1.Predicting Postoperative Circulatory Complications in Older Patients: A Machine Learning Approach.
Xiao Yun HU ; Wei Xuan SHENG ; Kang YU ; Jie Tai DUO ; Peng Fei LIU ; Ya Wei LI ; Dong Xin WANG ; Hui Hui MIAO
Biomedical and Environmental Sciences 2025;38(3):328-340
OBJECTIVE:
This study examines utilizes the advantages of machine learning algorithms to discern key determinants in prognosticate postoperative circulatory complications (PCCs) for older patients.
METHODS:
This secondary analysis of data from a randomized controlled trial involved 1,720 elderly participants in five tertiary hospitals in Beijing, China. Participants aged 60-90 years undergoing major non-cardiac surgery under general anesthesia. The primary outcome metric of the study was the occurrence of PCCs, according to the European Society of Cardiology and the European Society of Anaesthesiology diagnostic criteria. The analysis metrics contained 67 candidate variables, including baseline characteristics, laboratory tests, and scale assessments.
RESULTS:
Our feature selection process identified key variables that significantly impact patient outcomes, including the duration of ICU stay, surgery, and anesthesia; APACHE-II score; intraoperative average heart rate and blood loss; cumulative opioid use during surgery; patient age; VAS-Move-Median score on the 1st to 3rd day; Charlson comorbidity score; volumes of intraoperative plasma, crystalloid, and colloid fluids; cumulative red blood cell transfusion during surgery; and endotracheal intubation duration. Notably, our Random Forest model demonstrated exceptional performance with an accuracy of 0.9872.
CONCLUSION
We have developed and validated an algorithm for predicting PCCs in elderly patients by identifying key risk factors.
Aged
;
Aged, 80 and over
;
Female
;
Humans
;
Male
;
Middle Aged
;
Cardiovascular Diseases/etiology*
;
Machine Learning
;
Postoperative Complications/etiology*
;
Risk Factors
;
Randomized Controlled Trials as Topic
;
Secondary Data Analysis
2.Quality Evaluation of Cisatracurium Besilate Injection
Jing FANG ; Xinying YU ; Kai DUO ; Biwei BAI ; Yu HAN ; Kexin XIAO ; Xinying MA ; Liqun LIU ; Jialiang ZHU
Herald of Medicine 2025;44(1):31-38
Objective To evaluate the quality of cisatracurium besilate injection produced by domestic manufacturers.Methods A comprehensive evaluation of 104 batches of samples was carried out using statutory testing methods combined withexploratory research,including related substances,1,5-pentanediol diacrylate,residual solvents,genotoxic impurities of benzenesulfonate esters,infrared spectrum,and endotoxin examination.The quality of domestic products and the controllability of current specifications were comprehensively evaluated.Results According to the statutory tests,the qualified rate of 104 batches of samples was 100.0%.The exploratory research showed that the results of related substances in the samples produced by 6 manufacturers were far below the limit,and no genotoxic impurities of benzenesulfonate esters were detected.However,the results showed that there was variability in 1,5-pentanediol diacrylate,as well as residual solvents.Conclusions The quality of the cisatracurium besilate injection is good,and the current specifications should be further improved and unified.It was proposed that the infrared spectrum,related substance,and 1,5-pentanediol diacrylate method be added or revised,and the limit of endotoxin strictly controlled.It was proposed that manufacturers pay attention to the quality of API and control injection production.
