1.Optimization of Extraction Process and Material Basis Analysis of Modified Banxia Xiexintang
Yuling LIU ; Ruying TANG ; Dongxue ZHENG ; Qiling ZHANG ; Xinmin LIU ; Donghan BAI ; Longfei LIN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(7):129-139
ObjectiveTo optimize and validate the optimal sequential alcohol-water extraction process of modified Banxia Xiexintang(MBXT) based on pharmacodynamic evaluation, combined with the G1-entropy weight method and Box-Behnken response surface methodology, and to systematically and comprehensively analyze the material basis of this formula, providing a scientific basis for its quality control and industrial production. MethodsRats were randomly divided into the normal group, model group, metformin group, and MBXT water extraction, water extraction and ethanol precipitation, sequential ethanol-water extraction groups. Except for the normal group, a polycystic ovary syndrome with insulin resistance(PCOS-IR) model was established in all rats via a high-fat diet combined with letrozole induction. Enzyme-linked immunosorbent assay(ELISA) biochemical assay kits and hematoxylin-eosin(HE) staining were used to compare sex hormone levels in serum and ovarian histopathology, thereby screening extraction process routes. Based on this, a comprehensive score was constructed using the G1-entropy weight method based on the transfer rates of index components(berberine hydrochloride and baicalin) and the dry extract rate. Box-Behnken response surface methodology was then utilized to optimize the extraction process parameters. Finally, the chemical constituents of the sample from the optimal process were qualitatively analyzed by ultra-performance liquid chromatography-quadrupole-electrostatic field orbitrap mass spectrometry(UPLC-Q-Orbitrap-MS). ResultsPharmacodynamic findings revealed that compared with the normal group, serum testosterone(T) and luteinizing hormone(LH) levels were significantly elevated in the model group, while estradiol(E2) and follicle-stimulating hormone(FSH) levels were significantly decreased(P<0.01), with polycystic changes observed in ovarian tissues. Compared with the model group, all treatment groups significantly reversed the changes in sex hormone levels, with the sequential ethanol-water extraction group showing the optimal effect in improving the aforementioned indicators and pathological morphology, followed by subsequent process optimization. The optimized process involved adding 12 times the amount of 70% ethanol for extracting twice, each lasting 120 min, and adding 12 times the amount of water for extracting thrice, each lasting 90 min. Validation test results showed that under optimal process conditions, the average transfer rates of berberine hydrochloride and baicalin were 76.05% and 93.38%, respectively. MS analysis identified a total of 377 compounds, including 112 flavonoids, 41 terpenoids, 28 organic acids, 22 coumarins, and 8 alkaloids, while elucidating the cleavage patterns of key components. ConclusionThe optimized sequential ethanol-water extraction process is stable and feasible, effectively preserving the material basis of MBXT for treating PCOS-IR. It further clarifies the main chemical composition of this formula, providing a scientific basis for the development and quality control of its preparations.
2.Exploring Mechanism of Modified Banxia Xiexintang in Ameliorating Metabolic Disorders and Reproductive Function in PCOS-IR Rats Based on Metabolomics and Transcriptomics
Donghan BAI ; Ruying TANG ; Longfei LIN ; Yuling LIU ; Dongxue ZHENG ; Qiling ZHANG ; Xinmin LIU ; Hui LI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(7):140-149
ObjectiveTo evaluate the therapeutic effects of modified Banxia Xiexintang(MBXT) on polycystic ovary syndrome with insulin resistance(PCOS-IR) rats and reveal its potential mechanisms based on the integrated analysis of transcriptomics and metabolomics. MethodsFemale SD rats were selected, and a PCOS-IR model was established by intragastric administration of letrozole combined with a high-fat diet for 21 days. The modeled rats were randomly divided into the model group, MBXT low-, medium-, and high-dose groups(6.62, 13.23, 26.46 g·kg-1), and metformin group(0.158 g·kg-1), with a normal group set up separately. After 14 days of administration, the estrous cycle was observed, ovarian morphology was examined by hematoxylin-eosin(HE) staining, and the levels of testosterone(T), estradiol(E2), follicle-stimulating hormone(FSH), and luteinizing hormone(LH) in serum were detected by enzyme-linked immunosorbent assay(ELISA). Serum metabolites and ovarian tissue gene expression were detected using ultra-performance liquid chromatography-quadrupole-electrostatic orbitrap mass spectrometry(UPLC-Q-Orbitrap-MS) and RNA-Seq technology, respectively, followed by multi-omics integrated analysis. ResultsPharmacodynamic findings revealed that all MBXT dose groups could reversed abnormal estrous cycles in PCOS-IR rats, improve polycystic ovarian lesions, and normalize dysregulated serum hormone levels(T, LH, E2, FS, P<0.05, P<0.01). Metabolomic