1.Effect of Changji'an Formula (肠激安方) on the miR-29b-3p/TRAF3/NF-κB/MLCK Axis in Colonic Tissues in Diarrhea-predominant Irritable Bowel Syndrome Model Rat with Liver Depression and Spleen Deficiency Syndrome
Yongfu WANG ; Wei KE ; Xiangyu XIE ; Hongmei TANG ; Liuze SI ; Yuna CHAI
Journal of Traditional Chinese Medicine 2026;67(4):439-446
ObjectiveTo explore the potential mechanism of Changji'an Formula (肠激安方) on intestinal permeability for rats with diarrhea-predominant irritable bowel syndrome (IBS-D) of liver depression and spleen deficiency syndrome by the microRNA-29b-3p (miR-29b-3p)/tumor necrosis factor receptor-associated factor 3 (TRAF3)/nuclear factor-κB (NF-κB)/myosin light chain kinase (MLCK) axis. MethodsTwenty-four 1-day-old male Sprague-Dawley (SD) suckling rats were selected, and the IBS-D rat model of liver depression and spleen deficiency syndrome was established via a three-factor method,i.e. maternal separation plus acetic acid stimulation and restraint stress, for 6 consecutive weeks. After successful modeling, the rats were randomly divided into a model group, pinaverium bromide group, low-dose and high-dose Changji'an Formula groups, with 6 rats in each group. Another 6 age-matched non-modeled SD rats were included as the control group. The low-dose and high-dose Changji'an Formula groups were given intragastric administration of Changji'an Formula solution at doses of 16.74 g/(kg·d) and 33.48 g/(kg·d), respectively; the pinaverium bromide group received intragastric administration of pinaverium bromide tablets at 0.018 g/(kg·d); and the control group was given distilled water at 10 ml/(kg·d) via intragastric gavage. The intervention was conducted once daily for 14 consecutive days. After the gavage treatment, the fecal water content of rats in each group was measured. Enzyme-linked immunosorbent assay (ELISA) was used to detect the serum levels of intestinal permeability indicators, including D-lactic acid (D-LA), diamine oxidase (DAO), and lipopolysaccharide (LPS). Quantitative real-time polymerase chain reaction (qRT-PCR) was conducted to determine the mRNA expression levels of miR-29b-3p, TRAF3, tumor necrosis factor-α (TNF-α), p65, p50, and MLCK in colonic tissues. Western Blot analysis was employed to detect the protein expression levels of TRAF3, TNF-α, p65, phosphorylated p65 (p-p65), MLCK, myosin light chain (MLC), phosphorylated MLC (p-MLC), and tight junction proteins including junctional adhesion molecule-A (JAM-A), Occludin, and Claudin-1 in colonic tissues. ResultsCompared with the control group, the model group exhibited significantly increased fecal water content and serum levels of D-LA, DAO, and LPS, along with decreased protein expression levels of JAM-A, Occludin, and Claudin-1 in colonic tissues (P<0.05 or P<0.01). Additionally, in the model group, the mRNA expression levels of miR-29b-3p, TNF-α, p65, p50, and MLCK in colonic tissues were up-regulated, while the mRNA and protein expression levels of TRAF3 were down-regulated; the protein levels of TNF-α and MLCK, as well as the ratios of p-p65/p65 and p-MLC/MLC, significantly elevated (P<0.01). Compared with the model group, all treatment groups showed reduced fecal water content and serum levels of D-LA, DAO, and LPS, along with down-regulated mRNA expression levels of miR-29b-3p, TNF-α, p65, p50, and MLCK, and up-regulated TRAF3 mRNA expression in colonic tissues. Moreover, the pinaverium bromide group and high-dose Changji'an Formula group presented increased protein levels of Occludin, Claudin-1, and TRAF3, as well as decreased protein levels of TNF-α and MLCK, and reduced ratios of p-p65/p65 and p-MLC/MLC in colonic tissues (P<0.05 or P<0.01). Compared with the low-dose Changji'an Formula group, the high-dose group had lower fecal water content and serum levels of DAO and LPS (P<0.01). In comparison with the pinaverium bromide group, the high-dose Changji'an Formula group showed a significant decrease in serum DAO level (P<0.01). ConclusionsChangji'an Formula can reduce intestinal permeability and restore intestinal barrier function in IBS-D rats of liver depression and spleen deficiency syndrome by regulating the miR-29b-3p/TRAF3/NF-κB/MLCK axis.
