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.
3.Drug innovation via integration of traditional Chinese and Western medicine
Zhineng LI ; Le YANG ; Ling KONG ; Hui SUN ; Ye SUN ; Xiangmei CHEN ; Fengting YIN ; Guangli YAN ; Xijun WANG
Science of Traditional Chinese Medicine 2025;3(2):97-112
Innovative drugs are defined as new chemical entities that play a vital role in the treatment and maintenance of human health. While single-target innovative drugs have achieved notable success, they face limitations in addressing the increasingly complex and precise spectra of diseases. The advent of multi-target innovative drugs offers new opportunities, supported by a growing body of pharmacological evidence. Herbal medicines are recognized as valuable sources of multi-target therapeutics due to their proven efficacy in treating complex diseases. However, the identification and validation of such drugs from herbal sources continue to pose significant challenges. This paper presents a comprehensive review of the literature on traditional Chinese medicine, integrated medicine, chemistry, and biology from 2015 to 2025. It summarizes the strategies employed in integrating traditional Chinese and Western medicine for innovative drug development, along with successful application cases. We believe these efforts will deepen understanding of the current landscape, accelerate the discovery of multi-target innovative drugs from herbal medicine, and contribute to addressing major human health challenges.
4.Nanoparticles preparation from ethanol extracts of Euphorbia helioscopia L.and antibacterial mechanism
Zhiying SHI ; Fengting LANG ; Li ZHAO ; Yangyang RU ; Jintao SUN ; Zhihui HAO
Chinese Journal of Veterinary Science 2025;45(9):1990-1998
In order to explore the potential of nanoparticles from ethanol extracts of Euphorbia he-lioscopia L.(ZQNPs)in antibacterial application.In this study,ZQNPs were prepared by the self-assembly method using alcohol extract of Euphorbia helioscopia L.,polylysine and polyethylene glycol 1 000 as raw materials.The morphology and structure of ZQNPs were characterized by transmission electron microscopy,UV-vis spectrophotometer,and Fourier transform infrared spec-troscopy.The growth and biofilm inhibition of ZQNPs against methicillin-resistant Staphylococcus aureus(MRSA)were tested by broth microdilution,crystal violet,and checkerboard assays.The broad-spectrum antibacterial activity and antibacterial activity of ZQNPs against three clinical strains were evaluated by broth microdilution method.Finally,the antibacterial mechanism of ZQNPs was preliminarily explored by morphological observation and soluble protein detection of MRSA.The results showed that ZQNPs were self-assembled and cross-linked multi-faceted spheres with an average diameter of 67 nm.The MIC of ZQNPs against MRSA was 8 mg/L,and the antibacterial effect was much better than that of Euphorbia helioscopia L.mongolicum alcohol extract(MIC>32 mg/L).The time killing curve again showed that ZQNPS had a good antibacteri-al effect on MRSA(8 mg/L)biofilm inhibition rate of 89%,and the antibacterial effect of ZQNPS combined with cefquinome sulfate showed additive results.The mics of ZQNPs against Gram-posi-tive bacteria(S.aureus)and gram-negative bacteria(E.coli)were 16 mg/L and 8 mg/L,respec-tively.The mics of ZQNPS against E.coli clinical strains were stable between 8 and 16 mg/L.The MIC of Salmonella clinical strains was 32-64 mg/L,and the MIC of S.aureus clinical strains was 8-64 mg/L.Preliminary antibacterial mechanism showed that ZQNPs could destroy the membrane structure of MRSA,lead to the release of intracellular substances,and affect the growth of MRSA.These results indicate that ZQNPs have a good antibacterial effect and have potential application value in antimicrobial therapy.
