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.
ObjectiveTo clarify the effects of tourniquet use on pain, early rehabilitation, blood loss, incidence rate of thrombosis in primary total knee arthroplasty (TKA) through a randomized controlled trial. MethodBetween Janurary 2014 and August 2015, 168 patients with knee osteoarthritis undergoing primary TKA were randomly allocated to tourniquet group (n=84) or non-tourniquet group (n=82) . There was no significant difference in gender, age, body mass index, affected side, osteoarthritis grading, disease duration, preoperative range of motion (ROM), visual analogue scale (VAS), Hospital for Special Surgery (HSS) score, and hemoglobin (Hb) between 2 groups (P>0.05) . The operation time, hospitalization time, 90°knee flexion time, straight leg lifting time, and ambulation time were compared between 2 groups. Intraoperative blood loss, Hb decrease, postoperative VAS score, HSS score, ROM, and postoperative complications were recorded and compared. ResultsThere was no significant difference in operation time (t=-1.353, P=0.178) . The patients were followed up 3-20 months (mean, 12 months) in tourniquet group, and 3-22 months (mean, 13 months) in non-tourniquet group. No significant difference was found in Hb decrease (t=-1.855, P=0.066) and transfusion rate (23.81% of tourniquest group vs. 25.61% of non-tourniquest group) (χ2=0.072, P=0.788) between 2 groups. Significant difference was found in the incidence rate of thrombosis between tourniquet and non-tourniquet groups (10.71% vs. 2.44%) (χ2=4.592, P=0.032) , and the intraoperative blood loss of tourniquet group was significantly less than that of non-tourniquet group (t=-16.066, P=0.000) . The 90°knee flexion time, straight leg lifting time, ambulation time, and hospitalization time of tourniquet group were significantly later than those of non-tourniquet group (P<0.05) . The tourniquet group had significantly higher VAS score at 3, 5, 7, and 14 days after operation (P<0.05) and lower HSS score at 28 days after operation (t=-4.192, P=0.000) than non-tourniquet group, but there was no significant difference in the ROM between 2 groups (t=0.676, P=0.500) . ConclusionsThe use of a tourniquet during TKA will increase knee pain and thrombotic events, but can not decrease total blood loss and transfusion rate. A tourniquet use during TKA is unfavorable for early rehabilitation progress.
Objective To summarize the probability of pulmonary embolism （PE） induced by lower extremity deep venous thrombosis （DVT） and investigate the role of vena cava filter （VCF） in preventing from PE. Methods The clinical data of 1 058 patients with lower extremity DVT from January 2005 to January 2012 were analyzed retrospectively. Results The PE rate was 3.21% （34/1 058） and the death rate was 1.42% （15/1 058） in 1 058 patients with lower extremity DVT. The VCF was implanted in 171 of 1 058 patients. The VCFs of 151 patients were implanted from femoral vein， 20 patients were implanted from jugular vein. The PE rates were 3.61% （32/887） and 1.17% （2/171） and the death rates were 1.69% （15/887） and 0 （0/171） in patients without VCF and with VCF， respectively. Both of them occurred in the first ten days. PE could keep as long as 35 d. The PE rate and death rate in the patients without VCF were significantly higher than those in the patients with VCF （P＜0.01）. The PE rates and death rates in both lower extremities DVT were higher than those in patients with the right and left ones （P＜0.05）， which in the right lower extremity were higher than those in the left one （P＜0.05）. The PE rate and death rate in the patients with lower extremity DVT combined with vena cava thrombosis were significantly higher than those in the patients with central type （P＜0.05）， which in the central type were significantly higher than those in the peripheral type （P＜0.05）， there were no significant differences between peripheral type and mixed pattern. The follow-up time was from 1 month to 7 years with （39±19） months， the patency rate of VCF was 98.7%. There were no filter migration， declination， and failure of expansion. Conclusions VCF can prevent from PE effectively， but the indications must be controlled.
ObjectiveTo observe the effect of anti-embolism stocking and air pressure therapeutic apparatus on the prevention of lower extremity deep vein thrombosis (DVT) after pelvic floor reconstruction. MethodsNinety-one patients who were treated with pelvic floor reconstruction between June 2011 and May 2013 were divided into trial group (n=42) and control group (n=49) according to random number table method. The patient age, body mass index (BMI), level of education, general anesthesia and surgery time between the two groups had no difference of statistical significance (P>0.05). The control group was treated traditionally. The trial group used anti-embolism stocking 30 minutes before surgery, and from 6 hours after operation until 3 days later when the patient could walk with the combined use of pneumatic therapeutic treatment. Between day 5 and 7 after surgery, lower limb vascular color Doppler ultrasound was done to observe the occurrence of lower limb DVT in both the two groups. ResultsThe incidence of lower extremity DVT was 2.38% and 18.36% in the trial and the control group respectively. There was a statistically significant difference between the two groups (P<0.05). ConclusionCombined use of anti-embolism stocking 30 minutes before operation and pneumatic therapeutic treatment 6 hours postoperatively can be effective in preventing the formation of DVT after total pelvic floor reconstruction.
The way of intravenous drug abuse is to puncture the peripheral blood vessels and inject the drug directly into the blood. Therefore, this method has an impact on the peripheral artery and venous system of the users, and can cause a variety of peripheral vascular diseases, such as phlebitis, deep vein thrombosis, chronic venous insufficiency, phlebangioma, atherosclerosis, acute arterial ischemia, pseudoaneurysm, etc. However, due to the particularity of drug abusers, the vascular complications caused by intravenous drug abuse have not attracted enough attention. This paper reviewed the types and pathogenesis of peripheral vascular diseases caused by intravenous drug abuse, so as to improve the clinical understanding of peripheral vascular diseases caused by intravenous drug abuse, improve the prognosis of patients, reduce occupational exposure of medical staff, and play a certain role in social warning.
ObjectiveTo analyze the clinical and immunological characteristics of 26 patients with antiphospholipid syndrome (APS). MethodsThe clinical and immunological features of APS in 26 patients treated between January 2009 and January 2012 were analyzed retrospectively. ResultsThe study consisted of 8 male and 18 female patients with a mean age of 38 years at diagnosis. Seven patients had primary APS. Nineteen patients had APS associated with autoimmune diseases, including 11 cases of systemic lupus erythematosus. Seventy-five percent of the patients had thrombosis, 16 had venous thrombosis, 7 had arterial thrombosis, and 2 had both arterial and venous thrombosis. The deep veins of the lower limbs and the cerebral arterial circulation were the most common sites of venous and arterial thrombosis. Fetal morbidity rate of 16 married women in our study was 43.8%. Thrombocytopenia and anemia were present in 57.7% and 69.2% of the patients respectively. ConclusionAPS is characterized by recurrent thrombosis, pregnancy morbidity and positive antiphospholipid antibodies tests. Early diagnosis and management is essential for APS.
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.