2.Mechanisms of Dihuang Yinzi in Treating Advanced Parkinson's Disease Based on Gut Microbiota-SCFAs-inflammation Axis
Renzhi MA ; Yasi LIN ; Tingyue JIANG ; Hongmei ZHU ; Jiayuan LI ; Yu WANG ; Ge ZHANG ; Wenxin FAN ; Jinli SHI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(7):11-21
ObjectiveTo observe the effects of Dihuang Yinzi (DY) on motor dysfunction in rats with advanced Parkinson's disease (PD) and to investigate the mechanisms by which DY improves advanced PD symptoms through the "gut microbiota-short-chain fatty acids (SCFAs)-inflammation-neuroprotection pathway". MethodsAn advanced PD rat model was induced by rotenone. Rats were divided into a normal group, model group, positive drug group (levodopa, 50 mg·kg-1), and DY low-, medium-, and high-dose groups (5.2, 10.4, 20.8 g·kg-1). After 7 days of administration, motor function was evaluated using the open-field, pole-climbing, and inclined plate tests. Hematoxylin-eosin (HE) staining was used to observe pathological changes in the substantia nigra and colon, and immunohistochemistry was performed to detect α-Synuclein (α-Syn) and tyrosine hydroxylase (TH) expression in the substantia nigra. Enzyme-linked immunosorbent assay (ELISA) was used to measure levels of dopamine (DA), 5-hydroxytryptamine (5-HT), 3,4-dihydroxyphenylacetic acid (DOPAC), Levodopa, homovanillic acid (HVA), tumor necrosis factor-α (TNF-α), interleukin-6 (IL-6), and interleukin-1β (IL-1β). Western blot analysis was used to detect the expression of zonula occludens-1 (ZO-1) and occludin. Gut microbiota diversity was analyzed by 16S rRNA sequencing, and gas chromatography (GC) was used to determine the content of SCFAs in colonic contents. ResultsCompared with the normal group, the model group showed significantly decreased movement speed and distance in the open-field test, prolonged pole-climbing time, and reduced retention angle on the inclined plate (P<0.01), accompanied by increased α-Syn expression (P<0.01) and decreased TH expression (P<0.01) in the brain. Compared with the model group, all DY dose groups improved motor dysfunction in advanced PD rats to varying degrees (P<0.05, P<0.01) and alleviated pathological damage in the brain and colon. High-dose DY significantly reduced α-Syn aggregation in the substantia nigra (P<0.01) and increased TH expression (P<0.01). ELISA and Western blot results showed that, compared with the normal group, the model group exhibited decreased levels of DA, 5-HT, DOPAC, Levodopa, and HVA in the striatum (P<0.01), increased levels of TNF-α, IL-6, and IL-1β in the colon and striatum (P<0.01), and significantly reduced expression of ZO-1 (P<0.05) and occludin in the colon (P<0.01). Compared with the model group, all DY dose groups increased the levels of DA, 5-HT, DOPAC, Levodopa, and HVA in the striatum to varying degrees (P<0.05, P<0.01). In the high-dose DY group, the levels of TNF-α, IL-6, and IL-1β in the colon and striatum were reduced (P<0.01), while the expression of ZO-1 (P<0.05) and occludin in the intestine was increased. The 16S rRNA sequencing results indicated that the relative abundances of Actinobacteriota, Enterobacteriaceae, and Erysipelotrichaceae were increased in the model group, whereas the relative abundances of Bacteroidota, class Clostridia, Lachnospiraceae, and Akkermansia muciniphila were decreased. These changes were effectively reversed after high-dose DY intervention. GC analysis showed that the content of SCFAs in the colonic contents of rats in the model group was decreased (P<0.05, P<0.01), while after high-dose DY intervention, the levels of acetate, propionate, isobutyrate, and butyrate were significantly increased (P<0.05, P<0.01). ConclusionDY may exert therapeutic effects in advanced PD by regulating the gut microbiota-SCFAs-inflammation pathway.
