1.Research on prediction of fracture reduction fixator therapy based on multimodal multi-label method.
Hai-Yu LIU ; De-Long WANG ; Xing-Ping ZHANG ; Hong-de LI ; Yan SUN ; Xiao-Ping ZHANG
China Journal of Orthopaedics and Traumatology 2025;38(11):1164-1169
OBJECTIVE:
To construct a prediction model for fracture reduction fixator therapy using the multi-modal multi-label classification (MMC) method.
METHODS:
Medical record data of 818 orthopedic patients from 2019 to 2023 were collected. Medical image features were extracted using the VGG19 network, text features of TCM four diagnostic methods (Inspection, Auscultation & Olfaction, Inquiry, Palpation) were extracted via the MiniLM model, and clinical case features were extracted through a fully connected neural network. After fusing the multi-modal information, multi-label therapy prediction was achieved using a linear layer.
RESULTS:
Experimental results on the clinical multi-modal dataset showed that the MMC method performed excellently in terms of subset accuracy(SA), accuracy(Acc), precision, and F1-score, reaching 0.661, 0.856, 0.897, and 0.899 respectively. When the image modality and text modality were removed, the model performance decreased by an average of 8.1% and 2.4% respectively, while the hamming loss(HL) increased by 21.1% and 5.6% respectively.
CONCLUSION
The fracture reduction fixator therapy prediction model constructed in this study can effectively fuse multi-modal data, accurately predict personalized treatment plans for patients, and significantly improve the accuracy and reliability of treatment decisions. It provides a new solution for the digitalization and intellectualization of Traditional Chinese Medicine(TCM) in fracture treatment and has important clinical application prospects.
Humans
;
Female
;
Male
;
Middle Aged
;
Fracture Fixation/methods*
;
Adult
;
Fractures, Bone/surgery*
;
Neural Networks, Computer
;
Medicine, Chinese Traditional
;
Aged
2.Protective Effects of Low-Dose Irradiated Autologous Peripheral Blood Reinfusion on Radiation -Induced Leukopenia in Rats: An Experimental Study.
Gao-Feng HE ; Shuang GE ; Li-Ping SUN ; De-Qing WANG ; Yang YU
Journal of Experimental Hematology 2025;33(2):511-519
OBJECTIVE:
To investigate the effects of low-dose irradiated autologous peripheral blood reinfusion (LDIAPBR) on a rat model of radiation-induced leukopenia.
METHODS:
The rats were randomly divided into four groups. In the LDIAPBR group, LDIAPBR was performed 1 day before modeling (10% of the total circulating blood volume was withdrawn, irradiated with 100 mGy ex vivo, and completely reinfused). Meanwhile, the normal group and model group only underwent blood withdrawal and reinfusion of the same proportion without blood irradiation. Except for the normal group, all groups were subjected to 1 Gy X-ray whole-body irradiation to establish a radiation-induced leukopenia rat model. The positive drug group received subcutaneous injection of rhG-CSF after modeling. It was monitored that the general condition of the rats, peripheral blood cell counts, immune organ indices, bone marrow nucleated cell counts and viability, and the pathological analysis of bone marrow sections was conducted.
RESULTS:
The LDIAPBR group exhibited significant improvements in overall condition compared to the model group. Notably, compared with the model group, peripheral blood leukocyte and lymphocyte counts were markedly higher in the LDIAPBR group. Furthermore, there was a significant increase in both the number and viability of nucleated cells in the bone marrow. Pathological examination of bone marrow sections revealed increased nucleated cell density and reduced cavity area in the LDIAPBR group.
CONCLUSION
LDIAPBR can effectively improve hematological parameters and bone marrow hematopoietic function in a rat model of radiation-induced leukopenia, providing a new approach for the prevention and treatment of radiation-related injuries.
