1.Study on Mechanism of Hot Compress with Sangzhi Shengjiang Decoction in Relieving Pain and Improving Hemorheology of Patients with Femoral Head Necrosis
Xin ZHANG ; Meng ZHANG ; Jian LIU ; Haijun HE
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(2):315-321
Objective To explore the therapeutic mechanism of hot compress with Sangzhi Shengjiang Decoction(manily composed of Zingiberis Rhizoma Recens,Mori Ramulus,Cinnamomi Ramulus,Speranskiae Tuberculatae Herba,and Cervi Cornus Colla)in relieving pain and improving hemorheology of patients with femoral head necrosis(FHN).Methods A total of 104 patients with FHN who admitted to Guang'anmen Hospital Baoding,China Academy of Chinese Medical Sciences from May 2022 to May 2024 were randomly divided into the control group and the treatment group according to the random number table method,with 52 cases in each group.The control group was treated with Alendronate Sodium orally,and the treatment group was given hot compress with Sangzhi Shengjiang Decoction on the basis of treatment for the control group.The course of treatment for the two groups covered three months.Before and after the treatment,the traditional Chinese medicine(TCM)syndrome score,Harris score of joint function,Visual Analogue Scale(VAS)score for pain,and the levels of hemorheology indicators,bone metabolism indicators,and bone mineral density(BMD)of proximal femur and lumbar trabecular bone in the two groups were observed.After treatment,the clinical efficacy of patients in the two groups was evaluated.Results(1)After three months of treatment,the total effective rate of the treatment group was 92.31%(48/52)and that of the control group was 71.15%(37/52),and the intergroup comparison(tested by chi-square test)showed that the clinical efficacy of the treatment group was significantly superior to that of the control group(P<0.01).(2)After treatment,the scores of TCM symptoms such as soreness and weakness in the waist and knee,claudication,restlessness and insomnia,and soreness and heaviness of lower limbs in the two groups were decreased compared with those before treatment(P<0.05),and the decreases in the treatment group were significantly superior to that in the control group(P<0.01).(3)After treatment,the Harris scores of joint function in the two groups were increased(P<0.05)and the VAS scores for pain were decreased compared with those before treatment(P<0.05),and the increase of Harris scores and the decrease of VAS scores in the treatment group were significantly superior to those in the control group(P<0.01).(4)After treatment,the levels of hemorheology indicators such as erythrocyte sedimentation rate(ESR),whole blood low-shear viscosity(LBV),and whole blood high-shear viscosity(HBV)in the two groups were improved compared with those before treatment(P<0.05),and the improvement in the treatment group was significantly superior to that in the control group(P<0.01).(5)After treatment,the levels of bone metabolism indicators such as serum N-terminal mid-fragment of osteocalcin(N-MID)β-C-terminal telopeptide of type Ⅰ collagen(β-CTX)and total procollagen type Ⅰ N-terminal propeptide(T-PINP)levels of patients in the two groups were decreased compared with those before treatment(P<0.05),and serum 25-hydroxy vitamin D[25-(OH)D]level was increased compared with that before treatment(P<0.05).The decrease of serum N-MID,β-CTX and T-PINP levels and the increase of serum 25-(OH)D level in the treatment group were significantly superior to those in the control group(P<0.01).(6)After treatment,BMD of proximal femur and lumbar trabecular bone in the two groups was increased compared with that before treatment(P<0.05),and the increase in the treatment group was significantly superior to that in the control group(P<0.01).Conclusion Hot compress with Sangzhi Shengjiang Decoction exerts certain efficacy for the treatment of patients with FHN.The therapy is effective on reducing the scores of TCM syndrome,relieving pain,improving joint function,regulating bone metabolism and bone density,improving hemorheology indicators,and presenting remarkable therapeutic effect.
