1.Analysis on the recovery of stereoscopic vision and its influencing factors in children with intermittent exotropia after binocular vision training
Jing CHEN ; Shanli QIAO ; Jianfei ZHANG ; Guangmei DONG ; Changfeng SUN
International Eye Science 2025;25(8):1377-1380
AIM: To analyze the recovery of stereopsis and its influencing factors in children with intermittent exotropia(IXT)after binocular vision training.METHODS: A total of 166 cases of IXT children who were treated in our hospital from October 2021 to October 2023(2 cases lost their follow-up, and 164 cases were finally included)were included as the research object, taking 36 cases with no stereopsis after binocular vision training in eye position correction surgery as no stereopsis group, and other 128 cases as stereopsis group. All the children underwent eye position correction surgery under general anesthesia, and all received binocular vision training for 6 mo after surgery. The recovery of stereoscopic vision of IXT children after binocular vision training was counted, and the influencing factors of stereoscopic vision recovery of IXT children after binocular vision training were analyzed by single factor and multi-factor Logistic regression analysis.RESULTS: The incidence of postoperative no stereopsis was 22.0%. The proportion of children with an age ≥9 years old, course of disease ≥1 a and anisometropia in the group without stereoscopic vision after operation was larger than the group with stereoscopic vision(all P<0.05). Multivariate Logistic regression analysis showed that the course of disease ≥1 a, age ≥9 years old and anisometropia were independent influencing factors for the recovery of stereoscopic vision in IXT children after binocular vision training(OR=1.470, 1.626, 1.539, all P<0.05).CONCLUSION: Age ≥9 years old, course of disease ≥1 a, and anisometropia are the independent influencing factors of stereopsis recovery of IXT children after binocular vision training. Therefore, targeted intervention measures can be given to high-risk children to improve the stereopsis recovery of IXT children after binocular vision training.
2.Application of machine learning in predictive analysis of blood usage for liver transplantation surgery
Peng ZONG ; Wenli ZHANG ; Ping LI ; Changfeng SHAO ; Haiyan WANG
Chinese Journal of Blood Transfusion 2024;37(3):319-324
【Objective】 To explore the application of machine learning in scientific and rational blood preparation and predictive analysis for surgical blood usage before liver transplantation surgery. 【Methods】 Clinical basic information including gender, age, clinical diagnosis and surgical methods of 356 liver transplantation patients were collected. The duration (Time) and preoperative laboratory test results of hemoglobin (Hb), hematocrit (Hct), platelet count (Plt), prothrombin time (PT), activated partial thromboplastin time (APTT), fibrinogen (Fib), total bilirubin (TBIL), albumin (ALB), creatinine (Crea) and total protein (TP), as well as the amount of intraoperative blood transfusion were collected. A machine learning model capable of predicting the risk of massive blood transfusion during liver transplantation surgery was established by Python, and was evaluated to select the optimal predictive model. 【Results】 Among the 7 machine learning models constructed, the logistic regression model performed the best (AUROC: 0.90, F1 score: 0.82), with an accuracy of 79.44% and precision of 79.69%, followed by the random forest classifier (AUROC: 0.87, F1 score: 0.83), with an accuracy of 79.44% and precision of 77.94%. 【Conclusion】 Establishing a machine learning prediction model by Python is of significant clinical importance for scientific blood preparation, predicting the risk of massive blood transfusion and ensuring the safety of blood use in liver transplantation surgery.
3.3D Res2Net deep learning model for predicting volume doubling time of solid pulmonary nodule
Jing HAN ; Lexing ZHANG ; Linyang HE ; Changfeng FENG ; Yuzhen XI ; Zhongxiang DING ; Yangyang XU ; Qijun SHEN
Chinese Journal of Medical Imaging Technology 2024;40(10):1514-1518
Objective To observe the value of 3D Res2Net deep learning model for predicting volume doubling time(VDT)of solid pulmonary nodule.Methods Chest CT data of 734 patients with solid pulmonary nodules were retrospectively analyzed.The patients were divided into progressive group(n=218)and non-progressive group(n=516)according to whether lung nodule volume increased by ≥25%during follow-up or not,also assigned into training set(n=515)and validation set(n=219)at a ratio of 7∶3.Then a clinical model was constructed based on clinical factors being significantly different between groups,CT features model was constructed based on features of nodules on 2D CT images using convolutional neural network,and 3D Res2Net model was constructed based on Res2Net network using 3D CT images as input.Receiver operating characteristic curve was drawn,and the area under the curve(AUC)was calculated.Taken actual VDT as gold standard,the efficacy of the above models for predicting solid pulmonary nodule'VDT≤400 days were evaluated.Results No significant difference of predicting efficacy for solid pulmonary nodule'VDT≤400 days was found among clinical model,CT feature model and 3D Res2Net model,the AUC of which was 0.689,0.698 and 0.734 in training set,0.692,0.714 and 0.721 in validation set,respectively.3D Res2Net model needed 5-7 s to predict VDT of solid pulmonary nodules,with an average time of(5.92±1.08)s.Conclusion 3D Res2Net model could be used to predict VDT of solid pulmonary nodules,which might obviously reduce manual interpreting time.
