1.Establishment of amachine learning-based precision recruitment method at the county level
Xiaoyan FU ; Zihan ZHANG ; Fang ZHAO ; Chunlan ZHOU ; Wenbiao LIANG ; Cheng YU ; Yingzhi YAN ; Wei SI ; Weibin TAN ; Hui XUE
Chinese Journal of Blood Transfusion 2025;38(12):1752-1758
Objective: To establish a machine learning-based precision blood donor recruitment model at the county level and assess its generalizability and applicability. Methods: A retrospective study was conducted using blood donation and SMS recruitment data from the Taicang Branch of the Suzhou Blood Center between 2019 and 2024. Multiple machine learning algorithms were employed, including extreme gradient boosting, support vector machine, k-nearest neighbor, logistic regression, decision tree, random forest, and multilayer perceptron. These were combined with techniques such as synthetic minority oversampling, undersampling, and cost-sensitive learning (using MFE and MSFE loss functions). Model parameters were optimized through grid search to identify the best-performing model. Results: In a prospective comparative study against conventional methods, the machine learning models increased the recruitment success rate among high-willingness donors by an average of 129.15%, and the recruitment efficiency per SMS improved by 125.02% compared with the traditional method. Under full-scale SMS sending, the recruitment rate per SMS increased by 42.61%, and SMS sending efficiency improved by 31.77%, significantly enhancing recruitment performance. Conclusion: This study represents the first application of a machine learning-based precision donor recruitment model at the county-level in China. The precise recruitment framework not only improves recruitment efficiency and reduces recruitment costs but also demonstrates strong scalability and generalizability. It provides a scientific and feasible intelligent pathway to ensure the safety and sustainability of the blood supply.
2.Study on the mechanism of N-acetylcysteine in alleviating cisplatin-induced liver injury
Biqian YANG ; Huiming HE ; Tingmei YIN ; Xiaoyan FU ; Guangmiao GAO ; Lingling YANG ; Jie LI ; Xiaolong LIAN ; Yi DENG
Journal of Chongqing Medical University 2025;50(6):815-820
Objective:To investigate the hepatoprotective effect of N-acetylcysteine(NAC)on rats with liver injury induced by cisplatin and its effect on intestinal flora and the expression of interleukin-6(IL-6),tumor necrosis factor-α(TNF-α),and nuclear factor-kappa B(NF-κB).Methods:Male Sprague-Dawley rats were randomly divided into control group(CG),cisplatin group(CP),and NAC group.The rats in the NAC group were given NAC 15 mg/kg by gavage for 8 consecutive days.At half an hour after intragastric administration on the fifth day,all rats except those in the NC group were given intraperitoneal injection of 8 mg/kg cisplatin to induce acute liver injury.An automatic biochemical analyzer was used to measure the content of aspartate aminotransferase(AST),alanine aminotransferase(ALT),alkaline phosphatase(ALP),and total bilirubin(TBIL);liver index was calculated for the rats;Western blot was used to measure the relative expression levels of NF-κB,IL-6,and TNF-α in liver tissue;the 16S rDNA technique was used to measure and analyze the amplification information of the V3-V4 regions of each sample.Results:Compared with the NC group,the CP group had significant increases in the content of AST,ALT,ALP,and TBIL,while NAC reversed the abnormal liver function caused by cisplatin.Compared with the NC group,the CP group had a sig-nificant increase in liver index(P=0.000),while the NAC group had a significant reduction in liver index compared with the CP group(P=0.007).Compared with the NC group,the CP group had signifi-cant increases in the expression levels of IL-6,TNF-α,and NF-κB,while the NAC group showed reductions in the expression of these genes,with significant differences in the expression of IL-6 and TNF-α(P=0.006 and 0.000).Compared with the NC group,the CP group had a significant increase in the α-diversity index of intesti-nal flora,while compared with the CP group,the NAC group tended to have a reduction in the α-diversity index of intestinal flora.Com-pared with the CP group at the phylum level,the NAC group had an increase in the abundance of Actinobacteria and a reduction in the abundance of Firmicutes.Compared with the CP group at the genus level,the NAC group had a reduction in the abundance of Rumino-coccaceae and increases in the abundance of Bifidobacterium and Allobaculum.Conclusion:NAC can alleviate acute liver injury caused by cisplatin,possibly by downregulating the expression of IL-6,TNF-α,and NF-κB and regulating the abundance and diver-sity of intestinal flora.