2.Electroacupuncture at Yanglingquan and Quchi Points in Regulates the JAK2/STAT3 Signaling Pathway to Improve the Post-Stroke Spasticity in Rats
Xin HE ; Jian ZHAO ; Wei JING ; Min LIU ; Yuhan LIU ; Peng HAN
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(2):430-436
Objective To observe the therapeutic effect and mechanism of electroacupuncture at Yanglingquan(GB34)and Quchi(LI11)points for post-stroke spasticity(PSS)in rats.Methods The rats were randomly divided into sham-operated group,model group,electroacupuncture group and electroacupuncture+CA1[Janus kinase 2(JAK2)agonist]group.The PSS model was prepared by the modified middle cerebral artery occlusion combined with internal capsule injection of N-methyl-D-aspartate(NMDA)receptor method in all groups of rats except the sham-operated group.After the intervention,the neurological deficit scale scoring,Ashworth Spasticity Scale(Ashworth)scoring and electrophysiological determination were carried out;the levels of interleukin 6(IL-6),tumor necrosis factor α(TNF-α)and γ-aminobutyric acid(GABA)in the brain tissues were detected by enzyme-linked immunosorbent assay(ELISA);the content of glutamate(Glu)was observed by colorimetry;the pathological changes in brain tissues were observed by hematoxylin-eosin(HE)staining method;the protein expression levels of JAK2,phosphorylated JAK2(p-JAK2),signal transducer and activator of transcription 3(STAT3),and phosphorylated STAT3(p-STAT3)in brain tissues were detected by Western Blot method.Results The neurological deficit scale scores,Ashworth scores,contents of IL-6,TNF-α and Glu as well as p-JAK2/JAK2 and p-STAT3/STAT3 ratios in brain tissues in the model group were all significantly higher than those in the sham-operated group(P<0.05),and the muscular tension signal value and GABA content in brain tissues in the model group were significantly lower than those in the sham-operated group(P<0.05);compared with the model group,the neurological deficit scale scores,Ashworth scores,contents of IL-6,TNF-α and Glu as well as p-JAK2/JAK2 and p-STAT3/STAT3 ratios in brain tissues were significantly lower in the electroacupuncture group(P<0.05),and the muscular tension signal value and GABA content in brain tissues were significantly higher in the electroacupuncture group(P<0.05);compared with the electroacupuncture group,the neurological deficit scale scores,Ashworth scores,contents of IL-6,TNF-α and Glu as well as p-JAK2/JAK2 and p-STAT3/STAT3 ratios in brain tissues in the electroacupuncture+CA1 group were significantly higher(P<0.05),and the muscular tension signal value and GABA content in brain tissues in the electroacupuncture+CA1 group were significantly lower(P<0.05).Conclusion Electroacupuncture may inhibit inflammatory responses and regulate the neuronal excitation/inhibition balance by inhibiting the JAK2/STAT3 pathway,thus relieving PSS in rats.
3.Therapeutic Mechanism of Taohong Siwu Decoction in Recovering Joint Muscle Strength and Bone Mineral Density of Patients After Hip Preservation Surgery for Osteonecrosis of the Femoral Head
Xin ZHANG ; Meng ZHANG ; Jian LIU ; Haijun HE
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(8):1890-1897
Objective To explore the mechanism of Taohong Siwu Decoction in recovering joint muscle strength and bone mineral density(BMD)in patients after hip preservation surgery for osteonecrosis of the femoral head(ONFH).Methods A total of 110 ONFH patients admitted to Guang'anmen Hospital Baoding Branch,China Academy of Chinese Medical Sciences from April 2022 to April 2024 were enrolled.The patients were equally randomized into a control group and a study group using a random number table,with 55 cases in each group.All patients underwent core decompression surgery and then were given postoperative conventional western medical treatment,and the study group received additional modified Taohong Siwu Decoction.The course of treatment lasted for 8 weeks.Before and after treatment,the two groups were observed in the changes of traditional Chinese medicine(TCM)syndrome scores,Visual Analogue Scale(VAS)score for pain,Harris hip score,joint muscle strength,bone mineral density(BMD),hemorheological parameters(including plasma viscosity,whole blood high-shear viscosity,and whole blood low-shear viscosity),and bone metabolism markers[including alkaline phosphatase(ALP),osteocalcin(BGP),and bone morphogenetic protein 2(BMP-2)].After treatment,the clinical efficacy was evaluated between groups.Results(1)After 8 weeks of treatment,the total effective rate in the study group was 92.73%(51/55),which was significantly higher than that in the control group(72.73%,40/55).The intergroup comparison showed a statistically significant difference(χ2=7.698,P<0.01).