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.The mechanism of magnoflorine in inhibiting colon cancer based on network pharmacology and in vitro experiment
Lulu TAN ; Lina ZHU ; Shujin ZHANG ; Yuxuan WANG ; Huimei LI ; Yuke WANG ; Jiayi HOU ; Qilong FENG ; Jianyun SHI
Acta Universitatis Medicinalis Anhui 2026;61(6):1021-1031
ObjectiveTo explore the function and related molecular mechanisms of magnoflorine against colon cancer via network pharmacology, molecular docking, and in vitro cell experiments. MethodsIn this study, the canonical SMILES of magnoflorine was obtained from the PubChem database, and the potential targets of magnoflorine were predicted by the Swiss Target Prediction database, while the disease targets of colon cancer were obtained from the DisGeNET, GeneCards and OMIM databases. The intersecting targets between magnoflorine's predicted targets and colon cancer disease targets were taken, and a protein-protein interaction (PPI) network was constructed and analyzed. The DAVID online database was employed to conduct Gene Ontology (GO) and KEGG pathway enrichment analyses on core targets. The top five key targets screened were docked with magnoflorine using AutoDock software. Finally, cellular experiments including CCK-8 assays, EdU experiments, cell scratch assays, and Transwell assays were conducted to validate the results from network pharmacology and molecular docking. Results44 key targets of magnoflorine in resisting colon cancer were acquired. The molecular docking results showed that magnoflorine had a strong binding activity with the core target signal transducer and activator of transcription 3 (STAT3) in the top five of the PPI network. Cellular experiments confirmed that magnoflorine could inhibit the proliferation and migration of colon cancer cells by suppressing the JAK/STAT3 signaling pathway. ConclusionMagnoflorine may inhibit the proliferation and migration of colon cancer cells by regulating the JAK/STAT3 signaling pathway.
3.Therapeutic effect of combined extracranial-intracranial revascularization in elderly patients with symptomatic chronic internal carotid artery occlusion
Xiaonan ZHU ; Haitao XU ; Junhui LIU ; Rui DING ; Rongxin GENG ; Xiang TAO ; Yuxuan WANG ; Jing LIU
Chinese Journal of Geriatrics 2025;44(11):1549-1555
Objective:To investigate the therapeutic effect of combined extracranial-intracranial revascularization on elderly patients with symptomatic chronic internal carotid artery occlusion, and to evaluate its safety and efficacy in the elderly population.Methods:A retrospective analysis was conducted on 35 elderly patients(aged ≥60 years)who underwent combined extracranial-intracranial revascularization for symptomatic chronic internal carotid artery occlusion in the Department of Neurosurgery, Renmin Hospital of Wuhan University from January 2017 to June 2022.The clinical data during hospitalization, as well as the follow-up data within 2 years after operation, were collected and analyzed.Results:A total of 35 cases of combined extracranial-intracranial revascularization were performed on 35 patients.The age at surgery ranged from 60 to 74 years(mean age 65.5 ± 4.2 years). The incidence of reversible neurological deficits within 2 weeks postoperation was 34.3%, and the incidence of focal cerebral infarction within 30 days postoperation was 5.7%.The patency rate of the bridging vessel was 97.1% at 3 months postoperation., and the incidence of focal cerebral infarction during the follow-up period of 30 days to 2 years postoperation was 2.9%.At 3 months after surgery, computed tomography perfusion imaging showed that regional cerebral blood flow(rCBF), regional cerebral blood volume(rCBV), regional mean transit time(rMTT), and regional time to peak(rTTP)were improved compared with those before surgery.The modified Rankin scale score decreased compared to preoperative values, while the Montreal Cognitive Assessment showed improvement in cognitive function compared to preoperative levels(all P<0.05). From 6 months to 1-year postoperation, cerebral angiography showed that 38.7% of the patients had neovascularization of Matsushima grade A or grade B. No cases of cerebral hemorrhage or death was observed during the treatment and follow-up. Conclusions:Combined extracranial-intracranial revascularization is safe and effective for elderly patients with symptomatic chronic internal carotid artery occlusion, which can improve the patient′s hemodynamic disorders, prevent infarction events, and improve the patients′ neurological function and cognitive ability.
4.Impact of aging dry skin on pressure injury and prevention and control strategies
Yuling ZHU ; Yingying ZHAN ; Yuxuan BAI ; Qixia JIANG
Chinese Journal of Modern Nursing 2025;31(14):1830-1834
As people age, older adults experience problems such as aging and degeneration of systemic organs and skin barrier function, leading to a high incidence of dry skin and pressure injuries. Dry skin and pressure injuries interact with each other to exacerbate the failure of skin function, which not only increases suffering, mortality risk, and medical costs for the elderly but also places a heavy burden on society and families. This paper summarizes the epidemiological characteristics of dry skin in the elderly and its influencing factors, the impact of dry skin in the elderly on pressure injuries, and puts forward the prevention and control strategies of "external treatment" and "internal nourishment" to provide a reference for the development of prevention and control strategies for dry skin and pressure injuries in the elderly in China.
