1.Predicting intraoperative blood transfusion risk in hip fracture patients using explainable machine learning models
Fengting LU ; Xiaoming LI ; Dekui LI ; Xianyuan XIE ; Jiazhong WANG ; Qing YU ; Gan HUANG ; Jun SHEN
Chinese Journal of Blood Transfusion 2026;39(2):196-202
Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.
2.Neuroprotective effect and mechanism of eleutheroside B on Parkinson’s disease model mice by regulating the IKKβ/NF-κB signaling pathway
Xiaoli WANG ; Hua RONG ; Siwen PAN ; Chunlei YU ; Tianjiao XU ; Yu SUN ; Huan CONG ; Yu PANG ; Gang CHEN ; Xiaoming LI
China Pharmacy 2026;37(8):998-1002
OBJECTIVE To investigate the neuroprotective effect and mechanism of eleutheroside B (ELB) on Parkinson’s disease (PD) model mice by regulating the IκB kinase β (IKKβ)/nuclear factor-κB (NF-κB) signaling pathway. METHODS Fifty mice were randomly divided into normal control group, model group, positive control group (selegiline hydrochloride, 10 mg/kg), and ELB low-dose and high-dose groups (80, 160 mg/kg), with 10 mice in each group. Each group was given relevant medicine or normal saline intragastrically for 14 consecutive days. Starting from the 10th day of administration, the model group and all administration groups were intraperitoneally injected with 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) 30 mg/kg, for five consecutive days to establish the chronic PD model. After the last administration for 24 h, six mice were randomly selected from each group to test their behavioral abilities; detect the levels of interleukin-1β (IL-1β), IL-10, tumor necrosis factor-α (TNF-α) in brain tissue and their mRNA expressions were measured, and positive expression of tyrosine hydroxylase (TH), protein expressions of TH, α -synuclein ( α -syn), ionized calcium-binding adaptor molecule 1 (Iba-1), as well as phosphorylation levels of IKKβ and NF-κB p65 proteins in the brain tissue were detected. The ultrastructure of neurons in substantia nigra was observed. RESULTS Compared with the model group, rotarod endurance time and climbing score of each administration group (except for the ELB low-dose group) were increased significantly ( P <0.05), while the levels and mRNA expressions of IL-1β, TNF-α, α -syn, and Iba-1, as well as phosphorylation levels of IKKβ and NF-κB p65 proteins in brain tissue were decreased significantly (except for TNF-α in the ELB low-dose group). Conversely, the level and mRNA expression of IL-10 (except for the ELB low-dose group), TH positive expression and protein expressions were significantly increased ( P <0.05). Typical neurodegenerative pathological changes, such as neuronal karyopyknosis, mitochondrial swelling and vacuolization, and endoplasmic reticulum dilation, all showed varying degrees of improvement. CONCLUSIONS ELB may exert neuroprotective effects by inhibiting the activation of the IKKβ/NF-κB signaling pathway, alleviating inflammatory responses, reducing abnormal α -syn aggregation and neuronal loss, and further improving motor dysfunction in PD mice.
3.Disease-syndrome Combination Animal Models in Andrology of Traditional Chinese Medicine: A Review and Prospects
Jigang CAO ; Jianxiong LIU ; Min XIAO ; Xiaocui JIANG ; Aidi LIANG ; Xingyu JIANG ; Yanyan ZHOU ; Xiaoming YU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(13):303-314
The disease-syndrome combination animal model in traditional Chinese medicine (TCM) andrology serves as an important bridge linking TCM theory with modern medical research, providing a key experimental platform for elucidating the 'syndrome-disease' correlation mechanism in male-specific diseases and for screening effective prescriptions. This article reviews recent progress in animal model research on common TCM andrological diseases, including prostatic diseases, sexual dysfunction, and male infertility, with a focus on analyzing the application, advantages, and disadvantages of various modeling strategies, such as immune induction, hormonal intervention, and multi-factor combination across different syndrome types. However, despite breakthroughs in model construction techniques, current research still faces several challenges, including insufficient standardization of syndrome differentiation and difficulties in quantifying TCM-specific indicators. Future studies need to optimize model evaluation systems by integrating modern technologies, in order to promote the standardization and internationalization of TCM andrology research.