analysis revealed that compared with the model group, MBXT reversed 278 differential metabolites such as estrone and S-formylglutathione, mainly involving pathways such as steroid hormone biosynthesis, glutathione metabolism, and lipid peroxidation regulation. Transcriptomic analysis identified 434 differentially expressed genes, and enrichment analysis revealed that MBXT significantly regulated lipid peroxidation defense systems, including glutathione metabolism, peroxisome function, and fatty acid metabolism, thereby intervening in ferroptosis processes. It also engaged in inflammation-related pathways such as the chemokine signaling pathway. Integrated analysis revealed that both metabolomics and transcriptomics co-enriched metabolic pathways associated with ferroptosis and fatty acid metabolism. And key Hub genes[such as Ras-related C3 botulinum toxin substrate 2 gene(Rac2) and Fas ligand gene(Faslg)] showed significant correlations with differential metabolites. ConclusionMBXT can effectively ameliorate reproductive dysfunction and metabolic disorders in PCOS-IR rats. Its mechanism may be related to remodeling the immune-metabolism network, particularly by regulating MHC-mediated immune responses, inhibiting local ovarian ferroptosis, and enhancing steroid hormone synthesis pathways.
3.Investigation on Mechanism of Modified Banxia Xiexintang in Improving Ovarian Dysfunction of PCOS-IR Rats by Inhibiting Ferroptosis via AMPK/FASN/GPX4 Signaling Pathway
Donghan BAI ; Ruying TANG ; Longfei LIN ; Yuling LIU ; Dongxue ZHENG ; Qiling ZHANG ; Xinmin LIU ; Hui LI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(7):150-160
ObjectiveTo investigate the mechanism of modified Banxia Xiexintang(MBXT) in improving ovarian dysfunction in polycystic ovary syndrome with insulin resistance(PCOS-IR) rats by inhibiting ferroptosis through the adenosine monophosphate(AMP)-activated protein kinase(AMPK)/fatty acid synthase(FASN)/glutathione peroxidase 4(GPX4) signaling pathway. MethodsSeventy-six female SD rats were randomly divided into a normal group(n=13) and a modeling group(n=63). The modeling group established a PCOS-IR model by intragastric administration of letrozole combined with a high-fat diet for 21 days. After successful modeling, these rats were randomly divided into the model group, MBXT low-, medium-, and high-dose groups(6.62, 13.23, 26.46 g·kg-1), metformin group(0.158 g·kg-1), and high-dose of MBXT combined with ferroptosis inducer Erastin group(15 mg·kg-1), with 10 rats in each group. After 14 days of intervention, ovarian pathological morphology was observed by hematoxylin-eosin(HE) staining, the mitochondrial ultrastructure of granulosa cells was observed by transmission electron microscopy(TEM), ovarian reactive oxygen species(ROS) levels were detected by dihydroethidium(DHE) probe, biochemical methods were used to detect Fe2+, malondialdehyde(MDA), glutathione(GSH) and other indicators in ovarian tissues, serum sex hormone and insulin levels were measured by enzyme-linked immunosorbent assay(ELISA), and the protein expressions of AMPK, FASN, acyl-CoA synthetase long-chain family member 4(ACSL4), GPX4, and solute carrier family 7 member 11(SLC7A11) in ovarian tissues were detected by Western blot. ResultsCompared with the normal group, the model group showed polycystic changes in the ovaries, with atrophy of mitochondria in granulosa cells and increased membrane density. Serum levels of testosterone(T), luteinizing hormone(LH), and insulin were significantly increased(P<0.01). The levels of ROS, MDA, 4-hydroxynonenal(4-HNE), and Fe2+ in ovarian tissues were significantly elevated(P<0.01), while adenosine triphosphate(ATP), GSH, and reduced nicotinamide adenine dinucleotide phosphate (NADPH) levels were significantly decreased(P<0.01). The phosphorylation levels of AMPK and acetyl-CoA carboxylase (ACC), as well as the protein expressions of SLC7A11, GPX4, and ferroptosis suppressor protein 1(FSP1) were significantly downregulated(P<0.01), whereas the expressions of FASN, ACSL4, and nuclear receptor coactivator 4(NCOA4) were significantly upregulated(P<0.01). Compared with the model group, MBXT intervention at various doses improved the above pathological changes and biochemical indicators in a dose-dependent manner, with the high-dose group showing the most significant effect(P<0.01). Compared with the MBXT high-dose group, the high-dose of MBXT combined with ferroptosis inducer Erastin group restored ovarian ferroptosis characteristics in rats, with increased ROS and lipid peroxidation products, and altered expressions of key proteins(P<0.05, P<0.01). ConclusionMBXT can effectively improve ovarian function and metabolic disorders in PCOS-IR rats. Its mechanism may be related to activating the AMPK/ACC signaling pathway, downregulating FASN and ACSL4 to reduce lipid peroxidation substrates, and restoring glucose-6-phosphate dehydrogenase/phosphoglycerate dehydrogenase(G6PD/PHGDH) metabolic flux to enhance the GPX4/FSP1 antioxidant defense system, thereby inhibiting ferroptosis in ovarian granulosa cells.