3.Research progress on the bidirectional association between periodontal disease and depression/anxiety
WANG Liwen ; CAI Yutai ; RUAN Yaru ; ZHANG Fan ; YU Hongmei ; GAO Yanhui
Journal of Prevention and Treatment for Stomatological Diseases 2026;34(3):281-291
There are practical and cost-effective opportunities for the prevention and early intervention of periodontal disease, a common oral condition. Depression and anxiety represent major global mental health challenges, and they are characterized by high prevalence rates and an elevated suicide risk. Their clinical management is complicated by extended treatment timelines and substantial healthcare costs. Accumulating evidence demonstrates a statistically significant bidirectional association between periodontal disease and depression/anxiety disorders. However, established clinical pathways integrating these conditions remain lacking. This review presents a comprehensive analysis of current research examining the relationship between periodontal disease and mood disorders, specifically depression and anxiety. This study explored the bidirectional mechanisms within the microbiota-oral-brain axis, which includes both periodontal disease inducing neuroinflammation through pro-inflammatory factors, such as interleukin-1β (IL-1β) and tumor necrosis factor-α (TNF-α) activating the TLR-4/NF-κB signaling pathway, and depression and anxiety leading to “glucocorticoid resistance” through hypothalamic-pituitary-adrenal (HPA) axis dysregulation, thus causing dual immune dysfunction that exacerbates periodontal tissue destruction, as well as the mechanisms by which biological, psychological, and social factors contribute to the bidirectional association between periodontal disease and depression/anxiety. We propose implementing bidirectional referral protocols between dental and psychiatric services in clinical practice, incorporating mental health screening tools, such as Patient Health Questionnaire-9 (PHQ-9) and Generalized Anxiety Disorder-7(GAD-7), for patients with moderate-to-severe periodontal disease, and incorporating periodontal examination into routine assessment during psychiatric services. This multidisciplinary approach aims to break the vicious circle between these conditions and provide clinicians with pragmatic intervention strategies.
4.Regulatory Effect and Mechanisms of Liuhuang Zhike Prescription on Glycemic Control in db/db Mice via AMPK/Akt/GSK-3β Signaling Pathway
Fangyuan DENG ; Ting WANG ; Qianli KANG ; Hongmei LIN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(9):122-132
ObjectiveTo investigate the regulatory effects and underlying mechanisms of Liuhuang Zhike prescription (LHZK) on blood glucose in type 2 diabetic db/db mice based on the AMP-activated protein kinase/protein kinase B/glycogen synthase kinase-3β (AMPK/Akt/GSK-3β) signaling pathway. MethodsDb/db mice were used as the model animals, and db/m mice served as the blank control. Forty db/db mice were randomly divided into the model group, metformin group (0.14 g·kg-1), and low-, medium-, and high-dose (4.11, 8.21, 16.43 g·kg-1) LHZK groups, with 8 mice in each group. The db/db mice in the metformin and LHZK groups were administered the corresponding drugs by gavage, while the blank control and model groups were given distilled water by gavage once daily for 8 consecutive weeks. Food intake, water consumption, body weight, and fasting blood glucose (FBG) were measured weekly. An automatic biochemical analyzer was used to determine glycated serum protein (GSP), serum triglycerides (TG), total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), and low-density lipoprotein cholesterol (LDL-C) levels. Hematoxylin-eosin (HE) staining was used to observe pathological morphological changes in the liver and pancreatic tissues. Oil red O staining was used to assess lipid accumulation in liver tissue. The anthrone colorimetric method was used to determine hepatic glycogen content. Real-time quantitative PCR (Real-time PCR) was used to detect the mRNA expression levels of insulin receptor substrate-1 (IRS-1), Akt2, phosphoenolpyruvate carboxykinase (PEPCK), and glucose-6-phosphatase (G6Pase) in liver tissue. Western blot was used to detect the protein expression of AMPKα, phosphorylated AMPKα (p-AMPKα), GSK-3β, p-GSK-3β, glycogen synthase (GS), and phosphorylated GS (p-GS) in liver tissue. ResultsCompared with the blank control group, the model group showed significantly