(2)After treatment,scores for hip pain,soreness and weakness of the lower back and knees,mental fatigue,and deep-thin-choppy pulse decreased in both groups compared with those before treatment(P<0.05).Moreover,the magnitude of reduction in all these scores was significantly greater in the study group than that in the control group(P<0.01).(3)After treatment,the VAS scores for pain severity decreased in both groups compared with baseline(P<0.05),while the Harris scores for joint function increased in both groups(P<0.05).Furthermore,the magnitude of reduction in VAS scores and the magnitude of improvement in Harris scores were both significantly greater in the study group than those in the control group(P<0.01).(4)After treatment,plasma viscosity,high-shear whole blood viscosity,and low-shear whole blood viscosity decreased in both groups compared with those before treatment(P<0.05).Additionally,the reductions in all these parameters were significantly more pronounced in the study group than in the control group(P<0.01).(5)After treatment,serum alkaline phosphatase(ALP)levels decreased in both groups(P<0.05),while serum osteocalcin(BGP)and bone morphogenetic protein-2(BMP-2)levels increased in both groups(P<0.05).Crucially,the magnitude of reduction in serum ALP levels and the magnitude of elevation in serum BGP and BMP-2 levels were all significantly greater in the study group than those in the control group(P<0.01).(6)After treatment,in the study group,the number of patients with Grade 3 muscle strength significantly decreased while the number with Grade 4 muscle strength significantly increased compared with those before treatment(P<0.05).In contrast,although the control group showed some improvement in joint muscle strength,the changes were not statistically significant(P>0.05).After treatment,the intergroup comparisons showed that the study group had a significantly smaller number of patients with Grade 3 muscle strength and a significantly larger number with Grade 4 muscle strength than the control group(P<0.01).(7)After treatment,both local femoral head BMD and average BMD increased in both groups compared with those before treatment(P<0.05).The magnitude of increase in both local and average BMD was significantly greater in the study group than that in the control group(P<0.01).Conclusion The application of Taohong Siwu Decoction in the treatment of in patients after hip preservation surgery for ONFH is effective on reducing TCM syndrome scores,alleviating pain,improving joint function and hemorheology,and restoring BMD and bone metabolism indicators,which enhances the overall clinical efficacy for the patients.
4.Mechanism of P-bodies recruiting NANOS3 during early oogenesis
Jian-Wei GENG ; Fei HE ; Yi-Dan MA ; Yong-Rui ZHOU ; Xin-Yi MU
Acta Anatomica Sinica 2025;56(3):323-328
Objective To explore the relationship between NANOS3 and P-bodies in oocytes and the mechanism of their interaction during early oogenesis.Methods The co-localization of NANOS3 and dead box helicase 6(DDX6)in day post postnatal 1(1dpp)mouse oocytes was observed by immunofluorescence,and the interaction between NANOS3 and DDX6 was detected by immunoprecipitation.NANOS3 and DDX6 full-length plasmids were constructed to transfect HEK293T cells,and the mechanism of their interaction was investigated by immunofluorescence and immunoprecipitation.NANOS3 transfected HeLa cells to investigate whether NANOS3 had the ability of liquid-liquid phase separation(LLPS)by live-cell imaging.The proteins recruited by P-bodies in early oogenesis were identified by DDX6-immunoprecipitation-mass spectrometry(DDX6-IP-MS).Results NANOS3 and DDX6 colocalized and interacted with each other in 1dpp mouse oocytes.However,the co-localization of NANOS3 and DDX6 was not observed in HEK293T cells that had been transfected,but co-immunoprecipitation still demonstrated an interaction between these two proteins.Besides,live-cell imaging revealed that NANOS3 exhibited dynamic fluid-like properties within cells,which may promote the formation of P-bodies through LLPS.Finally,DDX6-IP-MS revealed that DDX6 might recruit NANOS3 into P-bodies by binding to the NANOS3 interacting protein Pumilio.Conclusion NANOS3 serves as a specific component of P-bodies in neonatal oocytes and may be involved in the regulation of early oogenesis.
