1.Construction and practice of application model for localized large language model in preoperative medication reconciliation for gastric cancer
Yuxuan ZHU ; Jizhong ZHANG ; Yuhao SUN ; Jiayu WEN ; Xin LIU ; Jifu WEI ; Lingli HUANG
China Pharmacy 2026;37(8):1062-1067
OBJECTIVE To construct a preoperative medication reconciliation model assisted by a localized large language model (LLM) for gastric cancer and evaluate its clinical efficacy. METHODS A total of 249 gastric cancer patients with a history of continuous medication before admission in the Gastric Surgery Department of Jiangsu Cancer Hospital were retrospectively enrolled. Patients were divided into training set (154 cases) and validation set (95 cases) based on the order of time. Based on guidelines, drug package inserts, and other evidence, a standardized medication reconcili ation process and a structured knowledge base were constructed. DeepSeek-V3 LLM was deployed privately in the hospital, combined with retrieval-augmented generation technology, to achieve automated integration of medication information, risk screening, and generation of personalized recommendations. The quality of LLM-generated recommendations was evaluated using automatic metrics (BERT Score and ROUGE-1, 2, L) and manual scoring [seven-dimensional index (7DI) ] . Spearman correlation analysis was performed to explore the correlation between automatic scores and manual scores. Cronbach’s α coefficient was used to test the internal consistency of manual scoring results. The time consumed by manual and LLM-assisted medication reconciliation was compared across tasks of different difficulty levels (simple, moderate, and high). RESULTS A structured knowledge base covering 8 major drug categories was finally established, covering common and high-risk preoperative medication scenarios and providing structured retrieval support for the LLM. For automatic evaluation, the precision, recall, and F1-score of BERT Score were 0.783±0.033, 0.811±0.038, and 0.796±0.028, respectively. The F1-scores of ROUGE-1, ROUGE-2 and ROUGE-L were 0.566±0.067, 0.338±0.076 and 0.468±0.082, respectively. The 7DI scores from three manual raters ranged from 32.06 to 33.45. The F1-score of automatic scoring was significantly positively correlated with the 7DI score of manual scoring (maximum coefficient of determination=0.611, P <0.001), and the internal consistency of manual scoring was good (Cronbach’s α = 0.876). In terms of efficiency, LLM-assisted medication reconciliation reduced time consumption by more than 90% compared with manual reconciliation in the simple, moderate, and high-difficulty groups ( P <0.001). CONCLUSIONS The medication reconciliation model constructed based on a localized LLM and structured knowledge base shows high accuracy, consistency, and clinical applicability in complex preoperative medication scenarios for gastric cancer. It can improve the efficiency of medication reconciliation and reduce potential medication risks.
2.Dietary taste preferences and risk of prostatitis: a Mendelian randomization study
Jian CHEN ; Peng WU ; Yuhao YU ; Zilong LIANG ; Yan LIU
Journal of Modern Urology 2026;31(1):26-32
Objective To examine the potential causal associations between different dietary taste preferences and the risk of prostatitis, so as to provide reference for the primary prevention of this disease. Methods Summary-level genome-wide association study(GWAS)data on five taste preferences-sweet, sour, salty, bitter and spicy—were obtained from the GWAS, and GWAS data for prostatitis were sourced from the FinnGen database. The potential causal associations between the dietary taste preferences and risk of prostatitis were analyzed with MR. The inverse variance weighted(IVW)method served as the primary analytical approach. Heterogeneity was assessed using Cochran's Q test. Horizontal pleiotropy was evaluated via the MR-Egger intercept and Mendelian randomization pleiotropy residual sum and outlier(MR-PRESSO)tests. Leave-one-out analysis was performed to evaluate the influence of individual single nucleotide polymorphisms(SNPs)on the causal estimates. Results Preferences for sweet(OR=1.338, 95%CI:1.024-1.748, P=0.033)and salty(OR=1.356, 95%CI:1.092-1.684, P=0.006)tastes showed positive causal associations with the risk of prostatitis, whereas a preference for bitter taste was negatively associated(OR=0.638, 95%CI:0.416-0.978, P=0.039). No significant causal links were observed for sour or spicy taste preferences(P>0.05). Sensitivity analyses and reverse MR analyses further supported the robustness of the findings.Conclusion Sweet and salty taste preferences may be potential dietary risk factors for prostatitis, while bitter taste preference could play a protective role. Further research is needed to elucidate these causal relationships, which may contribute to developing tailored dietary intervention strategies for prostatitis prevention.