increased food intake, water consumption, body weight, FBG, and GSP levels (P<0.01). Pancreatic islets exhibited marked parenchymal cell hyperplasia and interstitial inflammatory cell infiltration. Liver tissue showed obvious steatosis, accompanied by a compensatory increase in hepatic glycogen content (P<0.01). Hepatic G6Pase mRNA expression was increased, while IRS-1 and Akt2 mRNA expression levels were significantly decreased (P<0.01). The p-AMPKα/AMPKα protein expression ratio showed a decreasing trend, whereas the p-GSK-3β/GSK-3β and p-GS/GS protein expression ratios were significantly increased (P<0.01). Compared with the model group, food intake and water consumption showed decreasing trends in all treatment groups. Food intake was significantly reduced in the low- and high-dose LHZK groups and in the metformin group (P<0.05, P<0.01), and water consumption was significantly reduced in the low-dose LHZK group and in the metformin group (P<0.05, P<0.01). No statistically significant differences in body weight were observed among the LHZK groups, whereas body weight in the metformin group was significantly increased (P<0.05, P<0.01). FBG showed a decreasing trend in all treatment groups, with significant decreases in the low-dose LHZK group and the metformin group (P<0.05, P<0.01). GSP levels were significantly reduced in the low-dose LHZK group and in the metformin group (P<0.05, P<0.01). Hepatic steatosis and pancreatic pathological injury were alleviated to varying degrees in all treatment groups. Hepatic glycogen content further increased in all treatment groups, with significant increases in the medium- and high-dose LHZK groups (P<0.05). Real-time PCR results showed that all treatment groups downregulated the mRNA expression of G6Pase and PEPCK in the liver tissues of db/db mice, with significant downregulation of PEPCK mRNA in the low-dose LHZK and metformin groups (P<0.01). Meanwhile, all treatment groups upregulated IRS-1 and Akt2 mRNA expression, with the most pronounced upregulation observed in the medium-dose LHZK group (P<0.01). The p-AMPKα/AMPKα protein expression ratio was significantly increased in the low- and medium-dose LHZK groups (P<0.01). The p-GSK-3β/GSK-3β protein expression ratio was significantly increased in all treatment groups (P<0.05, P<0.01), whereas the p-GS/GS protein expression ratio was significantly decreased in all treatment groups (P<0.01). ConclusionLHZK effectively reduces FBG and GSP levels in type 2 diabetic mice and improves hepatic steatosis and pancreatic islet pathological injury. Its hypoglycemic mechanism may be associated with regulation of the AMPK/Akt/GSK-3β signaling pathway and promotion of hepatic glycogen synthesis.
5.Research progress on the relationship between brown adipose tissue and weight loss therapy
Jiaojiao LIU ; Zhitian ZHANG ; Yin CHEN ; Xijia HE ; Hongmei YAN ; Ruwen WANG
Chinese Journal of Clinical Medicine 2026;33(1):113-120
In recent years, the rising prevalence of obesity and its associated metabolic syndromes has emerged as a critical global public health concern. Sustained weight loss exceeding 10% of total body weight has been shown to ameliorate obesity-related comorbidities, including type 2 diabetes mellitus, hypertension, and hepatic steatosis. Recently, the potential of brown adipose tissue (BAT) to improve metabolism has garnered significant attention. However, evidence regarding weight loss therapies that promote BAT activation remains limited in preclinical models and is even scarcer in clinical studies, partly due to the paucity of appropriate BAT assessment techniques. This review aims to explore the potential impact of various weight loss therapies on BAT, with the goal of providing novel insights and strategies for the treatment of obesity.
6.LSS deficiency ameliorates MASLD by downregulating NPC1L1 and activating the CD36/TLR4/JNK pathway
Zihan WANG ; Hongmei BAI ; Qingya HE ; Wenjing ZHOU ; Jian ZHONG ; Xiaoli JIANG ; Sumei ZHANG ; Shengquan ZHANG
Acta Universitatis Medicinalis Anhui 2026;61(5):812-818
