1.Real-world study on the application and influencing factors of SGLT-2i in patients with heart failure with preserved ejection fraction
Tiantian CAI ; Junlong CHEN ; Yihang ZHANG ; Siyi HE ; Jian LIU ; Ruonan XIAO ; Shangjian LUO ; Lei GAO ; Dongying ZHANG
China Pharmacy 2026;37(8):1045-1049
OBJECTIVE To investigate the application and influencing factors of sodium-dependent glucose transporters 2 inhibitors(SGLT-2i) in patients with heart failure with preserved ejection fraction(HFpEF) in the real world. METHODS Data from 358 patients with HFpEF who were hospitalized at the First Affiliated Hospital of Chongqing Medical University from May 2023 to May 2024 were retrospectively collected. The patients were divided into the SGLT-2i group and the non-SGLT-2i group based on whether they were prescribed SGLT-2i upon discharge. Baseline characteristics, comorbidities, and differences in drug treatment were compared between the two groups. Based on univariate analysis, multivariate Logistic regression analysis was performed to identify independent influencing factors of SGLT-2i use in patients with HFpEF, followed by further stratified analysis. RESULTS Among 358 HFpEF patients, the overall utilization rate of SGLT-2i was 33.5%. Combined with type 2 diabetes [OR=9.063,95%CI(4.924-16.679) ] , atrial fibrillation [OR=3.135,95%CI(1.590-6.178) ] , coronary artery heart disease [OR=1.888,95%CI(1.072-3.327) ] and the use of loop diuretics [OR=3.822, 95%CI (1.588-9.200) ] were all independent influencing factors for the use of SGLT-2i in patients with HFpEF ( P <0.05). The results of the stratified descriptive analysis were consistent with those of the multivariate analysis, showing a higher utilization rate of SGLT-2i among patients with concomitant T2DM,atrial fibrillation, coronary artery heart disease, and those receiving loop diuretics ( P <0.05); whereas the utilization rate of SGLT-2i was comparable across patients with different levels of renal function ( P >0.05). CONCLUSIONS In the real-world clinical practice, the utilization of SGLT-2i in patients with HFpEF remains suboptimal, and treatment coverage still needs to be improved. Their use of SGLT-2i is primarily influenced by the presence of type 2 diabetes, atrial fibrillation, coronary artery heart disease, and the use of loop diuretics.
2.Construction and Clinical Application of a Machine Learning-Based Early Pre-diction Model for Gestational Diabetes Mellitus
Jiaqi LIU ; Jiazhen GAO ; Yanni MENG ; Chang WANG ; Dongying ZHENG ; Lixia WANG
Journal of Practical Obstetrics and Gynecology 2025;41(11):915-921
Objective:To develop an economical,simple,and accessible method for early identification of high-risk pregnant women with gestational diabetes mellitus(GDM),this study developed and evaluated multiple machine learning models,identified the optimal prediction model,and constructed a clinical decision support sys-tem(CDSS)based on this model.Methods:A total of 464 pregnant women who visited the Second Affiliated Hospital of Dalian Medical University from January 1,2023 to December 30,2024 were included,of which 386 were used to establish a prediction model(231 in the training set and 155 in the testing set),and the remaining 78 were used as a validation.Adopting the methods of double-point sequence correlation and chi-square test,four machine learning models were constructed after selecting feature variables:Logistic Regression,Random Forest,Support Vector Machine,and eXtreme Gradient Boosting(XGBoost).Preliminary judgment of the maximum weight mod-el,further comparison of the discriminative ability,calibration ability,and clinical practicality of each model to evalu-ate and select the optimal model,develop its CDSS,and verify the accuracy of the model.Results:①Correlation analysis identified predictors of GDM:age,pre-pregnancy body mass index(BMI),systolic/diastolic blood pres-sure,white blood cell count,hemoglobin,lymphocyte ratio,fasting plasma glucose,uric acid,direct bilirubin,chronic hypertension complicating pregnancy,and assisted reproductive technology conception.②XGBoost dominated the ensemble model and demonstrated the best performance in discrimination(AUC 0.931,95%CI 0.910-0.967),cali-bration,and clinical utility among the four models.③The CDSS achieved an accuracy of 78.2%,sensitivity of 64.7%,and specificity of 82.0%in the XGBoost model.Conclusions:The XGBoost model has the highest ability to predict GDM in the early stage.Developing its CDSS not only facilitates doctors to quickly assess GDM risk,but also is suitable for promotion to remote areas,where high-risk population screening can be achieved through re-mote data.