4.The effect of glycopyrrolate on intestinal spasm and hemodynamics in painless colonoscopy
Yan ZHANG ; Mengyao YI ; Changfeng FANG ; Le ZHANG ; Jie ZHENG ; Yuanxiao LU ; Qi YE ; Zhijian YE ; Tao FANG
Chinese Journal of Internal Medicine 2024;63(6):600-604
Objective:To investigate the effects of glycopyrrolate on intestinal spasm and hemodynamics in painless colonoscopy.Methods:A total of 100 patients who were scheduled to undergo painless colonoscopy were selected as the study subjects and randomly divided into two groups by a computerized number method. Ten patients in both groups dropped out because of disruption of the study protocol, and 45 patients from each group were included in the final analysis. Before anesthesia induction, patients in group glycopyrrolate (group G) were injected with 0.2 mg glycopyrrolate, while those in congtrol group (group C) were injected with an equal amount of saline. The heart rate, systolic blood pressure, and diastolic blood pressure were recorded at T 0 (baseline period), T 1 (after anesthesia induction), T 2 (colonoscopy over sigmoid colon), T 3 (colonoscopy over the liver region), T 4 (after the end of examination), and T 5 (at the awakening phase), and the degree of intestinal spasm was assessed intraoperatively using the Likert′s four-point scale. The numerical rating scale (NRS) was used to assess preoperative and postoperative pain. The incidence of adverse events was recorded. Results:The general data at baseline were not statistically different between the two groups ( P>0.05). During the procedure, patients in group G had lower intraoperative intestinal spasm scores than those in group C ( P=0.028). Intraoperative hypotension and bradycardia occurrence were lower in group G than in group C ( P<0.05), and intraoperative norepinephrine use was also lower than in the group C ( P=0.034). Postoperative visual analog scale pain scores were lower in group G ( P=0.047), but patients who used glycopyrrolate had a higher proportion of dry mouth ( P=0.035). Conclusion:During painless colonoscopy, preoperative administration of glycopyrrolate significantly improved intraoperative hemodynamic fluctuations, reduced the incidence of hypotension and bradycardia, and relieved postoperative pain. However, glycopyrrolate use resulted in the risk of dry mouth.
5.An exploratory study of the domestic robotic surgical system for general surgery
Jing YANG ; Zeping ZHANG ; Guoyuan YANG ; Yiyun PENG ; Meijuan SONG ; Weipeng ZHAN ; Hongwei TIAN ; Ming HU ; Changfeng MIAO ; Dongdong CHEN ; Wei FANG ; Wutang JING ; Yuntao MA
Chinese Journal of General Surgery 2024;39(9):698-702
Objective:To evaluate the safety and efficacy of the domestic robotic surgical system for general surgery.Methods:A prospective single-center, single-arm exploratory study was conducted at Gansu Provincial People's Hospital from Jun 2022 to Oct 2023, enrolling 54 patients undergoing general surgery using domestically produced Toumai? Endoscopic Surgical Robotic System. The primary study endpoint was surgical success rate, and the secondary study endpoints were intraoperative bleeding, operative time, complications, system performance, hospitalization days.Results:In this study, robotic surgery was successfully completed in 52 patients, and in 2 patients undergoing thyroid operation it was converted to open surgery due to bleeding, with a success rate of 96%, no organ injury or death during surgery, and no system failure. The types of surgery included cholecystectomy, radical gastric cancer resection, radical colorectal cancer resection, inguinal hernia repair, partial hepatectomy, total thyroidectomy and choledocho-jejunal anastomosis.Conclusion:The study provides preliminary evidence of the safety and efficacy of the Toumai? Endoscopic Surgical Robotic System for the treatment of general surgical diseases.
