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.Enhanced radiotheranostic targeting of integrin α5β1 with PEGylation-enabled peptide multidisplay platform (PEGibody): A strategy for prolonged tumor retention with fast blood clearance.
Siqi ZHANG ; Xiaohui MA ; Jiang WU ; Jieting SHEN ; Yuntao SHI ; Xingkai WANG ; Lin XIE ; Xiaona SUN ; Yuxuan WU ; Hao TIAN ; Xin GAO ; Xueyao CHEN ; Hongyi HUANG ; Lu CHEN ; Xuekai SONG ; Qichen HU ; Hailong ZHANG ; Feng WANG ; Zhao-Hui JIN ; Ming-Rong ZHANG ; Rui WANG ; Kuan HU
Acta Pharmaceutica Sinica B 2025;15(2):692-706
Peptide-based radiopharmaceuticals targeting integrin α5β1 show promise for precise tumor diagnosis and treatment. However, current peptide-based radioligands that target α5β1 demonstrate inadequate in vivo performance owing to limited tumor retention. The use of PEGylation to enhance the tumor retention of radiopharmaceuticals by prolonging blood circulation time poses a risk of increased blood toxicity. Therefore, a PEGylation strategy that boosts tumor retention while minimizing blood circulation time is urgently needed. Here, we developed a PEGylation-enabled peptide multidisplay platform (PEGibody) for PR_b, an α5β1 targeting peptide. PEGibody generation involved PEGylation and self-assembly. [64Cu]QM-2303 PEGibodies displayed spherical nanoparticles ranging from 100 to 200 nm in diameter. Compared with non-PEGylated radioligands, [64Cu]QM-2303 demonstrated enhanced tumor retention time due to increased binding affinity and stability. Importantly, the biodistribution analysis confirmed rapid clearance of [64Cu]QM-2303 from the bloodstream. Administration of a single dose of [177Lu]QM-2303 led to robust antitumor efficacy. Furthermore, [64Cu]/[177Lu]QM-2303 exhibited low hematological and organ toxicity in both healthy and tumor-bearing mice. Therefore, this study presents a PEGibody-based radiotheranostic approach that enhances tumor retention time and provides long-lasting antitumor effects without prolonging blood circulation lifetime. The PEGibody-based radiopharmaceutical [64Cu]/[177Lu]QM-2303 shows great potential for positron emission tomography imaging-guided targeted radionuclide therapy for α5β1-overexpressing tumors.
3.Fibroblast activation protein targeting radiopharmaceuticals: From drug design to clinical translation.
Yuxuan WU ; Xingkai WANG ; Xiaona SUN ; Xin GAO ; Siqi ZHANG ; Jieting SHEN ; Hao TIAN ; Xueyao CHEN ; Hongyi HUANG ; Shuo JIANG ; Boyang ZHANG ; Yingzi ZHANG ; Minzi LU ; Hailong ZHANG ; Zhicheng SUN ; Ruping LIU ; Hong ZHANG ; Ming-Rong ZHANG ; Kuan HU ; Rui WANG
Acta Pharmaceutica Sinica B 2025;15(9):4511-4542
The activation proteins released by fibroblasts in the tumor microenvironment regulate tumor growth, migration, and treatment response, thereby influencing tumor progression and therapeutic outcomes. Owing to the proliferation and metastasis of tumors, fibroblast activation protein (FAP) is typically highly expressed in the tumor stroma, whereas it is nearly absent in adult normal tissues and benign lesions, making it an attractive target for precision medicine. Radiolabeled agents targeting FAP have the potential for targeted cancer diagnosis and therapy. This comprehensive review aims to describe the evolution of FAPI-based radiopharmaceuticals and their structural optimization. Within its scope, this review summarizes the advances in the use of radiolabeled small molecule inhibitors for tumor imaging and therapy as well as the modification strategies for FAPIs, combined with insights from structure-activity relationships and clinical studies, providing a valuable perspective for radiopharmaceutical clinical development and application.