5.Multi-center study on the difficulty and discrimination of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire
Qixia JIANG ; Juan NI ; Wenjun ZHU ; Yaling WANG ; Jing WANG ; Caiping SONG ; Xican ZHENG ; Yongli TANG ; Liqin LUO ; Wei JIANG ; Li LI ; Li LI ; Huiming JI ; Haixia FENG ; Yuxuan BAI
Chinese Journal of Modern Nursing 2025;31(14):1835-1839
Objective:To test the difficulty, discrimination, and reliability of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire.Methods:Two researchers independently translated the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire and cross-checked it to form a Chinese version of the questionnaire. The Chinese version of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire consists of 24 items, with correct answers scoring one point and incorrect answers scoring zero points, with a total score of 24 points. Convenience sampling was used to select ICU nurses from 14 GradeⅢ Class A hospitals in five provinces/autonomous regions and two municipalities in China for the survey between April and July 2023. The difficulty index, discrimination index, and Cronbach's α coefficient of the questionnaire were analyzed.Results:A total of 1 121 questionnaires were distributed, with 1 020 valid responses, yielding a valid response rate of 90.99%. The mean score of the 1 020 ICU nurses on the Chinese version of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire was (16.10±5.58) , with a minimum score of 4.00 and a maximum score of 24.00. The Cronbach's α coefficient of the Chinese version of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire was 0.91. The questionnaire's overall difficulty and discrimination indexes were 0.67 and 0.59, respectively.Conclusions:The Chinese version of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire has appropriate difficulty, moderate discrimination, and strong reliability, making it a valuable tool for assessing ICU nurses' knowledge of pressure injury-related topics.
6.Impact of aging dry skin on pressure injury and prevention and control strategies
Yuling ZHU ; Yingying ZHAN ; Yuxuan BAI ; Qixia JIANG
Chinese Journal of Modern Nursing 2025;31(14):1830-1834
As people age, older adults experience problems such as aging and degeneration of systemic organs and skin barrier function, leading to a high incidence of dry skin and pressure injuries. Dry skin and pressure injuries interact with each other to exacerbate the failure of skin function, which not only increases suffering, mortality risk, and medical costs for the elderly but also places a heavy burden on society and families. This paper summarizes the epidemiological characteristics of dry skin in the elderly and its influencing factors, the impact of dry skin in the elderly on pressure injuries, and puts forward the prevention and control strategies of "external treatment" and "internal nourishment" to provide a reference for the development of prevention and control strategies for dry skin and pressure injuries in the elderly in China.
7.Multi-center study on the difficulty and discrimination of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire
Qixia JIANG ; Juan NI ; Wenjun ZHU ; Yaling WANG ; Jing WANG ; Caiping SONG ; Xican ZHENG ; Yongli TANG ; Liqin LUO ; Wei JIANG ; Li LI ; Li LI ; Huiming JI ; Haixia FENG ; Yuxuan BAI
Chinese Journal of Modern Nursing 2025;31(14):1835-1839
Objective:To test the difficulty, discrimination, and reliability of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire.Methods:Two researchers independently translated the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire and cross-checked it to form a Chinese version of the questionnaire. The Chinese version of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire consists of 24 items, with correct answers scoring one point and incorrect answers scoring zero points, with a total score of 24 points. Convenience sampling was used to select ICU nurses from 14 GradeⅢ Class A hospitals in five provinces/autonomous regions and two municipalities in China for the survey between April and July 2023. The difficulty index, discrimination index, and Cronbach's α coefficient of the questionnaire were analyzed.Results:A total of 1 121 questionnaires were distributed, with 1 020 valid responses, yielding a valid response rate of 90.99%. The mean score of the 1 020 ICU nurses on the Chinese version of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire was (16.10±5.58) , with a minimum score of 4.00 and a maximum score of 24.00. The Cronbach's α coefficient of the Chinese version of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire was 0.91. The questionnaire's overall difficulty and discrimination indexes were 0.67 and 0.59, respectively.Conclusions:The Chinese version of the ICU Nurse Pressure Injury Prevention and Care Knowledge Questionnaire has appropriate difficulty, moderate discrimination, and strong reliability, making it a valuable tool for assessing ICU nurses' knowledge of pressure injury-related topics.
8.Effect of regional crosstalk between sympathetic nerves and sensory nerves on temporomandibular joint osteoarthritic pain.