ObjectiveTo investigate whether intestinal deficiency of lanosterol synthase (LSS), a key enzyme in cholesterol synthesis, influences the progression of metabolic dysfunction-associated steatotic liver disease (MASLD) by regulating intestinal cholesterol absorption and immune response. MethodsLSS heterozygous knockout (LSS+/-) mice and wild-type (WT) controls were generated using CRISPR/Cas9 technology and fed either a high-fat diet (HFD) or regular chow (CHOW). The model was validated by genotyping. Hepatic steatosis was assessed by HE and oil red O staining. Immunohistochemistry was used to detect the localization and expression of NPC1L1 and CD36 proteins in the intestine. Western blot analysis was performed to measure JNK phosphorylation and TLR4 protein levels in intestinal tissues. Real-time quantitative polymerase chain reaction (qPCR) was employed to examine the mRNA expression of TLR4 and IL-6. ResultsLSS+/- mice were successfully validated by genotyping and reduced intestinal LSS protein expression. HE and oil red O staining of liver sections showed that, compared with WT mice fed a CHOW diet, WT mice fed a HFD exhibited a marked increase in hepatic lipid vacuoles. In contrast, compared with HFD-fed WT mice, HFD-fed LSS+/- mice displayed significantly attenuated hepatic lipid deposition and reduced serum ALT levels (P<0.05). Immunohistochemical analysis revealed that, compared with WT mice, the expression of the cholesterol absorption protein NPC1L1 in the intestinal villi of LSS+/- mice was downregulated under both CHOW and HFD conditions (PHFD<0.001). Conversely, the expression of the fatty acid transporter CD36 was upregulated in the intestines of LSS+/- mice (PCHOW<0.05, PHFD<0.01). Western blot analysis demonstrated that, compared with WT mice, TLR4 protein expression in the intestines of LSS+/- mice significantly increased under both CHOW and HFD conditions (both P<0.05). JNK phosphorylation level was significantly elevated in LSS+/- mice under CHOW condition (both P<0.05). Under HFD condition, total JNK protein expression increased, but its phosphorylation level showed no significant change. qPCR analysis showed that, compared with WT mice, the mRNA levels of TLR4 (PCHOW<0.01, PHFD<0.000 1) and IL-6 (PCHOW<0.001, PHFD<0.01) were significantly upregulated in the intestines of LSS+/-mice. ConclusionLSS deficiency counteracts hepatic lipid deposition by orchestrating a synergistic reprogramming involving restricted intestinal cholesterol absorption, enhanced fatty acid utilization, and activation of immune pathways, suggesting intestinal LSS as a potential therapeutic target of MASLD.
7.Analysis of clinical,imaging and pathological features of 123 cases of Kikuchi-Fu-jimoto disease
Jiaodi CAI ; Binshen OUYANG ; Chang ZENG ; Anqi LI ; Yuxiu ZHANG ; Haimin XU ; Guoqun CHEN ; Chaofu WANG ; Hongmei YI
Chinese Journal of Clinical and Experimental Pathology 2025;41(4):458-463
Purpose To investigate the clinical,imaging,and pathological features of Kikuchi-Fujimoto disease(KFD).Methods A retrospective analysis was conducted on 123 pathologically confirmed KFD cases.Clinical and imaging data were collected,and histopathological features were evaluated using HE staining,immunohistochemistry,in situ hybridization for EBER,and molecular analyses(TCR/Ig gene rearrangements by PCR with capillary electro-phoresis).Results Among the 123 patients,the male-to-female ratio was 1∶2,with a median age of 30 years.All patients presented with lymphadenopathy.Among 30 hospitalized patients,63.3%(19/30)had fever,and 23.3%(7/30)had concurrent autoimmune diseases.Of the 12 patients who underwent PET-CT,91.7%(11/12)were sus-pected of malignancy,prompting biopsy recommendations.Among 47 consultation cases,27.7%(13/47)were ini-tially misdiagnosed as lymphoma.Histopathological examination revealed proliferative,necrotic,and xanthomatous phases,which coexisted or occurred independently.The proliferative phase was characterized by atypical lymphocytes and histiocytes,the necrotic phase by abundant eosinophilic fibrin deposits and nuclear debris,and the xanthomatous phase by clusters of foam-like histiocytes.Immunohistochemically analyses revealed that atypical lymphocytes were neg-ative for CD20,CD4,and CD56 but positive for CD3,CD8,TIA1,Granzyme B,and Perforin.Histiocytes expressed CD68,CD163,and MPO,while CD123-positive plasmacytoid dendritic cells were predominantly located around the le-sions and blood vessels.EBER was positive in individual cells in 4 cases.TCR gene rearrangement was positive in 2 cases and suspected positive in 3 cases,while Ig rearrangement was positive and suspected positive in 1 case each.Conclusion KFD exhibits clinical,imaging,and pathological features that can mimic lymphoma,highlighting the im-portance of accurate diagnosis to avoid misdiagnosis and inappropriate treatment.