4.Mechanism of Action of Kaixinsan in Ameliorating Alzheimer's Disease
Xiaoming HE ; Xiaotong WANG ; Dongyu MIN ; Xinxin WANG ; Meijia CHENG ; Yongming LIU ; Yetao JU ; Yali YANG ; Changbin YUAN ; Changyang YU ; Li ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(1):20-29
ObjectiveTo investigate the mechanism of action of Kaixinsan in the treatment of Alzheimer's disease (AD) based on network pharmacology, molecular docking, and animal experimental validation. MethodsThe Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform(TCMSP) and the Encyclopedia of Traditional Chinese Medicine(ETCM) databases were used to obtain the active ingredients and targets of Kaixinsan. GeneCards, Online Mendelian Inheritance in Man(OMIM), TTD, PharmGKB, and DrugBank databases were used to obtain the relevant targets of AD. The intersection (common targets) of the active ingredient targets of Kaixinsan and the relevant targets of AD was taken, and the network interaction analysis of the common targets was carried out in the STRING database to construct a protein-protein interaction(PPI) network. The CytoNCA plugin within Cytoscape was used to screen out the core targets, and the Metascape platform was used to perform gene ontology(GO) functional enrichment analysis and Kyoto encyclopedia of genes and genomes(KEGG) pathway enrichment analysis. The “drug-active ingredient-target” interaction network was constructed with the help of Cytoscape 3.8.2, and AutoDock Vina was used for molecular docking. Scopolamine (SCOP) was utilized for modeling and injected intraperitoneally once daily. Thirty-two male C57/BL6 mice were randomly divided into blank control (CON) group (0.9% NaCl, n=8), model (SCOP) group (3 mg·kg-1·d-1, n=8), positive control group (3 mg·kg-1·d-1 of SCOP+3 mg·kg-1·d-1 of Donepezil, n=8), and Kaixinsan group (3 mg·kg-1·d-1 of SCOP+6.5 g·kg-1·d-1 of Kaixinsan, n=8). Mice in each group were administered with 0.9% NaCl, Kaixinsan, or Donepezil by gavage twice a day for 14 days. Morris water maze experiment was used to observe the learning memory ability of mice. Hematoxylin-eosin (HE) staining method was used to observe the pathological changes in the CA1 area of the mouse hippocampus. Enzyme linked immunosorbent assay(ELISA) was used to determine the serum acetylcholine (ACh) and acetylcholinesterase (AChE) contents of mice. Western blot method was used to detect the protein expression levels of signal transducer and activator of transcription 3(STAT3) and nuclear transcription factor(NF)-κB p65 in the hippocampus of mice. ResultsA total of 73 active ingredients of Kaixinsan were obtained, and 578 potential targets (common targets) of Kaixinsan for the treatment of AD were screened out. Key active ingredients included kaempferol, gijugliflozin, etc.. Potential core targets were STAT3, NF-κB p65, et al. GO functional enrichment analysis obtained 3 124 biological functions, 254 cellular building blocks, and 461 molecular functions. KEGG pathway enrichment obtained 248 pathways, mainly involving cancer-related pathways, TRP pathway, cyclic adenosine monophosphate(cAMP) pathway, and NF-κB pathway. Molecular docking showed that the binding of the key active ingredients to the target targets was more stable. Morris water maze experiment indicated that Kaixinsan could improve the learning memory ability of SCOP-induced mice. HE staining and ELISA results showed that Kaixinsan had an ameliorating effect on central nerve injury in mice. Western blot test indicated that Kaixinsan had a down-regulating effect on the levels of NF-κB p65 phosphorylation and STAT3 phosphorylation in the hippocampal tissue of mice in the SCOP model. ConclusionKaixinsan can improve the cognitive impairment function in SCOP model mice and may reduce hippocampal neuronal damage and thus play a therapeutic role in the treatment of AD by regulating NF-κB p65, STAT3, and other targets involved in the NF-κB signaling pathway.
