Objective:To construct prediction model based on particle swarm optimization long short-term memory(PSO-LSTM)algorithm for medical consumables,so as to predict the consumption of medical consumables and realize the fine management for medical consumables.Methods:The consumption of medical consumables was analyzed through constructed the PSO-LSTM prediction model,and then,the consumption of medical consumables was assessed.A total of 900 medical consumables which were clinically used in the Center of Endoscopy of Nanjing Tianyinshan Hospital Affiliated to China Pharmaceutical University from March to August 2024 were selected,and they were randomly divided into conventional management mode group(n=450 consumables)and PSO-LSTM management mode group(n=450 consumables)by random number table method,so as to conduct management for consumables.The management time,management timeliness,situation of monthly management of medical consumables,and predicted accuracy of consumption amount of medical consumables of two management mode in single diagnosis and treatment were compared.Results:The prepared time,delivered time,response time of temporary application,and the time of returning storehouse of medical consumables in PSO-LSTM model management mode were respectively(3.36±1.66),(9.54±2.69),(3.69±1.65)and(3.47±1.87)min,which were all less than those in conventional management mode,and the differences were statistically significant(t=7.76,13.811,28.147,39.105,P<0.05).The timeliness of supplementing medical consumables,shortage warning and proposing treatment methods of using PSO-LSTM model management mode were respectively(0.87±0.23),(3.26±0.87)and(14.98±2.65)min,which were all less than those of using conventional management mode,and the differences of them were statistically significant(t=4.228,15.482,13.420,P<0.05).In 450 medical consumables of the center of endoscopy,the amounts of the monthly average emergency purchasing and monthly average shortage were respectively 20 and 22 in using PSO-LSTM model management mode,accounting for 4.44%and 4.89%,all of which were lower than those of conventional management mode,and the differences of them were statistically significant(x2=10.364,11.835,P<0.05).The prediction results of using PSO-LSTM model management mode for disposable infusion device and disposable auxiliary kit of gastroscopy were closer to the actual consumption than the conventional management mode,while the differences of them were not significant(P>0.05).Conclusion:The application of the management mode of predictive model of medical consumables based on PSO-LSTM algorithm in the management of medical consumables of the center of endoscopy in hospital can accurately assess the consumption of medical consumables,and provide scientific basis for the procurement decision of medical consumables,and achieve fine management for various kinds of medical consumables,and reduce the cost of medical consumables in the center of endoscopy.

Objectives:This study aims to investigate the association between Chinese visceral adiposity index(CVAI)and the risk of cardiovascular disease(CVD),and explore the sex differences.Methods:Participants were screened from the three sub-cohorts of Prediction for Atherosclerotic Cardiovascular Disease Risk in China(China-PAR)project,baseline information on body measure and biochemistry examinations were collected from 1998,2000-2001,and 2007-2008,separately.Participants were followed up to 2015.Cohort-stratified Cox proportional risk models were used to analyze the relationship between CVAI,both in continuous(per standard deviation increase)and categorical(quartiles,with Q1 as reference)scales,and CVD risk in the total population,men and women.The multiplicative interaction between sex and CVAI on CVD risk were calculated.Restricted cubic spline regression was employed to investigate the dose-response relationship.Results:A total of 98 464 participants without CVD at baseline were included.During the 723 508 person-years of follow-up,3 605 CVD events were recorded.After multivariate adjustment,the HRs(95％CIs)of CVD were 1.25(1.20-1.29),1.09(1.04-1.15),and 1.54(1.46-1.64)for per standard deviation increment in CVAI in the general population,men and women,respectively.Besides,compared with Q1 group,the HRs(95％CIs)in Q4 group were 1.87(1.67-2.10),1.33(1.14-1.54)and 3.84(3.09-4.78),correspondingly,and the effect of CVAI on the risk of CVD was significantly higher in women than in men(Pinteraction<0.05).Additionally,there was a positive dose-response relationship between CVAI and the risk of CVD.Conclusions:Elevated CVAI is an independent risk factor for CVD,especially in women.