3.Research progress on the influence of oral breathing on the growth and development of children's dental and maxillofacial region.
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(7):686-690
During the growth period, mouth breathing caused by upper airway obstruction can adversely affect normal development of children's maxillofacial region, manifesting various types of growth patterns and facial appearance. Therefore, to further understand the influence of different obstructive parts of upper airway on maxillofacial growth patterns, this knowledge would be helpful for clinicians in guiding the normal development of children's maxillofacial region. This review describes the common causes of oral breathing, and analyzes the maxillofacial development characteristics of children with different upper airway stenosis anatomical planes and various age stages. In order to provide a reference frame basis for the intervention timing, program formulation and the maintenance of the post-operative efficacy of children with oral breathing.
Humans
;
Maxillofacial Development
;
Child
;
Mouth Breathing/physiopathology*
;
Airway Obstruction
4.Analysis of the correlation between blood lipid levels and cognitive dysfunction in elderly people aged 65 and above
Jinping HUANG ; Yuanzheng FU ; Yangjian PAN ; Yurong HU ; Jinquan ZHANG ; Xiaoyan DU
Chinese Journal of Preventive Medicine 2025;59(7):1084-1089
his cross-sectional study employed convenience sampling to enroll 1 994 community-dwelling older adults (aged ≥65 years) undergoing health examinations at a Guangzhou community hospital between January and December 2024, aiming to investigate associations between blood lipid profiles and cognitive impairment. Cognitive function was assessed using the AD8 scale, with demographic characteristics (age, sex, education, occupation), health status (hypertension, diabetes mellitus), and lifestyle factors (smoking/alcohol use) collected via questionnaires. Fasting blood samples quantified triglycerides (TG), total cholesterol (TC), low-density lipoprotein cholesterol (LDL-C), and high-density lipoprotein cholesterol (HDL-C). Propensity score matching (PSM) balanced baseline characteristics between lipid-level groups. Pre-PSM analyses revealed significant intergroup differences: TG groups differed in sex, BMI, alcohol use, hypertension, and self-rated health ( P<0.05); TC groups in sex, age, occupation, diabetes, and hypertension; LDL-C groups in sex, age, occupation, diabetes, hypertension, and daily living ability; HDL-C groups in sex, age, education, occupation, BMI, smoking, diabetes, and hypertension. Post-PSM adjustment eliminated baseline differences ( P>0.05). Multivariable logistic regression adjusted for demographic, clinical, and lifestyle factors demonstrated that elevated TG levels conferred a 48% reduced risk of cognitive dysfunction [ OR (95% CI): 0.52 (0.29-0.94)], whereas TC, LDL-C, and HDL-C showed no significant associations (all P>0.05). These findings suggest an inverse association between higher triglyceride levels and cognitive dysfunction risk in older adults, highlighting TG′s potential protective role in cognitive health.
