1.A Review of Researches on Quality Evaluation and Management of Medical Big Data
Yuxuan FENG ; Tianrui HE ; Li SHEN ; Rui ZHENG ; Guangjun YU
Journal of Medical Informatics 2024;45(8):1-7
Purpose/Significance To summarize the common dimensions of data quality evaluation,and to expound the types and characteristics of medical big data quality evaluation and management methods,so as to provide references for medical big data quality e-valuation and management.Method/Process The paper reviews domestic and foreign medical big data quality related literature,and em-phatically analyzes medical big data quality evaluation dimensions,methods and management.Result/Conclusion Data quality standards are conducive to standardized management of medical big data.A scientific and reasonable medical big data quality evaluation system and a whole-process data quality management system in line with national conditions in China should be established and improved as soon as possible to promote the development and application of medical big data in our country.
2.Study of feasibility of MRI-guided cardiac stereotactic radiotherapy using VMAT-like technique
Weige WEI ; Hang YU ; Qing XIAO ; Jialu LAI ; Guangjun LI ; Sen BAI
Chinese Journal of Radiation Oncology 2024;33(12):1098-1105
Objective:To investigate the dosimetric feasibility of cardiac stereotactic body radiotherapy (CSBRT) using volumetric-modulated arc radiotherapy (VMAT)-like technique on the Unity MR-linac.Methods:A retrospective analysis was conducted on 12 refractory arrhythmia patients who underwent CSBRT at West China Hospital, Sichuan University, from April 2021 to December 2022. Four different treatment plans were designed for each patient based on the average phase of 4DCT: VMAT plan based on a linear accelerator, VMAT-like plan with magnetic field based on Unity, VMAT-like plan without magnetic field based on a Unity, and static intensity-modulated radiation therapy (IMRT) plan with 7 beams based on Unity. The VMAT-like plans used static IMRT beams evenly distributed at 30 angles. Evaluation metrics included conformity index (CI), homogeneity index (HI), gradient index (GI), dosimetric parameters of organs at risk (OAR), optimization time, and monitor unit (MU). These metrics among groups were analyzed using the Wilcoxon paired signed-rank test.Results:The CI of the VMAT plan was better than that of the VMAT-like plan with magnetic field (0.84 vs. 0.81, P=0.005). The GI of the VMAT-like plan without magnetic field was significantly lower than that of VMAT-like plan with magnetic field ( P=0.015). The CI and HI of the IMRT plan were both inferior to VMAT-like plan with magnetic field ( P=0.034). The average dose to the heart and lungs in VMAT-like plan with magnetic field was higher than those in the VMAT plan and VMAT-like plan without magnetic field (both P<0.05). The magnetic field significantly increased the dose to the skin, tissue-lung interface, and outside the margins (all P<0.05). The optimization time of the VMAT-like plan with magnetic field was longer than that of the IMRT plan, but it required fewer MUs ( P=0.001). The quality of the IMRT plans was poor and did not meet clinical requirements. Conclusion:The quality of CSBRT plans based on VMAT-like techniques meets clinical requirements, but attention must be paid to the dosimetric effects of the magnetic field.
3.Effect of Interval Between Neoadjuvant Chemotherapy and Surgery on Oncological Outcomes in Poor Responders With Locally Advanced Breast Cancer
Man LONG ; Chunxia LI ; Keyu MAO ; Zhenhui LI ; Zhen LI ; Guili DONG ; Xia ZHENG ; Songliang GAO ; Zhuolin LI ; Guangjun YANG ; Yu XIE
Journal of Breast Cancer 2024;27(4):270-280
Purpose:
The interval between neoadjuvant chemotherapy (NAC) and surgery for locally advanced breast cancer (LABC) remains controversial. At the same time, the prognostic effect of delayed surgery in patients with poor responses is currently unclear.
Methods:
Data was collected from patients who had poor responses to NAC and underwent modified radical surgery from January 2013 to December 2018. The interval from completion of NAC to surgery was divided into two groups: a longer (greater than four weeks) or shorter (four weeks or less) interval. The associations of these interval groups with overall survival (OS) and recurrence-free survival (RFS) were evaluated by multivariable Cox models adjusting for the existing prognostic factors. Propensity score matching (PSM) was used to minimize election bias.
