Purpose/Significance The establishment of a specialized database for children with attention deficit hyperactivity disorder(ADHD)aims to address the issues of low data usage efficiency caused by scattered and low-quality diagnostic data.Method/Process Based on clinical diagnostic data of children with ADHD from March 2020 to April 2024,natural language processing(NLP)techniques are utilized to realize the post-structuring of the data.Furthermore,standardization of the database is performed according to industry standards and treatment guidelines.Result/Conclusion The specialized database for children with ADHD is established,comprising data from 75 835 ADHD children and 280 000 clinical visits.This database supports various applications such as the analysis of basic character-istics of the ADHD population,prediction model construction,resource allocation optimization,and clinical pathway optimization.

ObjectiveTo evaluate the efficacy of three screening questionnaires for COPD in the community residents of Songjiang District， Shanghai， and to provide a basis for selecting COPD screening questionnaire and process that are more suitable. MethodsCommunity residents aged 40 years or over were randomly selected from the Shanghai Suburban Adult Cohort and Biobank for the study with screening questionnaires and spirometry. Questionnaires included the COPD screening questionnaire （COPD-SQ）， the COPD population screener （COPD-PS） and the revised COPD diagnostic questionnaire （revised-CDQ）. Evaluation of the efficacy of these questionnaires was based on the area under the receiver operating characteristic curve （AUC） of the subjects. DeLong test was used to compare the accuracy of different questionnaires； Z test was used to compare the accuracy of different cut-off values for the same questionnaire. ResultsAmong 3 184 community residents， a total of 259 （8.1%） COPD patients were screened by spirometry. AUC values of these 3 screening questionnaires were >0.7 indicating that they were reliable COPD screening tools. The sensitivity and specificity of the questionnaires at the recommended cut-off values were COPD-SQ （63.7% and 72.2%）， COPD-PS （12.0% and 96.1%）， and revised CDQ （78.8% and 52.7%）， with the COPD-SQ having the highest screening accuracy （AUC=0.754）. The optimal and recommended cut-off values for the three questionnaires differed in this population， but the difference in accuracy was statistically significant only for COPD-PS. The optimal cut-off values for the three questionnaires differed between male and female， and the sensitivity and accuracy of COPD-SQ and COPD-PS improved when lower cut-off values were used for women. The AUC was greater when two questionnaires were utilized simultaneously for screening， but the differences were not statistically significant. ConclusionThe COPD-SQ is recommended for primary COPD screening； a lower cut-off value for women should be considered. The COPD screening questionnaire needs to be further improved for the early diagnosis and treatment of COPD patients.

OBJECTIVE: In order to solve the technical problems, clinical researchers face the process of medical imaging analysis such as data labeling, feature extraction and algorithm selection, a medical imaging oriented multi-disease research platform based on radiomics and machine learning technology was designed and constructed. METHODS: Five aspects including data acquisition, data management, data analysis, modeling and data management were considered. This platform provides comprehensive functions such as data retrieve and data annotation, image feature extraction and dimension reduction, machine learning model running, results validation, visual analysis and automatic generation of analysis reports, thus an integrated solution for the whole process of radiomics analysis has been generated. RESULTS: Clinical researchers can use this platform for the whole process of radiomics and machine learning analysis for medical images, and quickly produce research results. CONCLUSIONS This platform greatly shortens the time for medical image analysis research, decreasing the work difficulty of clinical researchers, as well as significantly promoting their working efficiency.
Machine Learning ; Diagnostic Imaging ; Algorithms ; Radiography

ObjectiveTo investigate the prevalence and influencing factors of diabetes mellitus among community population in Songjiang District of Shanghai， and to provide scientific basis for prevention and treatment of diabetes mellitus. MethodsBased on the baseline data of the Shanghai Suburban Adult Cohort （2016‒2017） and local medication database， the prevalence of diabetes in the cohort was described， and the influencing factors for the prevalence of diabetes in different genders were analyzed. ResultsAmong 35 928 participants， males accounted for 40.57%， and the median age was 58 years old. There were 5 342 diabetic patients with a crude prevalence rate of 14.87% and the standardized prevalence rate of diabetes mellitus was 7.57%. The prevalence rate of diabetes in males （15.81%） was significantly higher than that in females （14.23%， P<0.001）. Multivariate logistic regression analysis showed that the following factors were associated with high risk of diabetes mellitus in males： 40‒59 age group （OR=7.111，95%CI：4.900‒10.320）， 60‒74 age group （OR=8.994，95%CI：6.154‒13.144）， family history of diabetes （OR=3.369，95%CI：2.963‒3.83）， overweight （OR=1.272，95%CI：1.123‒1.439）， obesity （OR=1.912，95%CI：1.623‒2.252）， hypertension （OR=1.685，95%CI：1.512‒1.877）， and dyslipidemia （OR=1.396，95%CI：1.263‒1.542）. In females， the high risk of diabetes was associated with： 40‒59 age group （OR=2.718，95%CI：1.838‒4.02）， 60‒74 age group （OR=3.517，95%CI：2.34‒5.286）， family history of diabetes （OR=3.071，95%CI：2.761‒3.416）， overweight （OR=1.254，95%CI：1.125‒1.398）， obesity （OR=2.018，95%CI：1.764‒2.308）， central obesity （OR=1.515，95%CI：1.357‒1.692）， hypertension （OR=2.128，95%CI：1.929‒2.347）， dyslipidemia （OR=1.506，95%CI：1.379‒1.644）， exercise （OR=1.241，95%CI：1.137‒1.355）， and menopause （OR=1.967，95%CI：1.693‒2.286）. ConclusionThe prevalence rate of diabetes is high in Shanghai， and the related factors are different in different gender groups.