5.Nanoparticles preparation from ethanol extracts of Euphorbia helioscopia L.and antibacterial mechanism
Zhiying SHI ; Fengting LANG ; Li ZHAO ; Yangyang RU ; Jintao SUN ; Zhihui HAO
Chinese Journal of Veterinary Science 2025;45(9):1990-1998
In order to explore the potential of nanoparticles from ethanol extracts of Euphorbia he-lioscopia L.(ZQNPs)in antibacterial application.In this study,ZQNPs were prepared by the self-assembly method using alcohol extract of Euphorbia helioscopia L.,polylysine and polyethylene glycol 1 000 as raw materials.The morphology and structure of ZQNPs were characterized by transmission electron microscopy,UV-vis spectrophotometer,and Fourier transform infrared spec-troscopy.The growth and biofilm inhibition of ZQNPs against methicillin-resistant Staphylococcus aureus(MRSA)were tested by broth microdilution,crystal violet,and checkerboard assays.The broad-spectrum antibacterial activity and antibacterial activity of ZQNPs against three clinical strains were evaluated by broth microdilution method.Finally,the antibacterial mechanism of ZQNPs was preliminarily explored by morphological observation and soluble protein detection of MRSA.The results showed that ZQNPs were self-assembled and cross-linked multi-faceted spheres with an average diameter of 67 nm.The MIC of ZQNPs against MRSA was 8 mg/L,and the antibacterial effect was much better than that of Euphorbia helioscopia L.mongolicum alcohol extract(MIC>32 mg/L).The time killing curve again showed that ZQNPS had a good antibacteri-al effect on MRSA(8 mg/L)biofilm inhibition rate of 89%,and the antibacterial effect of ZQNPS combined with cefquinome sulfate showed additive results.The mics of ZQNPs against Gram-posi-tive bacteria(S.aureus)and gram-negative bacteria(E.coli)were 16 mg/L and 8 mg/L,respec-tively.The mics of ZQNPS against E.coli clinical strains were stable between 8 and 16 mg/L.The MIC of Salmonella clinical strains was 32-64 mg/L,and the MIC of S.aureus clinical strains was 8-64 mg/L.Preliminary antibacterial mechanism showed that ZQNPs could destroy the membrane structure of MRSA,lead to the release of intracellular substances,and affect the growth of MRSA.These results indicate that ZQNPs have a good antibacterial effect and have potential application value in antimicrobial therapy.
6.Nursing care of X-linked agammaglobulinemia children treated with subcutaneous immunoglobulin
Fengting LI ; Rui WANG ; Xiaoyu LIU ; Jiali LI ; Yan WANG ; Naixuan ZHAO ; Qin YANG
Chinese Journal of Practical Nursing 2024;40(18):1390-1394
Summarize the nursing experience of 9 children with X-linked agammaglobulinemia who were first treated with subcutaneous infusion of human immunoglobulin in mainland China. Nursing points: there is no precedent in mainland China for high-dose subcutaneous infusion of human immunoglobulin, therefore, it is necessary to make sufficient preparation and care before infusion, pay attention to the observation and care of drug infusion, provide guidance on home medication, pay attention to psychological care, and ensure that patients smoothly transition from hospital medication to home medication. All 9 patients successfully completed subcutaneous injection of human immunoglobulin treatment, ensure smooth transition of patients from hospital medication to home medication. and no serious adverse reactions occurred, resulting in good results.
7.Analysis on Mandibular Anterior Tooth Intrusion with Clear Aligners
Shengzhao XIAO ; Qiping FENG ; Yixin LI ; Lingjun YUAN ; Ketuo ZHOU ; Fengting CHU ; Bing FANG
Journal of Medical Biomechanics 2023;38(3):E587-E593
国家自然科学基金项目(11932012、81400536),上海申康医院发展中心临床创新三年行动计划(SHDC2020CR3009A),上海交通大学医工(理)交叉基金(JYJC202130)
8.Clinical application of the full-stack smart pelvic floor ultrasound to acquire and measure the minimal levator hiatus plane
Qingying LI ; Hua CHEN ; Shiya WANG ; Min WU ; Juan GUO ; Menghua CHEN ; Chanxian TANG ; Fengting LIANG ; Huifang WANG
Chinese Journal of Ultrasonography 2022;31(2):145-150
Objective:To evaluate the feasibility of Full-stack Smart Pelvic Floor Ultrasound (FSPFU) software in the acquisition and measurement of the minimal levator hiatus (LH).Methods:Transperineal pelvic floor ultrasonography was performed in 119 women of 6-month postpartum from Nov.2020 to Jan.2021 of Shenzhen Second People′s Hospital. Mid-sagittal plane of pelvic floor was set as the initial plane, and the three-dimensional volume data was acquired. The dataset was stored in the machine. The offline volume data was manually adjusted to obtain the minimal LH images and measured by four physicians (two junior physicians as the D1 group and two senior physicians as the D2 group). For comparison, the results were also obtained using the fully automated method—the FSPFU software by a junior physician (the D3 group). The obtained parameters of minimal LH included area, circumference, anterioposterior diameter, transverse diameter, left and right levator-urethral gap distance. Analysis time was recorded for each group. The contours of minimal LH were outlined by three groups and the overlapping rate was calculated. The quality of the resulted images was evaluated and scored by another two senior physicians(A and B) independently.Results:The D3 group had a significant shorter analysis time compared with the other two groups, and the D1 group took a longer time than the D2 group, regardless of the cystocele severity (D1: 82.97 s, D2: 62.51 s, D3: 2.71 s, all P<0.05). The intergroup agreements and correlations of the minimum LH area were good (all ICC>0.85, rs>0.70, P<0.001) and the outlined contours were largely overlapped (>92%). There was no significant difference in image quality among the three groups(all P>0.05). Conclusions:FSPFU software can automatically obtain and measure the minimum LH in an efficient and accurate way, which can improve the effectiveness of the present pelvic floor examination. FSPFU software can be an useful tool in the diagnosis of pelvic floor dysfunctional diseases.
