1.Multi-label fundus disease classification using dual-branch deep learning: an intelligent diagnosis framework inspired by traditional Chinese medicine Five Wheels theory
Xin HE ; Xiaohui LI ; Jun PENG ; Lei LEI ; Dan SHU ; Li XIAO ; Qinghua PENG ; Xiaoxia XIAO
Digital Chinese Medicine 2026;9(1):80-90
Objective:
To develop a dual-branch deep learning framework for accurate multi-label classification of fundus diseases, addressing the key limitations of insufficient complementary feature extraction and inadequate cross-modal feature fusion in existing automated diagnostic methods.
Methods:
The fundus multi-label classification dataset with 12 disease categories (FMLC-12) dataset was constructed by integrating complementary samples from Ocular Disease Intelligent Recognition (ODIR) and Retinal Fundus Multi-Disease Image Dataset (RFMiD), yielding 6 936 fundus images across 12 retinal pathology categories, and the framework was validated on both FMLC-12 and ODIR. Inspired by the holistic multi-regional assessment principle of the Five Wheels theory in traditional Chinese medicine (TCM) ophthalmology, the dual-branch multi-label network (DBMNet) was developed as a novel framework integrating complementary visual feature extraction with pathological correlation modeling. The architecture employed a TransNeXt backbone within a dual-branch design: one branch processed red-green-blue (RGB) images to capture color-dependent features, such as vascular patterns and lesion morphology, while the other processed grayscale-converted images to enhance subtle textural details and contrast variations. A feature interaction module (FIM) effectively integrated the multi-scale features from both branches. Comprehensive ablation studies were conducted to evaluate the contributions of the dual-branch architecture and the FIM. The performance of DBMNet was compared against four state-of-the-art methods, including EfficientNet Ensemble, transfer learning-based convolutional neural network (CNN), BFENet, and EyeDeep-Net, using mean average precision (mAP), F1-score, and Cohen's kappa coefficient.
Results:
The dual-branch architecture improved mAP by 15.44 percentage points over the single-branch TransNeXt baseline, increasing from 34.41% to 44.24%, and the addition of FIM further boosted mAP to 49.85%. On FMLC-12, DBMNet achieved an mAP of 49.85%, a Cohen’s kappa coefficient of 62.14%, and an F1-score of 70.21%. Compared with BFENet (mAP: 45.42%, kappa: 46.64%, F1-score: 71.34%), DBMNet outperformed it by 4.43 percentage points in mAP and 15.50 percentage points in kappa, while BFENet achieved a marginally higher F1-score. On ODIR, DBMNet achieved an F1-score of 85.50%, comparable to state-of-the-art methods.
Conclusion
DBMNet effectively integrates RGB and grayscale visual modalities through a dual-branch architecture, significantly improving multi-label fundus disease classification. The framework not only addresses the issue of insufficient feature fusion in existing methods but also demonstrates outstanding performance in balancing detection across both common and rare diseases, providing a promising and clinically applicable pathway for standardized, intelligent fundus disease classification.
2.Effects of Yishen paidu formula on renal fibrosis in rats with chronic renal failure by regulating the ROS/TXNIP/NLRP3 pathway
Li FENG ; Bowen PENG ; Bin PENG ; Xue FENG ; Shuangyi ZHU ; Wei XIONG ; Xi HU ; Xiaohui SUN
China Pharmacy 2026;37(2):174-179
OBJECTIVE To investigate the effects and mechanism of the Yishen paidu formula on renal fibrosis in rats with chronic renal failure (CRF) through the reactive oxygen species (ROS)/thioredoxin-interacting protein (TXNIP)/NOD-like receptor thermal protein domain associated protein 3 (NLRP3) pathway. METHODS Rats were randomly divided into control group, model group, Yishen paidu formula low-dose (Yishen paidu formula-L) group, Yishen paidu formula high-dose (Yishen paidu formula- H) group, Yishen paidu formula-H+pcDNA-NC group, and Yishen paidu formula-H+ pcDNA-TXNIP group, with 10 rats in each group. Except for control group, all other rats were fed a diet containing 0.5% adenine to establish a CRF model; the rats were then administered corresponding drugs or normal saline intragastrically or via tail vein, once daily, for 8 consecutive weeks. After the last administration, the levels of serum creatinine (Scr), blood urea nitrogen (BUN), ROS, superoxide dismutase (SOD), malondialdehyde (MDA), tumor necrosis factor-α (TNF-α), interleukin (IL)-6, and IL-1β were measured in each group. Pathological changes in renal tissue were observed, and the protein expression levels of Collagen Ⅲ, α-smooth muscle actin (α-SMA), transforming growth factor-β1 (TGF-β1), TXNIP and NLRP3 in renal tissue were detected. RESULTS Compared with model group, the renal histopathological damage and fibrosis of rats in Yishen paidu formula-L group and Yishen paidu formula-H group were significantly alleviated. The levels of Scr, BUN, ROS, MDA, TNF- α, IL-6 and IL-1β, and the protein expressions of Collagen Ⅲ, α-SMA, TGF-β1, TXNIP and NLRP3 were significantly decreased, while SOD levels were significantly increased (P<0.05). Moreover, the changes were more pronounced in the Yishen paidu formula-H group (P<0.05). Compared with Yishen paidu formula-H+pcDNA-NC group, above indexes of rats in Yishen paidu formula-H+pcDNA-TXNIP group were reversed significantly (P<0.05). CONCLUSIONS Yishen paidu formula can inhibit renal fibrosis in CRF rats by suppressing the ROS/TXNIP/NLRP3 pathway.
