1.Development of A Prognostic Prediction Model for Primary Membranous Nephropathy in the Elderly Based on Machine Learning
Yuzhu XU ; Shuqin LIU ; Dingding WANG ; Wei CHEN ; Xin WANG
Medical Journal of Peking Union Medical College Hospital 2026;17(2):370-381
Elderly patients with primary membranous nephropathy (PMN) exhibit significant prognostic heterogeneity and poor tolerance to immunotherapy. However, there is a lack of early prognostic prediction tools specifically for this population. This study aimed to develop a prognostic prediction model applicable to elderly PMN patients. This study retrospectively included elderly patients with PMN confirmed by renal biopsy. The primary endpoint was a adverse composite outcome including end-stage renal disease (ESRD), a ≥50% decline in estimated glomerular filtration rate (eGFR), or all-cause death. Patients were randomly divided into a training cohort and a validation cohort at a ratio of 7∶3. Key prognostic features were identified using least absolute shrinkage and selection operator (LASSO) regression combined with random survival forest, and a predictive model was constructed based on penalized Cox regression. Model performance was evaluated using the concordance index (C-index), time-dependent area under the receiver operating characteristic curve (AUROC), calibration curves, and decision curve analysis. The SurvSHAP (t) method was employed for interpretability analysis of the model. A total of 309 elderly patients with PMN were included in this study, with a median age of 65.00 years (IQR, 62.00-68.00) and a male predominance 61.2%(189/309).During a median follow-up of 47.00 months (IQR, 25.00-89.00), 38.2%(118/309) reached the endpoint event. The final model included nine key features, including eGFR, total protein (TP), glomerular capsular adhesion, urine glucose, segmental glomerulosclerosis proportion, fibrinogen, urea, age, and activated partial thromboplastin time (APTT). In the validation cohort, the model demonstrated good discrimination, with a C-index of 0.731(95% CI: 0.652-0.797). The time-dependent AUROCs for predicting adverse outcomes at 3, 5, and 10 years were 0.758(95% CI: 0.614-0.901), 0.781(95% CI: 0.646-0.916), and 0.866(95% CI: 0.740-0.993), respectively. Calibration curves demonstrated a high degree of concordance between predicted probabilities and actual event rates. Decision curve analysis confirmed the net clinical benefit of the model.SurvSHAP (t) analysis showed that eGFR, TP, glomerular capsular adhesion, urine glucose, and the proportion of segmental glomerular sclerosis were the top five variables contributing to the model. This prognostic model effectively predicts the risk of adverse outcomes in elderly patients with PMN in the internal validation cohort, offering a potential scientific basis for individualized risk stratification and treatment decision-making in this population.
2.Transient Gastric Pressure Elevation Synergizing With Impaired Esophagogastric Junction Barrier Function Plays a Pivotal Role in the Refractory Gastroesophageal Reflux Disease
Xin HUANG ; Yuzhu CHEN ; Xiaolin JI ; Lingling ZHU ; Tianzhuang LI ; Zhiwei XIA ; Zhijie XU ; Ying GE ; Kun WANG ; Liping DUAN
Journal of Neurogastroenterology and Motility 2026;32(1):71-85
Background/Aims:
The pathophysiology of refractory gastroesophageal reflux disease (RGERD), which differs from proton pump inhibitor dependent gastroesophageal reflux disease (DGERD), remains incompletely elucidated. This study aims to compare esophageal motility patterns, transdiaphragmatic pressure gradients (TPG), and reflux profiles between RGERD and DGERD patients, and to delineate dynamic pressure gradient-esophagogastric junction (EGJ) interactions in these patients.
Methods:
In this retrospective study, 274 patients who underwent 24-hour impedance-pH monitoring and high-resolution manometry, along with an assessment of proton pump inhibitor responsiveness, were classified as RGERD (32.5%), DGERD (54.4%), or non-GERD (13.1%). Clinical characteristics, TPG, esophageal motility, and reflux metrics were compared between RGERD and DGERD patients. Subgroup analysis excluding hiatal hernia (HH) was conducted to investigate the pathophysiology of RGERD.
