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Objective:To explore the effect of fully automatic image segmentation of adenoid and nasopharyngeal airway by deep learning model based on U-Net network. Methods:From March 2021 to March 2022, 240 children underwent cone beam computed tomography（CBCT） in the Department of Otolaryngology, Head and Neck Surgery, General Hospital of Shenzhen University. 52 of them were selected for manual labeling of nasopharynx airway and adenoid, and then were trained and verified by the deep learning model. After applying the model to the remaining data, compare the differences between conventional two-dimensional indicators and deep learning three-dimensional indicators in 240 datasets. Results:For the 52 cases of modeling and training data sets, there was no significant difference between the prediction results of deep learning and the manual labeling results of doctors（P>0.05）. The model evaluation index of nasopharyngeal airway volume: Mean Intersection over Union（MIOU） s （86.32±0.54）%; Dice Similarity Coefficient（DSC）: （92.91±0.23）%; Accuracy: （95.92±0.25）%; Precision: （91.93±0.14）%; and the model evaluation index of Adenoid volume: MIOU: （86.28±0.61）%; DSC: （92.88±0.17）%; Accuracy: （95.90±0.29）%; Precision: （92.30±0.23）%. There was a positive correlation between the two-dimensional index A/N and the three-dimensional index AV/（AV+NAV） in 240 children of different age groups（P<0.05）, and the correlation coefficient of 9-13 years old was 0.74. Conclusion:The deep learning model based on U-Net network has a good effect on the automatic image segmentation of adenoid and nasopharynx airway, and has high application value. The model has a certain generalization ability.
Subject(s)
Child , Humans , Adolescent , Adenoids/diagnostic imaging , Image Processing, Computer-Assisted/methods , Pharynx , Cone-Beam Computed Tomography , NoseABSTRACT
【Objective】 To investigate the applicability of Beckman PK7300 for TPPA testing on anti-TP reactive specimens from blood donors. 【Methods】 1) The TPPA test using Beckman PK7300 (abbreviated as instrument method) had been established and the performance was verificated by calculating the total compliance rate, positive compliance rate and negative compliance rate as compared with the manual method. The repeatability of this instrument method was also evaluated. 2) The applicability of the instrument method was evaluated by examing 555 TP-reactive samples for 6 consecutive days, so as to analyze the readable reading rate, agglutination strength distribution and other control methods. 【Results】 1) The total, positive, and negative compliance rates of TPPA detection by both instrumental and manual methods were 100% (kappa value =1). The SPC value of samples, read manually as " + + ", was less than or equal to 3 by Beckman PK7300; the SPC value of samples, read manually as " -", was greater than or equal to 20 by Beckman PK7300. The two methods were well consistent. The instrument method was repeated for 12 times for the same samples, and the accuracy rate was 100% (12 / 12), with good repeatability.2) The results of the TPPA test in 555 anti-TP reactivity specimens showed an overall readable rate of 99.82%(554/555). The SPC values of the negative and unsensitized particles of TPPA were distributed on both sides of the determination value without crossover. The control and monitor thoughout the test were carried out automatically by the instrument. 【Conclusion】 The TPPA test conducted by the Beckman PK7300 fully automatic blood group instrument is suitable for the confirmatory experiment of anti-TP reactive specimens in blood center laboratories, which could realize the automation and standardization of TPPA detection.