3.Correlation between Serum Ferritin Levels and the Efficacy of Platelet Transfusion in Patients with Malignant Hematological Diseases
Yi-Yao LI ; Xiao-Yun GAO ; Hang GUAN ; Yu BAI ; Jun-Hui JIA ; Wei BAI ; Yan-Hui DI ; Hua TIAN ; Li-Duo KOU ; Xin-Hua WANG
Journal of Experimental Hematology 2025;33(6):1779-1783
Objective:To explore the correlation between serum ferritin(SF)levels and the efficacy of platelet transfusion in patients with malignant hematological diseases.Methods:Patients with malignant hematological diseases who received repeated transfusions of apheresis platelets in Department of Hematology of Aerospace Center Hospital in 2023 were selected.The platelet corrected count increment(CCI)was used to evaluate the efficacy of platelet transfusion.The correlations between sex,age,disease type,transplantation history,red blood cell transfusion history,and SF level and the efficacy of platelet transfusion were analyzed.Results:A total of 87 patients were included,with a cumulative 326 person-times platelet transfusions.As suggested by one-way analysis of variance,compared with the patients in the age groups of 24-45 years old and 46-66 years old,the patients in the age group of 2-23 years old had a better efficacy of platelet transfusion(P=0.004,P=0.004).There was no significant difference in the efficacy of platelet transfusion between the patients in the age group of 24-45 years old and those in the age group of 46-66 years old(P=0.876).Compared with the patients who had a history of red blood cell transfusion within 3 days,the patients without a history of red blood cell transfusion within 3 days had a better efficacy of platelet transfusion(P<0.001).Compared with the groups with SF levels of 1.44-2.78 ng/L and>2.78 ng/L,the group with SF levels<1.44 ng/L had a better efficacy of platelet transfusion(P=0.028,P<0.001).Compared with the group with SF levels>2.78 ng/L,the group with SF levels of 1.44-2.78 ng/L had a better efficacy of platelet transfusion(P=0.001).After adjusting for age and the history of red blood cell transfusion,the transfusion efficacy of the group with SF levels<1.44 ng/L was better than that of the groups with SF levels of 1.44-2.78 ng/L and>2.78 ng/L(P=0.021,P<0.001);Compared with the group with SF levels>2.78 ng/L,the group with SF levels of 1.44-2.78 ng/L had a better efficacy of platelet transfusion(P=0.001).Both univariate and multivariate linear regression models showed that SF levels were negatively correlated with the efficacy of platelet transfusion(P<0.001).Conclusion:There is a negative correlation between SF levels and the efficacy of platelet transfusion in patients with malignant hematological diseases.Detection of SF levels may provide guidance for predicting the efficacy of platelet transfusion.
4.Quality Research and Evaluation of Ketoconazole Lotion Based on National Drug Sampling and Testing
Yanbin XUN ; Kai DUO ; Changying XIN ; Xiaoxu HAN ; Xia ZHAO ; Siwen WANG ; Chunyu WANG ; Yu XIAO ; Longshan ZHAO ; Changyu WANG ; Xinying YU
Herald of Medicine 2025;44(10):1595-1600
Objective To evaluate the quality of ketoconazole lotion produced by different domestic companies.Methods Legal standards and exploratory research were used to conduct a comprehensive evaluation of 45 batches(40 batch numbers)of ketoconazole lotion for national drug sampling inspection in 2024,including related substances,antioxidant content,packaging oxygen permeability,in vitro permeation test,and viscosity,antibacterial efficacy,irritation,microstructure,etc.Results The legal standard inspection pass rate was 100.0%.Correlation analysis found that the main factors affecting the quality of this product are prescription technology and packaging.Conclusion It is recommended that manufacturers optimize the prescription process as soon as possible,and pay attention to choose suitable packaging materials,effectively improve the quality of ketoconazole lotion.