5.Processing technology of calcined Magnetitum based on concept of QbD and its XRD characteristic spectra.
De-Wen ZENG ; Jing-Wei ZHOU ; Tian-Xing HE ; Yu-Mei CHEN ; Huan-Huan XU ; Jian FENG ; Yue YANG ; Xin CHEN ; Jia-Liang ZOU ; Lin CHEN ; Hong-Ping CHEN ; Shi-Lin CHEN ; Yuan HU ; You-Ping LIU
China Journal of Chinese Materia Medica 2025;50(9):2391-2403
Guided by the concept of quality by design(QbD), this study optimizes the calcination and quenching process of calcined Magnetitum and establishes the XRD characteristic spectra of calcined Magnetitum, providing a scientific basis for the formulation of quality standards. Based on the processing methods and quality requirements of Magnetitum in the Chinese Pharmacopoeia, the critical process parameters(CPPs) identified were calcination temperature, calcination time, particle size, laying thickness, and the number of vinegar quenching cycles. The critical quality attributes(CQAs) included Fe mass fraction, Fe~(2+) dissolution, and surface color. The weight coefficients were determined by combining Analytic Hierarchy Process(AHP) and the criteria importance though intercrieria correlation(CRITIC) method, and the calcination process was optimized using orthogonal experimentation. Surface color was selected as a CQA, and based on the principle of color value, the surface color of calcined Magnetitum was objectively quantified. The vinegar quenching process was then optimized to determine the best processing conditions. X-ray diffraction(XRD) was used to establish the characteristic spectra of calcined Magnetitum, and methods such as similarity evaluation, cluster analysis, and orthogonal partial least squares-discriminant analysis(OPLS-DA) were used to evaluate the quality of the spectra. The optimized calcined Magnetitum preparation process was found to be calcination at 750 ℃ for 1 h, with a laying thickness of 4 cm, a particle size of 0.4-0.8 cm, and one vinegar quenching cycle(Magnetitum-vinegar ratio 10∶3), which was stable and feasible. The XRD characteristic spectra analysis method, featuring 9 common peaks as fingerprint information, was established. The average correlation coefficient ranged from 0.839 5-0.988 1, and the average angle cosine ranged from 0.914 4 to 0.995 6, indicating good similarity. Cluster analysis results showed that Magnetitum and calcined Magnetitum could be grouped together, with similar compositions. OPLS-DA discriminant analysis identified three key characteristic peaks, with Fe_2O_3 being the distinguishing component between the two. The final optimized processing method is stable and feasible, and the XRD characteristic spectra of calcined Magnetitum was initially established, providing a reference for subsequent quality control and the formulation of quality standards for calcined Magnetitum.
X-Ray Diffraction/methods*
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Drugs, Chinese Herbal/chemistry*
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Quality Control
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Particle Size
6.Identification of critical quality attributes related to property and flavor of Jianwei Xiaoshi Tablets based on T1R2/T1R3/TRPV1-HEMT biosensor.