3.Single-cell sequencing systematically analyzed the mechanism of Emdogain on the restoration of delayed replantation periodontal membrane.
Yanyi LIU ; Yuhao PENG ; Lanhui CHEN ; Yangfan XIANG ; Ximu ZHANG ; Jinlin SONG
International Journal of Oral Science 2025;17(1):33-33
The repair of the periodontal membrane is essential for the successful management of periodontal disease and dental trauma. Emdogain® (EMD) is widely used in periodontal therapy due to its ability to promote repair. Despite substantial research, the cellular and molecular mechanisms underlying EMD's effects, particularly at the single-cell resolution, remain incompletely understood. This study established a delayed tooth replantation model in rats to investigate these aspects. Tooth loss rate and degree of loosening were evaluated at 4 and 8 weeks. Micro-CT, HE staining, TRAP staining, and immunofluorescence staining were evaluated to assess EMD's efficacy. Single-cell sequencing analyses generated single-cell maps that explored enrichment pathways, cell communication, and potential repair mechanisms. Findings indicated that EMD could reduce the rate of tooth loss, promote periodontal membrane repair, and reduce root and bone resorption. Single-cell analysis revealed that EMD promotes the importance of Vtn+ fibroblasts, enhancing matrix and tissue regeneration functions. Additionally, EMD stimulated osteogenic pathways, reduced osteoclastic activity, and promoted angiogenesis-related pathways, particularly bone-related H-type vessel expression in endothelial cells. Gene modules associated with angiogenesis, osteogenesis, and odontoblast differentiation were identified, suggesting EMD might facilitate osteogenesis and odontoblast differentiation by upregulating endothelium-related genes. Immune cell analysis indicated that EMD did not elicit a significant immune response. Cell communication analysis suggested that EMD fostered pro-regenerative networks driven by interactions between mesenchymal stem cells, fibroblasts, and endothelial cells. In conclusion, EMD proves to be an effective root surface therapy agent that supports the restoration of delayed replantation teeth.
Animals
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Tooth Replantation/methods*
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Rats
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Dental Enamel Proteins/pharmacology*
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Single-Cell Analysis
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Rats, Sprague-Dawley
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X-Ray Microtomography
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Osteogenesis/drug effects*
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Male
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Periodontal Ligament/drug effects*
4.Cross lagged analysis of anxiety and depressive symptoms,uncertainty stress with academic buoyancy in college students
LIU Yuxuan, WANG Yuhao, WANG Yihan, WANG Yingxue, HU Xinyi, TIAN Susu, TIAN Jiayi, WANG Wei
Chinese Journal of School Health 2025;46(6):832-836
Objective:
To examine the reciprocal relationships of anxiety and depressive symptoms,uncertainty stress with academic buoyancy among college students, providing evidence for mental health promotion and academic resilience enhancement.
Methods:
A multi stage cluster random sampling method was used to selected 741 undergraduates from grade 1 to 2 of a university in Xuzhou, Jiangsu Province. Participants completed two waves of surveys (T1: October 2022; T2: October 2023) using the Uncertainty Stress Scale, Patient Health Questionnaire-9 (PHQ-9), Generalized Anxiety Disorder-7 (GAD-7), and Academic Buoyancy Scale. Cross lagged models analyzed bidirectional relationships between three mental health variables and academic buoyancy, followed by latent variable modeling integrating all mental health dimensions.