3.Consideration of Health Economics Evidence in Clinical Practice Guidelines: Methods and Steps
Dongrui PENG ; Qi ZHOU ; Xufei LUO ; Zijun WANG ; Hui LIU ; Junxian ZHAO ; Jinghong HUANG ; Hongyu HU ; Xin XING ; Jing WU ; Shitong XIE ; Xiaohui WANG ; Yaolong CHEN
Medical Journal of Peking Union Medical College Hospital 2026;17(3):862-870
Health economics evidence plays an important role in linking clinical value evidence with health resource allocation decisions in the development of clinical practice guidelines. It can not only effectively balance clinical effectiveness and economic feasibility but also avoid forming "idealized" recommendations that are detached from the affordability of the healthcare system or the burden-bearing capacity of patients. To promote guideline developers to use health economics evidence more standardizedly and fully, this paper conducts an in-depth analysis of the current application status, existing challenges, access channels, and application processes of health economics evidence in current guidelines, and on this basis, puts forward considerations and suggestions for strengthening and standardizing the application of health economics evidence in China's clinical practice guidelines.
4.Mendelian randomization study on the association between telomere length and 10 common musculoskeletal diseases
Weidong LUO ; Bin PU ; Peng GU ; Feng HUANG ; Xiaohui ZHENG ; Fuhong CHEN
Chinese Journal of Tissue Engineering Research 2025;29(3):654-660
BACKGROUND:Multiple observational studies have suggested a potential association between telomere length and musculoskeletal diseases.However,the underlying mechanisms remain unclear. OBJECTIVE:To investigate the genetic causal relationship between telomere length and musculoskeletal diseases using two-sample Mendelian randomization analysis. METHODS:Genome-wide association study summary data of telomere length were obtained from the UK Biobank.Genome-wide association study summary data of 10 common musculoskeletal diseases(osteonecrosis,osteomyelitis,osteoporosis,rheumatoid arthritis,low back pain,spinal stenosis,gout,scapulohumeral periarthritis,ankylosing spondylitis and deep venous thrombosis of lower limbs)were obtained from the FinnGen consortium.Inverse variance weighting,Mendelian randomization-Egger and weighted median methods were used to evaluate the causal relationship between telomere length and 10 musculoskeletal diseases.Inverse variance weighting was the primary Mendelian randomization analysis method,and sensitivity analysis was performed to explore the robustness of the results. RESULTS AND CONCLUSION:(1)Inverse variance-weighted results indicated a negative causal relationship between genetically predicted telomere length and rheumatoid arthritis(odds ratio=0.78,95%confidence interval:0.64-0.95,P=0.015)and osteonecrosis(odds ratio=0.56,95%confidence interval:0.36-0.90,P=0.016).No causal relationship was found between telomere length and the other eight musculoskeletal diseases(all P>0.05).(2)Sensitivity analysis affirmed the robustness of these causal relationships,and Mendelian randomization-Egger intercept analysis found no evidence of potential horizontal pleiotropy(all P>0.05).(3)This Mendelian randomized study supports that telomere length has protective effects against rheumatoid arthritis and osteonecrosis.However,more basic and clinical research will be needed to support our findings in the future.