5.Characterization of the Effect of Tongue on Palatal Shelf Elevation Patterns in a Mouse Model of Palatogenesis
Yu ZHANG ; Hui YANG ; Demao ZHANG ; Dou LI ; Xiaoming WANG
Journal of Sichuan University (Medical Sciences) 2025;56(5):1289-1295
Objective To investigate the mechanisms underlying regional heterogeneity in the elevating patterns of palatal shelf during mammalian craniofacial development.Methods Using a mouse model of embryonic palatal development,we acquired coronal multi-plane slices of the palatal shelves before elevation(early E13.5),during elevation(late E13.5),and after elevation(early E14.5).Hematoxylin and eosin(HE)staining was performed to compare the morphological changes and spatial correlations between the palate and tongue.Immunofluorescence staining of myosin heavy chain 1(MYH1),a marker found in slow muscle fibers and responsible for muscle contraction and movement,was performed to observe the tongue muscle development characteristics at different stages.We also observed changes in the palatal shelf elevating patterns at early E13.5 in the absence of the tongue through HE-stained in vitro palate organ culture.Further immunofluorescence staining of tenascin-C,an extracellular matrix protein,was performed to evaluate the effect of the tongue on the elevating pattern of the palatal shelf along the anterior-posterior axis.Results HE staining results of the coronal multi-plane slices showed that during the elevation period,from the posterior toward anterior,the coronal height of the tongue decreased,lateral inclination and flattening increased,but the sagittal length of the tongue increased.The elevating pattern of the palatal shelf changed from slow remodeling to rapid flipping,and MYH1 was abundantly expressed in both the internal and external muscle bundles of the tongue during this period.According to findings from in vitro cultivation of palatal organs,the posterior part of the palatal shelf elevated without forming new lateral lingual protrusions in the absence of the tongue.The regional expression pattern of tenascin-C was consistent with that observed before elevation.The posterior palate exhibited an elevation pattern similar to that of the anterior region.Conclusion The tongue may play a crucial role in shaping the posterior morphological remodeling and distinct elevation patterns of the palatal shelf.
6.Expression and clinical significance of serum tumor-associated antigens in patients with rheumatoid arthritis
Ying XIA ; Yu TANG ; Xinyi ZHA ; Yanru WANG ; Wei SHI ; Xun GONG ; Yingying QIU ; Xiaoming FEI
Journal of Clinical Medicine in Practice 2025;29(9):1-6
Objective To investigate the expression of serum tumor-associated antigens(TAAs)in patients with rheumatoid arthritis(RA)and analyze their clinical significance for RA.Methods A total of 214 RA patients were enrolled in the RA group,while 198 age-and gender-matched healthy individuals were included in the HC group.Rheumatoid factor(RF),anti-cyclic citrullinated peptide antibody(Anti-CCP),C-reactive protein(CRP),erythrocyte sedimentation rate(ESR),interleu-kin-6(IL-6),ferritin levels,as well as gender,age,disease duration,disease activity score(DAS28)and clinical manifestations were collected from the RA group.The expression of TAAs in RA patients and the clinical characteristics of TAA-positive patients were analyzed.Spearman correla-tion analysis was used to evaluate the relationships between TAAs and clinical indicators in RA pa-tients.Results The positive rate of carbohydrate antigen 125(CA125)in the RA group was 8.88%,which was significantly higher than 1.01% in the HC group(P<0.001).Serum CA125 and cytok-eratin fragment 19(CYFRA21-1)levels in the RA group were significantly higher than those in the HC group,whereas alpha-fetoprotein(AFP),carcinoembryonic antigen(CEA),carbohydrate anti-gen 199(CA199)and neuron-specific enolase(NSE)levels were significantly lower(P<0.001).TAA-positive patients had significantly older age and higher rates of pulmonary interstitial lesions compared to TAA-negative patients(P<0.05).Patients with DAS28 scores>5.1 had significantly higher CA125 levels than those with DAS28 scores ≤5.1(P<0.05).CA125 levelswere positively corre-lated with DAS28 scores,ESR,RF,and anti-CCP antibodies(r=0.142,0.140,0.268,0.183;P<0.05).Conclusion In RA patients,the positivity rate and levels of some serum TAAs are ele-vated,and TAA-positive patients tend to be older and have higher incidence of pulmonary interstitial lesions.CA125 levels are positively correlated with RA disease activity.