Results:
The RGERD group exhibited a significantly higher proportion of chest pain compared to the DGERD group. Regarding reflux profiles, RGERD patients without HH (RGERDHH- group) experienced increased weakly acidic reflux (P < 0.001) and prolonged bolus exposure (P = 0.006) compared to their counterparts (DGERDHH- group). Mechanistically, the RGERDHH- group showed reduced lower esophageal sphincter basal pressure (P = 0.010) and EGJ contractile integral (P = 0.005). Notably, following a wet-swallow, the RGERDHH- group experienced the significant elevation in gastric pressure and TPG. Correlation analyses revealed weakly acidic reflux and bolus exposure were positively correlated with gastric pressure variation, and inversely correlated with lower esophageal sphincter basal pressure.
Conclusions
Transient gastric pressure elevation and compromised EGJ barrier function drive weakly acidic reflux and esophageal bolus exposure. This pressure gradient-barrier mismatch underpins the refractoriness of RGERD.
3.Comparison of Automatic Evaluation Methods for Pattern Hallucinations of Large Language Models in Traditional Chinese Medicine Syndrome Differentiation
Qinwei WU ; Yuzhu GAO ; Xingyue GOU ; Junyu YAO ; Chuangan ZHOU ; Zhengchun XUE ; Zhirong XU ; Xinlin CHEN ; Dong CAO
Journal of Traditional Chinese Medicine 2026;67(17):1845-1852
ObjectiveTo compare the performance of different automatic evaluation methods for detecting pattern hallucinations generated by large language models (LLMs) in traditional Chinese medicine (TCM) syndrome differentiation and to identify a strategy with higher overall discriminative performance against expert manual judgment. MethodsA standardized TCM syndrome-differentiation dataset containing 598 cases was constructed from case reports published in Chinese core journals indexed by Peking University Core Journals or Chinese Science Citation Database. Each of the 598 cases was submitted to five Chinese LLMs, with each model generating one syndrome-pattern output per case, yielding 2990 outputs in total. The 598 outputs generated by Qwen3-Next-80B-A3B-Thinking were independently annotated for syndrome-pattern hallucinations by two licensed TCM physicians with intermediate or higher professional titles. Disagreements were adjudicated by a third licensed TCM physician with a senior associate professional title and more than 10 years of clinical experience. The resulting consensus annotations served as the reference labels for training and validating the automated evaluation method. Based on these reference labels, three categories of automated evaluation methods were developed and compared following a progressive strategy from text-level semantic similarity, to syndrome-element structural consistency, and finally multi-feature fusion. Method A employed sentence-embedding models based on semantic similarity between pattern texts. Method B adopted a rule-based threshold method using weighted Jaccard coefficients of disease-location and disease-nature syndrome elements. Method C utilized a machine-learning classifier integrating syndrome-element matching scores, missing and redundant syndrome-element counts, and multiple semantic-similarity features. Five-fold cross-validation was used to evaluate the discriminative performance of each method against manual judgment. The optimal method was then applied to uniformly assess the pattern hallucination rates of five LLMs. ResultsIn method A, text2vec-large-chinese showed best overall performance, with an area under the receiver operating characteristic curve (AUROC), area under the precision-recall curve (PR-AUC), F1-score, sensitivity, and specificity of 0.849, 0.884, 0.794, 0.801, and 0.691, respectively. In method B, the corresponding metrics of the rule-based syndrome-element Jaccard threshold method were 0.848, 0.851, 0.817, 0.845, and 0.684, respectively; those of the LLM-based syndrome-element Jaccard method were 0.872, 0.906, 0.795, 0.764, and 0.780, respectively. In method C, the multilayer perceptron (MLP) classifier showed the best overall performance, with AUROC, PR-AUC, F1-score, sensitivity, and specificity of 0.933, 0.951, 0.871, 0.857, and 0.846, respectively. Under the unified evaluation framework combining DeepSeek-R1 syndrome-element extraction and MLP classifier, the estimated pattern hallucination rates of the five LLMs ranged from 56.0% to 77.4%. ConclusionAmong the three automatic evaluation methods, Method C integrating syndrome-element discrepancy features and text semantic features using an MLP classifier showed the highest overall discriminative performance against manual judgment, and is more suitable for evaluating syndrome hallucinations in LLM-based TCM syndrome differentiation tasks.