5.Investigation of tick species in Suizhou City, Hubei Province from 2023 to 2024
Huiya LU ; Fang GUO ; Yibin PAN ; Meng PENG ; Libang WU ; Ye LIN ; Xiaohui LIU ; Xuejie YU
Chinese Journal of Schistosomiasis Control 2025;37(2):184-189
Objective To investigate the species of ticks in Suizhou City, Hubei Province, so as to provide insights into management of ticks and tick-borne diseases. Methods During the period between May 2023 and June 2024, livestock breeding farms and vegetation neighboring the place of residence of confirmed and suspected patients with tick-borne disease were selected as sampling points in rural areas from Yindian Township, Gaocheng Township, Wanhe Township, Wushan Township, Xiaolin Township, Xihe Township, Hedian Township and Beijiao Street in Suizhou City, Hubei Province, where confirmed and suspected cases with tick-borne diseases had been reported. The parasitic ticks on the body surface of free-range livestock were captured with tweezers in livestock breeding farms, and free ticks on the vegetation surface were captured with the flagging method. Morphological identification of tick samples was performed under a microscope, and the gender and developmental stage of ticks were determined. One engorged adult tick, 2 to 3 blood-feeding but non-engorged adult ticks, 10 to 15 unfed female ticks, 15 to 20 unfed male ticks, and 30 to 40 tick nymphs or larvae were assigned into a group, respectively. Genomic DNA was extracted from tick samples in each group, and mitochondrial 16S rRNA gene was amplified. Sequence analysis was performed with the DNASTAR software, and phylogenetic analysis was performed using the software MEGA 7.0. In addition, the phylogenetic tree was generated using the maximum likelihood method based on the Kimura 2 parameter model. Results A total of 2 438 ticks were captured from Suizhou City, Hubei Province during the period between May 2023 and June 2024, including 595 free ticks and 1 483 parasitic ticks. Three developmental stages of ticks were captured, including larvae, nymphs, and adults, and 75.18% (1 899/2 438) of captured ticks were adult, in which 79.04% (1 501/1 899) were female. Morphological and molecular biological assays identified one family, three genera and four species of captured ticks, including 2 425 Haemaphysalis longicornis ticks (99.47%) and one H. flava tick (0.04%) of the genus Haemaphysalis, 11 Rhipicephalus microplus ticks (0.45%) of the genus Rhipicephalus, and one Ixodes sinensis tick (0.04%) of the genus Ixodes in the family Ixodidae. Phylogenetic analysis revealed that the H. longicornis sequence (SZ49) in this study was clustered with sequences from Yunnan Province (GenBank accession number: MH024510.1), Hebei Province (GenBank accession number: MK450606.1) and Henan Province (GenBank accession number: MZ230645.1) into a clade, and the H. flava sequence (SZ19) in this study was clustered with sequences from Japan (GenBank accession number: MW064044.1), South Korea (GenBank accession number: ON629585.1), and Jiangsu Province (GenBank accession number: PP494741.1) and Hebei Province of China (GenBank accession number: MH520685.1) into a clade, while the R. microplus sequence (SZ8) in this study was clustered with the sequences from India (GenBank accession number: MK621328.1), and Henan Province (GenBank accession number: MT555307.1) and Guizhou Province of China (GenBank accession number: PP446801.1) into a clade. The sequence of I. sinensis (SZ23) in this study had 99.51% homology with that (GenBank accession number: OM368265.1) of ticks sampled from Wuhan City, Hubei Province. Conclusion There are four tick species of H. longicornis, H. flava, R. microplus and I. sinensis in Suizhou City, Hubei Province, and H. longicornis is the dominant species. H. flava is firstly recorded in Suizhou City.
6.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.