7.Comparative analysis of the predictive value of fried frailty phenotype, liver fraily index and short physical performance battery in the prognosis of patients with liver cirrhosis
Jia LUO ; Dai ZHANG ; Shan SHAN ; Xiaoming WANG ; Xiaojuan OU ; Yu WANG ; Jidong JIA
Journal of Clinical Hepatology 2025;41(9):1818-1828
ObjectiveTo investigate the value of Fried Frailty Phenotype (FFP), liver frailty index (LFI), and Short Physical Performance Battery (SPPB) in predicting 2-year all-cause mortality and decompensation events in patients with liver cirrhosis. MethodsA total of 277 patients with liver cirrhosis who were hospitalized in Beijing Friendship Hospital, Capital Medical University, from December 2020 to December 2021 were enrolled, and FFP, LFI, and SPPB were used to assess the state of frailty. Based on the scores of each tool, these patients were divided into frail and non-frail groups. These three tools were compared in terms of consistency and independent predictive performance. The primary endpoints were 2-year all-cause mortality rate and composite endpoints (death+decompensation events), and the Cox regression analysis, the receiver operating characteristic (ROC) curve, net reclassification index (NRI), and integrated discrimination improvement (IDI) index were used to analyze the predictive value of the three tools. Normally distributed continuous data were compared between two groups using the independent samples t-test, while non-normally distributed continuous data were compared using the Mann-Whitney U test. Categorical data were compared between groups using the chi-square test or Fisher’s exact test. The agreement among different frailty tools was evaluated using Cohen’s Kappa statistic. The Kaplan-Meier survival curve was plotted, and a survival analysis was performed using the log-rank test. ResultsThe prevalence rate of frailty assessed by FFP, LFI, and SPPB was 37.2%, 22.4%, and 20.2%, respectively, with a moderate consistency between FFP and LFI/SPPB (κ=0.57, 95% confidence interval [CI]: 0.47 — 0.67; κ=0.51, 95%CI: 0.41 — 0.62) and a relatively high consistency between LFI and SPPB (κ=0.87, 95%CI: 0.80 — 0.94). Compared with the non-frailty group, the frailty group had significantly higher all-cause mortality rate and incidence rate of composite endpoints (P0.001). After multivariate adjustment, FFP, LFI, and SPPB had a hazard ratio of 2.42(95%CI: 1.51 — 5.11), 2.21(95%CI: 1.11 — 4.42), and 2.21(95%CI: 1.14 — 4.30), respectively, in predicting all-cause mortality, as well as a hazard ratio of 2.51(95%CI: 1.61 — 3.91), 2.40(95%CI: 1.51 — 3.80), and 2.20(95%CI: 1.39 — 3.47), respectively, in predicting composite endpoints. Compared with Child-Pugh score, FFP had a significantly greater area under the ROC curve (AUC) in predicting all-cause mortality (0.79 vs 0.69, P=0.032) and composite endpoints (0.75 vs 0.68, P=0.044). Frailty assessment tools combined with Child-Pugh score significantly improved the performance in predicting all-cause mortality and composite endpoints, with an AUC of 0.81 — 0.82 and 0.77 — 0.78, respectively (P0.05). NRI and IDI analyses further confirmed the improvement of the combined model in classification (all P0.001). ConclusionFFP, LFI, and SPPB can independently predict adverse outcomes in patients with liver cirrhosis, among which FFP has the best predictive performance, and the combination of frailty assessment tools with Child-Pugh score can significantly enhance the accuracy of prognostic evaluation.
