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.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.
3.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.
4.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
5.The application of surgical robots in head and neck tumors.
Xiaoming HUANG ; Qingqing HE ; Dan WANG ; Jiqi YAN ; Yu WANG ; Xuekui LIU ; Chuanming ZHENG ; Yan XU ; Yanxia BAI ; Chao LI ; Ronghao SUN ; Xudong WANG ; Mingliang XIANG ; Yan WANG ; Xiang LU ; Lei TAO ; Ming SONG ; Qinlong LIANG ; Xiaomeng ZHANG ; Yuan HU ; Renhui CHEN ; Zhaohui LIU ; Faya LIANG ; Ping HAN
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(11):1001-1008
6.The influence of microvessel density and microlymphatic vessel density on prognosis in hypopharyngeal carcinoma and the construction.
Cong XU ; Lanzhen CUI ; Xiaoxiao LIU ; Jing BAI ; Lijun ZHANG ; Yu PENG ; Xiaoming LI
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(12):1143-1149
Objective:This study aims to investigate the influence of microvessel density(MVD) and microlymphatic vessel density(MLVD) on the prognosis of patients with hypopharyngeal squamous cell carcinoma(HPSCC) and to develop a nomogram prediction model for prognosis based on pathological characteristics. Methods:A retrospective analysis was conducted on clinicopathological and follow-up data from HPSCC patients who underwent surgical treatment at our institution between June 2010 and June 2020. Immunohistochemical staining was performed on tumor tissues and adjacent normal margin tissues to evaluate MVD and MLVD. The associations among MVD, MLVD, and clinicopathological features were analyzed. Univariate and multivariate Cox regression analyses were conducted to identify independent risk factors affecting overall survival(OS). Based on these findings, a nomogram model was constructed and its predictive accuracy was assessed using C-index, receiver operating characteristic(ROC) curve, and calibration curve. Results:Both MVD and MLVD were significantly higher in HPSCC tumor tissues compared to normal tissues. Patients in the high MVD and high MLVD groups exhibited significantly lower OS rates than those in the low MVD and low MLVD groups. Multivariate Cox regression analysis revealed that N stage, recurrence, nerve invasion, lymph node capsule invasion, MVD, and MLVD were independent prognostic factors of OS. Based on these factors, a nomogram prognosis model was successfully constructed. The nomograms demonstrated superior performance in terms of C-index, area under the ROC curve, and calibration, outperforming the AJCC TNM staging system. Conclusion:Elevated MVD and MLVD levels are associated with poorer prognosis in HPSCC patients. The nomogram model based on pathological features provides valuable insights for clinical assessment and decision-making.
Humans
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Hypopharyngeal Neoplasms/blood supply*
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Prognosis
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Retrospective Studies
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Microvascular Density
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Nomograms
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Lymphatic Vessels/pathology*
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Male
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Female
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Middle Aged
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Carcinoma, Squamous Cell/blood supply*
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Microvessels/pathology*
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Lymphatic Metastasis
;
Survival Rate
7.N 6-Methyladenosine modification of circDcbld2 in Kupffer cells promotes hepatic fibrosis via targeting miR-144-3p/Et-1 axis.
Sai ZHU ; Xin CHEN ; Lijiao SUN ; Xiaofeng LI ; Yu CHEN ; Liangyun LI ; Xiaoguo SUO ; Chuanhui XU ; Minglu JI ; Jianan WANG ; Hua WANG ; Lei ZHANG ; Xiaoming MENG ; Cheng HUANG ; Jun LI
Acta Pharmaceutica Sinica B 2025;15(1):296-313
Kupffer cells (KCs), as residents and sentinels of the liver, are involved in the formation of hepatic fibrosis (HF). However, the biological functions of circular RNAs (circRNAs) in KCs to HF have not been determined. In this study, the expression levels of circRNAs, microRNAs, and messenger RNAs (mRNAs) in KCs from a mouse model of HF mice were investigated using microarray and circRNA-Seq analyses. circDcbld2 was identified as a candidate circRNA in HF, as evidenced by its up-regulation in KCs. Silver staining and mass spectrometry showed that Wtap and Igf2bp2 bind to cirDcbld2. The suppression of circDcbld2 expression decreased the KC inflammatory response and oxidative stress and inhibited hepatic stellate cell (HSCs) activation, attenuating mouse liver fibrogenesis. Mechanistically, Wtap mediated the N 6-methyladenosine (m6A) methylation of circDcbld2, and Igf2bp2 recognized m6A-modified circDcbld2 and increased its stability. circDcbld2 contributes to the occurrence of HF by binding miR-144-3p/Et-1 to regulate the inflammatory response and oxidative stress. These findings indicate that circDcbld2 functions via the m6A/circDcbld2/miR-144-3p/Et-1 axis and may act as a potential biomarker for HF treatment.
8.PARylation promotes acute kidney injury via RACK1 dimerization-mediated HIF-1α degradation.
