1.Building a predictive model for adolescent Internet gaming disorder based on machine learning
KONG Weisen,WANG Kailun, TUO Anxie, LI Bing, ZHENG Qubo, JIANG Huaibin
Chinese Journal of School Health 2024;45(8):1080-1085
Objective:
To explore the effectiveness of machine learning in predicting adolescent Internet gaming disorder, so as to provide guidance for formulating effective intervention measures.
Methods:
From June to September,2023,a total of 2 100 students from 3 middle schools and 3 high schools in Bijie City, Qianxi City and Jinsha County, Guizhou Province were selected by stratified random cluster sampling as research subjects. Data was collected by using several instruments, including the Nine item Internet Gaming Disorder Scale-Short From (IGDS9-SF), Parental Psychological Control and Autonomy Support Questionnaire(PPCASQ), Motivation Structure Questionnaire, Relative Deprivation Questionnaire, Deviant Peer Association Questionnaire, and Dual Systems of Self control Scale. Descriptive statistical analysis was conducted to characterize the sample features, and the distribution differences of categorical variables were analyzed by using Chi square test and Mann-Whitney U test. Demographic variables and various influencing factors were served as independent variables, and whether adolescents were addicted to Internet gaming was the dependent variable. Various machine learning algorithms, including random forest, Logistic regression, support vector machine, gradient boosting trees, decision trees, and adaptive boosting were employed to construct predictive models.
Results:
The detection rate of Internet gaming disorder among adolescents was 4.57% (96 cases). Males and middle school students had higher Internet gaming disorder detection rates (5.52%,6.29%) than females and high school students (3.32%,3.62%), and the differences were statistically significant ( χ 2=5.71,7.86, P <0.01).The scores of relative deprivation,deviant peer affiliation, paternal psychological control, maternal psychological control, control motivation, impulsive system and its dimensions (impulsivity, distractibility, low delay of gratification) in Internet gaming disorder group were higher than in non Internet gaming disorder, while the score of parental autonomy support was lower than that in the non Internet gaming disorder group ( Z =-2.88,-9.32,-4.13,-4.48, -6.58 ,-7.50,-7.18,-7.56,-7.43,-2.27, P <0.05). The adaptive boosting algorithm performed the best (accuracy=99%, recall=95%, F1 score=97%, AUC=0.96). Random forest and gradient boosting trees also performed excellently (accuracy=98%, recall=95%, F1 score=97%, 96%, AUC=0.96).
Conclusions
Compared to other models, the adaptive boosting algorithm shows a good predictive effectiveness for adolescent Internet gaming disorder. Appropriate models should be selected to identify individuals with Internet gaming disorder as early as possible, to develop effective intervention strategies and reduce the risk of Internet gaming disorder.
2.Impact of Upper Eyelid Surgery on Symptom Severity and Frequency in Benign Essential Blepharospasm
Hannah Mary TIMLIN ; Kailun JIANG ; Daniel George EZRA
Journal of Movement Disorders 2021;14(1):53-59
Objective:
To assess the impact of periocular surgery, other than orbicularis stripping, on the severity and frequency of blepharospasm symptoms.
Methods:
Consecutive patients with benign essential blepharospasm (BEB) who underwent eyelid/eyebrow surgery with the aim of improving symptoms were retrospectively reviewed over a 5-year period. Patients who had completed the Jankovic Rating Scale (JRS) and Blepharospasm Disability Index (BDI) pre- and at least 3 months postoperatively were included.
Results:
Twenty-four patients were included. JRS scores significantly improved from 7.0 preoperatively to 4.1 postoperatively (p < 0.001), and BDI scores significantly improved from 18.4 preoperatively to 12.7 postoperatively (p < 0.001); the mean percentage improvements were 41% and 30%, respectively. Patients were followed for a median of 24 months postoperatively.
Conclusion
Periocular surgery significantly reduced BEB symptoms in the majority (83%) of patients by an average of 33% and may therefore be offered for suitable patients. An important minority (17%) of patients experienced symptom worsening.