7.Comparative study of cardiac morphology, size and function between fetuses with tetralogy of Fallot and fetuses with malalignment ventricular septal defect and pulmonary stenosis by multi-parameter quantitative echocardiography
Shuli YANG ; Bowen ZHAO ; Mei PAN ; Xiaohui PENG ; Ran CHEN ; Yuanshi TIAN ; Min DI ; Heqing GUO
Chinese Journal of Ultrasonography 2025;34(2):139-148
Objective:To analyze the differences in heart size,shape and function between fetuses with tetralogy of Fallot(TOF)and fetuses with malalignment ventricular septal defect(VSD)and pulmonary stenosis(PS)(named as,mild TOF)by fetal heart quantification(fetal HQ)and multi-parameter fetal echocardiography.Methods:From June 2021 to June 2023,50 fetuses with TOF(TOF group)diagnosed by fetal echocardiography at the Department of Diagnostic Ultrasound & Echocardiography Sir Run Run Shaw Hospital,Zhejiang University College of Medicine and 34 fetuses with VSD and PS matched to gestational age(mild TOF group)were retrospectively selected. Cardiovascular parameters were measured by 2D echocardiography,M-mode echocardiography and fetal HQ,including aortic dimension(AO)and its Z-score(AO Z-score),pulmonary artery diameter(PA)and its Z-score(PA Z-score),PA/AO ratio,main pulmonary artery diameter(MPA)and its Z-score(MPA Z-score),left pulmonary artery diameter(LPA)and its Z-score(LPA Z-score),right pulmonary artery diameter(RPA)and its Z-score(RPA Z-score),McGoon index(MGI),tricuspid annular diameter(TV)and its Z-score(TV Z-score),mitral annular diameter(MV)and its Z-score(MV Z-score),and MV/TV ratio. Measurements of global ventricular morphologic parameters included cardiac axis,left and right ventricular transverse diameters(LVW,RVW)and their ratio(LVW/RVW),left and right ventricular long diameters(LVL,RVL)and LVL/RVL ratio,left and right ventricular areas(LVA,RVA)and LVA/RVA ratio,global spherical index(GSI)and its Z-score,four chamber view transverse diameter(4CV-Width-ED),four chamber view end-diastolic longitudinal diameter(4CV-Length-ED),four chamber view end-diastolic area(4CV-Area-ED). Measurements of left and right global ventricular functional parameters included fractional left ventricular and right ventricular area changes(LVFAC,RVFAC),left ventricular ejection fraction(LVEF),left ventricular and right ventricular global longitudinal strains(LVGLS,RVGLS);end diastolic width diameter(Width-ED),SI and fractional shortening rate(FS)of 24 segments of left and right ventricles. The differences of the above parameters between the two groups were analyzed and compared,and the relationships between absolute values of GLS in left and right ventricles of TOF fetus and PA Z-score,MPA Z-score and PA/AO were analyzed. Binary Logistic regression model was used to select the best variables,and ROC curve was adopted to analyze the predictive values of ultrasonic parameter variables on TOF.Results:There were statistically significant differences in MV,TV,RVW,RVL,LVL,LVA,RVA,4CV-Length-ED,LVGLS,RVGLS,RVFAC,PA/AO,MPA,RPA,LPA,MGI,PA and PA Z-score between TOF group and mild TOF group(all P<0.05). The Width-ED values of all segments of left ventricle were statistically different between TOF group and mild TOF group(all P<0.05). There were statistical differences in SI between LV segments 4~6 and 8~24,and RV segments 1~21(all P<0.05). The FS values between the 8th and 10th to 18th segments of RV revealed statistical differences(all P<0.05). There were no statistical differences in the other parameters(all P>0.05). The absolute value of LVGLS in TOF fetuses was positively correlated with PA Z-score,MPA Z-score and PA/AO( r = 0.313,0.344,0.304,all P<0.05),and the absolute value of RVGLS was positively correlated with PA Z-score,MPA Z-score,and PA/AO( r = 0.323,0.334,0.357,all P<0.05). Binary Logistic regression model analysis confirmed that LVGLS,RVFAC and PA/AO were predictive variables. ROC curve analysis showed that the areas under the curves of LVGLS,RVFAC and PA/AO for predicting TOF were 0.746,0.693 and 0.849 respectively. The combined prediction efficiency was higher,and the area under the curve was 0.906. Conclusions:Fetal HQ combined with multiple fetal echocardiographic quantification indices can evaluate the differences in fetal heart size,shape and function between TOF and mild TOF. It is expected to provide important reference information in prenatal diagnosis and consultation for fetuses with TOF and mild TOF.