5.Correlation between Serum Ferritin Levels and the Efficacy of Platelet Transfusion in Patients with Malignant Hematological Diseases
Yi-Yao LI ; Xiao-Yun GAO ; Hang GUAN ; Yu BAI ; Jun-Hui JIA ; Wei BAI ; Yan-Hui DI ; Hua TIAN ; Li-Duo KOU ; Xin-Hua WANG
Journal of Experimental Hematology 2025;33(6):1779-1783
Objective:To explore the correlation between serum ferritin(SF)levels and the efficacy of platelet transfusion in patients with malignant hematological diseases.Methods:Patients with malignant hematological diseases who received repeated transfusions of apheresis platelets in Department of Hematology of Aerospace Center Hospital in 2023 were selected.The platelet corrected count increment(CCI)was used to evaluate the efficacy of platelet transfusion.The correlations between sex,age,disease type,transplantation history,red blood cell transfusion history,and SF level and the efficacy of platelet transfusion were analyzed.Results:A total of 87 patients were included,with a cumulative 326 person-times platelet transfusions.As suggested by one-way analysis of variance,compared with the patients in the age groups of 24-45 years old and 46-66 years old,the patients in the age group of 2-23 years old had a better efficacy of platelet transfusion(P=0.004,P=0.004).There was no significant difference in the efficacy of platelet transfusion between the patients in the age group of 24-45 years old and those in the age group of 46-66 years old(P=0.876).Compared with the patients who had a history of red blood cell transfusion within 3 days,the patients without a history of red blood cell transfusion within 3 days had a better efficacy of platelet transfusion(P<0.001).Compared with the groups with SF levels of 1.44-2.78 ng/L and>2.78 ng/L,the group with SF levels<1.44 ng/L had a better efficacy of platelet transfusion(P=0.028,P<0.001).Compared with the group with SF levels>2.78 ng/L,the group with SF levels of 1.44-2.78 ng/L had a better efficacy of platelet transfusion(P=0.001).After adjusting for age and the history of red blood cell transfusion,the transfusion efficacy of the group with SF levels<1.44 ng/L was better than that of the groups with SF levels of 1.44-2.78 ng/L and>2.78 ng/L(P=0.021,P<0.001);Compared with the group with SF levels>2.78 ng/L,the group with SF levels of 1.44-2.78 ng/L had a better efficacy of platelet transfusion(P=0.001).Both univariate and multivariate linear regression models showed that SF levels were negatively correlated with the efficacy of platelet transfusion(P<0.001).Conclusion:There is a negative correlation between SF levels and the efficacy of platelet transfusion in patients with malignant hematological diseases.Detection of SF levels may provide guidance for predicting the efficacy of platelet transfusion.
6.Quality Evaluation of Cisatracurium Besilate Injection
Jing FANG ; Xinying YU ; Kai DUO ; Biwei BAI ; Yu HAN ; Kexin XIAO ; Xinying MA ; Liqun LIU ; Jialiang ZHU
Herald of Medicine 2025;44(1):31-38
Objective To evaluate the quality of cisatracurium besilate injection produced by domestic manufacturers.Methods A comprehensive evaluation of 104 batches of samples was carried out using statutory testing methods combined withexploratory research,including related substances,1,5-pentanediol diacrylate,residual solvents,genotoxic impurities of benzenesulfonate esters,infrared spectrum,and endotoxin examination.The quality of domestic products and the controllability of current specifications were comprehensively evaluated.Results According to the statutory tests,the qualified rate of 104 batches of samples was 100.0%.The exploratory research showed that the results of related substances in the samples produced by 6 manufacturers were far below the limit,and no genotoxic impurities of benzenesulfonate esters were detected.However,the results showed that there was variability in 1,5-pentanediol diacrylate,as well as residual solvents.Conclusions The quality of the cisatracurium besilate injection is good,and the current specifications should be further improved and unified.It was proposed that the infrared spectrum,related substance,and 1,5-pentanediol diacrylate method be added or revised,and the limit of endotoxin strictly controlled.It was proposed that manufacturers pay attention to the quality of API and control injection production.
7.Quality Research and Evaluation of Ketoconazole Lotion Based on National Drug Sampling and Testing
Yanbin XUN ; Kai DUO ; Changying XIN ; Xiaoxu HAN ; Xia ZHAO ; Siwen WANG ; Chunyu WANG ; Yu XIAO ; Longshan ZHAO ; Changyu WANG ; Xinying YU
Herald of Medicine 2025;44(10):1595-1600
Objective To evaluate the quality of ketoconazole lotion produced by different domestic companies.Methods Legal standards and exploratory research were used to conduct a comprehensive evaluation of 45 batches(40 batch numbers)of ketoconazole lotion for national drug sampling inspection in 2024,including related substances,antioxidant content,packaging oxygen permeability,in vitro permeation test,and viscosity,antibacterial efficacy,irritation,microstructure,etc.Results The legal standard inspection pass rate was 100.0%.Correlation analysis found that the main factors affecting the quality of this product are prescription technology and packaging.Conclusion It is recommended that manufacturers optimize the prescription process as soon as possible,and pay attention to choose suitable packaging materials,effectively improve the quality of ketoconazole lotion.