9.Clinical investigation and ret proto
Xiaojuan GONG ; Heping LI ; Fengting WAN ; Liya FAN ; Shu LIU ; Xiaoxuan LIU ; Yuxin LI ; Hui GUO ; Yayi HE
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(4):566-573
【Objective】 To investigate the clinical features and gene analysis of one pedigree with multiple endocrine neoplasia type 2A (MEN2A) so as to clarify the diagnosis and classification of the disease, guide treatment and prevention, and improve prognosis. 【Methods】 The clinical data of a 36-member MEN2A family, including 6 probands, with medullary thyroid carcinoma, were investigated, and the peripheral blood genomic DNA of 28 family members (blood sample of one proband was not collected) was extracted. PCR amplification was performed on exons 8, 10, 11, 13, 14, 15 and 16 of the RET gene, and the products were directly sequenced. 【Results】 Review of the medical history showed that two probands with medullary thyroid carcinoma were accompanied with hyperparathyroidism, and one family member had pheochromocytoma. The RET gene mutation test confirmed that 13 family members, consisting of 5 probands and 8 family members, had the RET proto-oncogene exon 10 missense mutation. The heterozygous missense had mutation c.1852T>A, leading to the conversion of cysteine (TGC) at position 618 to serine (AGC) (Cys618Ser). All subjects carrying RET gene Cys618Ser mutation had abnormal thyroid ultrasound change, accompanied with elevated calcitonin levels. Subjects carrying wild type of RET gene had normal calcitonin levels. The family was finally diagnosed with MEN2A by RET gene detection. 【Conclusion】 RET gene detection plays key role in the diagnosis and treatment of patients with MEN2A family and has guiding value in the follow-up and prognosis of asymptomatic carriers. There is a positive correlation between calcitonin level and the RET protooncogene mutation Cys618Ser. Patients suspected of MEN2A should be screened in time.
10.Bioinformatics analysis of key genes and its biofunction of aldosterone producing adenoma
Hao WU ; Fengting ZHUO ; Li LI ; Zongshi LU ; Quanfang CAI ; Liting ZHANG ; Zhiming ZHU
Chinese Journal of Endocrinology and Metabolism 2021;37(12):1082-1090
Objective:To explore the key genes and its biological functions of aldosterone producing adenoma (APA) using bioinformatics analysis.Methods:Differentially expressed genes of APA were identified from two training datasets GSE60042 and GSE64957 in GEO database. Function and pathway enrichment analyses for differentially expressed genes were performed and transcriptional regulation network among these genes were determined. Hub genes were extracted by node analysis from the protein-protein interaction (PPI) network. The expression of key genes was verified by a testing dataset GSE8514. Receiver operating characteristic(ROC) curve analysis was applied to assess the diagnostic efficiency of key genes in APA. The biofunction of each key gene were determined by gene set enrichment analysis (GSEA).Results:A total of 68 differentially expressed genes, including 33 up-regulated genes and 35 down-regulated genes, were detected from the training datasets. These genes were mainly enriched in aldosterone biosynthetic process, calcium signaling pathway, serotonin receptor signaling pathway, transcriptional activator activity, and regulation of transcription. JUN and VDR were at the center of the transcriptional factor-gene network. Furthermore, we identified nine Hub genes from the PPI network. In testing dataset, CYP11B2 and VDR showed the higher expression, while JUN, NFKBIZ, EGR3, and KLF6 showed lower expression in APA (all P<0.05), and the value of area under ROC curve analysis was 0.936, 0.833, 0.953, 0.854, 0.868, and 0.929, respectively. GSEA indicated the alter of key genes in APA led to up-regulation of the steroid biosynthesis, cell adhesion molecules, immune cells signaling pathway, and complement and coagulation cascades [all normalized enrichment score (NES)>1.5, P<0.05], but down-regulation of the DNA replication, ribosome, and autophagy (all NES<-1.5, P<0.05). Conclusion:Results of bioinformatics indicate that JUN and VDR are key transcriptional factors, and CYP11B2, NFKBIZ, EGR3, and KLF6 are the key genes for APA, which are involved in the steroid biosynthesis, cell adhesion molecules, immune cells signaling pathway in APA.

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