6.Application of practical network teaching in clinical blood transfusion teaching and training
Lele HAN ; Di LI ; Changkai ZHANG ; Changfeng SHAO
Chinese Journal of Medical Education Research 2023;22(6):886-888
In order to explore the platform role and practicability of network teaching in the teaching and training of clinical blood transfusion. By building an "Internet+APP" teaching and training management platform, this research develops personalized teaching and training courses and assessment plans for different groups such as interns, trainees and on-the-job staff in the blood transfusion department, so as to achieve time-saving and high-efficient training results. The results showed that the interns' assessment scores were all up to standard, with more than 90 points accounting for 66% and 80-90 points accounting for 34%. The assessment scores of the trainees and on-the-job personnel were above 90 points, which showed that they had significant improvement of their professional level. The teaching resources of this teaching mode are stable, centered on the trainees, free from traditional time and space constraints, high-efficient, time-saving, and easy to accept.
7.Clinical study of 63 cases of achalasia treated by peroral endoscopic myotomy
Lianjun MA ; Shujun YE ; Changfeng LI ; Xiangbo MENG ; Yang LIU ; Bin ZHANG
Chinese Journal of Digestive Endoscopy 2023;40(8):648-651
In order to evaluate the efficacy of peroral endoscopic myotomy (POEM) for achalasia, data of 63 patients with achalasia who were treated with POEM in China-Japan Union Hospital of Jilin University from 2017 to 2021 were collected. Postoperative Eckardt score, high-resolution manometry and upper gastrointestinal radiography were compared with preoperative data. The mean age of the 63 patients was 49.0 years, and there were 31 famales. The preoperative Eckardt score was 9 (3), and the postoperative Eckardt score was 2 (2), with significant difference ( V=1 953, P<0.001). The lower esophageal sphincter pressure decreased significantly after operation compared with that before operation [9.90 (3.35) mmHg VS 26.80(13.85)mmHg, V=2 016, P<0.001]. Fifty-three patients (84.1%) had satisfactory curative effects. The incidence of adverse events was 3.2% (2/63). POEM is safe, effective and minimally invasive for the treatment of achalasia.
8.Diagnostic values of cyclin D1 immunocytochemistry and molecular testing in preoperative fine needle aspiration of undeterminate thyroid nodules.
Shu Rong HE ; Jing Xin ZHANG ; Rong Ming CHEN ; Song Tao HU ; Li YANG ; Lan CHEN ; Zheng ZHANG ; Dong Ge LIU
Chinese Journal of Pathology 2022;51(12):1210-1216
Objective: To assess the value of cyclin D1 immunocytochemistry combined with a small panel molecular analysis in indeterminate cytological diagnosis of Bethesda category Ⅲ-Ⅴ. Methods: A consecutive cohort of 96 thyroid FNA specimens with indeterminate diagnosis (TBSRTC category Ⅲ-Ⅴ) and available histopathologic follow-up data were collected between December 2018 and December 2021 in Department of Pathology, Beijing Hospital. The cases were evaluated by cyclin D1 immunocytochemistry and molecular testing of BRAFV600E or a small panel of markers (BRAF, N-RAS, H-RAS, K-RAS and TERT) in the FNA specimens. The identification of the optimal cut-off point of cyclin D1 for the diagnosis of malignancy was evaluated using the receiver operating characteristic (ROC) curves and the assessment of the area under the ROC curve (AUC). The specificity, sensitivity, positive predictive value (PPV) and negative predictive value (NPV) of all these markers were evaluated with the crosstabs and significance was calculated. Results: Ninty-six patients with 96 thyroid nodules were enrolled, including 42 cases of TBSRTC-III, 10 cases of TBSRTC-IV and 44 cases of TBSRTC-V. There were 79 females and 17 males with a median age of 47 years (range, 25 to 75 years). A 7.5% cut-off value for positive cyclin D1 nuclear immunostaining in thyroid cells demonstrated 100% PPV, 57.1% NPV, 81.0% sensitivity and 100% specificity for thyroid malignancy diagnosis. The sensitivity of the BRAFV600E mutation test or combined with a small panel test alone for thyroid malignancy diagnosis were 65.5% and 69.0% respectively. The sensitivity for thyroid malignancy diagnosis increased to 94.0% and 95.2% respectively when combining the cyclin D1 immunocytochemistry with the molecular test, and the specificities remained 100% and 91.7% respectively.The accuracy of cyclin D1 immunocytochemistry combined with a small panel of molecular test in detecting thyroid malignancy increased to 94.8% compared to using these markers alone. Conclusions: The addition of cyclin D1 immunocytochemistry and a small panel of molecular testing to FNA cytology can increase the sensitivity and NPV of cytology in indeterminate categories, and this supplementary approach provides a simple, accurate and convenient diagnostic method for reducing unnecessary thyroidectomies.
