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.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.
3.Clinical Study on Xiaoyu Sanjie Prescription Derived from Classical Prescriptions in Treating Middle-Risk Lung Nodules of Phlegm Blended with Blood Stasis Type
Xin ZHANG ; Yuhao ZHOU ; Wenhua LIU ; Jun LIU ; Jun MAN ; Peng WAN
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(1):101-107
Objective To observe the clinical efficacy of Xiaoyu Sanjie Prescription,which is derived from classical prescriptions Chaihu Guizhi Ganjiang Tang and Huoluo Xiaoling Dan,in treating middle-risk lung nodules of phlegm blended with blood stasis type.Methods A total of 104 cases of patients with middle-risk lung nodules of phlegm blended with blood stasis type who met the inclusion criteria were randomly divided into the trial group and the control group,with 52 cases in each group.Eventually,a total of 97 cases completed the trial for epidemic outbreak,of which 48 cases were in the trial group and 49 cases were in the control group.Both groups received health training,and then the control group was only given regular follow-up,while the trial group was treated with Xiaoyu Sanjie Prescription orally.The course of treatment covered three months.The changes in traditional Chinese medicine(TCM)syndrome scores and the area of maximum lung nodule of patients in the two groups before and after treatment were observed.After treatment,overall TCM syndrome efficacy and overall western medicine efficacy as well as their efficacies for various nodules types in the two groups were assessed.Results(1)After treatment,the distribution of the grade of TCM syndrome scores in the trial group was improved significantly when compared with that before treatment(P<0.01),while that in the control group showed no significant improvement(P>0.05),and the intergroup comparison after treatment showed that the improvement in the trial group was significantly superior to that in the control group(P<0.01).(2)The total effective rate of overall TCM syndrome efficacy in the trial group was 81.25%(39/48),and that in the control group was 20.41%(10/49);the intergroup comparison(tested by rank sum test)showed that the overall TCM syndrome efficacy in the trial group was significantly superior to that in the control group(P<0.01).In terms of the efficacy for various nodule types,the trial group had stronger TCM syndrome efficacy for multiple nodules,mixed solid nodules,pure ground glass nodules and solid nodules than the control group,in particular the efficacy for multiple nodules and mixed solid nodules,and the differences were all statistically significant(P<0.05 or P<0.01).(3)After treatment,the area of the maximum lung nodule in the trial group was significantly reduced(P<0.01),whereas there was no significant reduction in the control group compared with that before treatment(P>0.05).Statistically significant difference was shown in the post-treatment area between the two groups and in the pre-and post-treatment difference of the area between the two groups(P<0.05 or P<0.01),which suggested that the trial group's effect on the reduction of maximum lung nodule area was significantly superior to that of the control group.(4)With regard to the efficacy of western medicine,on the whole,the total effective rate of overall western medicine efficacy in the trial group was 45.83%(22/48),while that in the control group was 6.12%(3/49),and the intergroup comparison(tested by rank sum test)showed that the overall western medicine efficacy in the trial group was significantly superior to that in the control group(P<0.01).The western medicine efficacy for multiple nodules in the trial group was superior to that in the control group(P<0.01),while no statistically significant difference was presented in western medicine efficacy for mixed solid nodules,solid nodules,and pure ground glass nodules between the two groups(P>0.05).Conclusion Xiaoyu Sanjie Prescription is effective on relieving the clinical symptoms of patients with middle-risk lung nodules of phlegm blended with blood stasis type,and is effective on stabilizing,reducing or even eliminating some of the lung nodules.The compatibility principle of the formula deserves further discussion.