3.DPHL:A DIA Pan-human Protein Mass Spectrometry Library for Robust Biomarker Discovery
Zhu TIANSHENG ; Zhu YI ; Xuan YUE ; Gao HUANHUAN ; Cai XUE ; Piersma R. SANDER ; Pham V. THANG ; Schelfhorst TIM ; Haas R.G.D. RICHARD ; Bijnsdorp V. IRENE ; Sun RUI ; Yue LIANG ; Ruan GUAN ; Zhang QIUSHI ; Hu MO ; Zhou YUE ; Winan J. Van Houdt ; Tessa Y.S. Le Large ; Cloos JACQUELINE ; Wojtuszkiewicz ANNA ; Koppers-Lalic DANIJELA ; B(o)ttger FRANZISKA ; Scheepbouwer CHANTAL ; Brakenhoff H. RUUD ; Geert J.L.H. van Leenders ; Ijzermans N.M. JAN ; Martens W.M. JOHN ; Steenbergen D.M. RENSKE ; Grieken C. NICOLE ; Selvarajan SATHIYAMOORTHY ; Mantoo SANGEETA ; Lee S. SZE ; Yeow J.Y. SERENE ; Alkaff M.F. SYED ; Xiang NAN ; Sun YAOTING ; Yi XIAO ; Dai SHAOZHENG ; Liu WEI ; Lu TIAN ; Wu ZHICHENG ; Liang XIAO ; Wang MAN ; Shao YINGKUAN ; Zheng XI ; Xu KAILUN ; Yang QIN ; Meng YIFAN ; Lu CONG ; Zhu JIANG ; Zheng JIN'E ; Wang BO ; Lou SAI ; Dai YIBEI ; Xu CHAO ; Yu CHENHUAN ; Ying HUAZHONG ; Lim K. TONY ; Wu JIANMIN ; Gao XIAOFEI ; Luan ZHONGZHI ; Teng XIAODONG ; Wu PENG ; Huang SHI'ANG ; Tao ZHIHUA ; Iyer G. NARAYANAN ; Zhou SHUIGENG ; Shao WENGUANG ; Lam HENRY ; Ma DING ; Ji JIAFU ; Kon L. OI ; Zheng SHU ; Aebersold RUEDI ; Jimenez R. CONNIE ; Guo TIANNAN
Genomics, Proteomics & Bioinformatics 2020;18(2):104-119
To address the increasing need for detecting and validating protein biomarkers in clinical specimens, mass spectrometry (MS)-based targeted proteomic techniques, including the selected reaction monitoring (SRM), parallel reaction monitoring (PRM), and massively parallel data-independent acquisition (DIA), have been developed. For optimal performance, they require the fragment ion spectra of targeted peptides as prior knowledge. In this report, we describe a MS pipe-line and spectral resource to support targeted proteomics studies for human tissue samples. To build the spectral resource, we integrated common open-source MS computational tools to assemble a freely accessible computational workflow based on Docker. We then applied the workflow to gen-erate DPHL, a comprehensive DIA pan-human library, from 1096 data-dependent acquisition (DDA) MS raw files for 16 types of cancer samples. This extensive spectral resource was then applied to a proteomic study of 17 prostate cancer (PCa) patients. Thereafter, PRM validation was applied to a larger study of 57 PCa patients and the differential expression of three proteins in prostate tumor was validated. As a second application, the DPHL spectral resource was applied to a study consisting of plasma samples from 19 diffuse large B cell lymphoma (DLBCL) patients and 18 healthy control subjects. Differentially expressed proteins between DLBCL patients and healthy control subjects were detected by DIA-MS and confirmed by PRM. These data demonstrate that the DPHL supports DIA and PRM MS pipelines for robust protein biomarker discovery. DPHL is freely accessible at https://www.iprox.org/page/project.html?id=IPX0001400000.
4. Application of modified David technique to aortic sinus repair in acute type A aortic dissection
Long WU ; Kailun ZHANG ; Xiaofan HUANG ; Xianqing FENG ; Yu SONG ; Baoqing LIU ; Xionggang JIANG ; Nianguo DONG
Chinese Journal of Thoracic and Cardiovascular Surgery 2019;35(12):731-734
Objective:
To summarize the effect of modified David technique on acute type A aortic dissection sinus formation.
Methods:
From March 2018 to September 2018, modified David technique was applied to aortic sinus remodeling in acute A-type aortic dissection in 19 patients, 13 males and 6 females. The age was 45-67(50.42±15.37) years old and the weight was 45-112(60.32±25.18) kg. Single sinus(noncoronary sinus) was repaired in 15 cases, double sinus formation(noncoronary sinus+ right coronary sinus+ coronary artery transplantation) in 2 cases, left sinus Florid sleeve technical treatment plus double sinus formation(noncoronary sinus+ right coronary sinus+ coronary artery transplantation) in 1 case, Single sinus(noncoronary sinus) repaired and aortic vavle replacement in 1 case. Frozen elephant trunk and total arch replacement in 13 cases, hemiarch replacement in 3 cases.
Results:
There were no deaths in this group. The cardiopulmonary bypass time was 176-245(193.27±32.46) minutes, the aortic cross clamp time was 105-187(122.36±18.57)minutes, and the operation time was 6.5-11.0(7.63±1.31) hours. The mechanical ventilation time was 18-122(48.27±34.73)hours, the intensive care unit stay time was 2-10(5.35±2.62) days, and the postoperative hospital stay was 7-22(12.63±3.25)days. There was no delayed sternal closure during operation, and there was no secondary thoracotomy after operation. One patient developed a transient advanced atrioventricular block. Transient neurological dysfunction was observed in 5 patients. All patients were followed up for more than half a year. The color Doppler echocardiography and computed tomography angiograph(CTA)showed no aortic regurgitation or residual dissection.