3.Application of a digital chylous plasma assessment device in the determination of chylous plasma
Lingyue GUO ; Caina LI ; Hongyan GAO ; Wei WEI ; Ping ZHANG ; Yan LIU ; Yajie WANG ; Weidong HE
Chinese Journal of Blood Transfusion 2025;38(9):1236-1241
Objective: To develop a simple digital chylous plasma device and validate its ability to accurately, standardly, and non-destructively determine chylous plasma in blood banks and clinical transfusions in hospitals. Methods: A digital chylous plasma assessment device was designed and manufactured. This device was used to measure the chylous degrees of chylous plasma samples before freezing, after freeze-thawing, before viral inactivation, and after viral inactivation. The measured chylosity index values were categorized according to the requirements specified in Appendix A of the Chinese national standard GB 18469-2001 "Quality Requirements for Whole Blood and Blood Components". This process established a digital standard for chylous plasma, enabling the identification of severe, moderate and mild chylous plasma, and non-chylous plasma. Results: The initial simple product of the digital chylous assessment device was successfully designed and manufactured. There was no significant difference in the degree of chylous plasma between pre-freezing 468.11±217.73 lux and post-thawing 538.91±273.39 lux of chylous plasma (P>0.05), or between pre-viral inactivation 858.33±387.79 lux and post-viral inactivation 928.33±166.51 lux of chylous plasma (P>0.05). The median of chylous degree values for plasma chylous index grades 0 to 6 were 45 lux, 250 lux, 620 lux, 835 lux, 1 130 lux, 1 390 lux, and 1 700 lux, respectively. The defined cutoff values/ranges for the chylous degree values corresponding to plasma chylous index grade 0 to 6 were ≤125 lux, 126-465 lux, 466-740 lux, 741-1 000 lux, 1 001-1 233 lux, 1 234-1 560 lux, and ≥1 561 lux. Conclusion: This study successfully developed the initial product of the digital chylous device and established digital standards for classifying chylous plasma. The device demonstrates the potential to meet the needs for assessment of chylous plasma in both blood banks and clinical transfusions in hospitals, thereby promoting the development and application of standardized, non-destructive chylous plasma assessment technology.
4.Construction and Clinical Application of a Machine Learning-Based Early Pre-diction Model for Gestational Diabetes Mellitus
Jiaqi LIU ; Jiazhen GAO ; Yanni MENG ; Chang WANG ; Dongying ZHENG ; Lixia WANG
Journal of Practical Obstetrics and Gynecology 2025;41(11):915-921
Objective:To develop an economical,simple,and accessible method for early identification of high-risk pregnant women with gestational diabetes mellitus(GDM),this study developed and evaluated multiple machine learning models,identified the optimal prediction model,and constructed a clinical decision support sys-tem(CDSS)based on this model.Methods:A total of 464 pregnant women who visited the Second Affiliated Hospital of Dalian Medical University from January 1,2023 to December 30,2024 were included,of which 386 were used to establish a prediction model(231 in the training set and 155 in the testing set),and the remaining 78 were used as a validation.Adopting the methods of double-point sequence correlation and chi-square test,four machine learning models were constructed after selecting feature variables:Logistic Regression,Random Forest,Support Vector Machine,and eXtreme Gradient Boosting(XGBoost).Preliminary judgment of the maximum weight mod-el,further comparison of the discriminative ability,calibration ability,and clinical practicality of each model to evalu-ate and select the optimal model,develop its CDSS,and verify the accuracy of the model.Results:①Correlation analysis identified predictors of GDM:age,pre-pregnancy body mass index(BMI),systolic/diastolic blood pres-sure,white blood cell count,hemoglobin,lymphocyte ratio,fasting plasma glucose,uric acid,direct bilirubin,chronic hypertension complicating pregnancy,and assisted reproductive technology conception.②XGBoost dominated the ensemble model and demonstrated the best performance in discrimination(AUC 0.931,95%CI 0.910-0.967),cali-bration,and clinical utility among the four models.③The CDSS achieved an accuracy of 78.2%,sensitivity of 64.7%,and specificity of 82.0%in the XGBoost model.Conclusions:The XGBoost model has the highest ability to predict GDM in the early stage.Developing its CDSS not only facilitates doctors to quickly assess GDM risk,but also is suitable for promotion to remote areas,where high-risk population screening can be achieved through re-mote data.