Dong-Hong LIU ; Yan-Yu HAN ; Jing WANG ; Hai-Yang LI ; Xin-Yu GUO ; Hui-Min FENG ; Han HE ; Shuo-Shuo XU ; Zhi-Jian ZHONG ; Zhi-Sheng WU
China Journal of Chinese Materia Medica 2025;50(14):3930-3937
The quality of traditional Chinese medicine(TCM) is a critical foundation for ensuring the stability of its efficacy, as well as the safety and effectiveness of its clinical use. The identification of critical quality attributes(CQAs) is one of the core components of TCM preparation quality control. This study focuses on Jianwei Xiaoshi Tablets and explores their CQAs related to property and flavor from the perspective of taste receptor proteins. Three taste receptor proteins, T1R2, T1R3, and TRPV1, were selected, and a biosensor based on high-electron-mobility transistor(HEMT) was constructed to detect the interactions between Jianwei Xiaoshi Tablets and taste receptor proteins. Simultaneously, liquid chromatography-mass spectrometry(LC-MS) technology was used to analyze the chemical composition of Jianwei Xiaoshi Tablets. In examining the interaction strength, the results indicated that the interaction between Jianwei Xiaoshi Tablets and TRPV1 protein was the strongest, followed by T1R3, with the interaction with T1R2 being relatively weaker. By combining biosensing technology with LC-MS, 16 chemical components were identified from Jianwei Xiaoshi Tablets, among which six were selected as CQAs for sweetness and seven for pungency. Further validation experiments demonstrated that CQAs such as hesperidin and hesperetin had strong interactions with their corresponding taste receptor proteins. Through the combined use of multiple technological approaches, this study successfully determined the property and flavor-related CQAs of Jianwei Xiaoshi Tablets. It provides novel ideas and approach for the identification of CQAs in TCM preparations and offers comprehensive theoretical support for TCM quality control, contributing to the improvement and development of TCM preparation quality control systems.
Drugs, Chinese Herbal/chemistry*
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Biosensing Techniques/methods*
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TRPV Cation Channels/chemistry*
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Tablets/chemistry*
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Receptors, G-Protein-Coupled/genetics*
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Quality Control
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Taste
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Humans
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Mass Spectrometry
7.Association of mitochondrial DNA copy number with mild to moderate cognitive impairment and its mediating role in type 2 diabetes mellitus
Tong LIU ; Chazhen LIU ; Peiyun ZHU ; Ping LIAO ; Xin HE ; Jian QI ; Qin YAN ; Yuan LU ; Wenjing WANG
Shanghai Journal of Preventive Medicine 2025;37(7):581-585
ObjectiveTo investigate the relationship between mitochondrial DNA copy number (mtDNAcn) and cognitive dysfunction, and its mediating role between type 2 diabetes mellitus (T2DM) and cognitive dysfunction. MethodsA case-control study was conducted from May 2019 to April 2021 at the Shanghai Yangpu District Central Hospital, China. A total of 193 subjects were recruited and divided into two groups based on the Montreal Cognitive Assessment (MoCA): normal control (NC) group (n=95) and cognitive impairment group (n=98). The prevalence of T2DM was determined on the basis of medical history, while mtDNAcn in peripheral blood samples was quantified using realtime fluorescent quantitative polymerase chain reaction. ResultsUnivariate analyses revealed that the mean mtDNAcn in the cognitive impairment group was 0.76±0.37, significantly lower than that in the NC group (1.06±0.45) (P<0.05). Logistic regression analyses showed that higher mtDNAcn was associated with a reduced risk of cognitive impairment (OR=0.315, 95%CI: 0.125‒0.795). Additionaly, a statistically significant positive correlation was observed between mtDNAcn and the total MoCA score (r=0.381, P<0.01). Morever, T2DM history (OR=2.741, 95%CI: 1.002‒7.497) and elevated glycosylated hemoglobin (HbA1c) levels (OR=1.796, 95%CI: 1.190‒2.711) were identified as risk factors for cognitive impairment. Mediation analyses indicated that mtDNAcn served as a mediator between T2DM/HbA1c and the risk of cognitive impairment, with proportions of mediating effect of 9.04% and 9.18%, respectively. ConclusionPatients with mild and moderate cognitive impairment have significantly lower mtDNAcn than those with normal cognitive function. Reduced mtDNAcn is an influencing factor for cognitive dysfunction and may play a mediating role in the association between T2DM and mild to moderate cognitive impairment.
