1.Clinical application of minimally invasive mitral valvuloplasty in patients with infective endocarditis complicated with mitral valve insufficiency
Yubin ZHONG ; Yunqing SHI ; Quanlin YANG ; Songyi QIAN ; Limin XIA ; Kai SONG ; Sun PAN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(05):778-783
Objective To investigate the clinical efficacy of minimally invasive mitral valvuloplasty (MVP) in the treatment of infective endocarditis (IE) with mitral regurgitation (MR). Methods A retrospective analysis was conducted on the clinical data of patients who underwent MVP for IE with MR at the Department of Cardiovascular Surgery in Zhongshan Hospital, Fudan University from 2016 to 2020. Patients were divided into two groups based on the surgical incision: those with a right mini-thoracotomy were classified as a minimally invasive surgery (MIS) group, and those with a median sternotomy (MS) were classified as an MS group. All patients had isolated mitral valve involvement. Perioperative data were analyzed, and mid- to long-term outcomes were compared between the two groups. Results A total of 86 patients were included, with 40 in the MIS group [22 males and 18 females, with a mean age of (39.78±15.36) years ranging from 14 to 75 years] and 46 in the MS group [27 males and 19 females, with a mean age of (49.94±16.13) years ranging from 14 to 71 years]. The patients in the MIS group were relatively younger (P=0.004) with better preoperative cardiac function (P=0.004). There was no statistical difference in preoperative fever, gender, or comorbidities between the two groups (P>0.05). The MIS group had shorter postoperative ventilation times, less postoperative 24-hour drainage, less blood transfusion, and shorter total hospital stays compared to the MS group (P<0.05). There was no statistical difference in cardiopulmonary bypass times or ICU stays between the two groups (P>0.05). The perioperative complication rates and mortality rates were not significantly different between the two groups (P>0.05). Follow-up was conducted for 11-92 months, with a mean duration of (49±19) months and an overall follow-up rate of 91.9%. During the follow-up, 3 patients in each group required reoperation for mitral valve issues, with no statistical difference in incidence (7.5% vs. 6.5%, P=0.691). There were no warfarin-related complications, recurrences, or deaths in either group during follow-up. Multivariate regression analysis identified age, preoperative cardiac function, and surgeon experience as influencing factors for the choice of surgical approach. Conclusion Minimally invasive MVP for IE with MR is relatively safe in the perioperative period and shows significant efficacy, with clear mid- to long-term outcomes. It is recommended for younger patients with better preoperative cardiac function and when performed by surgeons with extensive experience in mitral valvuloplasty.
2.Development and validation of PhenoRAG: A visualization tool for automated human phenotype ontology term annotation based on large language models and retrieval-augmented generation technology.
Wei ZHONG ; Yousheng YAN ; Kai YANG ; Yan LIU ; Xinyu FU ; Zhengyang YAO ; Chenghong YIN
Chinese Journal of Medical Genetics 2026;43(1):36-43
OBJECTIVE:
To develop a user-friendly visualization application for the automatic annotation of Human Phenotype Ontology (HPO) terms based on large language models and retrieval-augmented generation (RAG) technology, and to validate its performance in an authoritative case dataset.
METHODS:
By integrating the domestic open-source large language model DeepSeek-V3 with RAG technology, an interactive web application was deployed on the Streamlit cloud platform. Using only the latest official HPO dataset as the data source, the lightweight sentence-embedding model BAAI/bge-small-en-v1.5 was employed to construct a FAISS vector index. During the online phase, a four-step closed-loop process is automatically completed: multilingual translation, phenotype phrase extraction, RAG candidate retrieval, term mapping, and official database validation. 121 English case reports publicly released by BMJ Case Reports and Oxford Medical Case Reports (with a gold-standard HPO set of 1 794 terms) were selected for application validation. Precision, recall, and F1 score were calculated and compared horizontally with traditional dictionary tools, standalone large language models, and the similar application "RAG-HPO". Finally, replace the model with the more advanced ChatGPT-5 and evaluate its performance on the newly extracted dataset.