5.Therapeutic strategies, practice, and prospect of a clinical cure for chronic hepatitis B in China
Zhishuo MO ; Dongying XIE ; Bingliang LIN ; Xiaoguang DOU ; Mobin WAN ; Jiaji JIANG ; Yingren ZHAO ; Hong TANG ; Hui ZHUANG ; Zhiliang GAO
Chinese Journal of Hepatology 2024;32(5):411-417
Clinical cure (herein referred to as functional cure) is currently recognized as the ideal therapeutic goal by the guidelines for the prevention and treatment of chronic hepatitis B (CHB) at home and abroad. China has achieved significant results in research and exploration based on pegylated interferon alpha therapeutic strategies to promote the effectiveness of CHB clinical cure rates in clinical practice. The summary and optimization of clinical cure strategies in different clinical type classifications, as well as the exploration of clinical cure continuity and long-term outcomes, are of great significance for solving the current bottleneck problem and our future efforts in the developmental directions of clinical cure in CHB populations.
6.Impact of stenting at the origin of vertebral artery on cognitive function in patients with first-onset temporal or thalamic infarction
Yaozhi HU ; Shanshan CUI ; Ligong ZHANG ; Linzhi GAO
Journal of Clinical Medicine in Practice 2024;28(13):67-71
Objective To investigate the impact of stenting at the origin of vertebral artery (VAO) on cognitive function in patients with first-onset temporal or thalamic infarction. Methods A total of 65 patients with first-onset temporal or thalamic infarction were selected as research subjects, and were diagnosed with new-onset infarction in the medial temporal lobe or thalamus by craniocerebral magnetic resonance imaging (MRI), and severe stenosis of VAO as the responsible vessel for infarction was confirmed by head and neck computed tomography angiography (CTA). A total of 35 patients who received VAO stenting were included in the stenting group, and 30 patients who received drug-based conservative treatment were included in the control group. The Montreal Cognitive Assessment Scale (MoCA), Wechsler Adult Intelligence Scale-Digit Span Test (WAIS-DS), and Fuld Object Memory Evaluation Scale (FOM) scores were compared between the two groups before treatment, 14 days and 3 months after treatment. Results Before treatment, there was no significant difference in the scores of each scale between the two groups (
7.Long-term hepatitis B surface antigen kinetics after nucleos(t)ide analog discontinuation in patients with noncirrhotic chronic hepatitis B
Wu LINA ; Lai JIADI ; Luo QIUMIN ; Zhang YEQIONG ; Lin CHAOSHUANG ; Xie DONGYING ; Chen YOUMING ; Deng HONG ; Gao ZHILIANG ; Peng LIANG ; Xu WENXIONG
Liver Research 2024;8(3):179-187
Background and aim:Few studies have reported hepatitis B surface antigen(HBsAg)kinetics after nucleos(t)ide analog(NA)discontinuation in patients with noncirrhotic chronic hepatitis B(CHB).The study specifically investigated long-term HBsAg kinetics after NA discontinuation. Methods:Between January 2014 to January 2024,this study prospectively enrolled 106 outpatients with noncirrhotic CHB who met the discontinuation criteria after NA consolidation treatment.Demographic,clinical,and laboratory data were collected and analyzed after NA discontinuation. Results:Ninety-six patients who finished 5 years of follow-up were included.HBsAg remained unde-tectable in 29 patients with end of treatment(EOT)HBsAg negativity.Among 67 patients with EOT HBsAg positivity,HBsAg seroclearance occurred in 12(17.9%)patients with an estimated annual inci-dence of HBsAg seroclearance of 3.6%.Patients with EOT HBsAg levels of ≤1000 IU/mL had a higher HBsAg seroclearance rate than those with EOT HBsAg levels of>1000 IU/mL(33.3%vs.5.4%).The pro-portion of patients with HBsAg ≤1000 IU/mL increased during follow-up.Logistic regression analysis indicated that the EOT HBsAg level was an independent factor for HBsAg seroclearance and an HBsAg level decline exceeding 1 log10 IU/mL.The optimal EOT HBsAg cutoff for both HBsAg seroclearance and an HBsAg level decline exceeding 1 log10 IU/mL was 359 IU/mL. Conclusions:Patients with EOT HBsAg negativity experienced no relapse and maintained HBsAg sero-clearance during 5 years of follow-up after NA discontinuation.A higher HBsAg seroclearance rate can be obtained in patients with EOT HBsAg levels of ≤1000 IU/mL during 5 years of follow-up after NA discontinuation.Close monitoring and proper NA retreatment are recommended to guarantee the safety of NA discontinuation.