Objective:To evaluate the association between dietary pattern and type 2 diabetes mellitus (T2DM) in local residents aged 40 years and above in Songjiang district of Shanghai.Methods:Data was obtained from the baseline investigation of Shanghai Peak-Plan cohort. According to inclusion and exclusion criteria, we selected people with T2DM as the case group, and people without T2DM as controls, matched with gender, age and alcohol intake status. Dietary patterns were established by factor analysis. Conditional logistic regression model (CLRM) was used to explore the relationship between different dietary patterns and T2DM, as well as the association between multiplicative interactions of dietary patterns and T2DM.Results:We used factor analysis to obtain six dietary patterns: including meat, desserts-coarse cereals, condiment-egg, beverage, cereals-tubers and fruit-vegetable. Data from multivariate condition logistic regression suggested that condiment-egg patterns as ( OR=0.543, 95 %CI: 0.377-0.781), beverage ( OR=0.590, 95 %CI: 0.409-0.852), cereals-tubers ( OR=0.592, 95 %CI: 0.414-0.848), fruit-vegetable ( OR=0.604, 95 %CI: 0.417-0.876) were associated with the reduced risks for T2DM. After analyzing the multiplicative interactions between dietary patterns, there were three interaction items associated with T2DM with statistical significances: the multiplicative interaction between meat pattern and condiments-egg pattern was related with the increased risk for T2MD, and the multiplicative interactions between cereal-tubers pattern, meat pattern between cereal-tubers pattern and fruit-vegetable pattern were related with the reduced risks for T2MD. Conclusions:In the six dietary pattern under study, cereals-tubers pattern undwr studly, fruit-vegetable pattern might be more practical in preventing T2DM. In addition, the dietary pattern with cereals and potatos as the main ingredients, appropriate meat and reduced condiment intake might also play positive roles in reducing the risk for T2DM.

Objective To summarize the therapeutic experience of lower limb pain syndrome caused by tacrolimus (FK506) after liver transplantation. Methods A 52-year-old male patient diagnosed with virus B hepatitis (hepatitis B), post-hepatitis liver cirrhosis at the decompensation stage and malignant liver tumors developed bilateral lower limbs pain syndrome after liver transplantation with FK506 immunosuppressant. After eliminating the possibility of angioneurotic pain, FK506 was terminated and replaced by sirolimus (SRL) therapy. The blood concentration was maintained at 6~8 ng/mLduring the early stage, and then gradually adjusted according to the survival time of the liver graft. Results After 2-weeks conversion therapy, the swelling and pain of bilateral lower limbs of the patient were gradually relieved, and the skin pruritus was gradually healed. After 1 month, the patient was basically restored to normal activity and function. No recurrence was reported until the submission date of this manuscript. Conclusions Bilateral lower limbs pain syndrome caused by adverse reaction of FK506 is relatively rare. FK506 can be substituted by SRL to avoid the adverse reaction.

Objective To understand the status of knowledge,attitude,and practice of schistosomiasis prevention and con-trol and infection status in Armed Police Forces stationed along the Yangtze River,so as to provide the reference for formulating the schistosomiasis prevention and control measures in Armed Police Forces. Methods A questionnaire survey was conducted in the Armed Police Forces along the Yangtze River in Jiangsu Province,and the investigation content included social demo-graphic data,schistosomiasis prevention knowledge,attitude and behavior. All the subjects were examined for Schistosoma ja-ponicum infection. Results Totally 376 soldiers were investigated in 2 sites. The total passing rate of schistosomiasis knowl-edge was 72.87%. The passing rate among different age groups had no significant difference( χ2 =0.26,P > 0.05). The passing rate of soldiers from endemic areas was significantly higher than that of the soldiers from non-endemic areas( χ2 =4.71,P <0.05). The passing rate of officers was significantly higher than that of the soldiers(χ2 = 4.21,P <0.05). The passing rate of sol-diers with the education levels of junior school,high school,college,undergraduate and above increased gradually,with a sig-nificant difference( χ2 =8.16,P < 0.05). The soldiers with positive attitude accounted for 93.88%. Among the water contact be-haviors,training accounted for 17.55% and participating in the task(such as flood fighting and water work)accounted for 86.44%. When launching,the rate of taking protective measures was 52.93%. The rate of taking protective measures in the knowledge passing group was much higher than that in the knowledge failed group( χ2 =10.55,P < 0.05). The stool was harm-lessly treated in the two camps. Among 376 soldiers,the positive rate of blood examinations was 0.53%,but the stool examina-tions were all negative. Conclusions The overall level of knowledge and correct behavior of schistosomiasis prevention in the Armed Police Forces along the Yangtze River still should be improved. The better health education and behavior intervention are crucial to schistosomiasis prevention in the army.