Animals
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Leukopenia/prevention & control*
;
Rats
;
Blood Transfusion, Autologous
;
Whole-Body Irradiation
;
Radiation Injuries, Experimental/therapy*
3.Recent advances in drug screening methods of SARS-CoV-2 spike protein
Li-de HU ; Chuan-feng LIU ; Ping LI ; Guan-yu DONG ; Xin-yong LIU ; Peng ZHAN
Acta Pharmaceutica Sinica 2024;59(2):298-312
The pandemic of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused a serious impact on global public health and the economy. SARS-CoV-2 infiltrates host cells
4.Simultaneous determination of 6 aconitum-type alkaloids in Xiaozhong ointment by ultra-high performance liquid chromatography triple quadrupole mass spectrometry
Tian-Li XIA ; De-Ping ZHAO ; Ao XUE ; Mei-Ling JIN ; Zi-Yue ZHU ; Qing LI ; Ning ZHANG ; Xia LEI
The Chinese Journal of Clinical Pharmacology 2024;40(9):1341-1344
Objective To establish a method for the simultaneous determination of aconitine,neoaconitine,hypaconitine,benzoyl aconitine,benzoyl mesaconine and benzoylhypacoitine in Xiaozhong ointment by UPLC-TQD-MS.Methods ACQUITY UPLC BEH C18 column(50 mm ×2.1 mm,1.7 μm),mobile phase 0.1%formic acid water(A)-acetonitrile(B),gradient elution,column temperature 40 ℃,flow rate 0.3 mL·min-1,injection volume 5 μL;electrospray ionization source(ESI+)and multiple reaction monitoring(MRM)were used for mass spectrometry analysis.Results The concentration of aconitine,new aconitine,hypaconitine,benzoyl aconitine,benzoyl new aconitine and benzoyl hypaconitine were 1.0-100.0 ng·mL-1,respectively,the average recovery were 98.62%-101.24%.The mass fractions of the six components were 0.18,0.33,0.38,0.43,0.28,0.06μg·g-1.Conclusion The method can be used to determine the content of 6 aconitine-type alkaloids in Xiaozhong ointment,and provide reference for the quality evaluation and clinical safe use of Xiaozhong ointment.
5.Characteristics and Prognosis in Adult Patients with Early T-Cell Precursor Acute Lymphoblastic Leukemia/Lymphoma from Multicenter
Zheng-Hua LI ; Lan LUO ; Ping YANG ; Yan LI ; De-Hui ZOU ; Chun-Ji GAO ; Hong-Mei JING
Journal of Experimental Hematology 2024;32(1):120-124
Objective:To analyze the clinical characteristics,treatment,and prognosis of adult patients with early T-cell precursor acute lymphoblastic leukemia/lymphoma(ETP-ALL/LBL).Methods:Clinical data of 113 T lymphoblastic leukemia/lymphoma(T-ALL/LBL)patients from January 2006 to January 2019 were collected from three hematology research centers,including Peking University Third Hospital,the First Medical Center of Chinese PLA General Hospital and Institute of Hematology and Blood Diseases Hospital,Chinese Medical University.The clinical characteristics and prognosis of ETP-ALL/LBL patients were analyzed compared with non-ETP-ALL/LBL patients.Results:In 113 T-ALL/LBL patients,13 cases(11.5%)were diagnosed as ETP-ALL/LBL,including 11 males,with a median age of 28(18-53)years.Compared with non-ETP-ALL/LBL patients,there were no significant differences in age,sex,incidence of large mediastinal mass,clinical stage,international prognostic index(IPI)score,white blood cell(WBC)count and lactate dehydrogenase(LDH)level among ETP-ALL/LBL patients.Among 13 ETP-ALL/LBL patients,9 cases(69.2%)achieved complete remission(CR),and there was no statistically significant difference in response rate induced by chemotherapy between ETP-ALL/LBL patients and non-ETP-ALL/LBL patients.Among patients who received chemotherapy without allogeneic hematopoietic stem cell transplantation(allo-HSCT),ETP-ALL/LBL group had a worse 5-year overall survival(OS)rate compared with non-ETP-ALL/LBL group(0 vs 7.1%,P=0.008),while in patients with allo-HSCT,there was no significant difference for 5-year OS rate between the two group(37.5%vs 40.2%,P>0.05).Multivariate Cox regression analysis showed that CR after induction therapy,allo-HSCT,and LDH level were independent prognostic factors affecting T-ALL/LBL patients.Conclusion:No significant difference in response rate induced by chemotherapy is observed between ETP-ALL/LBL and non-ETP-ALL/LBL patients.Allo-HSCT consolidation after induction of remission therapy may have significant favorable influence on OS for patients with ETP-ALL/LBL.