Results:
A total of 1,229 patients (mean age, 47.2 ± 8.9 years; median follow-up duration, 32.67 [6.57–52.63] months) were included. The 5-year OS rates were 73.2% and 60.8% in the shorter (n = 171) and longer interval group (n = 1,058), respectively, while the 3-year RFS rates were 80.8% and 71.7%, respectively. In multivariate Cox analysis, the longer interval was associated with an increased risk of mortality (hazard ratio [HR], 1.43; 95% confidence interval [CI], 1.01–2.02; p = 0.046) and recurrence (HR, 1.50; 95% CI, 1.12–1.99; p = 0.006).There was an interaction between the molecular subtype and the surgery interval for OS (pinteraction = 0.014) and RFS (pinteraction = 0.027). After PSM, no significant difference in OS (p = 0.180) and RFS (p = 0.069) was observed between the two groups.
Conclusion
Among LABC patients with a poor response, those with a longer interval between NAC and surgery had worse OS and RFS. The results indicate that these patients should receive modified radical surgery timely, which may in turn improve their prognosis.
4.Emotional and behavioral effects of after-school tutoring on school-age children in a district in Shanghai
Xiaoyan QIU ; Jinjin CHEN ; Guanghai WANG ; Yu WANG ; Yuanyuan ZHANG ; Yanyan QIU ; Azhu DUAN ; Guangjun YU
Shanghai Journal of Preventive Medicine 2023;35(8):791-798
ObjectiveTo explore the effects of after-school tutoring for school-age children on their emotions and behaviors, and to provide a basis for developing after-school tutoring and psychological support strategies for school-age children. MethodsFour elementary schools in a district of Shanghai were selected by simple random sampling method. Whole group sampling was conducted by class, and parents of students were surveyed by general questionnaire and the scale of strengths and difficulties. Information was collected on the basic conditions of children and families and the results were compared and analyzed. ResultsThis study showed that 88.26% of children attended extracurricular classes, of which 26.16% attended 3 or more classes, 42.5% attended cultural classes, 28.3% attended sports classes, and 59.8% attended art classes. Children who did not attend classes had higher pro-social scores. Children who attended reading class had lower scores for emotional problems that was a protective factor for emotional problems. Children who chose extracurricular programs in sports and reading also had lower overall scores for difficulties. Excessive use of electronic devices by school-age children on weekdays or weekends had a negative effect on emotional and conduct problem scores regardless of whether they chose extracurricular programs. It appeared that the choice of cultural programs, art programs and different levels of exercise intensity had no effect on children's emotions and behaviors. ConclusionFor children with low pro-social level, extracurricular classes should be carefully selected. For extracurricular classes, more reading and sports-related courses can be considered, which have positive effects on school-age children’s emotions and behaviors. Regardless of the choice of extracurricular classes, try to avoid excessive online classes.
5.Analysis on the Current Situation,Influencing Factors and Strategies of Data Sharing in Cross-regional Specialty Medical Alliances
Jingjin SHI ; Rui YUAN ; Yuxuan FENG ; Guangjun YU
Journal of Medical Informatics 2023;44(11):30-34
Purpose/Significance To clarify the construction mode and key factors of data sharing in Chinese medical alliances,and to provide references for promoting data sharing in medical alliances.Method/Process Taking children's medical alliance of Yangtze River Delta as an example,Delphi method and qualitative interview method are used to explore the key contents and effect evaluation of specialty alliance construction,and the key factors of specialty alliance data sharing are defined based on the technology-organization-environment framework;SWOT analysis model is used to propose development strategies.Result/Conclusion Member hospitals are less satisfied with the construction effect of information interconnection.Key factors for realizing data sharing in specialty alliances include:support from government administrative departments,uniform and systematic compatibility of information standards,information security emergency response,patient privacy protection and informed consent,willingness of department directors to share,and internal communi-cation and compensation mechanism of alliances.
