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.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.
3.The Role of MiR-709 in Erythroid Development and Its Correlation with Multiple Hematological Diseases
Zhi-Chen DAI ; Ling LING ; Lan YANG ; Fan YANG ; Fang-Yu GONG ; Duo-Nan YU
Journal of Experimental Hematology 2025;33(6):1727-1732
Objective:To investigate the role of microRNA-709(miR-709)in erythroid development and its correlation with multiple hematological diseases.Methods:The expression of miR-709 in multiple tissues of mice was detected by qRT-PCR;The expression of miR-709 and other miRNAs in day-14.5 fetal liver cells from mouse embryos was detected by transcriptome microarray analysis;The expression of miR-709 in nucleated red blood cells derived from bone marrow and spleen,and in peripheral blood erythrocytes of mice was detected by magnetic bead sorting combined with qRT-PCR;The expression of miR-709 during erythroid differentiation of murine erythroleukemia(MEL)cells was analyzed by cell culture and qRT-PCR;The expression of miR-709 during erythroid lineage differentiation of mouse erythroid precursor cells derived from fetal livers was analyzed by magnetic bead sorting,flow cytometry,cell culture and qRT-PCR;The expression of miR-709 in peripheral blood of patients with different hematological diseases was measured by qRT-PCR.Results:Among the various tissues examined in mice,miR-709 exhibited the highest expression in peripheral blood,followed by high expression levels in muscle,bone marrow,and liver;In day-14.5 fetal liver cells from mouse embryos,miR-709 was highly expressed,significantly surpassing miR-451,which was most highly expressed in mature red blood cells;In nucleated red blood cells derived from mouse bone marrow and spleen,the expression of miR-709 was higher than that of miR-451,whereas the opposite pattern was observed in peripheral blood;During the differentiation of erythroid precursor cells derived from mouse embryonic liver,the expression level of miR-709 first increased and then decreased;During the differentiation of MEL cells,the expression of miR-709 gradually increased;Compared with the healthy controls,patients with myelodysplastic syndrome(MDS),α-thalassemia and β-thalassemia expressed lower levels of miR-709 in peripheral blood;while the expression of miR-709 in patients with infectious hemolytic anemia(IHA)was higher than that in healthy controls.Conclusion:miR-709 is highly expressed in the early stage of erythropoiesis and exhibits dynamic changes during erythroid development,potentially playing an important role.It is also differentially expressed in different hematological diseases,which is expected to serve as a promising biomarker and therapeutic target in the clinical diagnosis and treatment of hematological diseases.
4.Application progress of digital health technologies in nursing among digital vulnerable groups
Ruiyi ZHAO ; Ying ZENG ; Xiaoyan YU ; Duo ZHANG ; Linghan MEI ; Yanrong ZHOU
Chinese Journal of Modern Nursing 2025;31(31):4201-4206
Digital health technologies (DHT) not only enhance patient engagement in healthcare but also enable personalized treatment and care services, empowering patients to manage their own health well. This paper reviews the composition and characteristics of digital vulnerable groups, as well as the current application status, influencing factors, intervention measures, and insights of DHT in their care. This paper aims to provide theoretical and practical references for enhancing the quality of DHT care for digital vulnerable groups, thereby promoting targeted and effective development of DHT within the nursing field.
5.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.
6.Expression and Function of miR-144 in β-Thalassemia.
Lan YANG ; Ling LING ; Fan YANG ; Lei YANG ; Zhi-Chen DAI ; Duo-Nan YU
Journal of Experimental Hematology 2025;33(2):491-497
OBJECTIVE:
To explore the expression and function of microRNA-144 (miR-144) in β-thalassemia (β-thal).
METHODS:
The expression of miR-144 during the differentiation of murine erythroleukemia (MEL) cells and mouse embryonic liver-derived erythroid precursor cells was analyzed by real-time fluorescence quantitative PCR (qRT-PCR); The expression levels of miR-144 in peripheral blood and day-14.5 embryonic hepatocytes of wild-type (WT) and β-thal mice, as well as the expression levels of miR-144 in peripheral blood of β-thal patients, was also measured by qRT-PCR. The proportion of Ter119 and CD71 double positive cells in peripheral blood of mild and severe β-thal mice was analyzed by flow cytometry, and the expression levels of miR-144 in the peripheral blood of mild and severe β-thal mice and patients were compared; Bone marrow nucleated erythrocytes from WT mice and β-thal mice were sorted and the expression levels of miR-144 potential target genes were analyzed by gene chip.