4.Psychological characteristics of obese patients with polycystic ovary syndrome and their impact on the efficacy of bariatric surgery
Rongli PAN ; Peikai ZHAO ; Yuxuan LI ; Ruixin TAO ; Xin HUANG ; Teng LIU ; Weihua LI ; Shaozhuang LIU
Chinese Journal of General Surgery 2025;34(4):686-697
Background and Aims:Polycystic ovary syndrome(PCOS)is a common endocrine disorder among obese women,often accompanied by psychological issues such as anxiety and depression.Laparoscopic sleeve gastrectomy(LSG)is an effective treatment for obesity and its related metabolic conditions,and has shown clear benefits in improving weight and metabolic profiles in PCOS patients.However,the potential mechanisms by which psychological status may affect weight loss outcomes remain unclear.This study aimed to evaluate the psychological characteristics of obese patients with PCOS and explore their impact on postoperative weight loss outcomes,in order to provide evidence for individualized intervention strategies.Methods:Female obese patients scheduled for LSG between November 2020 and September 2022 were enrolled and divided into PCOS and non-PCOS groups.Standardized psychological scales were used to assess anxiety,depression,self-esteem,and eating behaviors.Weight loss outcomes were recorded at 6 and 12 months postoperatively.Propensity score matching was used to control for confounding factors such as age and body mass index(BMI),and correlation analysis was conducted to explore the relationship between psychological status and weight loss outcomes.Results:A total of 314 patients were included,with 130 cases(41.4%)in the PCOS group.Before matching,the PCOS group had significantly worse psychological indicators and lower weight loss outcomes compared to the non-PCOS group(all P<0.05);after matching,these differences were no longer statistically significant(all P>0.05).Emotional eating was positively correlated with 12-month weight loss outcomes in the PCOS group,while anxiety and internalized weight stigma were associated with weight loss outcomes in the non-PCOS group(P<0.05).Additionally,among patients with moderate and extreme obesity,weight loss outcomes in the PCOS group were superior to those in the non-PCOS group(P<0.05).BMI was negatively correlated with self-esteem,eating behaviors,and quality of life(all P<0.05).Conclusion:Obese patients with PCOS exhibit notable psychological distress.However,after controlling for BMI and age,their psychological status and weight loss outcomes are comparable to those of non-PCOS patients.BMI may serve as an important confounding factor,and psychological factors may influence weight loss indirectly through eating behaviors.Preoperative psychological screening and intervention are recommended.
5.Research progress in identification methods andtheir delivery systems of novel epitopes
Yuxuan GAO ; Huanjie ZHAI ; Xin SONG ; Shuwen LI ; Huaji QIU ; Yongfeng LI
Chinese Journal of Veterinary Science 2025;45(2):389-396
Epitope vaccine is a novel strategy for vaccine development in recent years,exhibiting ad-vantages such as safety,and the ability to induce specific humoral and cellular immune responses a-gainst pathogens.Among them,the identification and delivery of epitopes are crucial in the design of multi-epitope vaccines.Compared to traditional methods of antigenic epitope identification,vari-ous new techniques such as bioinformatics,ELIspot,and intracellular cytokine staining have been developed.Since the direct immunization of multi-epitope peptides results in low protective effica-cy,efficient delivery systems are urgently needed.The antigenic epitopes commonly used delivery systems include viral vectors,and non-virus vectors such as nanoparticles,etc.Additionally,to en-hance the immunization efficacy of vaccines,antigenic epitopes are usually modified,including mul-tiple epitopes in tandem and epitope targeting modification and other strategies.This review sum-marizes the methods for accurate identification of antigenic epitopes with well immunogenicity as well as effective delivery strategies for antigenic epitopes,providing new insight into the develop-ment of novel multi-epitope vaccines.