6.Risk assessment of nosocomial infection in children's specialist hospitals based on semi-quantitative assessment
Jie GAO ; Guangjun YU ; Jiangjiang XU ; Junhua GUO ; Lili SONG
Shanghai Journal of Preventive Medicine 2022;34(10):981-987
ObjectiveTo identify high-risk factors and high-risk process of nosocomial infection, and then take targeted prevention and control measures to improve nosocomial infection management. MethodsWe identified and determined the risk factors associated with nosocomial infection by using an expert brainstorming method, and then conducted risk assessment of the factors in the outcomes and process by using a semi-quantitative method. ResultsA total of 31 experts participated in the risk factor assessment. Risk assessment scores showed that nosocomial infection due to multi-drug resistant bacteria was the highest risk in the outcomes of nosocomial infection. Lack of isolation for airborne/droplet transmission, needle/sharp instrument injury, inadequate identification of infection risk and response measures in construction engineering, and insufficient implementation of infection control system were extremely high risk factors in the process of nosocomial infection. ConclusionPrevention and control should be strengthened on multi-drug resistant bacteria and catheter-related infections. The role of multidisciplinary team (MDT) in the prevention and control of nosocomial infection should be enhanced in medical practice. Risk assessment may facilitate the resource allocation and improve hand hygiene behavior.
7.Discussion on critical issues in the construction of management and supporting system of Investigator-Initiated Trials in pediatrics
Jinxia WANG ; Ziyang CAO ; Lin ZOU ; Chunxia WANG ; Guangjun YU
Chinese Journal of Medical Science Research Management 2022;35(1):42-46
Objective:To explore the critical issues in the construction of management and supporting system of Investigator-Initiated trials (IIT) in pediatrics.Methods:Through summarizing related literature and considering the current status of pediatric clinical research, the critical issues in the construction of management and support system, for instance, the responsibility, training model, and performance evaluation in Europe and U. S. were evaluated, decision-making suggestions were put forward based on domestic pediatric IIT management system.Results:Besides IIT, clinical trials on children′s drugs are also supported by the pediatric clinical research management system in Europe and U. S.. The supporting service covers research consultation, ethical review, research design, trial implementation, patient education, risk control, and investigator training. The organizational structure and management system are relatively mature. Clinical trials are the majority of clinical research in children′s hospitals in China. Main issues identified in the construction of the management and supporting system include ethical review for pediatric clinical research, professional investigator training, multicenter cooperation scheme, performance assessment, and incentive strategies.Conclusions:Taking account into the current status of pediatric IIT in China, it is urgent to accelerate the training of pediatric investigators, set up standard IIT project management team, build the professional project management platform and Electronic Data Capture System, and promote the transformation of research outcomes. Finally, the whole process management of pediatric IIT will be developed to facilitate the development of pediatric medicine.
8.A case report of biotin-thiamine-responsive basal ganglia disease
Guangjun XI ; Jianping ZHANG ; Feng WANG ; Lu YU ; Tingting CAO ; Suya LI
Chinese Journal of Neurology 2022;55(8):868-872
Biotin-thiamine-responsive basal ganglia disease is a rare treatable autosomal recessive neurometabolic disorder caused by mutations in SLC19A3 gene, encoding a transporter of thiamine across the plasma membrane. In the present study, a 29-year-old male patient with epilepsy as the first symptom, accompanied by hypokinesia, extraocular muscle paralysis and delayed dystonia was reported. The brain magnetic resonance imaging revealed abnormal symmetrical signals of bilateral caudate nucleus and lenticular nucleus. The patient was diagnosed as biotin-thiamine-responsive basal ganglia disease by gene detection. After treatment with biotin and thiamine, the symptoms were relieved and the brain lesions subsided.