Results:
Cross lagged model results revealed that T1 uncertainty stress negatively predicted T2 academic buoyancy ( β =-0.14), while T1 academic buoyancy negatively predicted T2 uncertainty stress ( β =-0.11); T1 depressive symptom negatively predicted T2 academic buoyancy ( β =-0.08), while T1 academic buoyancy negatively predicted T2 depressive symptom ( β =-0.09); furthermore, T1 academic buoyancy negatively predicted T2 anxiety symptom( β =-0.10) ( P <0.05). Results from the latent variable cross lagged model of psychological problems (constructed from the three mental health variables) indicated that T1 psychological problems negatively predicted T2 academic buoyancy ( β =-0.09), while T1 academic buoyancy negatively predicted T2 psychological problems ( β =-0.09) ( P <0.05).
Conclusions
Longitudinal bidirectional relationships exist between mental health status and academic buoyancy in college students. Better mental health facilitates higher academic buoyancy.
5.Computational pathology in precision oncology: Evolution from task-specific models to foundation models.
Yuhao WANG ; Yunjie GU ; Xueyuan ZHANG ; Baizhi WANG ; Rundong WANG ; Xiaolong LI ; Yudong LIU ; Fengmei QU ; Fei REN ; Rui YAN ; S Kevin ZHOU
Chinese Medical Journal 2025;138(22):2868-2878
With the rapid development of artificial intelligence, computational pathology has been seamlessly integrated into the entire clinical workflow, which encompasses diagnosis, treatment, prognosis, and biomarker discovery. This integration has significantly enhanced clinical accuracy and efficiency while reducing the workload for clinicians. Traditionally, research in this field has depended on the collection and labeling of large datasets for specific tasks, followed by the development of task-specific computational pathology models. However, this approach is labor intensive and does not scale efficiently for open-set identification or rare diseases. Given the diversity of clinical tasks, training individual models from scratch to address the whole spectrum of clinical tasks in the pathology workflow is impractical, which highlights the urgent need to transition from task-specific models to foundation models (FMs). In recent years, pathological FMs have proliferated. These FMs can be classified into three categories, namely, pathology image FMs, pathology image-text FMs, and pathology image-gene FMs, each of which results in distinct functionalities and application scenarios. This review provides an overview of the latest research advancements in pathological FMs, with a particular emphasis on their applications in oncology. The key challenges and opportunities presented by pathological FMs in precision oncology are also explored.
Humans
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Precision Medicine/methods*
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Medical Oncology/methods*
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Artificial Intelligence
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Neoplasms/pathology*
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Computational Biology/methods*
6.Application of perioperative bundled nursing measures in robot assisted radical prostatectomy
Wei LIU ; Yuhao CHEN ; Jing LIU ; Song XU ; Xiaodong ZHAO ; Pan LIU
National Journal of Andrology 2025;31(11):1003-1008
Objective To evaluate the application effect of perioperative cluster nursing interventions in patients under-going robot-assisted radical prostatectomy.Methods A total of 122 prostate cancer patients who underwent robot-assisted sur-gery from January 2023 to December 2024 were divided into the control group(routine care,55 cases)and the observation group(cluster nursing,67 cases)according to the nursing methods.The psychological status,surgery-related indicators,postoperative recovery,incidence of perioperative complications,and patient satisfaction were compared between the two groups.Results The observation group demonstrated a statistically significant decrease in postoperative anxiety and depression scores compared to the control group(P=0.034,P=0.005).The observation group exhibited shorter operative time and less intraoperative blood loss,with both differences being statistically significant(P=0.016,P<0.001).In terms of postoperative recovery,the obser-vation group showed faster recovery of bowel function,shorter time for catheter insertion and postoperative hospital stay compared to the control group(P=0.010,P<0.001,P<0.001).In the observation group,the incidence of systemic postoperative in-fection was lower than that of the control group(4.5%vs 18.2%,P=0.015).The perioperative hypothermia rate in the obser-vation group was lower than that of the control group(38.8%vs 60.0%,P=0.020).There was no statistically significant difference in postoperative urinary fistula rate between the two groups(P=0.477).The observation group achieved an overall patient satisfaction rate of 98.51%,with higher satisfaction scores compared to the control group(P=0.008).Conclusion Perioperative cluster nursing measures yield favorable outcomes in patients undergoing robot-assisted radical prostatectomy.It can not only shorten the operation time,promote the postoperative recovery of patients,but also reduce the anxiety and depression of patients and complica-tions,and improve patient satisfaction.