Conclusion
The application of modified David technique in the remodeling of aortic root sinus in acute type A aortic dissection is an effective technique with relatively simple process, which is worth promoting.
5.Innovative improvement of circulatory arrest technique in acute stanford type A aortic dissection
Long WU ; Kailun ZHANG ; Huadong LI ; Xianqing FENG ; Xionggang JIANG ; Feng SHI ; Nianguo DONG
Chinese Journal of Thoracic and Cardiovascular Surgery 2017;33(7):413-416
Objective Total aortic arch replacement and stented elephant trunk surgery is an important surgical method for acute type A aortic dissection, and the short, middle, long term curative effect has been recognized by more and more experts at home and abroad.Circulatory arrest was an independent risk factor for postoperative complications and mortality in patients with type A aortic dissection.The aim of this article is to observed the effection of a new technology to block aortic arch, whicn can shorten the circulatory arrest time to 2 minutes and avoid harm of circulatory arrest on patients.Methods From May 2016 to February 2017, 68 patients with acute type A aortic dissection were divided into the conventional group and the modified group.All the patients underwent total arch replacement and stented elephant trunk surgery.The rectal temperature of the conventional group was 25℃ and circulatory arrest time was 20 min.While the rectal temperature of the modified group was 28℃ and and circulatory arrest time was 2 min.Results In the conventional operation group, 3 patients died after operation while all the patients in the modified group were cured and discharged.There are no differences between the two groups in the time of cardiopulmonary bypass(CPB) and heart arrest time(P>0.05).There are Significant differences in CPB time, circulatory arrest time, postoperative awake time, intubation time, amount of blood used, the amount of drainage during the first two days after operation, the time staying in ICU and the postoperative time in hospital.And the modified group was much better.(P<0.05)Conclusion The results of new technology blocking aortic arch in the patients with acute type A aortic dissection are better than the conventional surgical approach during the perioperative period.This technology is simple and effective.It is worth promoting.
6.Mitral valve reconstruction and replacement for moderate to severe ischemic mitral regurgitation: comparison of midterm outcome and complications
Xuefeng QIU ; Nianguo DONG ; Zongquan SUN ; Shiliang XIAO ; Kailun ZHANG ; Xinling DU ; Xionggang JIANG ; Wei SU
Chinese Journal of Thoracic and Cardiovascular Surgery 2010;26(2):95-98
Objective To compare the results of mitral valve reconstruction and replacement as treatments for moderate to severe ischemic mitral regurgitation(IMR), and report the mid-term outcome. Methods From June 2002 to May 2008, 83 pa-tients with moderate IMR(35 cases) and severe IMR (48 cases) underwent coronary artery bypass grafting(CABG) combined with mitral valvuloplasty (MVP) (n = 43) or mitral valve replacement (MVR) (n = 40). There were 49 males and 34 females with a mean age of (59.3±7.5) years(51 -77years). The procedures of MVP included annuloplasty with a Dacron or autologous per-icardium ring in 21cases, commissural annuloplasty in 9, quadrangular resection of the posterior leaflet in 9 and using St. Jude mitral annuloplasty ring in 4. In the cases underwent MVR, 28 patients received mechanical prostheses and 12 received biopros-theses. Results 30-day mortality rate was 2.3% for MVP and 5.0% for MVR (P >0.05). The 30-day complication rate was similar for the 2 groups but mechanical ventilation time was longer for MVR patients. Mild MR ocurred in 6 patients with MVP (P <0.05). Sevonty-six patients were followed by outpatient department visit or telephone for (20.2 ± 4.9) months (3 - 60 months). During the follow-up period, 7 patients with MVP had mild insufficiency but free off etber complications. All the valve prothesis functioned well. However, 3 cases had thromboembolic complications and 7 late deaths were recorded in MVR group. Five-year complication-free survival rate was 90% for MVP group and 61% for MVR. Conclusion MVP resulted in excellent durability and provided significant mid-term survival benefit over MVR. MVP should be the first choice for patients with chronic IMR.
7.Hybrid procedure for thoracic aortic disease.