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Objective: To investigate the clinical value of left ventricular function assessment in patients with cardiovascular disease by fully automatic quantified three-dimensional transthoracic echocardiography. Methods: One hundred and ninety-seven patients with cardiac diseases were examined by three-dimensional transthoracic echocardiography from September 2017 to May 2019. Data from 61 patients with grade 1 echocardiographic image quality were used to determine the default boundary values of endocardial end-diastolic and end-systolic phases. Clinical features were analyzed based on electronic medical records. The accuracy and repeatability of this strategy was evaluated by comparing left ventricular end-diastolic volume (LVEDV), end-systolic volume (LVESV) and left ventricular ejection fraction (LVEF) measured by automated quantitative three-dimensional echocardiography and those measured by conventional manual transthoracic echocardiography, the latter served as gold standard. Results: The levels of LVEDV, LVESV and LVEF measured by automatic three-dimensional echocardiography were positively correlated with values obtained by manual measurement（r=0.97，0.97, 0.98, 0.97, 0.97, 0.96；P<0.05). The levels of LVEDV and LVESV measured by full-automatic three-dimensional echocardiography were significantly higher than those obtained by manual three-dimensional echocardiography（all P<0.05）. The classification and correlation of systolic dysfunction in patients with abnormal ventricular wall motion by automatic three-dimensional echocardiography were significantly improved after manual calibration (κ=0.74, P=0.00) as compared to without manual calibration (κ=0.63, P=0.00). The inter-observer and intra-observer variability of fully automated three-dimensional echocardiography were significantly smaller than manual three-dimensional echocardiography（both P<0.05）. Conclusion: Fully automatic quantified three-dimensional transthoracic echocardiography possesses excellent accuracy and repeatability in measuring left ventricular volume and function， and it is feasible for clinical application.
Subject(s)
Humans , Cardiovascular Diseases , Echocardiography , Echocardiography, Three-Dimensional , Feasibility Studies , Stroke Volume , Ventricular Function, LeftABSTRACT
Objective To develop an automatic chest X-ray protective device to decrease the harm to the patient during Xray examination.Methods Mobile lead plate was involved in to protect the non-target organs and tissues.The device had the frame made of 304 stainless steel,and the core protective part of lead plate with 5 mm-thickness,whose components included noiseless motor,transmission system and lithium battery.Results The device decreased the exposure field and radiation dosage,and thus contributed to the patient protection effectively.Conclusion The device reduces the exposure dosage greatly,and is of great value for enhancing efficacy.
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Objective To explore the clinical application value of fast blood glucose meter in the emergency test of blood glu‐cose .Methods 186 critical patients in or hospital from August 2013 to August 2014 were selected for conducting the clinical re‐search .The average blood sugar was detected in all the research subjects by using the fast blood glucose meter and the fully auto‐matic biochemical analyzer .Results The consistency rate of detection results by the two kinds of detection method reached 22 .04% ,the difference of data was relatively small .In addition ,the detection time for the fast blood glucose meter was significantly shorter than that of the fully automatic biochemical analyzer ,the difference showed the statistical significance (P< 0 .05) .Conclu‐sion The detection results of the fast blood glucose meter have no too large difference with those of fully automatic biochemical an‐alyzer and have the same guidance significance to the diagnosis and treatment .The fast blood glucose meter has the advantages of quickness and convenience ,short time‐consuming and can be used in emergency .
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Objective To perform Quality comparative study of urine visible components tests by using Sysmex UF-1000i auto-mated urine analyzer (Sysmex UF-1000i) ,AX-4030 automated urine chemistry analyzer (AX-4030) ,and three kinds of manual opti-cal microscope instrument .Methods Applying the above three kinds of instrumental methods respectively to 2 086 case of RBC , WBC and the CAST test and their positive rate and sensitivity difference were analyzed .Results SysmexUF-1000i ,AX-4030 and microscopic three kinds of instrument detection RBC ,WBC ,CAST positive rates were as follows ,Sysmex UF-1000i:20 .4% 、20 .8% 、6 .4% ;AX-4030 :23 .6% 、16 .5% (no CAST );microscope:15 .2% 、18 .6% 、2 .4% .Among the 3 kinds of tests ,RBC ,CAST detection rate were significantly different (P0 .05) .Conclusion Sysmex UF-1000i and AX-4030 can not completely replace the gold standard manual microscopic examination of urine sediment should be three kinds of methods used in combination to ensure the accuracy of the urine analysis results .