7.Research progress in treatment and nursing of chronic wounds with antibacterial agent containing polyhexanide
Yuhao ZHAO ; Enshe JIANG ; Mengyao LIU ; Hao LI ; Jiamei JING ; Xiaojing WEI
Chinese Journal of Nosocomiology 2025;35(21):3355-3360
Under the background of increasingly severe drug-resistant bacteria infections,protracted course of chronic wounds has become clinical difficulties disturbing both patients and doctors.With the unique advantages of broad antibacterial spectrum,low drug resistance rate and high safety,polyhexanide antibacterial agent has gradu-ally become a major approach for treatment and nursing of chronic wounds.The application of polyhexamethylene biguanide(PHMB)antimicrobial agents in treatment and nursing of chronic wounds was reviewed in the article,including the antibacterial properties,comparisons with other antimicrobial agents,actual clinical practice and potential side effects,aiming to guide the further application of PHMB antimicrobial agents in treatment of chronic wounds.
8.Gut microbiota and risk of breast cancer: a bidirectional two-sample Mendelian randomization study
Hongxuan MA ; Yuyuan ZHANG ; Siyuan WENG ; Hui XU ; Yuhao BA ; Shutong LIU ; Zaoqu LIU ; Xinwei HAN
Chinese Journal of Microbiology and Immunology 2025;45(2):125-134
Objective:To investigate the potential causal relationships between gut microbiota composition and the risk of developing various subtypes of breast cancer by using bidirectional two-sample Mendelian randomization(MR).Methods:The research utilized genome-wide association studies(GWAS) data on gut microbiota from the MiBioGen database and GWAS data on breast cancer from the Breast Cancer Association Consortium (BCAC). In this MR study, inverse variance weighted (IVW), weighted median, MR Egger, and MR-PRESSO methods were used. Additionally, reverse MR and stratified analyses were conducted to assess reverse causality and the impact on different subtypes of breast cancer.Results:Adlercreutzia (IVW OR=0.92, 95% CI: 0.87-0.98, P=0.01) and Parabacteroides (IVW OR=0.87, 95% CI: 0.79-0.96, P=0.007) exhibited a statistically significant protective effect on breast cancer. Conversely, Sellimonas (IVW OR=1.05, 95% CI: 1.01-1.09, P=0.01) was significantly associated with an increased risk of breast cancer. Desulfovibrio (IVW OR=0.94, 95% CI: 0.88-1.00, P=0.04) and Ruminococcaceae (UCG013) (IVW OR=0.92, 95% CI: 0.86-0.99, P=0.03) presented suggestive protective effects against breast cancer. Furthermore, stratified analysis revealed that the protective effect of Adlercreutzia against breast cancer persisted in the estrogen receptor(ER)-positive subtypes, while Desulfovibrio persisted in the ER-negative subtypes. Sellimonas was causally associated with the risk of ER-positive subtypes. CACNA1S was identified as the functional gene of Adlercreutzia, and associated with favorable prognosis in breast cancer, while ERBB4 was identified as the functional gene of Sellimonas and associated with poor prognosis in breast cancer. Conclusions:This study identifies the causal relationships between gut microbiota and breast cancer, suggesting a novel target for early clinical intervention and treatment, with potential implications for future functional analysis.