8.Guideline for Adult Weight Management in China
Weiqing WANG ; Qin WAN ; Jianhua MA ; Guang WANG ; Yufan WANG ; Guixia WANG ; Yongquan SHI ; Tingjun YE ; Xiaoguang SHI ; Jian KUANG ; Bo FENG ; Xiuyan FENG ; Guang NING ; Yiming MU ; Hongyu KUANG ; Xiaoping XING ; Chunli PIAO ; Xingbo CHENG ; Zhifeng CHENG ; Yufang BI ; Yan BI ; Wenshan LYU ; Dalong ZHU ; Cuiyan ZHU ; Wei ZHU ; Fei HUA ; Fei XIANG ; Shuang YAN ; Zilin SUN ; Yadong SUN ; Liqin SUN ; Luying SUN ; Li YAN ; Yanbing LI ; Hong LI ; Shu LI ; Ling LI ; Yiming LI ; Chenzhong LI ; Hua YANG ; Jinkui YANG ; Ling YANG ; Ying YANG ; Tao YANG ; Xiao YANG ; Xinhua XIAO ; Dan WU ; Jinsong KUANG ; Lanjie HE ; Wei GU ; Jie SHEN ; Yongfeng SONG ; Qiao ZHANG ; Hong ZHANG ; Yuwei ZHANG ; Junqing ZHANG ; Xianfeng ZHANG ; Miao ZHANG ; Yifei ZHANG ; Yingli LU ; Hong CHEN ; Li CHEN ; Bing CHEN ; Shihong CHEN ; Guiyan CHEN ; Haibing CHEN ; Lei CHEN ; Yanyan CHEN ; Genben CHEN ; Yikun ZHOU ; Xianghai ZHOU ; Qiang ZHOU ; Jiaqiang ZHOU ; Hongting ZHENG ; Zhongyan SHAN ; Jiajun ZHAO ; Dong ZHAO ; Ji HU ; Jiang HU ; Xinguo HOU ; Bimin SHI ; Tianpei HONG ; Mingxia YUAN ; Weibo XIA ; Xuejiang GU ; Yong XU ; Shuguang PANG ; Tianshu GAO ; Zuhua GAO ; Xiaohui GUO ; Hongyi CAO ; Mingfeng CAO ; Xiaopei CAO ; Jing MA ; Bin LU ; Zhen LIANG ; Jun LIANG ; Min LONG ; Yongde PENG ; Jin LU ; Hongyun LU ; Yan LU ; Chunping ZENG ; Binhong WEN ; Xueyong LOU ; Qingbo GUAN ; Lin LIAO ; Xin LIAO ; Ping XIONG ; Yaoming XUE
Chinese Journal of Endocrinology and Metabolism 2025;41(11):891-907
Body weight abnormalities, including overweight, obesity, and underweight, have become a dual public health challenge in Chinese adults: overweight and obesity lead to a variety of chronic complications, while underweight increases the risks of malnutrition, sarcopenia, and organ dysfunction. To systematically address these issues, multidisciplinary experts in endocrinology, sports science, nutrition, and psychiatry from various regions have held multiple weight management seminars. Based on the latest epidemiological data and clinical evidence, they expanded the guideline to include assessment and intervention strategies for underweight, in addition to the core content of obesity management. This guideline outlines the etiological mechanisms, evaluation methods, and multidimensional management strategies for overweight and obesity, covering key areas such as diagnosis and assessment, medical nutrition therapy, exercise prescription, pharmacological intervention, and psychological support. It is intended to provide a scientific and standardized approach to weight management across the adult population, aiming to curb the rising prevalence of obesity, mitigate complications associated with abnormal body weight, and improve nutritional status and overall quality of life.