Xiangyu LI ; Xiaoyu SHEN ; Xinfei MAO ; Yuqing WANG ; Yuhang DONG ; Shuai SUN ; Mengmeng ZHANG ; Jie WEI ; Jianan WANG ; Chao LI ; Minglu JI ; Xiaowei HU ; Xinyu CHEN ; Juan JIN ; Jiagen WEN ; Yujie LIU ; Mingfei WU ; Jutao YU ; Xiaoming MENG
Acta Pharmaceutica Sinica B 2025;15(9):4673-4691
Poly(ADP-ribosyl)ation (PARylation) is a specific form of post-translational modification (PTM) predominantly triggered by the activation of poly-ADP-ribose polymerase 1 (PARP1). However, the role and mechanism of PARylation in the advancement of acute kidney injury (AKI) remain undetermined. Here, we demonstrated the significant upregulation of PARP1 and its associated PARylation in murine models of AKI, consistent with renal biopsy findings in patients with AKI. This elevation in PARP1 expression might be attributed to trimethylation of histone H3 lysine 4 (H3K4me3). Furthermore, a reduction in PARylation levels mitigated renal dysfunction in the AKI mouse models. Mechanistically, liquid chromatography-mass spectrometry indicated that PARylation mainly occurred in receptor for activated C kinase 1 (RACK1), thereby facilitating its subsequent phosphorylation. Moreover, the phosphorylation of RACK1 enhanced its dimerization and accelerated the ubiquitination-mediated hypoxia inducible factor-1α (HIF-1α) degradation, thereby exacerbating kidney injury. Additionally, we identified a PARP1 proteolysis-targeting chimera (PROTAC), A19, as a PARP1 degrader that demonstrated superior protective effects against renal injury compared with PJ34, a previously identified PARP1 inhibitor. Collectively, both genetic and drug-based inhibition of PARylation mitigated kidney injury, indicating that the PARylated RACK1/HIF-1α axis could be a promising therapeutic target for AKI treatment.
9.Dihydroartemisinin suppresses cancer-associated fibroblast-mediated tumor angiogenesis and lymphangiogenesis in hypopharyngeal squamous cell carcinoma
Lanzhen CUI ; Cong XU ; Xiaoxiao LIU ; Jing BAI ; Lijun ZHANG ; Yu PENG ; Xiaoming LI
Chinese Archives of Otolaryngology-Head and Neck Surgery 2025;32(6):341-347
OBJECTIVE To explore the effects of dihydroartemisinin(DHA)on the functions of cancer-associated fibroblasts(CAFs)in the tumor microenvironment in hypopharyngeal squamous cell carcinoma(HPSCC).METHODS The influence of conditioned media from CAFs and normal fibroblasts(NFs)on tube formation was assessed using a tube formation assay.Secreted protein levels of IL-6,VEGFA,and VEGFC were measured by immunofluorescence and ELISA.Western blotting was used to evaluate the expression of α-SMA,p-STAT3,STAT3,VEGF-A,and VEGF-C within the STAT3 signaling pathway.After treatment with DHA,the optimal concentration for DHA's effect was determined using CCK8 assays and morphological observations of cells.The impact of DHA on angiogenesis was analyzed through tube formation assays,changes in IL-6 expression were detected using ELISA and immunofluorescence,and alterations in α-SMA,p-STAT3,and STAT3 expression were examined by Western blot.RESULTS Both CAFs and NFs exhibited pro-angiogenic and pro-lymphangiogenic effects,with CAFs showing a more pronounced impact.Activated CAFs overexpressed and secreted high levels of IL-6,VEGF-A,and VEGF-C.The concentration of IL-6 in the conditioned medium supernatants of CAF1 and CAF2 was significantly higher than that of NF1 and NF2(P1<0.001,P2<0.05).Similarly,the concentration of VEGF-A was significantly increased(P1<0.05,P2<0.01),and the concentration of VEGF-C was also significantly increased(P1<0.05,P2<0.01).Treatment with DHA inhibited the activated state of CAFs,reducing the expression and secretion of IL-6 and p-STAT3,thereby suppressing tube formation.CONCLUSION Our findings indicate that CAFs promote angiogenesis and lymphangiogenesis in HPSCC via activation of the STAT3 pathway.DHA effectively inhibits this process,suggesting a potential new therapeutic strategy for the treatment of HPSCC.
10.Exploration on the intervention mechanism of Zhuanggu Zhitong Capsules in postmenopausal osteoporosis based on JNK signaling molecules
Meihua WU ; Ronghui LI ; Yunfeng YU ; Bing GUO ; Guomin ZHANG ; Qinghu HE ; Xiaoming LEI ; Xinbin XIA
International Journal of Traditional Chinese Medicine 2025;47(5):630-637
Objective:To investigate the effects of Zhuanggu Zhitong Capsules on JNK signaling molecules and their phosphorylated proteins in postmenopausal osteoporosis model female mice.Methods:The rats were divided into sham-operation group, blank group, model group, positive drug group, and Zhuanggu Zhitong Capsules group according to the random number table method, with 10 rats in each group. The model group, the positive drug group and the Zhuanggu Zhitong Capsules group were prepared by bilateral ovarian detomy to prepare a female mouse model of postmenopausal osteoporosis. The positive drug group was given 0.9 mg/kg of alendronate sodium, the Zhuanggu Zhitong Capsules group was given was Zhuanggu Zhitong Capsules 1.944 g/kg for gavage, and the blank group, sham-operation group, and model group were given the same volume of normal saline for gavage, once a day for a total of 13 weeks. Rat vaginal exfoliated cells were stained with Wright's staining; serum Omentin-1 and 25(OH)D 3 levels were determined by ELISA; renal tissue and femoral structure were observed by HE staining; JNK and p-JNK protein expressions were detected by immunohistochemical staining; JNK mRNA levels were detected by PCR. Results:Compared with the model group, the serum levels of 25(OH)D3 and Omentin-1 in the Zhuanggu Zhitong Capsules group and the positive drug group increased ( P<0.01), the mean gray values of JNK and p-JNK protein in bone and kidney tissues decreased ( P<0.01), and the mRNA levels of JNK in bone and kidney tissues decreased ( P<0.01). Conclusion:Zhuanggu Zhitong Capsules can effectively improve the bone microstructure of postmenopausal osteoporotic rats, and its mechanism may be related to the regulation of JNK signaling pathway.

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