5.Analysis of factors influencing platelet transfusion in children with high-risk stage Ⅳ neuroblastoma undergoing autologous hematopoietic stem cell transplantation
Xiaoyan FU ; Zida ZHEN ; Lijuan QIU ; Huimin ZHANG ; Mengjian WANG ; Shuaihang ZHANG ; Shuxuan MA
Chinese Journal of Blood Transfusion 2025;38(7):896-901
Objective: To evaluate the platelet transfusion requirements in children with high-risk stage Ⅳ neuroblastoma undergoing autologous hematopoietic stem cell transplantation (ASCT), and to identify risk factors for increased transfusion needs and prolonged time to platelet transfusion independence. Methods: This single-center retrospective clinical study included 96 children with high-risk stage Ⅳ neuroblastoma who underwent ASCT from January 2019 to May 2024 in our hospital. Relevant clinical data were collected and analyzed, including age, gender, body surface area, platelet count (PLT) on stem cell infusion day (day 0), conditioning regimen, CD34
stem cell dose, platelet transfusion requirements during transplantation, and time to platelet transfusion independence post-transplant. Results: All 96 (100%) children received transfusion after ASCT. From day 0 to transfusion independence, the median number of platelet transfusion was 3 (2, 4.50), and the median volume of platelet transfused was 3 (2, 4.25) units. Platelet transfusion was required in almost all children in pseudo-healing stage (day 4 to day 6) and polar stage (day 7 to day 14), with transfusion rates as high as 83.33%(n=80) and 100%(n=96), respectively. The median time to platelet transfusion independence post-transplant was 13(11,17) days. Multivariate analysis showed that PLT<100×10
/L on day 0, platelet transfusion within one week before ASCT, the use of “busulfan+ melphalan” conditioning regimen, and CD34
stem cell dose<4.0×10
/kg were associated with significantly increased platelet requirements and numbers of transfusion (P<0.05). PLT<100×10
/L on day 0, platelet transfusion within one week before ASCT, and CD34
stem cell dose<4.0×10
/kg were associated with significantly delayed platelet transfusion independence (P<0.05). Age, sex, and blood type showed no statistically significant association (P>0.05) with post-transplant platelet transfusion requirements or time to transfusion independence in neuroblastoma patients. Conclusion: This study provided quantitative data for platelet transfusion after ASCT in children with high-risk stage Ⅳ neuroblastoma, and identified PLT<100×10
/L on day 0, platelet transfusion within one week before ASCT, CD34
stem cell dose<4.0×10
/kg were risk factors for increased platelet transfusions and delayed transfusion independence. Furthermore, the use of the BuMel (busulfan-melphalan) conditioning regimen was also found to contribute to increased transfusion requirements.
6.Analysis of factors influencing platelet transfusion in children with high-risk stage Ⅳ neuroblastoma undergoing autologous hematopoietic stem cell transplantation
Xiaoyan FU ; Zida ZHEN ; Lijuan QIU ; Huimin ZHANG ; Mengjian WANG ; Shuaihang ZHANG ; Shuxuan MA
Chinese Journal of Blood Transfusion 2025;38(7):896-901
Objective: To evaluate the platelet transfusion requirements in children with high-risk stage Ⅳ neuroblastoma undergoing autologous hematopoietic stem cell transplantation (ASCT), and to identify risk factors for increased transfusion needs and prolonged time to platelet transfusion independence. Methods: This single-center retrospective clinical study included 96 children with high-risk stage Ⅳ neuroblastoma who underwent ASCT from January 2019 to May 2024 in our hospital. Relevant clinical data were collected and analyzed, including age, gender, body surface area, platelet count (PLT) on stem cell infusion day (day 0), conditioning regimen, CD34
stem cell dose, platelet transfusion requirements during transplantation, and time to platelet transfusion independence post-transplant. Results: All 96 (100%) children received transfusion after ASCT. From day 0 to transfusion independence, the median number of platelet transfusion was 3 (2, 4.50), and the median volume of platelet transfused was 3 (2, 4.25) units. Platelet transfusion was required in almost all children in pseudo-healing stage (day 4 to day 6) and polar stage (day 7 to day 14), with transfusion rates as high as 83.33%(n=80) and 100%(n=96), respectively. The median time to platelet transfusion independence post-transplant was 13(11,17) days. Multivariate analysis showed that PLT<100×10
/L on day 0, platelet transfusion within one week before ASCT, the use of “busulfan+ melphalan” conditioning regimen, and CD34
stem cell dose<4.0×10
/kg were associated with significantly increased platelet requirements and numbers of transfusion (P<0.05). PLT<100×10
/L on day 0, platelet transfusion within one week before ASCT, and CD34
stem cell dose<4.0×10
/kg were associated with significantly delayed platelet transfusion independence (P<0.05). Age, sex, and blood type showed no statistically significant association (P>0.05) with post-transplant platelet transfusion requirements or time to transfusion independence in neuroblastoma patients. Conclusion: This study provided quantitative data for platelet transfusion after ASCT in children with high-risk stage Ⅳ neuroblastoma, and identified PLT<100×10
/L on day 0, platelet transfusion within one week before ASCT, CD34
stem cell dose<4.0×10
/kg were risk factors for increased platelet transfusions and delayed transfusion independence. Furthermore, the use of the BuMel (busulfan-melphalan) conditioning regimen was also found to contribute to increased transfusion requirements.