RESULTS:
An HPO term automatic annotation visualization application named PhenoRAG, based on large language models and RAG technology, was successfully developed. Users can access it directly via a web link. Across the 112 cases, a total of 2 150 HPO terms were generated; 2,064 (96.0%) were fully validated by the official database, with a hallucination rate of 1.3% and an HPO ID-name mismatch rate of 2.7%. After deduplication, 1,906 terms remained for testing. The overall precision was 63.65%, recall was 67.34%, and F1 was 65.44%, significantly outperforming traditional annotation tools (F1: 0.45-0.49, P < 0.001). Although PhenoRAG's F1 was lower than that of RAG-HPO (F1 = 0.78, P < 0.001), which relies on a manually constructed synonym database of 54 000 entries plus the HPO dataset, it requires no additional dictionary maintenance and can be used without any background in computer programming. Moreover, after switching to the GPT-5 model, PhenoRAG exhibited no hallucination rate on the new dataset, and its F1 score significantly increased (P = 0.038).
CONCLUSION
Without constructing a synonym database, the PhenoRAG achieved high-accuracy automatic mapping from clinical text to standard HPO terms. It features a low usage threshold, free access, and a Chinese-language interface, and can directly serve rare disease diagnosis, genetic counseling, and research scenarios in China and worldwide, warranting further clinical promotion and multicenter validation.
Humans
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Phenotype
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Biological Ontologies
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Language
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Software
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Large Language Models
3.Auxiliary liver transplantation: Opportunities and challenges in improving donor liver utilization rate
Aishanjiang AIZIMANTI ; Kai ZHONG ; Tulahong ALIMU ; Qiang GUO ; Ruiqing ZHANG ; Aji TUERGANAILI
Journal of Clinical Hepatology 2026;42(6):1462-1468
Liver transplantation is the standard treatment for end-stage liver disease, but it has long been limited by the shortage of donor livers. In clinical practice, three types of donor liver (domino donor livers, small-for-size grafts, and steatotic donor livers) are limited due to issues such as metabolic defects, insufficient volume, and poor quality. This article systematically reviews the definition, clinical application, and bottlenecks of the above three types of donor livers and elaborates on the unique value and clinical practice advances of auxiliary liver transplantation (a special surgical procedure that retains part or all of the recipient’s own liver and superimposes donor liver function support) in avoiding small-for-size syndrome, compensating for metabolic defects, and expanding the application of marginal livers, in order to provide a targeted clinical practice reference for optimizing liver transplantation strategies for end-stage liver disease and improving donor liver utilization rate.
4.Expert Consensus on the Ethical Requirements for Generative AI-Assisted Academic Writing
You-Quan BU ; Yong-Fu CAO ; Zeng-Yi CHANG ; Hong-Yu CHEN ; Xiao-Wei CHEN ; Yuan-Yuan CHEN ; Zhu-Cheng CHEN ; Rui DENG ; Jie DING ; Zhong-Kai FAN ; Guo-Quan GAO ; Xu GAO ; Lan HU ; Xiao-Qing HU ; Hong-Ti JIA ; Ying KONG ; En-Min LI ; Ling LI ; Yu-Hua LI ; Jun-Rong LIU ; Zhi-Qiang LIU ; Ya-Ping LUO ; Xue-Mei LV ; Yan-Xi PEI ; Xiao-Zhong PENG ; Qi-Qun TANG ; You WAN ; Yong WANG ; Ming-Xu WANG ; Xian WANG ; Guang-Kuan XIE ; Jun XIE ; Xiao-Hua YAN ; Mei YIN ; Zhong-Shan YU ; Chun-Yan ZHOU ; Rui-Fang ZHU
Chinese Journal of Biochemistry and Molecular Biology 2025;41(6):826-832
With the rapid development of generative artificial intelligence(GAI)technologies,their widespread application in academic research and writing is continuously expanding the boundaries of sci-entific inquiry.However,this trend has also raised a series of ethical and regulatory challenges,inclu-ding issues related to authorship,content authenticity,citation accuracy,and accountability.In light of the growing involvement of AI in generating academic content,establishing an open,controllable,and trustworthy ethical governance framework has become a key task for safeguarding research integrity and maintaining trust within the academic community.This expert consensus outlines ethical requirements across key stages of AI-assisted academic writing-including topic selection,data management,citation practices,and authorship attribution.It aims to clarify the boundaries and ethical obligations surrounding AI use in academic writing,ensuring that technological tools enhance efficiency without compromising in-tegrity.The goal is to provide guidance and institutional support for building a responsible and sustainable research ecosystem.