9.Gastric emptying of orally administered enzyme-hydrolyzed rice flour solution before surgery in patients undergoing laparoscopic cholecystectomy and effect on insulin resistance
Gaofeng ZHANG ; Wenzhe FENG ; Yang YU ; Guangjun SHI ; Caiyun LIU ; Fenghai LIU ; Yang YUAN ; Fei SHI ; Lixin SUN ; Mingshan WANG
Chinese Journal of Anesthesiology 2021;41(10):1184-1188
Objective:To evaluate the gastric emptying of orally administered enzyme-hydrolyzed rice flour solution before surgery in the patients undergoing laparoscopic cholecystectomy and effect on insulin resistance.Methods:One hundred patients, of American Society of Anesthesiologists physical status Ⅰ or Ⅱ, aged 18-64 yr, with body mass index of 19-30 kg/m 2, scheduled for elective laparoscopic cholecystectomy under general anesthesia, were divided into 2 groups ( n=50 each) using a random number table method: water group (group C) and enzyme-hydrolyzed rice flour group (group M). Routine fasting and water deprivation were executed at 1 day before operation in two groups, and 300 ml water in group C or 300 ml enzyme-hydrolyzed rice flour solution in group M were taken orally at 2-3 h before induction on the day of surgery.Bedside antrum ultrasonography was used to calculate the gastric volume (GV) before oral administration (V 0), immediately after oral administration (V 1), and before induction (V 2), and then the ΔGV (GV 1-GV 0) was calculated.Fasting plasma glucose and insulin CONCENTRATIONS were measured on admission to hospital (T 1) and on an empty stomach on 1st morning after surgery (T 2), and then the homeostasis model assessment of insulin resistance (HOMA-IR) was calculated according to HOMA steady-state model formula.Visual analog scale (VAS) scores for subjective comfort (thirst, hunger, fatigue and anxiety) and grip strength were assessed before anesthesia (T 3) and before leaving PACU (T 4). Reflux and aspiration during induction, nausea and vomiting within 24 h after surgery, and anal exhaust time after surgery were recorded. Results:There was no significant difference in GV at V 0, V 1 and V 2 between the two groups ( P>0.05). Compared with the baseline at V 0, no significant was found in the GV at V 2 in both groups ( P>0.05). The fasting plasma glucose and insulin concentrations and HOMA-IR were significantly increased at T 2 than at T 1 in both groups ( P<0.05 or 0.01). Compared with group C, the fasting plasma glucose and insulin concentrations and HOMA-IR were significantly decreased at T 2, VAS scores for hunger, fatigue and anxiety were decreased at T 3, 4, grip strength was increased at T 3, 4, the postoperative anal exhaust time was shortened, and the incidence of nausea was reduced in group M ( P<0.05). No reflux and aspiration happened during induction in either group. Conclusion:The gastric emptying of 300 ml enzyme-hydrolyzed rice flour solution orally administered at 2 h before surgery is normal in the patients undergoing laparoscopic cholecystectomy, which does not increase the risk of reflux and aspiration during anesthesia induction, reduces postoperative insulin resistance, and increases patient′s subjective comfort, and enhances the postoperative recovery of intestinal function.
10.Technical Realization of Integrating Bone Age Artificial Intelligence Assessment System with Hospital RIS-PACS Network.
Lili SHI ; Xiujun YANG ; Guangjun YU ; Shuang LAI ; Zhijun PAN ; Qian WANG
Chinese Journal of Medical Instrumentation 2020;44(5):415-419
OBJECTIVE:
To explore the integration method and technical realization of artificial intelligence bone age assessment system with the hospital RIS-PACS network and workflow.
METHODS:
Two sets of artificial intelligence based on bone age assessment systems (CHBoneAI 1.0/2.0) were developed. The intelligent system was further integrated with RIS-PACS based on the http protocol in Python flask web framework.
RESULTS:
The two sets of systems were successfully integrated into the local network and RIS-PACS in hospital. The deployment has been smoothly running for nearly 3 years. Within the current network setting, it takes less than 3 s to complete bone age assessment for a single patient.
CONCLUSIONS
The artificial intelligence based bone age assessment system has been deployed in clinical RIS-PACS platform and the "running in parallel", which is marking a success of Stage-I and paving the way to Stage-II where the intelligent systems can evolve to become more powerful in particular of the system self-evolution and the "running alternatively".
Age Determination by Skeleton
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Artificial Intelligence
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Bone and Bones
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Hospital Information Systems
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Hospitals
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Humans
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Radiology Information Systems
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Systems Integration

Result Analysis
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