Objective To analyze the Oncomelania hupensis snail distribution and the changes of snail situation in Chang-zhou City from 2013 to 2016,so as to provide the evidence for formulating the schistosomiasis prevention and control interven-tions. Methods The data of snail monitoring in Changzhou City from 2013 to 2016 were collected and statistically analyzed. Re-sults The total area with snails was 40.17 hm2 and the newly discovered area was 30.63 hm2 in Changzhou City from 2013 to 2016. In the four years,3454 snails were dissected,and no schistosome infected snails were found. There were totally 51 spots with snails,and the areas with snails of different types of marshland,inland and mountain were 12.13(30.19％),25.54 hm2 (63.57％)and 2.51 hm2(6.24％),respectively. In the newly discovered snail environment,the areas of types of marshland and inland were 8.00 hm2(26.12％)and 22.63 hm2(73.88％),respectively. The main causes for snail existence were external input and adjacent diffusion. In the past four years,the total snail control area with molluscicides was 71.74 hm2,the consolidated snail control area with molluscicides was 155.15 hm2,and the total environmental modification areas in the current snail spots and historic snail spots were 15.90 hm2 and 11.30 hm2 respectively. Conclusion The diffusion of snails in inland rivers is the key of the newly discovered snail areas in Changzhou City in recent years,and the snail monitoring and control measures should be strengthened in the future.

Objective To evaluate the effect of comprehensive schistosomiasis control in Changzhou City in recent 10 years, so as to provide the evidences for formulating the future prevention and control strategy. Methods The work reports and the da?ta of the schistosomiasis comprehensive control projects in Changzhou City from 2004 to 2014 were collected,the infection sta?tus of residents and livestock as well the Oncomelania hupensis snail situation were analyzed,and the implementation effect of the comprehensive control projects was evaluated. Results From 2004 to 2014,totally 215 368 person?times were examined, and the positive rate of the blood examinations of the population was 0.24%(478/198 356),and there were no positive cases de?tected out by using the miracidium hatching method. Totally 11 935 domestic animals were detected and no positives were found. From 2004 to 2014,the total area with snails was 92.27 hm2,and marshland,inland and mountain environments accounted for 34.75%,34.82%and 30.43%,respectively. The newly discovered area with snails was 34.40 hm2,and marshland,inland and mountain environments accounted for 2.62%,71.22% and 26.16%,respectively. Totally 8 511 snails were dissected and no schistosome infected snails were found. From 2004 to 2014,a total of 242 600 harmless toilets were built,2 704 700 domestic animals were reared in pens,5.82 km?long rivers were dredged,2 250.11 hm2 of protective forests were constructed,a total area of 625.79 hm2 were controlled with molluscicides,and an area of 149.58 hm2 were environmentally transformed. Totally 5.4 mil?lion people received health education. The awareness rate of knowledge on schistosomiasis control of residents was 96.00% in 2014. Conclusions There exists the risks of snails import and diffusion and schistosomiasis resurrection in Changzhou City, but under the condition of continuous implementation of comprehensive control measures,the endemic situation of schistosomia?sis is stable and the control achievement is consolidated in this city.

Objective To understand the quality of blood smears for Plasmodium detection in Changzhou City,so as to pro?vide the technical support for malaria surveillance in the post?elimination period. Methods The blood smears of fever patients from each cities(districts)in Changzhou City in 2014,including more than 3%of the negatives and all the positives,were se?lected. The quality of the blood smear making,dyeing,cleanliness and results were reviewed by the experts from the municipal malaria microscopy station,and the data were analyzed statistically. Results Totally 996 negative blood smears were reviewed in 2014,with a review rate of 4.52%. The qualified rates of blood smear making,dyeing and cleanliness were 92.87%,93.27%and 94.48%,respectively. A total of 34 positive blood smears were reviewed,and there were no false detections and leak detec?tions. The qualified rates of blood smear making and dyeing were more than 90%in all the seven cities(districts). As for quali?fied rate of cleanliness,except the rate in Qishuyan District(81.36%),those in the other six cities(districts)were all above 90%. The qualified rates of blood smear making,dyeing and cleanliness were all more than 90%in first?class,second?class and third?class hospitals. The major quality defects of the blood smears were sediment,abnormal making and thick membrane shed?ding,and the proportions were 25.91%,21.76%and 19.17%,respectively. Conclusions The quality of blood smears for Plas?modium detection in Changzhou City is satisfying. In the future,the training and supervision still should be strengthened to guar?antee the capacity of microscopic examinations for Plasmodium detection in the surveillance of post?elimination period.