5.Efficacy of percutaneous nephrolithotomy in the treatment of severe acute pancreatitis with infected necrosis
Kai LIU ; Wenya WANG ; Xiangyang BU ; Zhong GE ; Jiang YU
Chinese Journal of Hepatobiliary Surgery 2025;31(10):768-771
Objective:To evaluate the efficacy and safety of percutaneous nephrolithotomy (PCNL) in the treatment of severe acute pancreatitis (SAP) with infected pancreatic necrosis (IPN).Methods:A retrospective analysis was conducted on the clinical data of 113 patients with SAP and IPN admitted to Qingdao Municipal Hospital between January 2018 and June 2023. The cohort included 66 males and 47 females, aged (46.2±13.6) years. Based on the treatment approach, patients were divided into two groups: those who underwent percutaneous catheter drainage (PCD) alone were assigned to the PCD group ( n=60), and those who received PCNL were assigned to the PCNL group ( n=53). Clinical parameters such as age, sex, number of debridement procedures, and postoperative complications were recorded. Results:Compared with the PCD group, the PCNL group had a higher CT severity index [8(6, 9) vs. 7(6, 8)], a greater proportion of patients with multiloculated abscesses [71.7%(38/53) vs. 41.7%(25/60)], and a higher percentage of patients with IPN involving >50% necrosis [56.6%(30/53) vs. 33.3%(20/60)]. These differences were statistically significant (all P<0.05). The PCNL group also showed a higher proportion of patients with post-treatment IPN necrosis involving <30% [91.4%(49/53) vs. 70.8%(42/60)], a lower rate of requiring step-up laparoscopic or open surgery [3.8%(2/53) vs. 10.0%(6/60)], fewer debridement sessions [2(1, 4) vs. 4(2, 6)], and a shorter total hospital stay [45(35, 58) d vs. 54(23, 72) d]. These differences were statistically significant (all P<0.05). Additionally, the PCNL group had lower rates of postoperative complications, including enteric fistula [3.8%(2/53) vs. 11.7%(7/60)], intra-abdominal bleeding [5.7%(3/53) vs. 13.3%(8/60)], and pancreatic fistula [15.1%(8/53) vs. 20.0% (12/60)]. These differences were also statistically significant (all P<0.05). The recurrence rate of abscesses was significantly lower in the PCNL group [11.3%(6/53) vs. 16.7%(10/60), χ2=4.14, P=0.042]. Conclusion:PCNL is an effective treatment for SAP complicated by IPN. Compared with PCD, it improves the clearance of necrotic tissue, reduces the number of debridement procedures, shortens the total hospital stay, and lowers the risk of postoperative complications.