Adult
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Aged
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Humans
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Middle Aged
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Biopsy, Fine-Needle
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Cyclin D1/genetics*
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Molecular Diagnostic Techniques
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Thyroid Nodule/genetics*
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Male
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Female
9.Analysis of disease progression and influencing factors of HIV-infected persons in 2010-2020
Ling ZHANG ; Changfeng LIN ; Xia SUN ; Xi WEN ; Shijing FU
Journal of Public Health and Preventive Medicine 2021;32(4):88-91
Objective To investigate the disease progression and influencing factors of human immunodeficiency virus (HIV)-infected persons in Sanya area from 2010-2020. Methods Data of HIV infected cases reported in XX region from January 2014 to January 2020 were collected through the National AIDS Comprehensive Prevention and Control Information System. The incidence of AIDS was calculated by the life expectancy method, and the single factors influencing the progression of HIV infection were analyzed from the aspects of sex, age, BMI, nationality, marital status, educational level, highly active anti-retroviral therapy (HAART), anemia, route of transmission, CD4+ cell count, and co-infection of other viruses. Results A total of 761 HIV-infected cases were reported in Sanya areaFrom January 2010 to January 2020, of which 103 had progressed to AIDS (13.53%), the incidence of AIDS was 6.01/100 person-years, the average incubation period was 4.63 years; There were 31 death cases, and the all-cause mortality rate was 1.81/100 person years; Gender, age, HAART treatment status, anemia, CD4+ cell count, and other viral infections were single factors that affect the disease progression of HIV-infected persons (χ2=16.803, 13.362, 15.954, 20.119, 16.039, 15.711, P<0.05), meanwhile, age, HAART treatment status, anemia, CD4+ cell count, and other viral infections were independent risk factors that affect the disease progression of HIV-infected persons (P=0.014, 0.007, 0.017, 0.009, 0.001, 0.001). Conclusion The incubation period is an important stage of the disease progression of HIV-infected patients, moreover, age, HAART treatment status, anemia, CD4+ cell count, and other viral infections are all independent risk factors that affect the disease progression of HIV-infected patients.
10.To guide the preparation of blood before liver transplantation: the establishment of multiple regression equation based on R language
Peng ZONG ; Yuhong ZHANG ; Shanshan YU ; Zuzhou HUANG ; Changfeng SHAO
Chinese Journal of Blood Transfusion 2021;34(12):1325-1328
【Objective】 To establish the multiple regression equation based on R language in order to guide scientific and reasonable blood preparation for clinicians before liver transplantation. 【Methods】 Basic clinical information, including gender, age and disease types, of 183 liver transplant patients were collected, and results of preoperative blood routine(MCV, MCHC, Hct, RBC, Hb and Plt), prothrombin time(PT), activated partial thromboplastin time(APTT), thrombin time(TT), fibrinogen(FIB), international normalized ratio(INR) and D dimer and antithrombin Ⅲ(AT Ⅲ), operation time, as well as intraoperative transfusion volume of red blood cells, plasma, cryoprecipitates and platelets were analyzed using R language analysis.The correlation between blood component transfusion volume and analysis factors was calculated by generalized linear function, and the regression equation for predicting blood preparation was obtained by Poisson regression analysis. 【Results】 Intraoperative transfusion rates of RBC, plasma, platelets and cryoprecipitates in liver transplantation patients were 85.79%(8.35±8.78 U), 100%(1 083±742.80 mL), 18.58%(0.26±0.60 treatment dose), and 12.02%(2.49±7.51 U), respectively. According to the analysis factors with good correlation, the prediction equations for the volume of each blood component were as follows: RBC: 3.348+ 1.276×Time-0.02×Hct-0.16×RBC-0.006×Hb, plasma: 6.901+ 0.826 ×Time-0.003×Hb, platelets: -1.275+ 1.866×Time-0.013 Hb+ 0.025×TT, and cryoprecipitates: -7.183+ 2.888×Time + 0.067×MCV+ 0.029×TT. 【Conclusion】 It is of great clinical significance to use R language to carry out multivariate regression analysis and establish the prediction regression equation of blood preparation before liver transplantation, which can provide scientific, reasonable and sufficient blood supply in operation.


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