4.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*
5.Non-targeted metabolomics analysis of serum in patients with acute pancreatitis
Shengyi ZHU ; Yusheng YU ; Min LIU ; Yingyue SHENG ; Yuhao NIU ; Tielong WU ; Minghua GE ; Zijun FAN ; Yilin REN ; Tianhao LIU ; Yuzheng XUE
Chinese Journal of Hepatobiliary Surgery 2025;31(3):177-181
Objective:To analyze the changes of serum metabolites in patients with acute pancreatitis (AP) by non-targeted metabolomics method.Methods:Serum samples and clinical data of 15 AP patients hospitalized in the Affiliated Hospital of Jiangnan University from August to September 2024 were collected and included in the AP group, including 9 males and 6 females, aged (55.4±15.3) years. The serum and clinical data of 25 patients with colon polyps in the same hospital during the same period of time were collected, including 15 males and 10 females, aged (61.2±11.5) years, and were included in the control group. Serum metabolomic detection was performed using the ultra-high performance liquid chromatography tandem Fourier transform mass spectrometer. The modeling method was orthogonal partial least square discriminant analysis, and principal component analysis was performed on the data matrix to screen the differential metabolites in serum of AP patients. The Kyoto Encyclopedia database of Genes and Genomes was used to annotate differential metabolites, and the pathway of differential metabolite enrichment was analyzed by software.Results:The principal component analysis showed that the contribution ratio of the first principal component was 15.1%, the proportion of the second principal component was 10.8%, and the total proportion of the two was 25.9%. In principal component analysis, two groups of samples can be clearly distinguished and show obvious clustering characteristics. According to the analysis of OPLS-DA model, there were significant differences in serum metabolic profiles between AP group and control group. There were 683 differentially expressed metabolites between the two groups, with 367 differentially expressed metabolites up-regulated compared with the control group and 316 differentially expressed metabolites down-regulated compared with the control group. It is mainly Phosphatidic Acid (Lte4/8: 0) (+ 218%), Omeprazole Sulphone (-38%), and 2-(Propylthio) Nicotinic Acid (2-propyl thionicotinic acid) (-58%), Gein (salicyricetin) (-47%) and so on. Pathway enrichment analysis showed that the differential metabolites in AP patients were mainly concentrated in citric acid cycle, arginine biosynthesis and glycerophospholipid metabolism pathways.Conclusion:Serum metabolites in AP patients change significantly, including citric acid cycle, arginine biosynthesis, glycerophospholipid metabolism.
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.Causal relationship between periodontal disease and prostate cancer:A two-sample bidirectional Mendelian randomization analysis in two races
Xiaoxu JIN ; Jing LIU ; Xiaodong ZHAO ; Wenyi HUANG ; Ning DONG ; Shihao WANG ; Mengfei MA ; Yulin ZHOU ; Yuhao CHEN ; Jinlu SUN ; Jie DONG ; Jun HU ; Song XU
National Journal of Andrology 2025;31(10):885-890
Objective The aim of this study is to discuss the causal relationship between periodontal disease(PD)and prostate cancer(PCa).Methods A two-sample bidirectional Mendelian randomization(MR)analysis based on publicly statistical data from genome-wide association studies(GWAS)was conducted.MR Egger,weighted medium,simple mode and weighted mode were supplemented,while inverse variance weighted analysis(IVW)was the main method of analysis.Heterogeneity testing,pleiotropy testing and leave-one-out testing were used to assess the sensitivity and stabili-ty.Results The results of MR analysis showed that PD had no significant impact on the occurrence of PCa:East Asian(IVW,PD:OR=1.07,P=0.48);European(IVW,PD:OR=1.00,P=0.37,periodontitis:OR=1.03,P=0.14,chronic gingivitis:OR=0.99,P=0.37,chronic periodontitis:OR=1.03,P=0.22).The reverse MR analysis also did not show a causal relationship between PCa and PD:East Asian(IVW,PD:OR=0.97,P=0.22);European(IVW,PD:OR=0.84,P=0.44,periodontitis:OR=1.01,P=0.75,chronic gingivitis:OR=0.93,P=0.23,chronic periodontitis:OR=0.99,P=0.80).The results of other analysis were consistent with those of IVW analysis.Conclusions The results of our two-sample bidirectional MR analysis do not support a causal relationship between PD and PCa.

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