6.The influence of two-way referral model on treatment and prognosis of patients with chronic heart failure
Yijun SUN ; Xinyu ZHANG ; Yue HU ; Zongwei LIN ; Jie XIAO ; Peng LI ; Xin ZHAO ; Huafang ZHANG ; Bo QIN ; Dequan JIA ; Tao ZHANG ; Jian MA ; Hongping CHEN ; Chunju ZHANG ; Xinwei GENG ; Kaiyan ZHANG ; Man ZHENG ; Fenglei ZHANG ; Yan LANG ; Hegong HOU ; Peng LIU ; Haifeng JIA ; Jianjun LU ; Kai ZHAO ; Hui ZHAO ; Jiechang XU ; Mi ZHANG ; Xiuxin LI ; Dongxia ZHANG ; Lin ZHONG ; Hui ZHAO ; Fangfang LIU ; Yan LIU ; Dongxia MIAO ; Chengwei WANG ; Hui ZHANG ; Chen WANG ; Fen WANG ; Xuejuan ZHANG ; Huixia LYU ; Xiaoping JI
Chinese Journal of Cardiology 2025;53(11):1244-1253
Objective:To explore the impact of the two-way referral model on compliance and prognosis in patients with heart failure.Methods:This bidirectional cohort study enrolled chronic heart failure (CHF) patients treated at Qilu Hospital of Shandong University or designated primary hospitals between March 2018 and March 2022. Patients were categorized into two groups based on referral status: two-way referral group (participating in the referral model with≥1 follow-up visit at primary hospitals) and the core hospital group (receiving treatment and follow-up exclusively at Qilu Hospital). Baseline clinical characteristics were collected and compared between groups. Patients underwent followed-up, with primary endpoints including follow-up rate, drug (β-blockers, angiotension converting enzyme inhibitor (ACEI)/angiotensin Ⅱ receptor blockers (ARB)/angiotensin receptor-neprilysin inhibitor (ARNI), sodium-glucose cotransporter 2 inhibitors and mineralocorticoid receptor antagonists) utilization rate and target dose achievement rate. Secondary endpoints encompassed changes from baseline in left ventricular ejection fraction (LVEF), left ventricular end-diastolic diameter (LVEDd), and N-terminal pro-brain natriuretic peptide (NT-proBNP), plus cardiovascular mortality and heart failure rehospitalization. Generalized linear mixed models analyzed longitudinal trends in LVEF, LVEDd, and NT-proBNP levels. Kaplan-Meier curves and Cox regression evaluated LVEF recovery rates, supplemented by subgroup analyses. Multivariate logistic regression was used to identify factors influencing target dose achievement rate for β-blockers and ACEI/ARB/ARNI therapies in CHF patients.Results:A total of 357 patients were enrolled, aged 53 (41, 63) years, including 256 males (71.7%). 157 patients were in the two-way referral group and 200 patients in the core hospital-treated group. Compared with the core hospital-treated group, the two-way referral group had lower baseline LVEF (28 (22, 34)% vs. 31 (23, 36)%, P=0.021) and systolic blood pressure (116 (104, 125) mmHg vs. 121 (109, 134) mmHg (1 mmHg=0.133 kPa), P=0.010). The 12-month follow-up rate of the two-way referral group was higher than the core hospital-treated group (73.8% vs. 56.0%, P=0.004). No significant between-group differences were observed in drug utilization rate of β-blockers, ACEI/ARB/ARNI, or sodium-glucose cotransporter 2 inhibitors during follow-up (all P>0.05), while mineralocorticoid receptor antagonists use showed a declining trend in both groups. Although the core hospital-treated group had higher target dose achievement rates for β-blockers (65.4% vs. 49.3%, P=0.042) and ACEI/ARB/ARNI (79.8% vs. 65.8%, P=0.046) than the two-way referral group, multivariate logistic regression indicated that the two-way referral model was not a negative predictor for these outcomes (all P>0.05). Both groups showed improved NT-proBNP, LVEDd, and LVEF from baseline (all P<0.001) with no significant difference in trends between groups (all P>0.05). There was no significant difference in the composite incidence (7.6% vs. 6.5%, P=0.674) and cumulative incidence (log-rank P=0.684) of cardiovascular death and heart failure rehospitalization at 12 months between two groups. Conclusion:The two-way referral model demonstrates advantages in improving medication adherence, drug utilization rates, and targetdoseachievement rates among CHF patients. This model not only promotes cardiac functional recovery but also reduces risks of cardiovascular mortality and heart failure rehospitalization, achieving comparable therapeutic and management outcomes to those observed in core hospital-treated patients.