4.Study on the Relationship between miR-425-5p/PTCH1 Axis Molecular Expression and Clinical Pathological Characteristics and Prognosis in Primary Laryngeal Cancer Tissue
Ran XU ; Lijun ZHANG ; Yuzhu JI ; Shuang ZHANG ; Zhenhua JIANG
Journal of Modern Laboratory Medicine 2025;40(4):50-54,66
Objective To investigate the relationship between microRNA(miR)-425-5p/patched homolog 1(PTCH1)axis molecules and clinical pathological parameters and prognosis in cancer tissues of primary laryngeal cancer(PLC)patients.Methods 102 PLC patients admitted to Mianyang Central Hospital from March 2020 to March 2021 were selected.The relative expression level of miR-425-5p and PTCH1 positive expression rate in PLC cancer tissues and adjacent normal tissues were compared,and the relationship between miR-425-5p relative expression level,PTCH1 positive expression rate and PLC clinical pathological parameters was analyzed.Kaplan-Meier curve and Log-Rank were used χ2 tests were conducted to analyze the 3-year cumulative survival rate of miR-425-5p and PTCH1 positive/negative expression groups,and COX regression model was used to analyze the influencing factors of PLC prognosis.Results Compared with normal tissue adjacent to cancer,the relative expression level of miR-425-5p in PLC cancer tissue was significantly increased(2.12±0.52 vs 0.98±0.17),and the positive expression rate of PTCH1 was significantly reduced(27.45%vs 61.76%),with statistical significance(t/χ2=21.045,24.302,all P<0.05).Compared with patients with T1-T2,N0,and high differentiation of tumors,patients with T3-T4,N1-N3,and low differentiation of tumors showed a significant increase in the relative expression of miR-425-5p(t=3.647,2.900,3.029),and a significant decrease in the positive expression rate of PTCH1(χ2=5.842,4.011,5.136),the differences were statistically significance(all P<0.05).The 3-year cumulative survival rate of the miR-425-5p high expression group was 64.52%(20/31),which was significantly lower than that of the low expression group at 84.06%(58/69).The 3-year cumulative survival rate of the PTCH1 high expression group was 80.00%(28/35),which was significantly higher than that of the low expression group at 64.62%(42/65),and the differences were statistically significant(Log-Rank χ2=4.287,4.548,all P<0.05).Elevated T taging,cervical lymph node recurrence,elevated N staging,pharyngeal recurrence,elevated miR-425-5p,and negative PTCH1 expression were risk factors for poor prognosis of PLC(all P<0.05).Conclusion High expression of miR-425-5p and low expression of PTCH1 in cancer tissues of primary laryngeal cancer patients are significantly correlated with elevated T stage,low tumor differentiation,elevated N stage,and low 3-year cumulative survival rate.
5.Analysis on the Strategy of"Three-division Co-management"of Chinese Medicine Practitioners Participating in Chronic Diseases
Peilian ZHANG ; Huirong XU ; Wentian CHEN ; Yuzhu ZHANG ; Wenting HONG ; Wanzhen CAI
Chinese Health Economics 2025;44(8):71-75
Objective:It aims to explore the advantages,disadvantages,opportunities and challenges of Chinese medicine practitioners participating in the"three-division co-management"service model in diabetes management,analyze its performance in policy support,resource matching and patient satisfaction,and put forward optimization strategies to enhance the role of Chinese medicine practitioners in chronic disease management.Methods:Through literature analysis,questionnaire survey and semi-structured interview,the data of six pilot units of"three divisions co-management"in Jinjiang were collected,and the internal and external environment of Chinese medicine practitioners participating in the"three divisions co-management"model was systematically evaluated by the Strengths,Weaknesses,Opportunities,Threats(SWOT)and the Politics,Economic,Society,Technology(PEST).Results:Chinese medicine practitioners' participation in the"three-division co-management"model has obvious advantages in policy support,resource matching and patient satisfaction,but it also faces key obstacles such as lack of incentive mechanism,shortage of Chinese medicine practitioners' resources and limitation of medical insurance reimbursement.The survey shows that 99.7%of the respondents are willing to choose this mode again,and 96.43%of the respondents said that the medical experience has improved significantly.However,43.92%of the subjects think that the professional knowledge and skills of doctors need to be improved,and 32.2%of the subjects think that the effect of Chinese medicine treatment on reducing the dependence and side effects of western medicine is limited.Conclusion:It is feasible and practical for Chinese medicine practitioners to participate in the"three divisions co-management"model,but it is necessary to further improve its service effect and sustainability by improving the performance appraisal mechanism,expanding the scope of medical insurance reimbursement,and strengthening the training for Chinese medicine practitioners' resources.