6.Psychological characteristics of obese patients with polycystic ovary syndrome and their impact on the efficacy of bariatric surgery
Rongli PAN ; Peikai ZHAO ; Yuxuan LI ; Ruixin TAO ; Xin HUANG ; Teng LIU ; Weihua LI ; Shaozhuang LIU
Chinese Journal of General Surgery 2025;34(4):686-697
Background and Aims:Polycystic ovary syndrome(PCOS)is a common endocrine disorder among obese women,often accompanied by psychological issues such as anxiety and depression.Laparoscopic sleeve gastrectomy(LSG)is an effective treatment for obesity and its related metabolic conditions,and has shown clear benefits in improving weight and metabolic profiles in PCOS patients.However,the potential mechanisms by which psychological status may affect weight loss outcomes remain unclear.This study aimed to evaluate the psychological characteristics of obese patients with PCOS and explore their impact on postoperative weight loss outcomes,in order to provide evidence for individualized intervention strategies.Methods:Female obese patients scheduled for LSG between November 2020 and September 2022 were enrolled and divided into PCOS and non-PCOS groups.Standardized psychological scales were used to assess anxiety,depression,self-esteem,and eating behaviors.Weight loss outcomes were recorded at 6 and 12 months postoperatively.Propensity score matching was used to control for confounding factors such as age and body mass index(BMI),and correlation analysis was conducted to explore the relationship between psychological status and weight loss outcomes.Results:A total of 314 patients were included,with 130 cases(41.4%)in the PCOS group.Before matching,the PCOS group had significantly worse psychological indicators and lower weight loss outcomes compared to the non-PCOS group(all P<0.05);after matching,these differences were no longer statistically significant(all P>0.05).Emotional eating was positively correlated with 12-month weight loss outcomes in the PCOS group,while anxiety and internalized weight stigma were associated with weight loss outcomes in the non-PCOS group(P<0.05).Additionally,among patients with moderate and extreme obesity,weight loss outcomes in the PCOS group were superior to those in the non-PCOS group(P<0.05).BMI was negatively correlated with self-esteem,eating behaviors,and quality of life(all P<0.05).Conclusion:Obese patients with PCOS exhibit notable psychological distress.However,after controlling for BMI and age,their psychological status and weight loss outcomes are comparable to those of non-PCOS patients.BMI may serve as an important confounding factor,and psychological factors may influence weight loss indirectly through eating behaviors.Preoperative psychological screening and intervention are recommended.
7.Research progress in identification methods andtheir delivery systems of novel epitopes
Yuxuan GAO ; Huanjie ZHAI ; Xin SONG ; Shuwen LI ; Huaji QIU ; Yongfeng LI
Chinese Journal of Veterinary Science 2025;45(2):389-396
Epitope vaccine is a novel strategy for vaccine development in recent years,exhibiting ad-vantages such as safety,and the ability to induce specific humoral and cellular immune responses a-gainst pathogens.Among them,the identification and delivery of epitopes are crucial in the design of multi-epitope vaccines.Compared to traditional methods of antigenic epitope identification,vari-ous new techniques such as bioinformatics,ELIspot,and intracellular cytokine staining have been developed.Since the direct immunization of multi-epitope peptides results in low protective effica-cy,efficient delivery systems are urgently needed.The antigenic epitopes commonly used delivery systems include viral vectors,and non-virus vectors such as nanoparticles,etc.Additionally,to en-hance the immunization efficacy of vaccines,antigenic epitopes are usually modified,including mul-tiple epitopes in tandem and epitope targeting modification and other strategies.This review sum-marizes the methods for accurate identification of antigenic epitopes with well immunogenicity as well as effective delivery strategies for antigenic epitopes,providing new insight into the develop-ment of novel multi-epitope vaccines.
8.Research progress on determination methods of carbocisteine
Yuxuan XIN ; Yongjiu QIN ; Xinyuan XU
China Pharmacist 2024;27(5):892-900
Carbocisteine is a commonly used expectorant drug.Currently,the reported detection methods for carbocisteine mainly include the electrochemical method,potassium bromated titration,kineticmethod,spectrometry,chromatography,HPLC-FLD precolumn derivation determination,HPLC-MS,etc.The advantages and disadvantages of each method were compared and analyzed in this paper,and it is found that HPLC was more suitable for the quality analysis of carbocisteine,which could serve as a reference for upgrading standard of carbocisteine content determination.
9.The lysine methyltransferase SMYD2 facilitates neointimal hyperplasia by regulating the HDAC3-SRF axis.