8.Expression and Significance of GATA-3, H3K27me3 in Tibetan Patients with Bladder Urothelial Carcinoma
Zhuoma NIMA ; Yu XIAO ; Hanhuan LUO ; Bula DUO ; Han WANG ; Zhen DA ; Jiangcun SILANG ; Pingping GUO ; Ruiqian LIAO
Medical Journal of Peking Union Medical College Hospital 2024;15(4):953-959
To investigate the expression and clinical significance of GATA-3 and H3K27me3 in Tibetan patients with bladder urothelial carcinoma (BUC). BUC and normal bladder tissues were collected retrospectively from January 2016 to December 2021 in the People's Hospital of Tibet Autonomous Region. The expression of GATA-3 and H3K27me3 in both tissues was detected by immunohistochemical method, and the clinical and pathological characteristics were statistically analyzed. A total of 70 patients with BUC were selected, including 51 males and 19 females, with an average age of (60.5±12.0) years. At the same time, 20 normal bladder tissue samples were collected during the same period. All cases were Tibetan patients. Immunohistochemistry results showed that the high expression rate of GATA-3 in BUC and normal bladder tissue was 70.0%(49/70) and 100%(20/20), respectively. High expression of GATA-3 was associated with male, low pathological grade, and non-invasive tissue(all The expression of GATA-3 was down regulated in Tibetan BUC patients, and significantly down regulated with the increase of tumor grade, suggesting that GATA-3 may be involved in the occurrence and development of BUC and related to its malignancy, providing reference for clinical diagnosis and treatment as well as judging disease prognosis. The expression of H3K27me3 in Tibetan BUC patients was higher than that in normal bladder tissue, suggesting that H3K27me3 may be a new immune marker for diagnosis of BUC.
9. Effects of total saponins from Trillium tschonoskii maxim on cognition impairment and mitochondrial autophagy in aging rats induced by D-Gal
Gang WANG ; Ya XIE ; Li-Jun YANG ; Xiao-Li QIN ; Fang-Yu ZHAO ; Xian-Bing CHEN ; Fang-Yu ZHAO ; Jia-Peng XIANG ; Yi-Duo HE ; Xian-Bing CHEN
Chinese Pharmacological Bulletin 2023;39(2):380-386
Aim To investigate the effects of total saponins from Trillium tschonoskii maxim(TST)on cognitive impairment and mitochondrial autophagy in aging rats induced by D-galactose(D-gal). Methods Male SD rats were randomly divided into normal control group,model group(D-gal,subcutaneous injection),intervention group(TST,low,medium and high dose groups by intragastric administration),with 10 rats in each group,and administered for 6 weeks. Morris water maze was used to evaluate the cognitive function. HE and Nissl staining were used to test the hippocampal and brain cortex morphology. Immunohistochemistry staining was applied to detect the localization expression of Pink1 and Parkin. Western blot was employed to detect the expressions of Pink1,Parkin,LC3-Ⅱ,p62 and Beclin1. Results Compared with the normal control group,the escape latency time was prolonged and the number of crossing platform decreased in D-gal model group(P<0.05). The number of neurons in hippocampus significantly decreased. The positive cells labeled by Pink1 and Parkin staining in hippocampus significantly decreased. The expressions of Pink1,Parkin,LC3-Ⅱ and Beclin1 were markedly reduced,while the expression of p62 was significantly raised(P<0.05). Compared with D-gal model group,the escape latency time of TST dose groups was shortened,the Times of crossing the platform was more,and the time of staying in the platform quadrant increased(P<0.05). The number of neurons in hippocampus significantly increased. The positive cells labeled by Pink1 and Parkin staining in hippocampus significantly increased. The expressions of Pink1,Parkin,LC3-Ⅱ and Beclin1 in hippocampus were apparently up-regulated,while the protein expression of p62 was evidently down-regulated(P<0.05). Conclusions TST has neuroprotective effects on the learning and memory capacities in aging rats induced by D-gal,which may be related to the increasing levels of Pink1,Parkin,LC3-Ⅱ and Beclin1 proteins and the activation of mitochondrial autophagy.
