ABSTRACT
Objective To generate various types of diabetic retinopathy ( DR) fundus images automatically by computer vision algorithm. Methods A method based on deep learning to generate fundus images was proposed,which used the vascular vein of the fundus image and the text description of lesions as the constraint conditions to generate fundus image. The text description was encoded by using a long short-term memory ( LSTM) , and the vascular vein image was encoded by a convolutional neural network (CNN). Then the encoded information was combined and used to generate a fundus image by generative adversarial networks ( GAN ) . Results The results showed that the algorithm can generate realistic fundus images. However, the image detail features were not obvious because the text-encoded recurrent neural network ( RNN ) loss function did not converge well. Conclusions Using the GAN can generate realistic DR fundus images, which has certain application value in expanding medical data. However,the generation of detail features in small areas still needs improvement.
ABSTRACT
Objective To compare the clinical effects of HC video laryngoscope and fiberoptic bronchoscope (FOB)in guidance of endotracheal intubation for patients undergoing cervical surgery.Meth-ods A total of 50 patients (ASA I or II)with cervical vertebra injury,nerve root cervical spondylopathy or cervical spondylotic myelopathy in the first affiliated hospital of Wenzhou medical university were selected, all of whom were undergone selective cervical operations between March 2014 and June 2015.The patients were randomly divided into two groups (n =25):HC video laryngoscope group (group H)and FOB group (group F).After induction of anesthesia,HC video laryngoscope and FOB were used for tracheal intuba-tion.⑴ Intubation time and success rates of intubation were recorded,and visual analogue scale (VAS) was used to evaluate the difficulty of intubation;⑵ Mean arterial pressure (MAP),heart rate (HR),and rate-pressure product (RPP)before incubation (Tb),immediate after intubation (T0),and 1min after in-cubation (T1)were recorded;(3)Intubation-related complications were recorded.Results ⑴ The dura-tion of intubation (19.7 ±7.1 )s in the group H was significantly shorter than that of group F (51.9 ± 19.2)s (P 0.05).⑶ The incidence of complications (sore throat)was lower in group H (P <0.05).Conclusions Compared to FOB,HC vid-eo laryngoscope-guided selective cervical operation has the characteristics of higher success rate of intubat-ion,shorter operation time,and easier operation,more stable hemodynamics and lower incidence of intuba-tion complications.Therefore,HC video laryngoscope is a safe and effective method in the intubation for pa-tients undergoing cervical surgery.
ABSTRACT
Objective To compare the degree of pain in patients after radical gastrectomy under different anesthetic regimens.Methods One hundred and two ASA Ⅰ or Ⅱ patients of both sexes,aged 50-75 yr,weighing 45-70 kg,undergoing elective radical gastrectomy,were randomly divided into 3 groups ( n =34 each):general anesthesia (GA) group,combined general-subcostal transversus abdominis plane block (CGTA) group and combined general-epidural anesthesia (CGEA) group.The patients were sent to the postanesthesia care unit (PACU) after tracheal extubation,and the VAS score on arrival in the PACU was recorded.The degree of pain was evaluated by VAS score,and when VAS scores ＞ 3,the patients received intravenous morphine titration.When VAS scores ≤ 3,morphine titration was stopped and all the patients were connected to patient-controlled intravenous analgesia and/or epidural analgesia pump.The total amount of morphine consumed was recorded at the end of titration,and the occurrence of adverse reactions was also observed.Results Compared with groups GA and CGTA,the incidence of moderate to severe postoperative pain was significantly decreased in group CGEA (P ＜0.01).The incidence of severe postoperative pain,the VAS score on arrival in the PACU and the total amount of morphine consumed were decreased gradually in groups GA,CGTA and CGEA ( P ＜ 0.01 ).The incidence of sedation was significantly lower in group CGEA than in group GA (P ＜ 0.01 ).There were no significant differences in the other adverse reactions among the three groups ( P ＞ 0.05 ).Conclusion The degree of pain is reduced gradually in patients after radical gastrectomy under GA,CGTA and CGEA.
ABSTRACT
Ultrasound images are easily corrupted by speckle noise, which limits its further application in medical diagnoses. An image de-noising method combining dual-tree complex wavelet transform (DT-CWT) with nonlinear diffusion is proposed in this paper. Firstly, an image is decomposed by DT-CWT. Then adaptive-contrast-factor diffusion and total variation diffusion are applied to high-frequency component and low-frequency component, respectively. Finally the image is synthesized. The experimental results are given. The comparisons of the image de-noising results are made with those of the image de-noising methods based on the combination of wavelet shrinkage with total variation diffusion, the combination of wavelet/multiwavelet with nonlinear diffusion. It is shown that the proposed image de-noising method based on DT-CWT and nonlinear diffusion can obtain superior results. It can both remove speckle noise and preserve the original edges and textural features more efficiently.
Subject(s)
Humans , Algorithms , Artifacts , Image Interpretation, Computer-Assisted , Methods , Ultrasonography , Methods , Wavelet AnalysisABSTRACT
Objective To evaluate the relationship between serum tissue inhibitors of metaUoproteinase-1 and children with myocarditis,and provide evidences to support the measurement of serum tissue inhibitors of metallopro- teinase-1. Methods Tissue inhibitors of metalloproteinaee-1 and bioehem indexes of the harvested specimens and e -chocardiogram were measured from children with myocarditis(age: 1～14 years old, n = 9) and healthy young chil- dren(age: 1～14 years old, n = 9). Results Children with myocarditis showed reduced ejection fraction and dilated left ventricular compared with healthy children. Tissue inhibitors of metalloproteinaee-1 in children with myocarditis was significantly reduced compared with healthy children. Aspartie acid transanainase, lactate dehydrogenase,creatine kinase, hydroxybutyrie acid dehydrogenase, MB isoenzyrne of creatine kinase, cardiac troponin Ⅰ , C reactive protein showed no difference between two groups. Conclusion The reduced serum level of tissue inhibitors of metallopro- teinase-1 may show the severity of children with myocarditis and maybe one of the mechanisms of children with di- lated cardiomyopathy following myocarditis.