6.Expert consensus on the application of nasal cavity filling substances in nasal surgery patients(2025, Shanghai).
Keqing ZHAO ; Shaoqing YU ; Hongquan WEI ; Chenjie YU ; Guangke WANG ; Shijie QIU ; Yanjun WANG ; Hongtao ZHEN ; Yucheng YANG ; Yurong GU ; Tao GUO ; Feng LIU ; Meiping LU ; Bin SUN ; Yanli YANG ; Yuzhu WAN ; Cuida MENG ; Yanan SUN ; Yi ZHAO ; Qun LI ; An LI ; Luo BA ; Linli TIAN ; Guodong YU ; Xin FENG ; Wen LIU ; Yongtuan LI ; Jian WU ; De HUAI ; Dongsheng GU ; Hanqiang LU ; Xinyi SHI ; Huiping YE ; Yan JIANG ; Weitian ZHANG ; Yu XU ; Zhenxiao HUANG ; Huabin LI
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(4):285-291
This consensus will introduce the characteristics of fillers used in the surgical cavities of domestic nasal surgery patients based on relevant literature and expert opinions. It will also provide recommendations for the selection of cavity fillers for different nasal diseases, with chronic sinusitis as a representative example.
Humans
;
Nasal Cavity/surgery*
;
Nasal Surgical Procedures
;
China
;
Consensus
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Sinusitis/surgery*
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Dermal Fillers
7.Study on the Relationship between miR-425-5p/PTCH1 Axis Molecular Expression and Clinical Pathological Characteristics and Prognosis in Primary Laryngeal Cancer Tissue
Ran XU ; Lijun ZHANG ; Yuzhu JI ; Shuang ZHANG ; Zhenhua JIANG
Journal of Modern Laboratory Medicine 2025;40(4):50-54,66
Objective To investigate the relationship between microRNA(miR)-425-5p/patched homolog 1(PTCH1)axis molecules and clinical pathological parameters and prognosis in cancer tissues of primary laryngeal cancer(PLC)patients.Methods 102 PLC patients admitted to Mianyang Central Hospital from March 2020 to March 2021 were selected.The relative expression level of miR-425-5p and PTCH1 positive expression rate in PLC cancer tissues and adjacent normal tissues were compared,and the relationship between miR-425-5p relative expression level,PTCH1 positive expression rate and PLC clinical pathological parameters was analyzed.Kaplan-Meier curve and Log-Rank were used χ2 tests were conducted to analyze the 3-year cumulative survival rate of miR-425-5p and PTCH1 positive/negative expression groups,and COX regression model was used to analyze the influencing factors of PLC prognosis.Results Compared with normal tissue adjacent to cancer,the relative expression level of miR-425-5p in PLC cancer tissue was significantly increased(2.12±0.52 vs 0.98±0.17),and the positive expression rate of PTCH1 was significantly reduced(27.45%vs 61.76%),with statistical significance(t/χ2=21.045,24.302,all P<0.05).Compared with patients with T1-T2,N0,and high differentiation of tumors,patients with T3-T4,N1-N3,and low differentiation of tumors showed a significant increase in the relative expression of miR-425-5p(t=3.647,2.900,3.029),and a significant decrease in the positive expression rate of PTCH1(χ2=5.842,4.011,5.136),the differences were statistically significance(all P<0.05).The 3-year cumulative survival rate of the miR-425-5p high expression group was 64.52%(20/31),which was significantly lower than that of the low expression group at 84.06%(58/69).The 3-year cumulative survival rate of the PTCH1 high expression group was 80.00%(28/35),which was significantly higher than that of the low expression group at 64.62%(42/65),and the differences were statistically significant(Log-Rank χ2=4.287,4.548,all P<0.05).Elevated T taging,cervical lymph node recurrence,elevated N staging,pharyngeal recurrence,elevated miR-425-5p,and negative PTCH1 expression were risk factors for poor prognosis of PLC(all P<0.05).Conclusion High expression of miR-425-5p and low expression of PTCH1 in cancer tissues of primary laryngeal cancer patients are significantly correlated with elevated T stage,low tumor differentiation,elevated N stage,and low 3-year cumulative survival rate.