Objective:To construct prediction model based on particle swarm optimization long short-term memory(PSO-LSTM)algorithm for medical consumables,so as to predict the consumption of medical consumables and realize the fine management for medical consumables.Methods:The consumption of medical consumables was analyzed through constructed the PSO-LSTM prediction model,and then,the consumption of medical consumables was assessed.A total of 900 medical consumables which were clinically used in the Center of Endoscopy of Nanjing Tianyinshan Hospital Affiliated to China Pharmaceutical University from March to August 2024 were selected,and they were randomly divided into conventional management mode group(n=450 consumables)and PSO-LSTM management mode group(n=450 consumables)by random number table method,so as to conduct management for consumables.The management time,management timeliness,situation of monthly management of medical consumables,and predicted accuracy of consumption amount of medical consumables of two management mode in single diagnosis and treatment were compared.Results:The prepared time,delivered time,response time of temporary application,and the time of returning storehouse of medical consumables in PSO-LSTM model management mode were respectively(3.36±1.66),(9.54±2.69),(3.69±1.65)and(3.47±1.87)min,which were all less than those in conventional management mode,and the differences were statistically significant(t=7.76,13.811,28.147,39.105,P<0.05).The timeliness of supplementing medical consumables,shortage warning and proposing treatment methods of using PSO-LSTM model management mode were respectively(0.87±0.23),(3.26±0.87)and(14.98±2.65)min,which were all less than those of using conventional management mode,and the differences of them were statistically significant(t=4.228,15.482,13.420,P<0.05).In 450 medical consumables of the center of endoscopy,the amounts of the monthly average emergency purchasing and monthly average shortage were respectively 20 and 22 in using PSO-LSTM model management mode,accounting for 4.44%and 4.89%,all of which were lower than those of conventional management mode,and the differences of them were statistically significant(x2=10.364,11.835,P<0.05).The prediction results of using PSO-LSTM model management mode for disposable infusion device and disposable auxiliary kit of gastroscopy were closer to the actual consumption than the conventional management mode,while the differences of them were not significant(P>0.05).Conclusion:The application of the management mode of predictive model of medical consumables based on PSO-LSTM algorithm in the management of medical consumables of the center of endoscopy in hospital can accurately assess the consumption of medical consumables,and provide scientific basis for the procurement decision of medical consumables,and achieve fine management for various kinds of medical consumables,and reduce the cost of medical consumables in the center of endoscopy.

Objectives:This study aims to investigate the association between Chinese visceral adiposity index(CVAI)and the risk of cardiovascular disease(CVD),and explore the sex differences.Methods:Participants were screened from the three sub-cohorts of Prediction for Atherosclerotic Cardiovascular Disease Risk in China(China-PAR)project,baseline information on body measure and biochemistry examinations were collected from 1998,2000-2001,and 2007-2008,separately.Participants were followed up to 2015.Cohort-stratified Cox proportional risk models were used to analyze the relationship between CVAI,both in continuous(per standard deviation increase)and categorical(quartiles,with Q1 as reference)scales,and CVD risk in the total population,men and women.The multiplicative interaction between sex and CVAI on CVD risk were calculated.Restricted cubic spline regression was employed to investigate the dose-response relationship.Results:A total of 98 464 participants without CVD at baseline were included.During the 723 508 person-years of follow-up,3 605 CVD events were recorded.After multivariate adjustment,the HRs(95％CIs)of CVD were 1.25(1.20-1.29),1.09(1.04-1.15),and 1.54(1.46-1.64)for per standard deviation increment in CVAI in the general population,men and women,respectively.Besides,compared with Q1 group,the HRs(95％CIs)in Q4 group were 1.87(1.67-2.10),1.33(1.14-1.54)and 3.84(3.09-4.78),correspondingly,and the effect of CVAI on the risk of CVD was significantly higher in women than in men(Pinteraction<0.05).Additionally,there was a positive dose-response relationship between CVAI and the risk of CVD.Conclusions:Elevated CVAI is an independent risk factor for CVD,especially in women.

