BACKGROUND: Sarcopenia is an age-related progressive skeletal muscle disorder involving the loss of muscle mass or strength and physiological function. Efficient and precise AI algorithms may play a significant role in the diagnosis of sarcopenia. In this study, we aimed to develop a machine learning model for sarcopenia diagnosis using clinical characteristics and laboratory indicators of aging cohorts. METHODS: We developed models of sarcopenia using the baseline data from the West China Health and Aging Trend (WCHAT) study. For external validation, we used the Xiamen Aging Trend (XMAT) cohort. We compared the support vector machine (SVM), random forest (RF), eXtreme Gradient Boosting (XGB), and Wide and Deep (W&D) models. The area under the receiver operating curve (AUC) and accuracy (ACC) were used to evaluate the diagnostic efficiency of the models. RESULTS: The WCHAT cohort, which included a total of 4057 participants for the training and testing datasets, and the XMAT cohort, which consisted of 553 participants for the external validation dataset, were enrolled in this study. Among the four models, W&D had the best performance (AUC = 0.916 ± 0.006, ACC = 0.882 ± 0.006), followed by SVM (AUC =0.907 ± 0.004, ACC = 0.877 ± 0.006), XGB (AUC = 0.877 ± 0.005, ACC = 0.868 ± 0.005), and RF (AUC = 0.843 ± 0.031, ACC = 0.836 ± 0.024) in the training dataset. Meanwhile, in the testing dataset, the diagnostic efficiency of the models from large to small was W&D (AUC = 0.881, ACC = 0.862), XGB (AUC = 0.858, ACC = 0.861), RF (AUC = 0.843, ACC = 0.836), and SVM (AUC = 0.829, ACC = 0.857). In the external validation dataset, the performance of W&D (AUC = 0.970, ACC = 0.911) was the best among the four models, followed by RF (AUC = 0.830, ACC = 0.769), SVM (AUC = 0.766, ACC = 0.738), and XGB (AUC = 0.722, ACC = 0.749). CONCLUSIONS: The W&D model not only had excellent diagnostic performance for sarcopenia but also showed good economic efficiency and timeliness. It could be widely used in primary health care institutions or developing areas with an aging population. TRIAL REGISTRATION Chictr.org, ChiCTR 1800018895.
Humans ; Aged ; Sarcopenia/diagnosis* ; Deep Learning ; Aging ; Algorithms ; Biomarkers

【Objective】 To evaluate the efficacy and safety of human coagulation factor Ⅷ developed by Shenzhen Weiguang Biological products Co, Ltd in the treatment of patients with hemophilia A. 【Methods】 A prospective, multi-center, open, single-group clinical study was conducted. A total of 65 subjects with hemophilia A were enrolled, and human coagulation factor Ⅷ(FⅧ) was injected according to the patients’ bleeding severity. The improvement score of bleeding symptoms and signs after the first infusion of the first bleeding event and the transfusion efficiency of FⅧ activity at 10 min and 1 hour after infusion were taken as the main efficacy indexes. The improvement scores of bleeding symptoms and signs after the first infusion and the increase of FⅧ activity at 10 min and 1 hour after infusion were the secondary efficacy indexes. 【Results】 The 65 subjects were enrolled in safety analysis set (SS) and full analysis set (FAS), and 58 of them were enrolled in protocol analysis set (PPS). Ten minutes and one hour after the first infusion, the level of factor Ⅷ activity in the subjects increased significantly, and the FⅧ activity increased by 100% or more in more than 79% of the subjects. The average infusion efficiency of FⅧ activity in all subjects was more than 100%. In 70% of the subjects, the pain was relieved rapidly and /or the bleeding symptoms were significantly improved 8 hours after each bleeding infusion, and the improvement rate of bleeding symptoms and signs reached 100% 72 hours after infusion. 【Conclusion】 After infusion of human coagulation factor Ⅷ, the activity level of factor Ⅷ in patients with hemophilia A significantly increased. The infusion efficiency can reach a optimal level, and the bleeding symptoms can be significantly improved.