6.Identification of NUF2 expression pattern and its prognostic value of in breast cancer
Xue-Zhi LIU ; Bao-Ping ZHU ; Ying-De LI ; Qian CHEN
Chinese Journal of Current Advances in General Surgery 2024;27(9):699-703
Objective:To investigate the expression pattern and prognostic value of NUF2(Ndc80 kinetochore complex component)in breast cancer(BC).Methods:In the present study,the trancriptional level and survival information of NUF2 was analyzed by ONCOMINE dataset,bc-GenExMiner,Kaplan-Meier Plotter and TCGA.Results:NUF2 was highly expressed in BC com-pared with normal samples(P<0.05).In addition,the BC patients younger than 51 years old(P<0.0001),nodal metastasis(P=0.0168),with basal-like BC(P<0.0001),orestrogen receptor(ER)-negative(P<0.0001),progesterone receptor(PR)-negative(P<0.0001),human epidermal growth factor receptor-2(HER2)-positive(P<0.0001)and triple-negative BC(P<0.0001)pathological clas-sification have a higher transcriptional level of NUF2.Survival analysis indicated that patients with low expression level of NUF2 have a better relapse-free survival(RFS,HR=1.63,P<0.0001).Fur-ther anaysis revealed that the NUF2 expression was negatively related to the RFS of BC patients with ER-positive or PR-positive or HER2-negative pathological classification(HR=2.40,P=0.0015).Conclusion:NUF2 play an important role in BC and can be a potential prognostic bio-marker for ER-positive or PR-positive or HER2-negative BC patients.
7.A comparative study of chronic obstructive pulmonary disease models in rats established by exposure to cigarette smoke and motor vehicle exhaust
De-Fu LI ; Yuan-Yuan YE ; Hong-Ping ZHANG ; Run-Hua HOU ; Yao-Jun HE ; Chun-Yun ZHANG ; Jie-Ying HU ; Rui CHEN
Medical Journal of Chinese People's Liberation Army 2024;49(9):1038-1044
Objective To compare the fidelity of chronic obstructive pulmonary disease(COPD)models established using two methods:exposure to cigarette smoke(CS)and exposure to motor vehicle exhaust(MVE)in rats.Methods Twenty-four male SD rats were randomly divided into control,CS-exposed(CS),and MVE-exposed(MVE)groups,with 8 rats per group.Rats in CS and MVE groups were exposed to CS or MVE,respectively,to induce COPD models.After COPD model established,lung function of each group was assessed.Bronchoalveolar lavage fluid(BALF)was collected to measure inflammatory cell counts,levels of inflammatory cytokines interleukin-6(IL-6)and tumor necrosis factor(TNF)-α,and expression levels of mucin 5AC(MUC5AC).Lung tissue sections were stained with hematoxylin and eosin(HE)to observe pulmonary tissue and airway pathological changes.Periodic acid-Schiff(PAS)staining was used to detect goblet cell hyperplasia in airways.Results Compared with control group,rats in CS and MVE groups showed significantly increased inspiratory resistance(RI),total lung capacity(TLC),and lung static compliance(Cchord)(P<0.05),while expiratory flow parameters FEV50/FVC were significantly decreased(P<0.05).Compared with MVE group,rats in CS group had significantly higher RI,TLC,and Cchord(P<0.05),and lower FEV50/FVC(P<0.05).HE staining of lung tissues showed that mean linear intercept(MLI)was significantly higher in both CS and MVE groups compared with control group(P<0.05),with CS group having higher MLI than MVE group(P<0.05).BALF analysis revealed that white blood cells,neutrophils,macrophages,lymphocytes,IL-6,and TNF-α levels were significantly higher in both CS and MVE groups compared with control group(P<0.05),and inflammatory cell counts,IL-6,and TNF-α levels were higher in CS group compared with MVE group(P<0.05).PAS staining of lung tissues indicated that goblet cells in large airways were significantly increased in both CS and MVE groups compared with control group(P<0.05),with CS group showing higher goblet cell counts than MVE group(P<0.05).Expression levels of MUC5AC in BALF were significantly higher in both CS and MVE groups compared with control group(P<0.05),with CS group having significantly higher MUC5AC levels than MVE group(P<0.05).Conclusions Exposure to CS or MVE can establish a rat model of COPD,with CS exposure better mimicking characteristics of acute exacerbation of COPD compared to MVE exposure.
8.Endophytic fungi from Scutellaria baicalensis and the enzyme inhibitory activities of their secondary metabolites
De-Min LI ; Xiao-Di MA ; Kang-Xu WANG ; Mei-Yuan LI ; Man-Ping LUO ; Ying-Ying MENG ; Ai-Mei YANG ; Bei WANG ; Xin-Guo ZHANG
Chinese Traditional Patent Medicine 2024;46(8):2644-2649
AIM To study endophytic fungi from Scutellaria baicalensis Georgi.and the enzyme inhibitory activities of their secondary metabolites.METHODS Six different media were used to isolate and purify endophytic fungi from S.baicalensis by tissue homogenate method.The activities of secondary metabolites were evaluated by targeting different enzymes.The highly active strains were identified by molecular biology combined with morphology,and the highly active chemical components were tracked and separated by modern chromatographic separation technology.RESULTS Sixty-four endophytic fungal strains were isolated from S.baicalensis,and one hundred and twenty-eight secondary metabolites were obtained by fermentation.The samples with certain inhibitory activities against adenosine deaminase(ADA),β-lactamase and tyrosinase(TYR)accounted for 14.06%,3.91%and 18.75%,respectively.Strain HTS-23-2 showed high TYR inhibitory activity,and 99%homology with Aspergillus flavus by molecular identification.One compound was isolated from the fermentation samples and identified as kojic acid.CONCLUSION S.baicalensis harbors a rich diversity of endophytic fungi,which serve as a valuable resource for active substances.