4.A retrospective analysis of the clinical characteristics of 63 patients with vestibular neuritis.
Qi WANG ; Gendi YIN ; Shuqi ZHANG ; Qiling HUANG ; Lingwei LI ; Zhicheng LI ; Xiangli ZENG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(1):19-23
Objective:To retrospectively analyze the results of auditory examination,vestibular function examination and laboratory examination of 63 patients diagnosed as vestibular neuritis.Methods:A total of 63 patients diagnosed with vestibular neuritis hospitalized in the Department of Otolaryngology, Head and Neck Surgery of the Third Affiliated Hospital of Sun Yat-sen University, from October 2012 to December 2022 were recruited. All patients met the diagnostic criteria for the 2022 Bárány association vestibular neuritis. Clinical data and the results of pure tone audiometry, electrocochleogram, video electronystagmogram, caloric test, cervical vestibuloevoked myogenic potential(cVEMP), ocular vestibuloevoked myogenic potential(oVEMP), video head impulse test(vHIT) was collected.A total of 63 age-and sex-matched healthy subjects in the physical examination center were randomly selected as the control group. The differences of blood indexs and lipid metabolism indexes between the two groups were compared. Results:In patients with vestibular neuritis, 50 out of 63 patients presented normal threshold in pure tone audiometry, 8 out of 63 patients had bilateral high-frequency sensorineural hearing loss and 5 out of 63 patients had unilateral mild high-frequency sensorineural hearing loss, 56 out of 63 cases completed the electrocochleogram, of which 3 cases had a binaural-SP/AP amplitude ratio≥0.4, 5 cases had monaural amplitude ratio ≥0.4. Fifty-five out of 63 patients completed the caloric test with CP values greater than 30% in all. The ratio of patients completed cVEMP, oVEMP and vHIT were 46 cases, 22 cases and 30 cases, respectively. 17 out of 63 cases completed all the four vestibular function tests. According to these tests, 49 patients could determine the extent of injury,including 27 cases with unilateral superior vestibular nerve injury, 21 cases with unilateral superior and inferior vestibular nerve injury and 1 case with unilateral inferior vestibular nerve injury. There were significant differences in neutrophil value(P<0.001), lymphocyte value(P<0.005), neutrophil/lymphocyte ratio(P<0.001) and apolipoprotein A1(P<0.001) between patient group and control group. Inflammatory markers were risk factors for patients with vestibular neuritis. The OR values of neutrophil value and blood neutrophil/lymphocyte ratio were 1.81(1.38-2.37, P<0.001) and 2.11(1.41-3.16, P<0.001), respectively. Apolipoprotein A1 was a protective factor for patients with vestibular neuritis, and the OR value was 0.004(0.001-0.042, P<0.001). Conclusion:Electrocochleogram could be used in vestibular neuritis patients with normal pure tone threshold to test whether there is hidden hearing loss in these patients. Neutrophil value, lymphocyte value, neutrophil/lymphocyte ratio and apolipoprotein A1 were correlated with vestibular neuritis. The Neutrophil value and neutrophil/lymphocyte ratio were risk factors for morbidity.