7.Trends in the prevalence and patterns of cardiometabolic multimorbidity in Beijing, 2005—2022
Aijuan MA ; Gang LI ; Jiayu WANG ; Chen XIE ; Bo JIANG ; Li NIE ; Yingqi WEI ; Kai FANG ; Jin XIE ; Zhong DONG ; Jun LYU ; Liming LI
Chinese Journal of Endocrinology and Metabolism 2025;41(7):561-569
Objective:To analyze the prevalence trends and epidemiological characteristics of cardiometabolic multimorbidity(CMM) in Beijing from 2005 to 2022.Methods:A series of representative cross-sectional surveys were conducted in Beijing between 2005 and 2022 using a stratified multistage cluster random sampling method. A total of 110 496 permanent residents aged 18-79 years participated in face-to-face interviews, physical examinations, and laboratory testing. Complex sampling logistic regression models were employed to identify factors associated with CMM, and Joinpoint regression was used to assess temporal trends in prevalence. Results:The prevalence of CMM was 22.3% in 2005 and 24.3% in 2022, with an average annual percent change of 0.1%(95% CI -1.3%-1.3%, P>0.05). In rural areas, the prevalence increased by 1.3% per year(95% CI 0.2%-2.6%, P<0.05), while among obese individuals, it decreased by 1.0% annually( P<0.05). The most common CMM patterns were hypertension combined with dyslipidemia(13.2%), hypertension combined with diabetes(7.0%), and diabetes combined with dyslipidemia(5.8%). The prevalence of hypertension and dyslipidemia comorbidity showed a long-term decline among females, those aged 60-79 and obese individuals( P<0.05). In contrast, the prevalence of hypertension and diabetes comorbidity increased over time in rural residents and individuals with normal body weight( P<0.05). Furthermore, diabetes and dyslipidemia comorbidity rates increased significantly among males, adults aged 18-59 years, those with a college education or above, rural residents and individuals with normal body weight( P<0.05). Multivariable logistic regression indicated that male, older age, overweight, obese, and lower education level were independently associated with a higher risk of CMM( P<0.05). Conclusion:From 2005 to 2022, the prevalence of CMM remained high among adults in Beijing. While prevalence decreased among obese individuals, it increased significantly in rural areas. Hypertension combined with dyslipidemia was the most common multimorbidity pattern throughout the study period.
8.Predictive value of caliceal pelvic height-to-infundibular length ratio for stone-free rate in lower calyx stone treatment with flexible ureteroscopic lithotripsy
Shiwei HUANG ; Sheng ZHONG ; Guangming YIN ; Long WANG ; Zhiqiang JIANG ; Kai HUANG ; Jing TAN
Chinese Journal of Urology 2025;46(8):600-606
Objective:This study aims to explore the predictive value of the ratio of caliceal pelvic height to infundibular length(CPH/IL)for the stone-free rate(SFR)in the treatment of lower calyx stones using flexible ureteroscopic lithotripsy(FURL)combined with a distally bendable negative pressure suction sheath.Methods:A retrospective analysis was conducted on the clinical data and anatomical parameters of 312 patients with lower calyx stones or combined lower calyx stones admitted to the Third Xiangya Hospital of Central South University from September 2022 to December 2023,all of whom were treated with FURL combined with a distally bendable negative pressure suction sheath. Stone clearance was defined as no residual stones or residual stones with a diameter of ≤3 mm without any symptoms. Patients were divided into the clearance group(265 cases,84.90%)and the non-clearance group(47 cases,15.10%). There were no significant differences in gender(male/female:173/92 cases vs. 29/18 cases),age[(44.69 ± 13.14)years vs.(42.60 ± 10.93)years],degree of hydronephrosis(no hydronephrosis/mild hydronephrosis/moderate to severe hydronephrosis:122/85/58 cases vs. 21/12/14 cases),side of lower calyx stones(left/right:157/108 cases vs. 31/16 cases),maximum diameter of stones(MDS)[(19.23 ± 6.41)mm vs.(17.77 ± 6.18)mm],and CT value of stones[(993.46 ± 249.12)Hu vs.