9.A Cross-sectional Survey on the Use of Non-Vitamin K Antagonist Oral Anticoagulants in Elderly Patients with Non-Valvular Atrial Fibrillation
Yifan NA ; Junpeng LIU ; Yatong ZHANG ; Zinan ZHAO ; Tianqi ZHANG ; Yuhao WAN ; Min ZENG ; Ning SUN ; Cheng WU ; Jun WANG ; Fang WANG ; Jiefu YANG
Chinese Journal of Geriatrics 2025;44(4):458-464
Objective:To investigate the use of non-vitamin K antagonist oral anticoagulants(NOACs)and their associated comorbidities in patients aged 80 years and older with non-valvular atrial fibrillation(NVAF), as well as to understand the challenges faced by elderly patients receiving NOAC therapy.Methods:We retrospectively enrolled elderly patients(≥80 years old)with NVAF who were treated with NOACs at a hospital in Beijing from January 2018 to August 2023.Patients were categorized into two age groups: 80-89 years and ≥90 years.We collected baseline data, including demographic characteristics, details of atrial fibrillation, comorbidities, laboratory test results, and medication combinations, for descriptive statistical analysis and intergroup comparisons.Results:A total of 695 elderly patients with NVAF receiving NOACs were included in the study, with a median age of 84 years.Among these patients, there were 328 males(47.19%, 328/695)and 422 cases of paroxysmal atrial fibrillation(60.72%, 422/695).The age group of 80-89 years comprised 640 cases(92.09%, 640/695), while the group aged 90 years and above included 55 cases(7.91%, 55/695).The use of NOACs in patients aged 90 and older exhibited an increasing trend over the years.Inter-group comparisons indicated that the ≥90 years group had lower body mass index, longer hospital stays, increased bedridden time, poorer renal function, lower levels of albumin and hemoglobin, and higher D-dimer levels.Inappropriate dosing of DOACs occurred in 49.64%(345/695)of cases, with 90.72%(313/345)receiving doses lower than recommended.Lower-than-recommended doses were more prevalent in the ≥90 years group, while higher-than-recommended doses were more common in the 80-89 years group.Polypharmacy was noted in 61.29%(426/695)of patients.The concurrent use of antiplatelet drugs, rhythm control medications, and ventricular rate control drugs was observed in 12.52%(87/695), 19.57%(136/695), and 54.53%(379/695)of patients, respectively, with no significant differences between groups.Conclusions:Inappropriate dosing and polypharmacy are prevalent issues among elderly NVAF patients.Therefore, it is essential to enhance multidisciplinary collaboration to optimize anticoagulation treatment strategies.
10.Regulation and mechanism of Gm49394 on islet-β cell apoptosis
Dong LIU ; Qingyuan ZHAO ; Shushu YANG ; Mengjun ZHANG ; Jie LI ; Yuhao LI ; Li WANG ; Yuzhang WU
Journal of Army Medical University 2025;47(18):2211-2222
Objective To explore the potential role and underlying mechanism of the functionally uncharacterized gene Gm49394 on regulating β-cell apoptosis under diabetic conditions.Methods The expression and translational activity of Gm49394 in pancreatic β-cell lines and non-β-cell lines were validated using RNA fluorescence in situ hybridization(RNA-FISH),quantitative real-time PCR(qPCR),Western blotting,and immunofluorescence(IF)assay.The β-cell lines(NIT-1/Min6)with Gm49394 overexpression or knockdown were constructed.The proliferation,apoptosis,mitochondrial function,as well as oxidative stress and endoplasmic reticulum stress markers in these β-cell lines under physiological homeostasis or pathological stress conditions,such as high glucose(30 mmol/L),inflammation(10 ng/mL IFN-γ alone or combined with 10 ng/mL IL-6),and hydrogen peroxide(100 μmol/L H2O2)were detected by flow cytometry and Western blotting.Results RNA-FISH and qPCR indicated that Gm49394 was specifically expressed in pancreatic β-cell lines and up-regulated under high glucose or inflammatory stimulation.IF assay and Western blotting showed that Gm49394 had protein-coding activity.Flow cytometry and Western blotting identified that Gm49394 overexpression did not affect β-cell proliferation,but promoted β-cell apoptosis and increased reactive oxygen species(ROS)and mitochondrial superoxide(MitoSOX)levels in β cells under physiological homeostasis or pathological stress conditions(P<0.05).Under physiological conditions,Gm49394 knockdown failed to induce significant alterations on β-cell apoptosis,ROS,or MitoSOX levels.Under pathological stress conditions,Gm49394 knockdown significantly suppressed β-cell proliferation,apoptosis,as well as oxidative and endoplasmic reticulum stress(P<0.05).Conclusion Gm49394 may promote β-cell apoptosis via oxidative stress and endoplasmic reticulum stress.


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