8.Analysis on the Strategy of"Three-division Co-management"of Chinese Medicine Practitioners Participating in Chronic Diseases
Peilian ZHANG ; Huirong XU ; Wentian CHEN ; Yuzhu ZHANG ; Wenting HONG ; Wanzhen CAI
Chinese Health Economics 2025;44(8):71-75
Objective:It aims to explore the advantages,disadvantages,opportunities and challenges of Chinese medicine practitioners participating in the"three-division co-management"service model in diabetes management,analyze its performance in policy support,resource matching and patient satisfaction,and put forward optimization strategies to enhance the role of Chinese medicine practitioners in chronic disease management.Methods:Through literature analysis,questionnaire survey and semi-structured interview,the data of six pilot units of"three divisions co-management"in Jinjiang were collected,and the internal and external environment of Chinese medicine practitioners participating in the"three divisions co-management"model was systematically evaluated by the Strengths,Weaknesses,Opportunities,Threats(SWOT)and the Politics,Economic,Society,Technology(PEST).Results:Chinese medicine practitioners' participation in the"three-division co-management"model has obvious advantages in policy support,resource matching and patient satisfaction,but it also faces key obstacles such as lack of incentive mechanism,shortage of Chinese medicine practitioners' resources and limitation of medical insurance reimbursement.The survey shows that 99.7%of the respondents are willing to choose this mode again,and 96.43%of the respondents said that the medical experience has improved significantly.However,43.92%of the subjects think that the professional knowledge and skills of doctors need to be improved,and 32.2%of the subjects think that the effect of Chinese medicine treatment on reducing the dependence and side effects of western medicine is limited.Conclusion:It is feasible and practical for Chinese medicine practitioners to participate in the"three divisions co-management"model,but it is necessary to further improve its service effect and sustainability by improving the performance appraisal mechanism,expanding the scope of medical insurance reimbursement,and strengthening the training for Chinese medicine practitioners' resources.
9.The association of cholesterol crystals and non-culprit plaque characteristics in AMI patients: an OCT study
Jiawei ZHAO ; Rui ZHAO ; Chao FANG ; Yuzhu CHEN ; Xueming XU ; Lina CUI ; Xianqin MA ; Jingbo HOU ; Jiannan DAI ; Bo YU
Chinese Journal of Cardiology 2024;52(6):659-666
Objective:To analyze plaque characteristics of non-culprit coronary lesions with cholesterol crystals in patients with acute myocardial infarction(AMI) by using optical coherence tomography(OCT). We also investigated the potential association between cholesterol crystals with plaque rupture and healed plaque at non-culprit segment.Methods:This study was a retrospective cohort study. Between January 2017 and December 2017, patients with AMI who underwent 3-vessel OCT imaging were included in this study. Patients were divided into two groups according to the presence or absence of cholesterol crystals at the non-culprit lesions. All patients underwent coronary angiography and OCT examination, and non-culprit plaque characteristics were compared between the two groups. The generalized estimating equation log-binomial multirariate regression model was used to assess the relationship between non-culprit lesions with cholesterol crystals and plaque rupture and plaque healing. The follow-up data collection ended in October 2023. Kaplan-Meier survival curves were plotted, and log-rank tests were used to compare the cumulative incidence of major adverse cardiovascular events between the two groups.Results:A total of 173 AMI patients were included (aged (56.8±11.6) years; 124 men (71.7%)). Among 710 non-culprit lesions identified by OCT, there were 102 (14.4%) in cholesterol crystals group and 608 (85.6%) in