(1013.43 ± 300.90)Hu]between the two groups( P > 0.05),indicating comparability between groups. There was no significant difference in the distance from the midpoint of the lower lip of the renal pelvis to the ureter at the lowest plane of the lower calyx(K-A line)between the clearance and non-clearance groups[(26.16 ± 5.18)mm vs.(25.70 ± 8.66)mm, P > 0.05]. However,significant differences were observed in the infundibulopelvic angle(IPA)[(53.97 ± 15.72)° vs.(37.43 ± 15.39)°],infundibular length(IL)[(27.26 ± 5.11)mm vs.(33.04 ± 7.38)mm],infundibular width(IW)[(8.27 ± 2.82)mm vs.(7.09 ± 3.20)mm],caliceal pelvic height(CPH)[(19.96 ± 4.63)mm vs.(30.32 ± 7.56)mm],ureter-lower calyx distance(ULD)[(23.00 ± 5.59)mm vs.(18.78 ± 6.31)mm],CPH/IL ratio[(0.73 ± 0.11)vs.(0.92 ± 0.09)],and curvature of the lower calyx of the renal pelvis[(0.06 ± 0.01)mm -1 vs.(0.08 ± 0.03)mm -1]between the two groups( P <0.05). Univariate and logistic multivariate regression analyses were used to identify the independent risk factors affecting the postoperative SFR of FURL-treated lower calyx stones and to assess the value of CPH/IL for SFR in the treatment of lower calyx stones using FURL combined with a distally bendable negative pressure suction sheath. A logistic multivariate regression model and a corresponding nomogram were constructed,and the predictive ability of the model for SFR was evaluated using the receiver operating characteristic(ROC)curve. The calibration curve and the Hosmer -Lemeshow test were used to assess the consistency and accuracy of the model. The clinical utility of the model was evaluated using decision curve analysis(DCA). Results:Univariate analysis revealed that seven anatomical parameters differed significantly between the clearance and non-clearance groups(all P < 0.05):infundibulopelvic angle(IPA, OR = 0.27,95% CI 0.17-0.42, P < 0.01),infundibular length(IL, OR = 2.52,95% CI 1.83-3.47, P < 0.01),infundibular width(IW, OR = 0.64,95% CI 0.45-0.90, P = 0.011),caliceal pelvic height(CPH, OR = 5.78,95% CI 3.67-9.10, P < 0.01),ureter-lower calyx distance(ULD, OR = 0.43,95% CI 0.30-0.63, P < 0.01),CPH/IL ratio( OR = 13.62,95% CI 6.86-27.03, P < 0.01),and curvature of the lower calyx of the renal pelvis( O = 3.15,95% CI 2.08-4.78, P < 0.01). Multivariate logistic regression further identified CPH/IL( OR = 9.87,95% CI 4.92-19.79, P < 0.01),IPA( OR = 0.41,95% CI 0.23-0.71, P = 0.001),and ULD( OR = 0.50,95% CI 0.29-0.87, P = 0.014)as independent risk factors influencing the stone-free rate after flexible ureteroscopic lithotripsy combined with a distally bendable negative-pressure suction sheath. The area under the ROC curve(AUC)of the univariate regression model showed that for IPA,the AUC was 0.788(95% CI 0.711-0.864);for IL,it was 0.731(95% CI 0.643-0.819);for ULD,it was 0.677(95% CI 0.586-0.767);for CPH,it was 0.867(95% CI 0.804-0.929);for IW,it was 0.628(95% CI 0.535-0.721);for CPH/IL,it was 0.906(95% CI 0.850-0.961)with an optimal cutoff value of 0.882,corresponding to a sensitivity of 83.02% and a specificity of 92.08%;and for curvature of the lower calyx of the renal pelvis,it was 0.744(95% CI 0.662-0.827). The AUC of the multivariate regression model was 0.929(95% CI 0.884-0.974)with an optimal cutoff value of 0.364,corresponding to a sensitivity of 82.98% and a specificity of 95.09%. Calibration curves demonstrated close agreement between the predicted and actual stone-free rates after FURL(C-index = 0.921). The Hosmer-Lemeshow goodness-of-fit test indicated no significant discrepancy between predicted and observed probabilities( P = 0.135,>0.05). Decision-curve analysis further revealed that basing clinical decisions on the model ,s predicted probability yields a higher net clinical benefit than either withholding FURL for all patients or treating all patients regardless of risk,and it also outperforms strategies guided by any single independent predictor alone. Conclusions:IPA,IL,IW,CPH,ULD,CPH/IL ratio,and curvature of the lower calyx of the renal pelvis can all predict the postoperative SFR of FURL combined with a distally bendable negative pressure suction sheath for the treatment of lower calyx stones to varying degrees. Among them,CPH/IL has the highest predictive value. When CPH/IL >0.88,it may be difficult to use FURL to treat lower calyx stones.
