complication in IHE , and increased eosinophilia is a risk factor for thrombosis and thrombus recurrence after therapy. Controlling and monitoring the eosinophilic cell levels in patients with IHE may avoid severe comorbidities.
ObjectiveTo investigate the predictive factors of portal vein thrombosis (PVT) before and after splenectomy and gastroesophageal devascularization for liver cirrhosis with portal hypertension.
MethodsSixty-one cases of liver cirrhosis with portal hypertension who underwent splenectomy and gastroesophageal devascularization were enrolled retrospectively. The patients were divided into PVT group and non-PVT group based on the presence or absence of postoperative PVT on day 7. The clinical factors related with PVT were analyzed.
ResultsThere were 25 cases in the DVT group and 36 cases in the non-DVT group. The results of univariate analysis showed that the preoperative platelet (P=0.006), activated partial thromboplastin time (P=0.048), prothrombin time (P=0.028), and international normalized ratio (P=0.029), postoperative fibrin degradation product (P=0.002) and D-dimer (P=0.014) on day 1, portal venous diameter (P=0.050) had significant differences between the DVT group and non-DVT group. The results of logistic multivariate regression analysis showed that the preoperative platelet (OR=0.966, 95% CI 0.934-1.000, P=0.048) and postoperative fibrin degradation product on day 1(OR=1.055, 95% CI 1.011-1.103, P=0.017) were correlated with the PVT. The PVT might happen when preoperative platelet was less than 34.5×109/L (sensitibity 80.6%, specificity 60.0%) or postoperative fibrin degradation product on day 1 was more than 64.75 mg/L (sensitibity 48.0%, specificity 91.7%).
ConclusionPreoperative platelet and postoperative fibrin degradation product on day 1 might predict PVT after splenectomy and gastroesophageal devascularization for liver cirrhosis with portal hypertension.
【Abstract】 Objective The present study employed both static and dynamic imaging modal ities to study bothintra- and extravascular events attributing to steroid-associated osteonecrosis (ON) using an experimental protocol with a single low-dose l i ppolysaccharide (LPS) injection and subsequently three injections of high-dose methylprednisolone (MPS). Methods Fourteen 28-week-old male New Zealand white rabbits received one intravenous injection of LPS (10 μg/ kg). After 24 hours, three injections of 20 mg/kg of MPS were given intramuscularly at a time interval of 24 hours. Additional 6 rabbits were used as controls. Dynamic MRI was performed on bilateral femora for local intraosseous perfusion before and after LPS injection. Blood samples were collected for haematological examinations before and after LPS injection. Bilateral femora were dissected and decalcified for microCT-based microangiography. ON lesion, intravascular thrombus and extravascular marrow fat cell size were examined histopathologically. Results Intravascular thrombus was observed in all ON rabbits. Extravascular marrow fat cell size was significantly increased in ON rabbits than that of the controls (P lt; 0.05). Compared to basel ine, a significant decrease in ratio of tissue-type-plasminogen-activator/plasminogen-activator inhibitor 1,activated-partial- thromboplatin-time, and a significant increase in ratio of low-density-l ipoprotein/high-density-l ipoprotein were only found in ON rabbits (P lt; 0.05). Dynamic MRI showed a significant decrease in the perfusion index ‘maximum enhancement’ in the ON rabbits (P lt; 0.05) and microCT-based microangiography showed blocked stem vessels in ON samples.Overall, 93% of the rabbits (13/14) developed ON and no rabbits died throughout the experiment period. Conclusion Bothintra- and extravascular events were found attributing to the steroid- associated ON based on our experimental protocol with a single low-dose LPS injection and subsequent three injections of high-dose MPS. Both high ON incidence and no mortal ity in rabbits treated with this inductive protocol suggested its effectiveness for future studies on evaluation of therapeutic efficacy of interventions developed for prevention of steroid-associated ON.