8.Adiposity, circulating metabolic markers, and risk of cardiometabolic multimorbidity.
Si CHENG ; Zhiqing ZENG ; Jun LV ; Canqing YU ; Dianjianyi SUN ; Pei PEI ; Ling YANG ; Yiping CHEN ; Huaidong DU ; Li GAO ; Xiaoming YANG ; Daniel AVERY ; Junshi CHEN ; Zhengming CHEN ; Liming LI ; Yuanjie PANG
Chinese Medical Journal 2025;138(8):991-993
9.Efficacy and safety of venetoclax combined with low-dose cytarabine in newly diagnosed acute myeloid leukemia
Cao LINPING ; Fei XIAOMING ; Lei FANG ; Yu XIANQIU ; Yang YUANLIN ; Tang YU
Chinese Journal of Clinical Oncology 2025;52(3):122-126
Objective:To evaluate the therapeutic efficacy,safety,and factors influencing overall survival(OS)in patients with newly dia-gnosed acute myeloid leukemia(unfit AML)treated with venetoclax(VEN)plus low-dose cytarabine(LDAC)treatment regimen.Methods:In this study,we retrospectively analyzed clinical data from 33 patients with unfit AML treated with VEN plus LDAC at the Affiliated Hospital of Jiangsu University between December 2019 and January 2024.The efficacy and survival outcomes of this regimen were assessed.Results:Thirty-three patients(median age:72 years)were enrolled,including 29 with de novo AML and four with secondary AML.The median follow-up duration was 781 days,with a median OS and progression-free survival(PFS)of 467 days(range:104-812 days)and 395 days(range:104-637 days),respectively.After induction chemotherapy,the overall response rate(ORR)was 69.7%,with a composite rate of complete response(CR)and CR with incomplete blood count recovery(CRi)reaching 36.4%.Morphologic leukemia-free state(MLFS)and partial re-mission(PR)were observed in 3%and 30.3%of patients,respectively.The median number of treatment cycles was three(range:1-6.5).Treatment-related adverse events were primarily hematological,with high rates of grade 3-4 hematologic toxicities.Kaplan-Meier analysis revealed significant associations between survival and ECOG performance status,TP53 mutation status,treatment cycles,and response(P<0.05).Univariate and multivariate Cox regression analyses identified treatment cycles as an independent risk factor for OS(P<0.05).Con-clusions:The VEN plus LDAC regimen demonstrated feasibility and efficacy in patients with newly diagnosed AML;initial response and con-tinuous treatment were associated with favorable survival.
10.Potential application value of Cistanche deserticola in treatment of sepsis-induced intestinal injury
Tao MA ; Libo ZHOU ; Zhihua LI ; Yi WANG ; Xiaoming GAO ; Xiangyou YU
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2025;32(4):493-498
In the earliest existing pharmacological monograph in China,Shennong Bencao Jing,there is a record of a parasitic plant known as"desert ginseng"——Cistanche deserticola.It exerts beneficial effects on the function of the heart,kidney,spleen,and lung.As research into its pharmacological properties has progressed,the active components of Cistanche deserticola also have shown promise for treating intestinal disorders.Due to the complex pathological mechanisms of sepsis,which often accompany multiple organ dysfunction,aligns closely with the multi-target pharmacological characteristics of Cistanche deserticola's.Furthermore,because Cistanche deserticola is both edible and medicinal,and exhibits a wide therapeutic window,it has a natural advantage in the clinical transformation and application after drug development.Currently,to expand its medicinal range,a review of the main active components of Cistanche deserticola and their related pharmacological effects is conducted,and combined with the specific characteristics of intestinal injury in sepsis,the potential value of Cistanche deserticola in intestinal barrier protection,microbial coordination,and intestinal motility regulation is further elaborated,providing new ideas and a theoretical basis for the application of Cistanche deserticola in sepsis-induced intestinal injury.

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