9.Prevalence and influencing factors of psychiatric comorbidities in patients with refractory epilepsy: a Meta-analysis
Wenshuang WANG ; Jinglian LI ; Qian LI ; Jingjing GU ; Liyun ZHONG ; Kai ZHANG
Chinese Journal of Modern Nursing 2025;31(17):2275-2282
Objective:To systematically analyze the prevalence and influencing factors of psychiatric comorbidities in refractory epilepsy (RE) .Methods:The literature on the prevalence and/or influencing factors of psychiatric comorbidities in adults with RE was electronically searched in China National Knowledge Infrastructure, WanFang Data, VIP, China Biomedical Database, PubMed, Web of Science, Embase, CINAHL, OVID, UpToDate, and Cochrane Library. The search period was from the establishment of the database to July 31, 2024. Two researchers independently conducted literature screening, quality assessment and data extraction, and used RevMan 5.4 for Meta-analysis.Results:A total of 11 papers were included, with a total sample size of 1 953 cases, with a prevalence of 52.00% (cross sectional studies) and 53.00% (cohort studies) . Gender [ OR=4.76, 95% CI (3.69, 6.15) ] , epilepsy disease perception [ OR=1.10, 95% CI (1.01, 1.19) ] , seizure type [ OR=1.63, 95% CI (1.23, 2.15) ] , seizure frequency [ OR=1.54, 95% CI (1.04, 2.29) ] , epileptogenic foci location [ OR=2.72, 95% CI (1.69, 4.37) ] , disease duration [ OR=1.76, 95% CI (1.39, 2.24) ] , and medication [ OR=3.26, 95% CI (2.09, 5.08) ] were the influencing factors of psychiatric comorbidity in RE. Conclusions:The prevalence of psychiatric comorbidities in patients with RE is high, and studies of influencing factors lack specificity. Clinical monitoring of this population should be strengthened, and relevant influencing factors should be comprehensively analyzed to provide intervention targets for early preventive management and to safeguard the long-term management of patients with epilepsy.
10.Construction and verification of atherosclerosis risk prediction model for rheumatoid arthritis patients
Jing LYU ; Fangying ZHU ; Kai ZHU ; Yun LI ; Na YANG ; Shuyun WEN ; Miqian ZHONG
Tianjin Medical Journal 2025;53(10):1043-1047
Objective To construct a risk prediction model for atherosclerosis(AS)in patients with rheumatoid arthritis(RA)based on Lasso-Logistic regression analysis and provide a scientific basis for individualized clinical intervention.Methods The retrospective clinical data were collected from 344 RA patients,including 86 patients with AS(RA+AS group)and 258 patients with without AS(RA group).The clinical characteristics and initial laboratory test results were compared between the two groups.Lasso regression was used to screen the key predictive variables,and Logistic regression was combined to construct the prediction mode.The discrimination of the model was evaluated through the receiver operating characteristic(ROC)curve and the area under the curve(AUC).The Hosmer-Lemeshow test was used to assess the calibration,and decision curve analysis was used to verify the clinical applicability of the model.Results Seven predictive variables were identified including RA disease duration,DAS28 score,C-reactive protein(CRP),triglycerides(TG),high-density lipoprotein cholesterol(HDL-C),fasting blood glucose(FBG)and hypertension.The risk prediction model for AS in RA patients was:Logit(P)=-2.674+0.605×RA disease duration+0.393×DAS28 score+0.310×CRP+1.346×TG-2.289×HDL-C+0.679×FBG+0.711×hypertension.The AUC of the model was 0.965(95%CI:0.943-0.987),and the Hosmer-Lemeshow test showed χ2=0.547,P=1.000,indicating good discrimination and calibration.Clinical decision curve analysis showed that the probability threshold ranged from 7%to 92%,demonstrating high clinical applicability.Conclusion The AS risk prediction model constructed in this study for RA patients can effectively identify high-risk individuals,supporting the development of personalized prevention and treatment strategies.

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