7.Study on the intervention of trigonelline on ferroptosis of ARPE-19 based on Nrf2/HO-1/GPX4 signaling pathway
Xinxin YUE ; Yang FU ; Haizhe JIN ; Xiaoyan YIN ; Quanwei FU
International Eye Science 2025;25(2):191-197
AIM: To investigate and clarify the intervention mechanism of trigonelline(TRG)in preventing ferroptosis in ARPE-19 cells based on the Nrf2/HO-1/GPX4 pathway.METHODS: The ARPE-19 cells were cultured and subsequently treated with varying concentrations of trigonelline to ascertain the most effective concentration for modulating the cells. Then the cells were categorized into distinct groups, including normal control(NC)group, high glucose(HG)group, Fer-1 group, TRG group based on the determined concentration. Samples from each group were then gathered to assess relevant indicators. The intracellular levels of glutathione(GSH), malondialdehyde(MDA), and Ferrion were quantified in accordance with the protocols provided by the GSH, MDA, and Ferrion detection kits. Flow cytometry was employed to measure the ROS levels within each group. Additionally, Western blot analysis was conducted to examine the expression of nuclear factor erythroid 2-related factor 2(Nrf2), heme oxygenase-1(HO-1), glutathione peroxidase(GPX4), and acyl-CoA synthetase long-chain family member 4(ACSL4)across the different groups.RESULTS: The preconditioning intervention with 40 μg/mL TRG effectively mitigated the decline in cell activity induced by high glucose levels. The levels of reactive oxygen species(ROS)and MDA in the HG group were markedly elevated compared to the NC group; and the TRG group exhibited significantly reduced levels of ROS and MDA compared to those of the HG group, with the antioxidant stress index GSH showing opposite trends to those of ROS and MDA across all the groups. Whereas the Fer-1 and TRG groups showed decreased expression levels of ACSL4 protein and iron ions, and the expression levels of Nrf2, HO-1 and GPX4 in the Fer-1 and TRG groups were increased.CONCLUSION: TRG protects ARPE-19 cells from the detrimental effects of high glucose by targeting the Nrf2/HO-1/GPX4 signaling pathway to counter ferroptosis.
8.The impact of trigonelline on the ARPE-19 ferroptosis signaling pathway un-der hypoxia conditions
Xinxin YUE ; Yang FU ; Xiaoyan YIN ; Min WANG
Recent Advances in Ophthalmology 2025;45(4):263-268
Objective To investigate and elucidate the effect of trigonelline(TRG)on the ARPE-19 ferroptosis sig-naling pathway under hypoxia conditions.Methods ARPE-19 cells were routinely cultured and intervened with different concentrations of TRG.According to the optimal concentration(40 mg·L-1)of TRG determined for ARPE-19 interven-tion,the cells were divided into an NC group(routinely cultured for 24 h),a CoCl2 group(treated with 150 mmol·L-1 CoCl2 for 24 h),a Fer-1 group(treated at first with 1 μmol·L-1 Fer-1 for 12 h and then with 150 mumol·L-1 CoCl2 for 12 h),and a TRG group(treated at first with 40 mg·L-1 TRG for 24 h and then with 150 mmol·L-1 CoCl2 for 24 h).The levels of glutathione(GSH),malondialdehyde(MDA)and Fe2+ions in each group of cells were evaluated by detectionkits.The levels of reactive oxygen species(ROS)in each group of cells were detected by flow cytometry.Western blot was used to analyze the expression levels of hypoxia-induced factor-1α(HIF-1α),vascular endothelial growth factor(VEGF),glutathione peroxidase 4(GPX4)and acyl-CoA synthetase long-chain family member 4(ACSL4)in each group of cells.The expression levels of VEGF and ACSL4 proteins in each group of cells were measured by immunofluorescence staining.Results The ROS levels in TRG and Fer-1 groups were significantly lower than those in the CoCl2 group(t=27.91,31.61;both P<0.01).The change trend of MDA and Fe2+levels was the same with that of ROS levels in each group.Com-pared with those in the CoCl2 group,the GSH levels were increased significantly(t=15.95,12.76;both P<0.01)and the relative expression levels of HIF-1α and VEGF proteins were decreased significantly in Fer-1 and TRG groups(all P<0.01).The CoCl2 group had higher ACSL4 levels and lower GPX4 levels than the NC group(t=31.05,13.18;both P<0.01).Fer-1 and TRG groups had lower ACSL4 expression levels and higher GPX4 expression levels than the CoCl2 group(all P<0.01).The results of immunofluorescence staining showed that the expression levels of VEGF and ACSL4 proteins in the CoCl2 group were higher than those in the NC group.The expression levels of VEGF and ACSL4 proteins in Fer-1 and TRG groups were lower than those in the CoCl2 group.Conclusion TRG protects ARPE-19 cells from hypoxia-induced oxidative stress damage by inhibiting ferroptosis.