Humans
;
Vestibular Neuronitis/physiopathology*
;
Retrospective Studies
;
Female
;
Male
;
Audiometry, Pure-Tone
;
Hearing Loss, Sensorineural/physiopathology*
;
Middle Aged
;
Adult
;
Vestibular Function Tests
;
Vestibular Evoked Myogenic Potentials
;
Aged
5.Total alkaloids of Cocculus orbiculatus attenuate ulcerative colitis in mice via PINK1/parkin mitophagy pathway
Qiling JIANG ; Yanfei XU ; Sha YANG ; Pengrui ZHANG ; Qiannan DONG ; Hao WU ; Xiao KANG
Chinese Journal of Pathophysiology 2025;41(10):2001-2008
AIM:To investigate whether total alkaloids of Cocculus orbiculatus(COTA)attenuate ulcerative colitis(UC)in mice via PINK1/parkin mitophagy pathway.METHODS:Sixty C57BL/6 mice were randomly divided into normal control group,model group,positive drug mesalazine group,and low-,medium-and high-dose(0.162,0.324 and 0.486 g/kg)COTA groups,with 10 mice in each group.Except for normal control group,the mice in all groups were given free access to 3%dextran sulfate sodium(DSS)solution for 7 consecutive days to establish a UC model in mice,and were then treated with COTA or mesalazine via oral gavage.The general condition of the mice was observed,and the colon length and disease activity index(DAI)score were determined.Colon histopathological damage was observed by HE staining.The serum levels of interleukin-1β(IL-1β),IL-6 and tumor necrosis factor-α(TNF-α)were detected by ELISA.The pro-tein levels of PINK1,parkin,microtubule-associated protein 1 light chain 3(LC3),P62 and beclin-1 in colon tissues were determined by Western blot.The protein expression of LC3 and parkin was detected by immunofluorescence.RE-SULTS:Compared with normal control group,the mice in model group showed varying degrees of soft stools or bloody stools,decreased body weight(P<0.05),increased DAI score,shortened colon length(P<0.05),and obvious pathologi-cal damage in the colon tissue.The serum levels of IL-1β,IL-6 and TNF-α were elevated(P<0.05).The protein levels of parkin,PINK1,LC3-II and beclin-1 were significantly decreased(P<0.05),while P62 protein expression was in-creased(P<0.05).Immunofluorescence showed a small number of autophagosomes in the colon tissue.In contrast,com-pared with model group,the mice in total alkaloids of Cocculus orbiculatus groups exhibited increased body weight(P<0.05),decreased DAI score,increased colon length(P<0.05),and reduced levels of IL-1β,IL-6 and TNF-α(P<0.05).The protein levels of parkin,PINK1,LC3 and beclin-1 were elevated(P<0.05),while P62 expression was re-duced(P<0.05),with numerous autophagosomes visible in the colon tissue via immunofluorescence.CONCLUSION:Total alkaloids of Cocculus orbiculatus can enhance the expression of mitophagy-related proteins PINK1,parkin,LC3 and beclin-1,activate mitophagy,and reduce the expression of inflammatory factors,thereby attenuating the inflammatory re-sponse in the colon mucosa of DSS-induced UC mice.
6.Buccal acupuncture combined with stellate ganglion block for sleep improvement after colorectal cancer surgery in the elderly:a clinical study
Xiaoqing ZHANG ; Jiuyi LI ; Di WU ; Jianjun OUYANG ; Qiling ZHANG ; Hongbao TAN ; Bo YUAN ; Qian ZHAO ; Yimei PENG
Chinese Journal of General Surgery 2025;34(3):528-535
Background and Aims:Elderly patients undergoing laparoscopic radical resection of colon cancer often experience decreased sleep quality,which may hinder postoperative recovery.Although pharmacological interventions are commonly used in clinical practice to improve postoperative sleep,conventional medications may lead to adverse effects such as delirium and dependence.This study aimed to evaluate the effect of a non-pharmacological intervention—buccal acupuncture combined with ultrasound-guided stellate ganglion block(SGB)—on postoperative sleep quality in elderly patients.Methods:A total of 60 elderly patients who underwent laparoscopic radical resection of colon cancer at the Forth Hospital of Changsha from February to August 2024 were enrolled.Using a random number table,the patients were divided into two groups:30 in the control group(SGB alone)and 30 in the study group(SGB combined with buccal acupuncture).Perioperative mean arterial pressure(MAP),heart rate(HR),postoperative visual analogue scale(VAS)scores,Pittsburgh Sleep Quality Index(PSQI)scores,and the incidence of adverse events were recorded and analyzed.Results:There were no statistically significant differences in baseline characteristics between the two groups(all P>0.05).The study group showed significantly lower intraoperative and postoperative HR and MAP compared to the control group(all P<0.05).VAS scores at 6,24,and 48 h postoperatively,as well as PSQI scores on postoperative days 1,3,and 5,were significantly lower in the study group(all P<0.05).Additionally,the incidence of drowsiness was significantly reduced(P<0.05).No significant differences were found between the two groups in terms of nausea,vomiting,or agitation(all P>0.05).Conclusion:The combination of buccal acupuncture and SGB during the perioperative period can effectively improve postoperative sleep quality,alleviate pain,and reduce adverse reactions in elderly patients undergoing laparoscopic radical resection of colon cancer.This safe and effective non-pharmacological intervention holds promising clinical application value.