9.Norepinephrine triggers glutamatergic long-term potentiation in hypothalamic paraventricular nucleus magnocellular neuroendocrine cells through postsynaptic ββ1-AR/PKA signaling pathway in vitro in rats
Jing-Ri JIN ; Zhao-Yi ZHANG ; Chun-Ping CHU ; Yu-Zi LI ; De-Lai QIU
The Korean Journal of Physiology and Pharmacology 2024;28(6):569-576
Norepinephrine (NE) modulates synaptic transmission and long-term plasticity through distinct subtype adrenergic receptor (AR)-mediated-intracellular signaling cascades. However, the role of NE modulates glutamatergic long-term potentiation (LTP) in the hypothalamic paraventricular nucleus (PVN) magnocellular neuroendocrine cells (MNCs) is unclear. We here investigate the effect of NE on high frequency stimulation (HFS)-induced glutamatergic LTP in rat hypothalamic PVN MNCs in vitro, by whole-cell patch-clamp recording, biocytin staining and pharmacological methods. Delivery of HFS induced glutamatergic LTP with a decrease in N2/N1 ratio in the PVN MNCs, which was enhanced by application of NE (100 nM).HFS-induced LTP was abolished by the blockade of N-methyl-D-aspartate receptors (NMDAR) with D-APV, but it was rescued by the application of NE. NE failed to rescue HFS-induced LTP of MNCs in the presence of a selective β1-AR antagonist, CGP 20712. However, application of β1-AR agonist, dobutamine HCl rescued HFS-induced LTP of MNCs in the absence of NMDAR activity. In the absence of NMDAR activity, NE failed to rescue HFS-induced MNC LTP when protein kinase A (PKA) was inhibited by extracellular applying KT5720 or intracellular administration of PKI. These results indicate that NE activates β1-AR and triggers HFS to induce a novel glutamatergic LTP of hypothalamic PVN NMCs via the postsynaptic PKA signaling pathway in vitro in rats.
10.Norepinephrine triggers glutamatergic long-term potentiation in hypothalamic paraventricular nucleus magnocellular neuroendocrine cells through postsynaptic ββ1-AR/PKA signaling pathway in vitro in rats
Jing-Ri JIN ; Zhao-Yi ZHANG ; Chun-Ping CHU ; Yu-Zi LI ; De-Lai QIU
The Korean Journal of Physiology and Pharmacology 2024;28(6):569-576
Norepinephrine (NE) modulates synaptic transmission and long-term plasticity through distinct subtype adrenergic receptor (AR)-mediated-intracellular signaling cascades. However, the role of NE modulates glutamatergic long-term potentiation (LTP) in the hypothalamic paraventricular nucleus (PVN) magnocellular neuroendocrine cells (MNCs) is unclear. We here investigate the effect of NE on high frequency stimulation (HFS)-induced glutamatergic LTP in rat hypothalamic PVN MNCs in vitro, by whole-cell patch-clamp recording, biocytin staining and pharmacological methods. Delivery of HFS induced glutamatergic LTP with a decrease in N2/N1 ratio in the PVN MNCs, which was enhanced by application of NE (100 nM).HFS-induced LTP was abolished by the blockade of N-methyl-D-aspartate receptors (NMDAR) with D-APV, but it was rescued by the application of NE. NE failed to rescue HFS-induced LTP of MNCs in the presence of a selective β1-AR antagonist, CGP 20712. However, application of β1-AR agonist, dobutamine HCl rescued HFS-induced LTP of MNCs in the absence of NMDAR activity. In the absence of NMDAR activity, NE failed to rescue HFS-induced MNC LTP when protein kinase A (PKA) was inhibited by extracellular applying KT5720 or intracellular administration of PKI. These results indicate that NE activates β1-AR and triggers HFS to induce a novel glutamatergic LTP of hypothalamic PVN NMCs via the postsynaptic PKA signaling pathway in vitro in rats.

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