Xiaoxuan ZHONG ; Xiang WEI ; Yan XU ; Xuehai ZHU ; Bo HUO ; Xian GUO ; Gaoke FENG ; Zihao ZHANG ; Xin FENG ; Zemin FANG ; Yuxuan LUO ; Xin YI ; Ding-Sheng JIANG
Acta Pharmaceutica Sinica B 2024;14(2):712-728
Coronary restenosis is an important cause of poor long-term prognosis in patients with coronary heart disease. Here, we show that lysine methyltransferase SMYD2 expression in the nucleus is significantly elevated in serum- and PDGF-BB-induced vascular smooth muscle cells (VSMCs), and in tissues of carotid artery injury-induced neointimal hyperplasia. Smyd2 overexpression in VSMCs (Smyd2-vTg) facilitates, but treatment with its specific inhibitor LLY-507 or SMYD2 knockdown significantly inhibits VSMC phenotypic switching and carotid artery injury-induced neointima formation in mice. Transcriptome sequencing revealed that SMYD2 knockdown represses the expression of serum response factor (SRF) target genes and that SRF overexpression largely reverses the inhibitory effect of SMYD2 knockdown on VSMC proliferation. HDAC3 directly interacts with and deacetylates SRF, which enhances SRF transcriptional activity in VSMCs. Moreover, SMYD2 promotes HDAC3 expression via tri-methylation of H3K36 at its promoter. RGFP966, a specific inhibitor of HDAC3, not only counteracts the pro-proliferation effect of SMYD2 overexpression on VSMCs, but also inhibits carotid artery injury-induced neointima formation in mice. HDAC3 partially abolishes the inhibitory effect of SMYD2 knockdown on VSMC proliferation in a deacetylase activity-dependent manner. Our results reveal that the SMYD2-HDAC3-SRF axis constitutes a novel and critical epigenetic mechanism that regulates VSMC phenotypic switching and neointimal hyperplasia.
10.Prognosis and risk factor analysis of cases underwent thymoma resection in single center
Xin DU ; Lei YU ; Fei LI ; Baoxun ZHANG ; Zhen YU ; Xingguo YANG ; Yuxuan JIANG ; Xintao YU
Chinese Journal of Thoracic and Cardiovascular Surgery 2021;37(10):615-617
Objective:To explore the prognosis and clinical risk factor of thymoma patients after resection.Methods:A retrospectively analysis of 154 cases of thymoma patients underwent thymoma resection in Beijing Tongren Hospital (Myasthenia Gravis & Thymoma Diagnosis and Treatment Center, Capital Medical University) from January 2005 to December 2015, and then the progress-free survival was calculated by Kaplan- Meier method, the differences between curves were analyzed by log- rank test. There were 74 males and 80 females; the median age was 52(22-77)years. 121 cases(78.6%)complicated with myashenia gravis. Thymoma cases were classfied into 5 cases A, 35 cases AB, 27 cases B1, 56 cases B2 and 31 cases B3 respectively. There were 80, 16, 45 and 13 patients with Masaoka-Koga type Ⅰ-Ⅳ, respectively. 122 cases were treated by thoracoscopic assisted operation, 32 cases were treated by median sternum. The risk factors about group of gender, age, thymoma-associated MG (Myasthenia Gravis), completeness of resection, histologic type and Masaoka-Koga stage were calculated by Cox regression analysis. Results:The overall 1-, 5- 10-year progress-free survival rate of 154 cases were 98.7%, 88.3%, and 78.7%, respectively. The adverse prognostic factors for progress-free survival were age, completeness of resection, WHO histologic classification and Masaoka-Koga stage at univariate analysis. The age, WHO histologic classification and Masaoka-Koga stage were the independent risk factors at multivariate analysis.Conclusion:For thymoma, we suggest early discovery and early treatment. For the thymoma patients who are available for surgical treatment, all the tumor, thymus and surrounding adipose tissue should be resected. For the thymoma patients whose tumors cannot excise completely, adjuvant radiotherapy can reduce the risk for tumor recurrence after resection. For patients with thymoma after surgery, MG treatment is particularly critical for prognosis.

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