【Objective】 To establish and evaluate a nephelometric assay for the determination of immunoglobulin A (IgA) residues in human intravenous immunoglobulin(IVIG). 【Methods】 BN ProSpec^© automatic protein analyzer and its supporting immunoglobulin A determination kit (nephelometry) produced by German Siemens and the national standard of human IgA were used to establish the nephelometric assay to determine IgA residue in test products and verify the methodology. The test products include IVIG (pH4) prepared by low-temperature ethanol protein separation process and a novel IVIG prepared by chromatography. 【Results】 The average deviation of three calibration curves for IgA residues determination by the nephelometric assay were 1.08%, 0.95% and 1.54%,, and the three deviations of the quality control were 4.00%, -2.30% and -0.20%, respectively, which indicated good calibration and quality control. In the specificity test, the average recovery rates of IgA for reference substance 1 containing 100g/L maltose and reference substance 2 containing 20g/L glycine were 102.7% and 105.8%, respectively. The relative standard deviation (RSD) values of the repeatability tests of the two test products were 3.9% and 1.9%, and the RSD values of the intermediate precision test were 3.6% and 2.3%, respectively.The difference values at each time point in the durability test of test products′ storage time were all less than 10%, and the RSD values of the two test products in the durability test of kits of different batches were 2.8% and 2.2%, respectively. In the accuracy test, the average recovery rates of IVIG (pH4) added to the standard were 94.2%, 101.7% and 96.2%, respectively, and the average recovery rates of the novel IVIG added to the standard were 102.8%, 106.3% and 99.7%, respectively. The average recovery rate of the limit quantification test was 101.0%, and the RSD was 4.0%. 【Conclusion】 Nephelometric assay has the advantages of strong specificity, high precision and accuracy, good repeatability, simple and rapid operation, and automation, and can be used for the determination of IgA residue in IVIG (pH4) and novel IVIG products.

Objective:To invest the risk factors associated with delayed hemorrhage after pancreaticoduodenectomy occurred.Methods:A retrospective analysis was performed from January 2012 to June 2015 Shengjing hospital 511 cases of patients who accepted pancreaticoduodenectomy.Results:The incidence of PD postoperative delayed hemorrhage was 8.81％ (45/511).Univariate analysis shows:Preoperative bilirubin levels,pancreatic fistula,biliary fistula,postoperative abdominal infection are all the meaningful related factors(P＜0.05).With the application of multivariate logistic regression analysis,pancreatic fistula (OR=2.158) and abdominal infection (OR=3.051) were independent risk factors for postoperative delayed hemorrhages (P＜0.05).Conclusion:Dealing with the postoperative complications of PD like pancreatic fistula,abdominal infection and others,early detection and rapid diagnosis and correct treatment can effectively reduce the incidence of delayed hemorrhage.

Objective To understand the development of healthcare-associated infection(HAI)management organ-izations in China in the past 30 years.Methods Development of HAI management organizations in 12 provinces (municipalities,autonomous regions)in China was surveyed.Results A total of 166 hospitals were surveyed,96 (57.83%)were tertiary hospitals.Among 164 hospitals which had a history of development of HAI management department,46(28.05%)before 1995,63(38.14%)in 1995-2005,and 55(33.54%)in 2005-2015 set up HAI management departments.HAI management professionals per 1 000 beds in 165 hospitals decreased from 4.80 in 1995 to 4.09 in 2015,occupational categories in HAI management departments in 1995 -2015 were significantly different (χ2 =26.22,P <0.01).The constituent ratios of education background and profession of HAI manage-ment professionals in each province in 1995-2015 were significantly different(χ2 =242.91,47.10,respectively,all P <0.01).In 1995 and 2005,70.81%,53.30% of professionals were with college degree or below;in 2015,the percentage of professionals with bachelor’s degree,doctoral degree,and master’s degree were 53.79%,2.45%, and 22.86% respectively.Most professionals were nursing staff,but the percentage decreased from 58.38% in 1995 to 45.96% in 2015.Conclusion Although HAI management organizations have developed for 30 years and made some achievements,there still remain some problems,the proportion of professionals needs to be enhanced,and personnel structure should be optimized.