Zhangyu MA ; Qianqian WAN ; Wenpin QIN ; Wen QIN ; Janfei YAN ; Yina ZHU ; Yuzhu WANG ; Yuxuan MA ; Meichen WAN ; Xiaoxiao HAN ; Haoyan ZHAO ; Yuxuan HOU ; Franklin R TAY ; Lina NIU ; Kai JIAO
International Journal of Oral Science 2025;17(1):3-3
Temporomandibular joint osteoarthritis (TMJ-OA) is a common disease often accompanied by pain, seriously affecting physical and mental health of patients. Abnormal innervation at the osteochondral junction has been considered as a predominant origin of arthralgia, while the specific mechanism mediating pain remains unclear. To investigate the underlying mechanism of TMJ-OA pain, an abnormal joint loading model was used to induce TMJ-OA pain. We found that during the development of TMJ-OA, the increased innervation of sympathetic nerve of subchondral bone precedes that of sensory nerves. Furthermore, these two types of nerves are spatially closely associated. Additionally, it was discovered that activation of sympathetic neural signals promotes osteoarthritic pain in mice, whereas blocking these signals effectively alleviates pain. In vitro experiments also confirmed that norepinephrine released by sympathetic neurons promotes the activation and axonal growth of sensory neurons. Moreover, we also discovered that through releasing norepinephrine, regional sympathetic nerves of subchondral bone were found to regulate growth and activation of local sensory nerves synergistically with other pain regulators. This study identified the role of regional sympathetic nerves in mediating pain in TMJ-OA. It sheds light on a new mechanism of abnormal innervation at the osteochondral junction and the regional crosstalk between peripheral nerves, providing a potential target for treating TMJ-OA pain.
Animals
;
Osteoarthritis/physiopathology*
;
Mice
;
Sympathetic Nervous System/physiopathology*
;
Temporomandibular Joint Disorders/physiopathology*
;
Arthralgia
;
Sensory Receptor Cells
;
Disease Models, Animal
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Norepinephrine
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Male
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Temporomandibular Joint/physiopathology*
;
Pain Measurement
9.Structural insights into the distinct ligand recognition and signaling of the chemerin receptors CMKLR1 and GPR1.
Xiaowen LIN ; Lechen ZHAO ; Heng CAI ; Xiaohua CHANG ; Yuxuan TANG ; Tianyu LUO ; Mengdan WU ; Cuiying YI ; Limin MA ; Xiaojing CHU ; Shuo HAN ; Qiang ZHAO ; Beili WU ; Maozhou HE ; Ya ZHU
Protein & Cell 2025;16(5):381-385
10.Application of microarray chemiluminescent protein chip assay in the diagnosis of systemic lupus erythematosus and comparison with immunoblotting
Yuxuan CHEN ; Wei SHEN ; Shuai DING ; Yang HANG ; Hongxia WEI ; Yue TAO ; Yijia ZHU ; Qisi ZHENG ; Weihua PAN ; Lingyun SUN
Chinese Journal of Rheumatology 2025;29(10):820-829
Objective:To compare the consistency of microarray chemiluminescent protein chip and immunoblotting in the autoantibody spectrum of patients and the diagnostic efficacy of systemic lupus erythematosus(SLE), and to explore the correlation between the detection results of protein microarray and clinical indicators and lymphocyte subsets.Methods:Serum autoantibodies in 649 samples collected between December 2023 and December 2024 in Nanjing Drum Tower Hospital were analyzed using the microarray chemiluminescent protein chip method, with 401 samples simultaneously tested by immunoblotting. Kappa coefficient assessed inter-method consistency. Diagnostic performance was compared via ROC curves. Spearman correlation analysis evaluated relationships between autoantibody levels and SLEDAI-2000 scores, clinical parameters, and lymphocyte subsets.Results:The two methods demonstrated good consistency across 14 antinuclear antibodies, with optimal agreement for anti-SSA/Ro ( Kappa=0.845, P<0.001), anti-SSB ( Kappa=0.825, P<0.001), and anti-CENP B ( Kappa=0.851, P<0.001). The protein chip method significantly improved SLE diagnostic efficacy, particularly for anti-dsDNA (AUC difference=0.291, P<0.001) and anti-Sm antibodies (AUC difference=0.295, P<0.001). Combined detection of anti-SSA/Ro and anti-nRNP/Sm antibodies achieved superior diagnostic performance (AUC=0.927). Anti-dsDNA, anti-histone, and anti-nucleosome antibodies positively correlated with SLEDAI-2000 ( r=0.408, 0410, 0.384, all P<0.001), complement ( P<0.001), and 24-hour urinary protein ( r=0.374, 0.387, 0.301, all P<0.001). Immunological analysis showed that the proportion of NK cells was generally negatively correlated with antinuclear antibodies such as anti-dsDNA ( r=-0.352, P<0.001) and anti-Sm ( r=-0.328, P<0.001) antibodies. Meanwhile, the proportion of CD8 + T cells was positively correlated with anti-nRNP/Sm ( r=0.229, P=0.002) and anti-Sm antibodies ( r=0.211, P=0.005). The proportion of CD4 + T cells was negatively correlated with anti-SSA/Ro ( r=-0.239, P<0.001), while the proportion of B cells was positively correlated with anti-dSDNA antibody ( r=0.300, P<0.001). Conclusion:The protein chip method showed strong consistency with immunoblotting for detecting 14 autoantibodies but demonstrated superior SLE diagnostic efficacy. The combined use of multiple detection methods can enhance the reliability of clinical diagnosis.

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