10.A prospective study on the safety and efficacy of excimer laser coronary angioplasty for the treatment of degenerated great saphenous vein graft.
Guang Yao ZHAI ; Tie Nan SUN ; Xiang LI ; Ming YE ; Cheng Gang WANG ; Xiao Lin ZU ; Duo YANG ; Hao FU ; Shu Ying QI ; Yu Jie ZHOU ; Hai GAO
Chinese Journal of Cardiology 2023;51(5):490-496
Objective: To explore the safety and efficacy of excimer laser coronary angioplasty (ELCA) for the treatment of degenerated great saphenous vein graft (SVG). Methods: This is a single-center, prospective, single-arm study. Patients, who were admitted to the Geriatric Cardiovascular Center of Beijing Anzhen Hospital from January 2022 to June 2022, were consecutively enrolled. Inclusion criteria were recurrent chest pain after coronary artery bypass surgery (CABG), and coronary angiography confirmed that the SVG stenosis was more than 70% but not completely occluded, and interventional treatment for SVG lesions was planned. Before balloon dilation and stent placement, ELCA was used to pretreat the lesions. Optical coherence tomography (OCT) examination was performed and postoperative index of microcirculation resistance (IMR) were assessed after stent implantation. The technique success rate and operation success rate were calculated. The technique success was defined as the successful passage of the ELCA system through the lesion. Operation success was defined as the successful placement of a stent at the lesion. The primary evaluation index of the study was IMR immediately after PCI. Secondary evaluation indexes included thrombolysis in myocardial infarction (TIMI) flow grade, corrected TIMI frame count (cTFC), minimal stent area and stent expansion measured by OCT after PCI, and procedural complications (Ⅳa myocardial infarction, no reflow, perforation). Results: A total of 19 patients aged (66.0±5.6) years were enrolled, including 18 males (94.7%). The age of SVG was 8 (6, 11) years. The length of the lesions was greater than 20 mm, and they were all SVG body lesions. The median stenosis degree was 95% (80%, 99%), and the length of the implanted stent was (41.7±16.3)mm. The operation time was 119 (101, 166) minutes, and the cumulative dose was 2 089 (1 378, 3 011)mGy. The diameter of the laser catheter was 1.4 mm, the maximum energy was 60 mJ, and the maximum frequency was 40 Hz. The technique success and the operation success rate were both 100% (19/19). The IMR after stent implantation was 29.22±5.95. The TIMI flow grade of patients after ELCA and stent implantation was significantly improved (all P>0.05), and the TIMI flow grade of all patients after stent implantation was Grade Ⅲ. The cTFC decreased significantly after ELCA (33.2±7.8) and after stent placement (22.8±7.1) than preoperative level (49.7±13.0) (both P<0.001). The minimum stent area was (5.53±1.36)mm2, and the stent expansion rate was (90.0±4.3)%. Perforation, no reflow, type Ⅳa myocardial infarction and other complications were not observed. However, postoperative high-sensitivity troponin level was significantly increased ((67.937±33.839)ng/L vs. (5.316±3.105)ng/L, P<0.001). Conclusion: ELCA is safe and effective in the treatment of SVG lesions and could improve microcirculation and ensure full expansion of stent.
Male
;
Humans
;
Aged
;
Prospective Studies
;
Percutaneous Coronary Intervention
;
Lasers, Excimer/therapeutic use*
;
Saphenous Vein/transplantation*
;
Constriction, Pathologic
;
Atherectomy, Coronary/methods*
;
Myocardial Infarction
;
Coronary Angiography
;
Stents
;
Treatment Outcome

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