RESULTS:
The expression levels of miR-144 were gradually increased during the directed differentiation of mouse MEL cells and embryonic hepatocytes to the erythroid lineage (r MEL=0.97, r embryonic hepatocytes=0.86); Compared with WT mice, the expression levels of miR-144 in peripheral blood and 14.5-day embryonic hepatocytes of β-thal mice were significantly increased (P < 0.05); Compared with healthy controls, the patients with β-thal showed an increased expression levels of miR-144 in peripheral blood (P < 0.05). Compared with mice and humans with mild β-thal, the expression levels of miR-144 in peripheral blood of those with severe β-thal were significantly increased (P < 0.05). The expressions of potential target genes of miR-144 in nucleated erythroid cells of the β-thal mice were significantly reduced compared to the WT group.
CONCLUSION
The expression level of miR-144 gradually increases in erythroid development, and compared with mild β-thal patients, the expression level of miR-144 in the peripheral blood is higher in severe β-thal patients. MiR-144 is expected to be an auxiliary diagnostic indicator for β-thal in clinical practice.
MicroRNAs/metabolism*
;
beta-Thalassemia/genetics*
;
Animals
;
Mice
;
Humans
;
Cell Differentiation
;
Hepatocytes
7.Advances in the pathogenesis and treatment of neutrophils in chronic sinusitis.
Duo LIU ; Jingyu HUANG ; Yu XU
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(10):987-992
The pathogenesis of chronic sinusitis is complex, involving a variety of inflammatory cells and inflammatory mediators, and neutrophils play a key role in the pathological process of chronic sinusitis. Understanding the molecular basis of the pathogenesis of CRS is helpful for the precise diagnosis and treatment of chronic sinusitis. This article will systematically review the mechanism of neutrophils in the inflammatory response of the body, their role in the pathogenesis and treatment progress in CRS, and look forward to future research directions.
Humans
;
Neutrophils
;
Sinusitis/immunology*
;
Chronic Disease
8.Application progress of digital health technologies in nursing among digital vulnerable groups
Ruiyi ZHAO ; Ying ZENG ; Xiaoyan YU ; Duo ZHANG ; Linghan MEI ; Yanrong ZHOU
Chinese Journal of Modern Nursing 2025;31(31):4201-4206
Digital health technologies (DHT) not only enhance patient engagement in healthcare but also enable personalized treatment and care services, empowering patients to manage their own health well. This paper reviews the composition and characteristics of digital vulnerable groups, as well as the current application status, influencing factors, intervention measures, and insights of DHT in their care. This paper aims to provide theoretical and practical references for enhancing the quality of DHT care for digital vulnerable groups, thereby promoting targeted and effective development of DHT within the nursing field.
9.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.
10.Bibliometric analysis of the research hotspots and trends of retinoblastoma from 2015 to 2024
Duo YUAN ; Yulin ZHANG ; Xinyu ZHAO ; Kaixuan CUI ; Zhenquan WU ; Zhen YU ; Wei CHI ; Guoming ZHANG
Chinese Journal of Ocular Fundus Diseases 2025;41(8):628-637
Objective:To understand the current status, research hotspots, and future trends in the field of retinoblastoma (RB).Methods:Using the Web of Science Core Collection SSCI and SCI-Expanded as data sources, relevant RB literature from January 2015 to November 2024 was retrieved. The bibliometric analysis software CiteSpace 6.2.R6 was employed to perform visual analyses of countries/regions, institutions, journals, authors, co-cited references, and keywords.Results:A total of 5 042 relevant publications were identified. Annual publication numbers in this field consistently exceeded 400, peaking at 565 in 2021. The United States contributed the highest number of publications, with 1 600 articles (31.73%). Among institutions, Harvard University ranked first with 167 publications (3.31%). Abramson DH of Memorial Sloan Kettering Cancer Center published the most papers (75). Nature (United Kingdom) received the highest citation count (2 349). The highest betweenness centrality was observed for the United States (0.14) among countries/regions, Shanghai Jiao Tong University (0.21) among institutions, and Berry JL of Children’s Hospital Los Angeles (0.21) at the author level. Co-citation and keyword analyses revealed that RB research hotspots are shifting from a focus on basic molecular mechanisms, such as the cell cycle and RB protein, toward advanced therapeutic strategies, such as intra-arterial chemotherapy and nanoparticle-based drug delivery. Emerging keywords such as complexity, chemoresistance and carboplatin indicate that future studies will focus on optimising diagnosis and treatment. Conclusions:From 2015 to 2024, RB research displayed a sustained growth trend, with the United States and its institutions and scholars contributing the most publications. The research focus has shifted from the exploration of molecular mechanisms to the optimization of precise treatment strategies, among which the application of nanotechnology and the resolution of drug resistance mechanisms will become key breakthrough directions.

Result Analysis
Print
Save
E-mail