9.Chemical constituents from ethyl acetate fraction of Balanophora harlandii and their tyrosinase inhibitory activity
Zhang-xian CHEN ; Hai-ming WANG ; Yun-tao ZHANG ; Mao-xin DENG ; Kui-lin ZHU ; Jin-lian ZOU ; Jian WANG ; Shan-shan WEI ; Hong-ping HE ; Fa-wu DONG
Chinese Traditional Patent Medicine 2025;47(10):3290-3297
AIM To study the chemical constituents from ethyl acetate fraction of Balanophora harlandii Hook.f.and their tyrosinase inhibitory activity.METHODS Separation and purification were performed using silica gel,MCI,ODS,Sephadex LH-20 and semi-preparative HPLC,then the structures of obtained compounds were identified by physicochemical properties and spectral data.The monophenolase inhibitory activity was determined by the tyrosinase-catalyzed oxidation of L-tyrosine.RESULTS Twenty-four compounds were isolated and identified as sesamin(1),methyl caffeate(2),quercetin(3),5,7-dihydroxychromanone(4),methyl 3,4-dihydroxybenzoate(5),esculetin(6),kaempferol(7),naringenin(8),pyrogallic acid(9),pinosylvin(10),methyl propionate(11),caffeic acid(12),saccharinol(13),ferulic acid(14),trans-p-hydroxycinnamic acid(15),cinnamic acid(16),vanillic acid(17),vanillin(18),4-hydroxyacetophenone(19),4-hydroxybenzaldehyde(20),apigenin(21),(-)-isolariciresinol(22),(-)-secoisolariciresinol(23)and meso-2,3-di(3′,4′-methylenedioxybenzyl)butane-1,4-diol(24).The IC50 values of compounds 3,5,7,8,19,and 20 ranged from(0.246 5±0.028 3)to(1.278 2±0.021 3)mmol/L.CONCLUSION Compounds 1-9、11、15、17-21、24 are isolated from this plant for the first time,and 1,6,9,17-19,24 are first isolated from genus Balanophora.Compounds 3、5、7、8、19 and 20 have tyrosinase inhibitory activity.
10.Machine learning-driven personalized tranexamic acid administration recommendations improve perioperative outcomes in orthopedic surgery patients:A large-scale database study
Jian LI ; Mi ZHOU ; Xiang LIU ; Yiziting ZHU ; Xin SHU ; Xuhao ZHANG ; Wenquan HE
Journal of Army Medical University 2025;47(22):2868-2880
Objective To develop a personalized recommendation strategy for tranexamic acid administration during the perioperative period of orthopedic surgery based on machine learning,aiming to reduce perioperative bleeding and related complications and improving clinical outcomes.Methods A total of 11 727 patients undergoing orthopedic surgery from the INSPIRE database were subjected in this study.Missing data were handled using multiple imputation methods,and relevant feature variables were screened using Boruta analysis.We constructed various machine learning models,including Gradient Boosting Machine(GBM),Generalized Linear Model(GLM),eXtreme Gradient Boosting(XGBoost),K-Nearest Neighbors(KNN),Neural Network(NNET),Naive Bayes(NB),and Random Forest(RF),to evaluate their performance in predicting intraoperative bleeding and prolonged postoperative length of hospital stay.The optimal model was then selected and further integrated using a weighted ensemble,aiming to achieve the best prognosis by recommending usage strategies for tranexamic acid.The predictive performance of the constructed model was then verified against the testing set,and compared with the physician decision-making to complete the evaluation.Results In predicting intraoperative bleeding,the RF model achieved an area under the receiver operating characteristic curve(AUC)of 0.73,which was significantly better than other models.In predicting the prolonged postoperative length of hospital stay,the XGBoost model performed the best,with an AUC value of 0.84.Based on the above best-performing models,an ensemble strategy was implemented.The patients who followed the recommended strategy had reduced intraoperative bleeding and shorter postoperative length of hospital stay.Conclusion The use of tranexamic acid is associated with intraoperative bleeding and postoperative length of hospital stay.Personalized decision-making recommendation based on our constructed model can effectively improve the outcomes of the patients undergoing orthopedic surgery.

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