9.Clinical efficacy of using removable titanium clip combined with rubber band and endoscopic double traction for treating gastric submucosal tumor
Xiaoling CHEN ; Xiaoyan FU ; Lingshan HUANG ; Jing YU
China Journal of Endoscopy 2025;31(5):66-71
Objective To study the clinical efficacy and safety of detachable titanium clip combined with rubber band intracavity dual traction assistance in endoscopic treatment of gastric submucosal tumors(SMT).Methods 52 patients who underwent endoscopic submucosal excavation(ESE)or endoscopic full thickness resection(EFR)for gastric SMT from January 2022 to July 2024 were selected.27 patients using the detachable titanium clip combined with rubber band intracavity dual traction assistance ESE or EFR were selected as experimental group,and 25 patients using the traditional ESE or EFR were selected as control group.Operation time,hospital stay,hospital cost,one time complete excavation rate and complication rates were compared between the two groups.Results The operation time and hospital stay in the experimental group were significantly shorter than those in the control group,and the hospital cost was also significantly lower,with all differences being statistically significant(P<0.05).The comparison of surgical complication rates between the two groups showed a statistically significant difference(P<0.05),with the experimental group having significantly lower total complication rates than that in the control group.However,there was no statistically significant difference(P>0.05)in the rate of one-time complete excavation between the two groups.Conclusion The detachable titanium clip combined with rubber band intracavitary dual-traction-assisted endoscopic treatment for gastric SMT significantly shortens the operation time and hospital stay,reduces hospital costs and surgical complications.It is a simple,effective auxiliary device that worthy for clinical application.
10.Gene frequencies and polymorphism of the MNS blood group system in the Han population of voluntary blood donors in Suzhou
Zihao XU ; Xiaoyan FU ; Zhen LIU ; Jia JIANG ; Yiming JIN
Chinese Journal of Blood Transfusion 2025;38(3):397-401
[Objective] To investigate the antigen and gene frequency distribution of the MNS blood group system in the Han population of voluntary blood donors in Suzhou, and to explore the polymorphism of rare MNS blood group genes, in order to improve the construction of the local rare blood group database. [Methods] A total of 8 034 whole blood samples were randomly collected from Han blood donors at our station from October 2023 to June 2024. The MNS blood group phenotypes were identified using serological methods. Gene frequencies were analyzed and compared with those of ethnic populations in other regions. Rare MNS phenotype samples were subjected to gene sequencing. [Results] The distribution of MNS blood group system phenotypes within the population was as follows: the MM, NN, and MN phenotypes accounted for 23.00%, 27.12%, and 49.88% respectively; the SS, ss, and Ss phenotypes accounted for 0.30%, 90.99%, and 8.70% respectively. The gene frequencies of M, N, S, and s were 0.4794, 0.5206, 0.0465, and 0.9534 respectively. Chi-squared tests confirmed adherence to Hardy-Weinberg equilibrium with P-values of 0.997 and 0.349, showing statistical significance compared to some other regional ethnic populations (P<0.05). Additionally, one rare serological phenotype, S-s-, with a frequency of 0.01%, was identified. [Conclusion] The MNS blood group system in the Han population of voluntary blood donors in Suzhou exhibits polymorphism and regional distribution characteristics. Gene frequencies differ from those observed in other regions of China. It is essential to enhance the establishment of a rare blood type database in Suzhou to provide data support for precise clinical transfusion.

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