Tucheng, SUN ; Gang, WANG ; Kailun, ZHANG ; Huimin, LIANG ; Xionggang, JIANG
Journal of Huazhong University of Science and Technology (Medical Sciences) 2010;30(5):666-8
Form 2008 to 2009, four patients with complex thoracic aortic disease, including aortic aneurysms and dissections, were successfully treated in our department with a new treatment approach: hybrid procedure. Combined open surgery and endovascular repair were performed in these patients without deep hypothermia or circulatory arrest. Compared to those who underwent traditional open surgery in the same period, time of mechanical ventilation and ICU stay was decreased in these four patients. All of them were discharged soon after operation without postoperative complications or death. The result suggests that this new approach could be an option for thoracic aortic disease, but long-term and large-population studies are still required to demonstrate the safety and validity.
8.Hybrid Procedure for Thoracic Aortic Disease
SUN TUCHENG ; WANG GANG ; ZHANG KAILUN ; LIANG HUIMIN ; JIANG XIONGGANG
Journal of Huazhong University of Science and Technology (Medical Sciences) 2010;30(5):666-668
Form 2008 to 2009, four patients with complex thoracic aortic disease, including aortic aneurysms and dissections, were successfully treated in our department with a new treatment approach: hybrid procedure. Combined open surgery and endovascular repair were performed in these patients without deep hypothermia or circulatory arrest. Compared to those who underwent traditional open surgery in the same period, time of mechanical ventilation and ICU stay was decreased in these four patients. All of them were discharged soon after operation without postoperative complications or death. The result suggests that this new approach could be an option for thoracic aortic disease, but long-term and large-population studies are still required to demonstrate the safety and validity.
9.Surgical treatment of aortic aneurysm and aortic dissection: a retrospective analysis of 122 cases.
Tucheng, SUN ; Xionggang, JIANG ; Kailun, ZHANG ; Jie, CAI ; Shu, CHEN ; B J, NYANGASSA ; Zongquan, SUN
Journal of Huazhong University of Science and Technology (Medical Sciences) 2009;29(2):207-11
The study summarizes the clinical experience of surgical treatments of various types of thoracic aneurysm and aortic dissection. Clinical data of 122 patients with thoracic aneurysm and aortic dissection during July 2005 to July 2008 were retrospectively analyzed. The elective operations were performed in 107 patients while emergency surgery was done in 15 cases. Different surgical strategies were employed on the basis of diseased region, including simple ascending aortic replacement (n=3), aortic root replacement (n=43), hemi-arch replacement /total arch replacement+elephant trunk technique (n=32), thoracic/thoracoabdominal aortic replacement (n=8) and endovascular repair (n=36). In this series, there is 4 cases of perioperative death due to massive cerebral hemorrhage (n=1), respiratory failure (n=1) and multiple organ dysfunction syndrome (MODS) (n=2). Three cases developed post-operative massive cerebral infarction and the relatives of the patients abandoned treatment. Instant success rate of endovascular repair was 100%. The intimal rupture was sealed. Blood flow was unobstructed in true lumen and no false lumen was visualized. It was concluded that aggressive surgery should be considered in the patients with thoracic aneurysm and aortic dissection. Surgical procedures should vary with the location and the nature of the lesions.
Aneurysm, Dissecting/*surgery
;
Aortic Aneurysm, Thoracic/*surgery
;
Retrospective Studies
;
Vascular Surgical Procedures/methods
;
Young Adult
10.Impact of NF-kappaB Activation on TNF-α and IL-1β Expression in Myocardial Ischemia/Reperfusion Injury
Tucheng SUN ; Xionggang JIANG ; Kailun ZHANG ; Zongquan SUN
Acta Medicinae Universitatis Scientiae et Technologiae Huazhong 2009;38(6):752-755,759
Objective To study the impact of NF-kappaB activation on TNF-a and IL-1β expression in myocardial ischemia/reperfusion(I/R) injury.Methods Sixty-five Sprague-Dawley rats were randomly divided into three groups:sham,n=5;I/R:30 min of myocardial ischemia followed by 0,15,30,60,120.240 min of reperfusion,n=5 per subgroup;I/R+PDTC:PDTC(15 mg/kg)was given before ischemia,and the time points were the same as those in I/R group.TNF-a and IL-1β mRNA expression was detected by RT-PCR,activity of NF-KB was measured by electrophoretic mobility shift assay (EMSA),and MDA level in myocardium was assayed by TBA method.Results The expression of TNF-a and IL-1β was increased before reperfusion,reached their peak at the time point of reperfusion 30.60 min respectively.and remained high level at the 2nd h after reperfusion.NF-KB was activated 15 min after reperfusion,reached its peak at the first h after reperfusion.In I/R+PDTC group,NF-κB activation was blocked by PDTC.As compared with I/R group,the expression levels of TNF-a and IL-1β were decreased to varying degrees at each time point.and the content of MDA was also reduced in I/R+PDTC group.Conclusion NF-KB activation could play a pivotabrole in the expression of cytokine.Inhibition of NF-κB signal pathway might be a potential therapeutic strategy in reperfusion injury.


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