7.Buccal acupuncture combined with stellate ganglion block for sleep improvement after colorectal cancer surgery in the elderly:a clinical study
Xiaoqing ZHANG ; Jiuyi LI ; Di WU ; Jianjun OUYANG ; Qiling ZHANG ; Hongbao TAN ; Bo YUAN ; Qian ZHAO ; Yimei PENG
Chinese Journal of General Surgery 2025;34(3):528-535
Background and Aims:Elderly patients undergoing laparoscopic radical resection of colon cancer often experience decreased sleep quality,which may hinder postoperative recovery.Although pharmacological interventions are commonly used in clinical practice to improve postoperative sleep,conventional medications may lead to adverse effects such as delirium and dependence.This study aimed to evaluate the effect of a non-pharmacological intervention—buccal acupuncture combined with ultrasound-guided stellate ganglion block(SGB)—on postoperative sleep quality in elderly patients.Methods:A total of 60 elderly patients who underwent laparoscopic radical resection of colon cancer at the Forth Hospital of Changsha from February to August 2024 were enrolled.Using a random number table,the patients were divided into two groups:30 in the control group(SGB alone)and 30 in the study group(SGB combined with buccal acupuncture).Perioperative mean arterial pressure(MAP),heart rate(HR),postoperative visual analogue scale(VAS)scores,Pittsburgh Sleep Quality Index(PSQI)scores,and the incidence of adverse events were recorded and analyzed.Results:There were no statistically significant differences in baseline characteristics between the two groups(all P>0.05).The study group showed significantly lower intraoperative and postoperative HR and MAP compared to the control group(all P<0.05).VAS scores at 6,24,and 48 h postoperatively,as well as PSQI scores on postoperative days 1,3,and 5,were significantly lower in the study group(all P<0.05).Additionally,the incidence of drowsiness was significantly reduced(P<0.05).No significant differences were found between the two groups in terms of nausea,vomiting,or agitation(all P>0.05).Conclusion:The combination of buccal acupuncture and SGB during the perioperative period can effectively improve postoperative sleep quality,alleviate pain,and reduce adverse reactions in elderly patients undergoing laparoscopic radical resection of colon cancer.This safe and effective non-pharmacological intervention holds promising clinical application value.