8.Configuration and service utilization analysis of preimplantation genetic diagnosis in China
Fu BAI ; Yi MA ; Lina GAO ; Yixin ZHANG ; Dongying WANG ; Zhixin LI
Chinese Journal of Reproduction and Contraception 2024;44(11):1180-1183
Objective:To analyze the configuration characteristics, service utilization trend and outcome of preimplantation genetic diagnosis (PGD) in China.Methods:A longitudinal study and a cross-sectional survey in 2020 were used to analyze the number of PGD facilities and the trend of service utilization in China from 2004 to 2020. The characteristics of 2020 technology configuration were described from different geographical distribution, city positioning, and organization categories. The number of couples treated, the number of egg retrieval cycles and the number of diagnostic cycles were used to evaluate the scale of the service.Results:From 2004 to 2020, the number of PGD institutions increased from only 4 (10.8%) in 2004 to 78 (19.0%) in 2020. Although the number of PGD cycles increased with it, the overall proportion was not high, ranging from 0.3% to 4.1%. A total of 21 241 PGD cycles were reported in 2020, accounting for 4.1% of the total number of egg retrievals. The PGD technology configuration in 2020 was mainly characterized by provincial capitals [82.1% (64/78)], public hospitals [94.9% (74/78)], and comprehensive hospitals [59.0% (46/78)]. There were significant differences in the median of the number of PGD egg retrieval cycles in eastern, central and western institutions, which were 203.0, 177.5 and 79.0, respectively. In 2020, the PGD clinical pregnancy rate was 60.2% (10 326/17 158), the delivery rate was 51.1% (8 767/17 158), the multiple delivery rate was 1.9% (163/8 767), totally with 8 904 live births.Conclusion:After more than 20 years of rapid development of PGD technology in China, the geographical accessibility has been significantly improved. PGD services are small and uneven. Comprehensive hospitals in the capital cities of the eastern and central regions are the main features of the technical configuration, and prefecture-level institutions and institutions in the western regions have also become important providers of PGD technology.
9.Configuration and service utilization analysis of preimplantation genetic diagnosis in China
Fu BAI ; Yi MA ; Lina GAO ; Yixin ZHANG ; Dongying WANG ; Zhixin LI
Chinese Journal of Reproduction and Contraception 2024;44(11):1180-1183
Objective:To analyze the configuration characteristics, service utilization trend and outcome of preimplantation genetic diagnosis (PGD) in China.Methods:A longitudinal study and a cross-sectional survey in 2020 were used to analyze the number of PGD facilities and the trend of service utilization in China from 2004 to 2020. The characteristics of 2020 technology configuration were described from different geographical distribution, city positioning, and organization categories. The number of couples treated, the number of egg retrieval cycles and the number of diagnostic cycles were used to evaluate the scale of the service.Results:From 2004 to 2020, the number of PGD institutions increased from only 4 (10.8%) in 2004 to 78 (19.0%) in 2020. Although the number of PGD cycles increased with it, the overall proportion was not high, ranging from 0.3% to 4.1%. A total of 21 241 PGD cycles were reported in 2020, accounting for 4.1% of the total number of egg retrievals. The PGD technology configuration in 2020 was mainly characterized by provincial capitals [82.1% (64/78)], public hospitals [94.9% (74/78)], and comprehensive hospitals [59.0% (46/78)]. There were significant differences in the median of the number of PGD egg retrieval cycles in eastern, central and western institutions, which were 203.0, 177.5 and 79.0, respectively. In 2020, the PGD clinical pregnancy rate was 60.2% (10 326/17 158), the delivery rate was 51.1% (8 767/17 158), the multiple delivery rate was 1.9% (163/8 767), totally with 8 904 live births.Conclusion:After more than 20 years of rapid development of PGD technology in China, the geographical accessibility has been significantly improved. PGD services are small and uneven. Comprehensive hospitals in the capital cities of the eastern and central regions are the main features of the technical configuration, and prefecture-level institutions and institutions in the western regions have also become important providers of PGD technology.
10.Safety and efficacy of the early administration of levosimendan in patients with acute non-ST-segment elevation myocardial infarction and elevated NT-proBNP levels: An Early Management Strategy of Acute Heart Failure (EMS-AHF).