Objective To explore the direct economic loss caused by healthcare-associated infection(HAI)in general hospitals in China.Methods 68 hospitals were selected,a retrospective 1:1 matched survey was conducted to compare the direct medical cost in patients with and without HAI between January 1,2015 and December 31,2015. Results A total of 2 123 pairs of patients with and without HAI were included in the survey.The average cost of hospitalization in HAI and non-HAI groups were ￥25 845.30 and ￥12 006.14 respectively,￥13 839.16 on average was increased due to HAI.The average economic loss in provincial and ministerial levels of hospitals were￥21 409.83.The average economic loss in different regional hospitals were ￥9 725.42-￥18 909.59,and north China ranked the first.Economic loss caused by bloodstream infection and lower respiratory tract infection were more than other sites,which were ￥23 190.09 and ￥18 194.50 respectively.Conclusion HAI resulted in considerable direct economic loss.Prevention and control of HAI,especially bloodstream infection and lower respiratory tract infection should be paid more attention.

Objective To understand the current situation of occupational exposure and protection among health care workers (HCWs ), and provide evidence for formulating preventive measures of occupational exposure. Methods From April 6,2016 to May 6,2016,questionnaire surveys were conducted in 158 different levels of hos-pitals in 13 provinces in China,occupational exposure,protection management,and monitoring of occupational expo-sure in the first year,2010,and 2015 was surveyed by cluster random sampling method.Results Occupational ex-posure in 81.65% (129/158)of hospitals was responsible by healthcare-associated infection management depart-ments;98.73%(156/158)of hospitals set up the relevant rules and regulations;77.22%(122/158)of hospitals had missing report of occupational exposure.A total of 11 116 times of occupational exposure occurred (1 542 cases in the first year,2 474 in 2010,and 7 100 in 2015).Of various types of occupational exposure,sharp injury accounted for 96.76%;among HCWs sustained occupational exposure,nursing staff accounted for 53.90%;the major de-partment that HCWs who sustained occupational exposure were general wards,operating rooms,and intensive care units;the main medical appliances related to occupational exposure were syringes,scalp needles,and surgical suture needles;high-risk behavior causing occupational exposure were intravenous injection,putting needles into the sharp con-tainers,and surgical suturing;among occupational exposure sources,HBV accounted for 58.69%.Conclusion HCWs in China face a high risk of occupational exposure,occurrence of occupational exposure should be reduced through gov-ernment legislation,application of safety appliances,standardizing behavior of HCWs,proper using of personal pro-tective equipment,strengthening education and training of HCWs,and establishing a sound occupational exposure report,evaluation and follow-up system.

Objective To understand the development situation of healthcare-associated infection (HAI)manage-ment departments in the rational antimicrobial application and management in hospitals in China.Methods A total of 166 hospitals from 12 provinces,municipalities,autonomous regions,and military hospitals were selected for survey,the participation of HAI management departments in the rational clinical antimicrobial application and man-agement in different years was compared.Results Of 166 hospitals,68(40.96%)in 2005,119(71.69%)in 2010, and 160(96.39%)in 2015 participated in the establishment of management organizations for rational antimicrobial application (χ2 =121.143,P <0.001).The percentage of HAI management departments participating in antimicro-bial management increased from 10.24%(n=17)in 2005 to 22.29%(n=37)in 2010,and 31.33%(n=52)in 2015 (χ2 =22.172,P < 0.001 ).The percentages of HAI management departments participating in formulating cata-logues for antimicrobial varieties and classification,stipulating permission for antimicrobial use,joining antimicrobi-al management teams,monitoring bacterial resistance,managing antimicrobial prophylaxis in clean incision,super-vising clinical antimicrobial use,conducting clinical consultation,and evaluating prescription were 10.87% -30.72% in 2005,25.90%-65.06% in 2010,and 36.14%-95.18% in 2015 (all P <0.01).Intensity of antimicro-bial use (defined daily dose/100 bed-days,DDD/ 100 bed-days)decreased from 69.16 in 2005 to 41.40 in 2015, antimicrobial usage rate decreased from 46.98% in 2005 to 36.90% in 2015,among patients receiving therapeutic antimicrobial use,specimens sending for pathogenic detection increased from 20.58% in 2005 to 49.39% in 2015. Conclusion Departments of HAI management in China play important role in management of rational antimicrobial application.