8.Total alkaloids of Cocculus orbiculatus attenuate ulcerative colitis in mice via PINK1/parkin mitophagy pathway
Qiling JIANG ; Yanfei XU ; Sha YANG ; Pengrui ZHANG ; Qiannan DONG ; Hao WU ; Xiao KANG
Chinese Journal of Pathophysiology 2025;41(10):2001-2008
AIM:To investigate whether total alkaloids of Cocculus orbiculatus(COTA)attenuate ulcerative colitis(UC)in mice via PINK1/parkin mitophagy pathway.METHODS:Sixty C57BL/6 mice were randomly divided into normal control group,model group,positive drug mesalazine group,and low-,medium-and high-dose(0.162,0.324 and 0.486 g/kg)COTA groups,with 10 mice in each group.Except for normal control group,the mice in all groups were given free access to 3%dextran sulfate sodium(DSS)solution for 7 consecutive days to establish a UC model in mice,and were then treated with COTA or mesalazine via oral gavage.The general condition of the mice was observed,and the colon length and disease activity index(DAI)score were determined.Colon histopathological damage was observed by HE staining.The serum levels of interleukin-1β(IL-1β),IL-6 and tumor necrosis factor-α(TNF-α)were detected by ELISA.The pro-tein levels of PINK1,parkin,microtubule-associated protein 1 light chain 3(LC3),P62 and beclin-1 in colon tissues were determined by Western blot.The protein expression of LC3 and parkin was detected by immunofluorescence.RE-SULTS:Compared with normal control group,the mice in model group showed varying degrees of soft stools or bloody stools,decreased body weight(P<0.05),increased DAI score,shortened colon length(P<0.05),and obvious pathologi-cal damage in the colon tissue.The serum levels of IL-1β,IL-6 and TNF-α were elevated(P<0.05).The protein levels of parkin,PINK1,LC3-II and beclin-1 were significantly decreased(P<0.05),while P62 protein expression was in-creased(P<0.05).Immunofluorescence showed a small number of autophagosomes in the colon tissue.In contrast,com-pared with model group,the mice in total alkaloids of Cocculus orbiculatus groups exhibited increased body weight(P<0.05),decreased DAI score,increased colon length(P<0.05),and reduced levels of IL-1β,IL-6 and TNF-α(P<0.05).The protein levels of parkin,PINK1,LC3 and beclin-1 were elevated(P<0.05),while P62 expression was re-duced(P<0.05),with numerous autophagosomes visible in the colon tissue via immunofluorescence.CONCLUSION:Total alkaloids of Cocculus orbiculatus can enhance the expression of mitophagy-related proteins PINK1,parkin,LC3 and beclin-1,activate mitophagy,and reduce the expression of inflammatory factors,thereby attenuating the inflammatory re-sponse in the colon mucosa of DSS-induced UC mice.
9.A Structural Equation Model of the Relationship Between Symptom Burden, Psychological Resilience, Coping Styles, Social Support, and Psychological Distress in Elderly Patients With Acute Exacerbation Chronic Obstructive Pulmonary Disease in China
Mengfei LAN ; Li YANG ; Hongqiang ZHANG ; Aihua SU ; Qiling YIN ; Jiaoyue LI
Asian Nursing Research 2024;18(3):231-237
Purpose:
The prevalence of psychological distress is frequently observed among old adults with acute exacerbation of chronic obstructive pulmonary disease (AECOPD). However, current researches are insufficient to clarify the correlation among these relevant factors. This study examined the effects of symptom burden, psychological resilience, coping styles, and social support on psychological distress.
Methods:
Two hundred fifty five elderly patients with AECOPD were conveniently selected in Taian, Shandong Province. The General Information Questionnaire, Distress Thermometer, The Revised Memorial Symptom Assessment Scale, Connor-Davidson Resilience Scale, Simplified Coping Style Questionnaire, Perceived Social Support Scale were used to investigate. The relationship among factors was estimated by using a structural equation model.
Results:
Psychological distress score of elderly patients with AECOPD was (5.25 ± 1.01); coping styles, psychological resilience, symptom burden, and social support directly affected psychological distress (thedirect effects were À.93, .17, .17, and À.09); coping styles had the largest total effect on psychological distress (the total effect was À.93); psychological resilience indirectly affected psychological distress through coping styles (the indirect effect was À.74); symptom burden indirectly affected psychologicaldistress through psychological resilience (the indirect effect was .25); social support indirectly affected psychological distress through symptom burden, psychological resilience, and coping styles (the indirecteffect was À.80).
Conclusion
The psychological distress of elderly patients with AECOPD is at a moderate level; coping styles, psychological resilience, and social support have positive effects on alleviating the psychological distress of elderly patients with AECOPD; symptom burden is negatively correlated with psychological distress.Healthcare professionals should pay more attention to elderly patients with AECOPD who are particularly prone to experience higher levels of psychological distress, especially in the presence of low coping style, limited psychological resilience, inadequate levels of social support, and high symptom burden.
10.Application of machine learning method for survival analysis
LIU Yue ; LIU Qiling ; SU Haixia ; YANG Peng ; ZHANG Yuhai
Journal of Preventive Medicine 2024;36(6):496-500,505
Abstract
Survival analysis has been widely used in the field of medical research. The Cox proportional hazard model is commonly used, but its practical application is limited. Machine learning method can compensate for the shortcomings of the Cox proportional hazard model in terms of nonlinear data processing and prediction accuracy. This article reviewed the advance of machine learning methods represented by neural networks, within the field of survival analysis, and highlighted the principles and benefits of three machine learning methods that DeepSurv, Deep-Hit and random survival forest, providing methodological insights for the analysis of complex survival data.


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