8.Developing diagnosis and treatment strategies for functional constipation from the perspective of the liver's"using bitter herbs to nourish or purge"via"liver communicates with the large intestine"
Bowen ZHANG ; Zichen LYU ; Yunlong LIU ; Rongkun XUE ; Xiaohui YU ; Sihan LI ; Shengwei GAO ; Yuhong HUANG ; Xinping PENG ; Jiting LI
Journal of Beijing University of Traditional Chinese Medicine 2025;48(8):1121-1126
Based on the theory of the liver's"using bitter herbs to nourish or purge"from Huangdi Neijing,this paper systematically elucidates the theoretical foundation for treating functional constipation from liver.Focusing on the physiological characteristic of"liver desires to disperse"and the pathological manifestation of"liver bitterness and urgency,"combined with the"liver communicates with the large intestine"theory,this paper establishes a diagnostic and therapeutic framework for managing functional constipation by regulating liver function.The pathological evolution of functional constipation manifests in three distinct stages:in the early stage,liver qi stagnation leads to large intestine qi obstruction,where damaged by an excess of seven emotions resulting in symptoms such as difficult defecation,abdominal bloating,and hypochondriac pain;in the middle stage,liver depression transforms into fire,scorching bodily fluids to generate dryness,thereby creating a pathological interplay of stagnation,fire,and dryness,which is marked by anal heat,dry mouth,and yellow urine;in the late stage,yin deficiency in liver and kidney causes large intestine malnutrition,resulting in a complex pathological state where yin deficiency,collateral blockage,dryness accumulation,and blood stasis intertwine,clinically manifesting as pellet-like stools(resembling sheep feces)and soreness and weakness of the waist and knees.In treatment,the formula design follows the principle of"sweetness to relieve,acridity to tonify,and sourness to purge,"with treatment principles varying across stages.In the early stage,the focus is on dispersing liver and regulating qi,and unblocking the zang-fu viscera;in the middle stage,the priority shifts to clearing heat-fire,nourishing large intestine,and promoting fluid production;whereas,in the late stage,the emphasis lies on nourishing yin,unblocking collaterals,and promoting blood circulation.This staged treatment of functional constipation overcomes the limitations of solely focusing on nourishing large intestine and facilitating feces excretion,thereby advancing the treatment of different stages based on syndrome differentiation and personalized treatment.It provides theoretical support for improving patients' intestinal function and enhancing overall health outcomes.
9.SWOT analysis and countermeasures for the medical services of Hong Kong and Macao residents in Guangdong public hospitals
Linli ZHOU ; Pei PENG ; Xiaohui HUANG ; Wenqi SHI ; Lianxiong YUAN ; Yao PAN
Modern Hospital 2025;25(1):49-52
Under the background of the integrated development of the Guangdong-Hong Kong-Macao Greater Bay Area,the demand for medical services from Hong Kong and Macao residents in Guangdong continues to grow.As the main force in pro-viding medical services in Guangdong,public hospitals play a crucial role.This article aims to explore the current situation of the development of medical services for Hong Kong and Macao residents in Guangdong and propose development strategies from the perspective of hospitals to contribute to the integrated development of the Greater Bay Area.The SWOT method is used to system-atically evaluate the strengths,weaknesses,opportunities,and threats of Guangdong public hospitals in the development of medi-cal services for Hong Kong and Macao residents.A SWOT matrix is then constructed to formulate development countermeasures.The analysis shows that Guangdong public hospitals have advantages such as convenient transportation,cultural affinity,abundant medical resources,high service efficiency,and relatively low costs.However,they also face challenges such as inadequate cover-age of cross-border medical insurance,immature specialized services,inconsistent service standards,and insufficient exploration of cross-border medical care.At the same time,there are opportunities provided by national strategic support and strong market demand,while fierce market competition and slow integration of medical regulations among the three regions pose external threats.Based on the analysis,this article proposes countermeasures and suggestions,including strengthening publicity and innovative in-dustry cooperation,phased development of business,striving for policy coverage,enhancing business coordination,accelerating cooperation with the Hong Kong and Macao in medical care,and promoting international accreditation of hospitals.These sugges-tions provide decision-making references for the development of medical services for Hong Kong and Macao residents in Guang-dong's public hospitals.
10.Effect of positive ruminative thinking training on negative emotions in depression patients during modified electroconvulsive therapy
Lizhen HUANG ; Yang WANG ; Ronghong ZHANG ; Fei LIU ; Xiaohui PENG ; Longrun GUO
China Modern Doctor 2025;63(32):33-36
Objective To explore the effect of positive ruminative thinking training(PRT)on negative emotions during modified electroconvulsive therapy(MECT)in depression patients.Method A total of 80 patients with depression who received MECT at Ganzhou Third People's Hospital from February 2024 to February 2025 were selected as subjects.Using a random number table method,they were divided into control group(n=40)and observation group(n=40).The control group received standard interventions,while the observation group received PRT in addition to control group's interventions.Both groups continued treatment until the completion of MECT,with all patients receiving 8-12 sessions of MECT.Negative emotions,self-efficacy,and the positive and negative ruminative thinking(PNR)scale were compared between two groups.Before and after intervention,adverse reactions were evaluated in both groups post-treatment.Results After intervention,the scores of anxiety,depression scale,and negative factor rumination thinking in observation group were lower than those in control group.The scores of general self-efficacy scale and positive factor rumination thinking were higher than those in control group,and the differences were statistically significant(P<0.05).The total incidence of adverse reactions in observation group was lower than that in control group(P<0.05).Conclusion PRT can reduce negative emotions and negative rumination thinking in depression patients during MECT,improve positive rumination thinking and self-efficacy.

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