Objective To summarize the effectiveness in monitoring activities for healthcare-associated infection (HAI)in China in the past 30 years,explore the changing trend in HAI monitoring,find a new model for the moni-toring of HAI in China.Methods A total of 194 comprehensive hospitals and military hospitals in 13 provinces (au-tonomous regions,municipalities)were selected,questionnaire survey was adopted to investigate the situation of HAI monitoring.Results Of 194 hospitals,184 (94.85%)had available data after being checked,incidence of HAI in secondary and tertiary hospitals were 0.78% and 1.58% respectively,difference was significant (P <0.01).Monitoring was divided into two stages,cumulative percentage of each monitoring activity before 2006 and during 2006-2016 were respectively as follows:environmental hygiene were 73.91% and 100.00%,disinfection ef-ficacy 69.57% and 97.28%,overall comprehensive monitoring 64.67% and 98.91%,surgical site infection(SSI) 13.04% and 94.57%,ICU HAI 4.89% and 87.50%,neonatal HAI 1.75% and 60.82%,multidrug-resistant or-ganisms(MDROs)5.43% and 95.65%,hand hygiene compliance 2.17% and 93.48%,antimicrobial agents 15.22% and 87.50%.The reporting rate of HAI outbreak in tertiary hospitals was higher than secondary hospitals (33.33% [n=37]vs 16.44%[n=12],P =0.01).Conclusion The monitoring of HAI in China starts late,but develops rapidly,defects still exist in HAI monitoring system,reporting rate of HAI cases is still high,reporting rate of HAI outbreak is low.

BACKGROUND:More recently, the focus has been on searching for a compound Chinese medicine for reinforcing kidney, which cannot only inhibit bone absorption, but also promote osteogenesis to protect against osteoporosis. OBJECTIVE:To explore effects of drug serum of Jianbuhuqian pil s on proliferation and function of osteoblast-like cel s in vitro. METHODS:Twenty-four adult female Sprague-Dawley rats were randomly divided into low-dose, medium-dose, high-dose and normal saline groups, and given intragastric administration of 1.5, 3.0, and 6 g/kg Jianbuhuqian pills and equal volume of normal saline, respectively twice daily for 1 week. At 1 hour after final gavage, rats were decapitated to prepare drug sera used for culturing osteoblast-like cells. At 24, 48 and 72 hours of culture, the cellular morphology was observed, as well as the cell proliferation and alkaline phosphatase activity was detected by MTT assay and alkaline phosphatase staining, respectively. RESULTS AND CONCLUSION:Compared with the normal saline group, the cel density began to increase significantly in three Jianbuhuqian groups at 24 hours after culture, mitotic figures were easy to be observed, cel s were in overlapping growth, much secretions and matrix accumulation appeared, especial y in the high-dose group. The obsorbance values in Jianbuhuqian groups were significantly higher than that in the normal saline group. After 24 hours of culture, the obsorbance values in the medium-dose and high-dose groups were significantly increased compared with the low-dose group, and the values showed significant differences among three Jianbuhuqian groups after 48 and 72-hour culture. In addition, the alkaline phosphatase activity presented overt increase in the Jianbuhuqian groups compared with the normal saline group, and significant differences could be found among Jianbuhuqian groups. To conclude, the drug serum of Jianbuhuqian pil s can promote the activity of osteoblast-like cel s in a time-and concentration-dependent manner.