Objective:To compare the prevalence and progression of subclinical atherosclerosis (SA) in populations with different cardiovascular disease (CVD) risks in China, and clarify the relationship between CVD risk stratification and SA.Methods:All participants were from Beijing Community-Based Cohort of Atherosclerosis. A total of 1 462 participants underwent carotid ultrasound and coronary computed tomography scan during 2008-2009 and 2013-2014. After excluding 191 participants with history of CVD and incomplete baseline data, 1 271 participants were included in final analysis. The 10-year CVD risk for participants were calculated based on the Prediction for Atherosclerotic Cardiovascular Disease Risk in China (China-PAR) equation, and risk stratification was performed. The prevalence and progression of SA was determined by carotid intima-media thickness (cIMT), carotid plaque score and coronary artery calcification (CAC) score.Results:In the participants included in this study, 536 (42.2%), 418 (32.9%) and 317 (24.9%) were classified to have low, intermediate and high 10-year risk, respectively. With the rising level of 10-year risk, the proportion of patients with SA and SA progression increased. In low, intermediate and high CVD risk groups, the proportions of participants with CAC were 16.4%, 36.4% and 52.0% (trend P<0.001); and 15.4%, 36.4% and 53.6% had progression of CAC during follow-up, respectively (trend P<0.001); compared with low-risk group, RRs for CAC progression of intermediate and high-risk groups were 2.316 (95% CI: 1.714-3.129) and 3.322 (95% CI: 2.472-4.463), respectively (trend P<0.001). The trend of relationship between CVD risk stratification and cIMT and carotid plaque progression were consistent with CAC. Conclusions:This current study shows CVD risk stratification is closely related to the prevalence and progression of atherosclerosis in Chinese population. However, many people with low CVD risk have atherosclerotic change in their carotid and coronary artery.

Guillain-Barre syndrome rarely develops after allogeneic hematopoietic stem cell transplantation (allo-HSCT), and only a few reports exist in China. Guillain-Barre syndrome is an acute and life-threatening condition that requires early diagnosis and treatment. A patient with acute myeloid leukemia underwent allogeneic HSCT for >5 months and gradually developed limb muscle weakness and limited eye movement after coexisting with delayed acute intestinal graft-versus-host disease. After the examination of cerebrospinal fluid and electromyography, the diagnosis of Guillain–Barre syndrome was confirmed. After a high-dose intravenous immunoglobulin (IVIg) treatment, muscle strength gradually recovered, and the prognosis was good.

BACKGROUND: Evidence on the relations of the American Heart Association's ideal cardiovascular health (ICH) with mortality in Asians is sparse, and the interaction between behavioral and medical metrics remained unclear. We aimed to fill the gaps. METHODS: A total of 198,164 participants without cancer and cardiovascular disease (CVD) were included from the China Kadoorie Biobank study (2004-2018), Dongfeng-Tongji cohort (2008-2018), and Kailuan study (2006-2019). Four behaviors (i.e., smoking, physical activity, diet, body mass index) and three medical factors (i.e., blood pressure, blood glucose, and blood lipid) were classified into poor, intermediate, and ideal levels (0, 1, and 2 points), which constituted 8-point behavioral, 6-point medical, and 14-point ICH scores. Results of Cox regression from three cohorts were pooled using random-effects models of meta-analysis. RESULTS: During about 2 million person-years, 20,176 deaths were recorded. After controlling for demographic characteristics and alcohol drinking, hazard ratios (95% confidence intervals) comparing ICH scores of 10-14 vs. 0-6 were 0.52 (0.41-0.67), 0.44 (0.37-0.53), 0.54 (0.45-0.66), and 0.86 (0.64-1.14) for all-cause, CVD, respiratory, and cancer mortality. A higher behavioral or medical score was independently associated with lower all-cause and CVD mortality among the total population and populations with different levels of behavioral or medical health equally, and no interaction was observed. CONCLUSIONS ICH was associated with lower all-cause, CVD, and respiratory mortality among Chinese adults. Both behavioral and medical health should be improved to prevent premature deaths.
Adult ; Humans ; Cardiovascular Diseases/prevention & control* ; East Asian People ; Prospective Studies ; Risk Factors ; Smoking