non-cholesterol crystals group. Compared with non-culprit lesions without cholesterol crystals, those with cholesterol crystals had smaller minimum lumen diameter, severer diameter stenosis, and longer lesion length (all P<0.01). The prevalence of plaque rupture (17.6% (18/102) vs. 4.9% (30/608), P=0.001) and thin-cap fibroatheroma (31.4% (32/102) vs. 11.5% (70/608), P<0.01) was higher in the cholesterol crystals groups than in the non-cholesterol crystals group. In addition, vulnerable plaque characteristics such as (44.1% (45/102) vs. 25.8% (157/608), P<0.01), macrophages were more frequently observed in non-culprit lesions with cholesterol crystals. The generalized estimating equation log-binomial multivariate regression analyses showed that non-culprit cholesterol crystals were positively correlated with healed plaque ( OR=1.583, 95% CI: 1.004-2.495, P=0.048). Conversely, cholesterol crystals were not associated with plaque rupture ( OR=1.632, 95% CI: 0.745-3.576, P=0.221). The follow-up time was 2 142 (1 880, 2 198) days. Non-culprit cholesterol crystals were not related to the major adverse cardiovascular events in patients with AMI (log-rank P=0.558). Conclusions:Among AMI patients, non-culprit lesions with cholesterol crystals presented with severer luminal stenosis and increased plaque vulnerability. The presence of non-culprit cholesterol crystals was associated with rather than plaque rupture.
10.Clinical characteristics of patients with moderate or severe valvular heart disease
Hao GAO ; Yuzhu LEI ; Haiyun HUANG ; Xiang XU ; Chao ZHANG ; Jianfang ZHU ; Lihua LI ; Min ZENG ; Shuhui CHEN ; Jinli HE ; Yanxiu CHEN ; Zhihui ZHANG
Chinese Journal of Cardiology 2024;52(10):1200-1206
Objective:To describe the characteristics, etiology and patterns of outpatients and inpatients patients with moderate or severe valvular heart disease (VHD).Methods:This is a cross-sectional study. Outpatients and inpatients with moderate or severe VHD who underwent transthoracic echocardiography for first examination from 1 st January 2001 to 1 st January 2020 in Southwest Hospital, Army Medical University were enrolled. Data were collected from medical records and big data platform of Southwest Hospital. Characteristics of age and gender, etiology and types of VHD were descriptively analysed. Results:A total of 68 354 patients with moderate or severe VHD were enrolled. The age was 63 (50, 72) years. And 35 706 (52.24%) patients were female. (1) Age characteristics: There was similar age trend between male and female patients with moderate or severe VHD. The number of patients increased firstly and then decreased and reached its peak in the age group of 65-69 years old. The peak age of mitral stenosis patients was 45-49 years, which was earlier than that of whole patients with moderate or severe VHD. The median age of patients with bicuspid aortic valve was 42 years. (2) Gender characteristics: The proportion of tricuspid regurgitation, pulmonary regurgitation, mitral regurgitation, mitral stenosis and valve surgery in female patients with moderate or severe VHD were higher than those in male patients. The proportion of aortic regurgitation, aortic stenosis and bicuspid aortic valve in male patients with moderate or severe VHD were significantly higher than those in female patients (all P<0.05). (3) Etiology: The proportion of rheumatic VHD was 13.07% (8 934/68 354), which was higher than that of degenerative VHD (0.67% (458/68 354)). (4) Types of VHD: Tricuspid regurgitation made contribution to the largest proportion with 60.72% (41 503/68 354), followed by mitral regurgitation, aortic regurgitation, mitral stenosis, pulmonary regurgitation and aortic stenosis. Conclusions:There are certain regional characteristics in the prevalence of moderate or severe VHD in southwest China, suggesting different attention should be paid on the whole process of refined management of moderate or severe VHD.

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