8.Correlation between frailty and falls among older adult residents in communities in Xinjiang Uygur Autonomous Region
Liya MA ; Xue BAI ; Youchuan YU ; Yangjing LI ; Hongmei WANG
Chinese Journal of Primary Medicine and Pharmacy 2025;32(11):1629-1633
Objective:To investigate the correlation between frailty and falls among older adult residents in communities in Xinjiang Uygur Autonomous Region.Methods:This study is a prospective research. In June 2024, the 1 047 older adults (aged 65 years and older) included in the "A longitudinal cohort study of aged population in Xinjiang" (ChiCTR2400093292) were followed up. The Fried frailty phenotype was used to assess the frailty status of the participants, and general information was collected, including whether the participants had experienced falls in the past 12 months. Multivariate logistic regression analysis was performed to identify the risk factors for falls among older adults in communities in Xinjiang Uygur Autonomous Region.Results:Among the 1 047 participants, the incidence of falls among older adults was 10.2% (107/1 047). There were significant differences in frailty status and age between case and control groups (both P < 0.05). Logistic regression analysis indicated that frailty and increasing age are risk factors for falls among older adults in communities in Xinjiang Uygur Autonomous Region. The more severe the frailty, the greater the risk of falls ( χ2 = 7.57, P < 0.006, OR = 2.509, 95% CI: 1.303-4.830). Similarly, the greater the age, the greater the risk of falls ( χ2=8.94, P = 0.003, OR = 1.030, 95% CI: 1.013-1.064). Conclusions:Falls among older adults in communities in Xinjiang Uygur Autonomous Region are closely associated with frailty. It is essential to improve the assessment and screening of fall risks in frail older adults and to develop effective and appropriate fall prevention measures for this high-risk population.
9.Prenatal Sonographic Features of Patent Urachal
Yan WANG ; Hongmei DONG ; Xiaohang ZHANG ; Qian RAN
Chinese Journal of Medical Imaging 2025;33(3):310-314
Purpose To investigate the prenatal ultrasound features and prognosis of fetal patent urachal.Materials and Methods The prenatal ultrasound characteristics of six cases with patent urachal diagnosed in Women and Children's Hospital of Chongqing Medical University from September 2018 to March 2023 were retrospectively analyzed,their pregnancy and postnatal conditions were followed up.Results In the first and second trimester of pregnancy,the prenatal ultrasonography of six fetuses showed that the epurachus was occluded.Among them,two cases were diagnosed as bladder diverticulum.The ultrasonography showed that the bladder was malformed,the top of the bladder was changed like a beak,and was connected to the umbilical cord entrance of the abdominal wall through an abnormal tube.Four cases were diagnosed as urachal fistula with allantoic cyst.Ultrasound showed that the cyst was at the root of the umbilical cord,and the cyst communicated with the bladder through an abnormal duct.The size of the cyst changed with the filling and emptying of the bladder.Color Doppler showed that the cysts were surrounded by the umbilical artery.None of the six fetuses were abnormal by chromosome examination.Among them,two fetuses with simple urachal fistula and allantoic cyst were born with good prognosis,and the remaining four fetuses were induced by other malformations.One of the six fetuses was female,and five fetuses were male.Conclusion Prenatal ultrasound of patent urachus has typical features and low correlation with chromosomal abnormalities.It is more common in males clinically and has a good prognosis without other structural abnormalities.
10.Early Recurrence Prediction Model for DLBCL based on Gaussian Mixture Model Bi-directional Clustering Resampling and Random Forest
Junxia WANG ; Yanbo ZHANG ; Hongmei YU
Chinese Journal of Health Statistics 2025;42(1):7-11,17
Objective We apply a class imbalance treatment method that can solve the between-class imbalance problem and the within-class imbalance problem of the minority class and the majority class at the same time.And combining it with RF classifier to achieve early recurrence prediction in DLBLC patients,which provided a reference for the treatment of DLBLC patients.Methods Firstly,we apply a class imbalance processing method based on Gaussian mixture model bi-directional clustering resampling to process the data.And compared with ROS,SMOTE,Borderline-1 SMOTE,Borderline-2 SMOTE,GMM oversampling,GMM undersampling,SMOTE+RUS,SMOTE+GMM and GMM+RUS.Afterwards,in order to verify the performance of RF,we use logistic regression and decision tree models as controls.Finally,the evaluation of the model is carried out in terms of discrimination and calibration.Results The RF model with GMM-GMM resampling achieved relatively optimal classification performance(accuracy=0.79,AUC=0.87,sensitivity=0.71,specificity=0.87,G-means=0.79,MSE=0.21).Conclusion GMM-GMM is superior to other traditional resampling methods,and combining it with the RF model for the prediction of early recurrence in DLBCL patients has achieved relatively good classification results,which can well realize the prediction of early recurrence in DLBCL patients.


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