Objective:To explore the differences of risk stratification of very high-risk or extreme high-risk atherosclerotic cardiovascular diseases (ASCVD) and the attainment rates of low-density lipoprotein cholesterol (LDL-C) management targets evaluated by three different criteria, and the causal attributions of these differences.Methods:Patients with ASCVD were consecutively enrolled from January 1 to December 31 in 2019, and were evaluated for very high-risk or extreme high-risk and LDL-C goal attainment rates with 2018 American guideline on the management of blood cholesterol (2018AG), 2019 China Cholesterol Education Program (CCEP) Expert Advice for the management of dyslipidemias (2019EA) and 2020 Chinese expert consensus on lipid management of very high-risk ASCVD patients(2020EC), respectively. The causal attributions of the differences in attainment rates were analyzed as well.Results:A total of 1 864 ASCVD patients were included in this study. According to 2018AG, 2019EA and 2020EC, the proportions of the patients with very high-risk or extreme high-risk were 59.4%, 90.7%, and 65.6%, respectively. The absolute LDL-C target attainment rates were 37.2%, 15.7%, and 13.7%, respectively, the differences between each two rates were statistically significant (all P<0.001). As to the differences in attainment rates between 2020EC and 2018AG, 61.5% were due to the different LDL-C goal attainment values and 38.5% were caused by the different risk stratifications, while for the differences between 2020EC and 2019EA attainment rates, different LDL-C goal attainment values were responsible for 13.2%, and different risk stratifications were responsible for 86.8% of the differences. Conclusions:There are significant differences in the proportions and LDL-C attainment rates among the three different criteria for very high-risk or extreme high-risk ASCVD. 2020EC showed a moderate proportion of patients with extreme high-risk, and had the lowest LDL-C attainment rate. The differences between 2020EC and 2018AG are mainly due to the LDL-C target values, and the differences between 2020EC and 2019EA are mainly caused by the risk stratifications.

Two cases of pregnant women with lumbar disc herniation causing neurologic deficits are reported. The first case received percutaneous endoscopic discectomy following the cesarean section; and the second case underwent micro-discectomy in the left lateral position under local anesthesia at 23-week gestation. After surgery, satisfactory outcomes were obtained in both cases. The management of these two cases indicates that the disc surgery is a safe procedure for patients during pregnancy.

To analyze the clinical and psychological characteristics of fibromyalgia (FM), so as to further understand and improve the capability of identifying FM. The clinical data of 250 FM patients diagnosed in the outpatient clinic of the Department of Rheumatology, the First Medical Center, Chinese PLA General Hospital, from December 2019 to September 2021, were collected and analyzed. The patients aged 40 (31.0, 52.3) years, including 188 female patients (75.2%) and 62 male patients (24.8%). There was a statistically significant difference in age comparison between female [42.5 (33.0,54.0) years] and male patients [32.5 (27.8,43.5) years] ( P<0.001). The score of pain degree was 6 (4, 8), and [7 (5, 8)] of female patients was higher than [6 (4, 7)] of the male patients ( P=0.040). The widespread pain index (WPI) was 13 (10,15). The regions with high pain incidence were left shoulder girdle (87.2%, 218/250), right shoulder girdle (86.8%, 217/250), upper back (86.4%, 216/250), neck (79.6%, 199/250) and lower back (77.6%, 194/250) and etc. The incidence of chest pain in female patients (55.3%, 104/188) was lower than that in male patients (75.8%, 47/62) ( P=0.004). The symptom severity scale (SSS) score was 8 (7-10). 74.6% (185/248) suffered from anxiety and 77.5% (193/249) suffered from depression in 249 patients. Female patients were more common in FM patients than male patients, the median age of female patients was older than that of male patients, and the median score of pain severity of female patients was higher than male patients. Shoulders girdle, upper back, neck and lower back were the most frequently reported pain regions, and the incidence of chest pain in female patients was lower than that in male patients. The incidence of major non-painful symptoms was high and the proportion with anxiety or depression was high. The above clinical features are very helpful for early diagnosis of FM.