Feng XU ; Yuan BIAN ; Guo Qiang ZHANG ; Lu Yao GAO ; Yu Fa LIU ; Tong Xiang LIU ; Gang LI ; Rui Xue SONG ; Li Jun SU ; Yan Ju ZHOU ; Jia Yu CUI ; Xian Liang YAN ; Fang Ming GUO ; Huan Yi ZHANG ; Qing Hui LI ; Min ZHAO ; Li Kun MA ; Bei An YOU ; Ge WANG ; Li KONG ; Jian Liang MA ; Xin Fu ZHOU ; Ze Long CHANG ; Zhen Yu TANG ; Dan Yu YU ; Kai CHENG ; Li XUE ; Xiao LI ; Jiao Jiao PANG ; Jia Li WANG ; Hai Tao ZHANG ; Xue Zhong YU ; Yu Guo CHEN
Chinese Journal of Internal Medicine 2023;62(4):374-383
Objectives: To investigated the safety and efficacy of treating patients with acute non-ST-segment elevation myocardial infarction (NSTEMI) and elevated levels of N-terminal pro-hormone B-type natriuretic peptide (NT-proBNP) with levosimendan within 24 hours of first medical contact (FMC). Methods: This multicenter, open-label, block-randomized controlled trial (NCT03189901) investigated the safety and efficacy of levosimendan as an early management strategy of acute heart failure (EMS-AHF) for patients with NSTEMI and high NT-proBNP levels. This study included 255 patients with NSTEMI and elevated NT-proBNP levels, including 142 males and 113 females with a median age of 65 (58-70) years, and were admitted in the emergency or outpatient departments at 14 medical centers in China between October 2017 and October 2021. The patients were randomly divided into a levosimendan group (n=129) and a control group (n=126). The primary outcome measure was NT-proBNP levels on day 3 of treatment and changes in the NT-proBNP levels from baseline on day 5 after randomization. The secondary outcome measures included the proportion of patients with more than 30% reduction in NT-proBNP levels from baseline, major adverse cardiovascular events (MACE) during hospitalization and at 6 months after hospitalization, safety during the treatment, and health economics indices. The measurement data parameters between groups were compared using the t-test or the non-parametric test. The count data parameters were compared between groups using the χ² test. Results: On day 3, the NT-proBNP levels in the levosimendan group were lower than the control group but were statistically insignificant [866 (455, 1 960) vs. 1 118 (459, 2 417) ng/L, Z=-1.25,P=0.21]. However, on day 5, changes in the NT-proBNP levels from baseline in the levosimendan group were significantly higher than the control group [67.6% (33.8%,82.5%)vs.54.8% (7.3%,77.9%), Z=-2.14, P=0.03]. There were no significant differences in the proportion of patients with more than 30% reduction in the NT-proBNP levels on day 5 between the levosimendan and the control groups [77.5% (100/129) vs. 69.0% (87/126), χ²=2.34, P=0.13]. Furthermore, incidences of MACE did not show any significant differences between the two groups during hospitalization [4.7% (6/129) vs. 7.1% (9/126), χ²=0.72, P=0.40] and at 6 months [14.7% (19/129) vs. 12.7% (16/126), χ²=0.22, P=0.64]. Four cardiac deaths were reported in the control group during hospitalization [0 (0/129) vs. 3.2% (4/126), P=0.06]. However, 6-month survival rates were comparable between the two groups (log-rank test, P=0.18). Moreover, adverse events or serious adverse events such as shock, ventricular fibrillation, and ventricular tachycardia were not reported in both the groups during levosimendan treatment (days 0-1). The total cost of hospitalization [34 591.00(15 527.46,59 324.80) vs. 37 144.65(16 066.90,63 919.00)yuan, Z=-0.26, P=0.80] and the total length of hospitalization [9 (8, 12) vs. 10 (7, 13) days, Z=0.72, P=0.72] were lower for patients in the levosimendan group compared to those in the control group, but did not show statistically significant differences. Conclusions: Early administration of levosimendan reduced NT-proBNP levels in NSTEMI patients with elevated NT-proBNP and did not increase the total cost and length of hospitalization, but did not significantly improve MACE during hospitalization or at 6 months.
Male
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Female
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Humans
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Aged
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Natriuretic Peptide, Brain
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Simendan/therapeutic use*
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Non-ST Elevated Myocardial Infarction
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Heart Failure/drug therapy*
;
Peptide Fragments
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Arrhythmias, Cardiac
;
Biomarkers
;
Prognosis


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