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.Construction and analysis of machine learning models for preoperative prediction of glioma grading and isocitrate dehydrogenase mutation status
Yuting WANG ; Junle ZHU ; Shuang QIN ; Saifei SUN ; Xin ZHANG ; Qi LÜ
Chinese Journal of Clinical Medicine 2026;33(1):3-15
Objective To construct machine learning models based on preoperative inflammatory and radiological features for the prediction of glioma grading and isocitrate dehydrogenase (IDH) mutation status, and to analyze application values of these models and identify the optimal predictive models. Methods A retrospective analysis was conducted on the data of pathologically confirmed glioma patients admitted to Tongji Hospital Affiliated to Tongji University from March 2019 to March 2023. LASSO regression was used to screen feature variables, and predictive models were constructed based on logistic regression (LR), random forest (RF), support vector machine (SVM), gradient boosting decision tree (XGBoost) and K-nearest neighbor (KNN) algorithms. The model performance was comprehensively evaluated using metrics including discrimination ability, area under the precision-recall curve (AUC), accuracy, F1 score and Brier score. The DeLong test was adopted to compare the AUC values among different models; Friedman rank-sum test was used to determine the overall performance differences of the models, with the Nemenyi test applied for multiple comparison correction. Results In the task of glioma grading prediction, the LR model achieved the highest comprehensive score (0.726), and no significant difference was observed between the LR model and the other four models; age was positively correlated with glioma grading (P=0.003). In the task of IDH mutation status prediction, the XGBoost model obtained the highest comprehensive score (0.832), which was superior to the LR (0.762, P=0.035) and KNN models (0.754, P=0.025), while no statistical differences were found between the XGBoost model and the RF or SVM models. Conclusions The LR model for glioma grading prediction and XGBoost model for IDH mutation prediction constructed based on a task-oriented strategy achieve a favorable interpretability while ensuring optimized performance, thereby providing reliable decision support for the individualized diagnosis and treatment of glioma.
3.Analysis of the therapeutic effects of traditional laparoscopic surgery,natural orifice specimen extraction surgery,and intersphincteric resection surgery in the treatment of low rectal cancer
Wenxi LI ; Xin ZHENG ; Baoxin SUN ; Haisheng ZHANG ; Zhida ZHU ; Enhong ZHAO
Journal of Clinical Surgery 2025;33(6):632-636
Objective To investigate the effects of traditional laparoscopic surgery,natural orifice specimen extraction surgery(NOSES),and intersphincteric resection(ISR)on treatment outcomes and quality of life in patients with low rectal cancer.Methods A total of 152 patients with low rectal cancer who were admitted from January 2020 to June 2022,and they were divided into the traditional laparoscopic group(49 cases),the NOSES group(51 cases),and the ISR group(52 cases)according to the surgical method.The operation status,postoperative recovery status,pain,anal function recovery status,quality of life and complications were compared in the 3 groups.Results The operation time of the traditional laparoscopic group[(193.98±12.31)min]was lower than that of the NOSES group[(203.54±15.02)min]and the ISR group[(199.85±11.98)min](P<0.05),operation time of NOSES group and ISR group was no difference(P>0.05).The first exhaust time[(60.21±10.05)h],the first time of getting out of bed[(37.52±6.21)h],and the length of postoperative hospital stay[(12.51±1.47)d]in the traditional laparoscopic group were all higher than those in the NOSES group[(51.06±8.67)h,(30.13±4.92)h,and(11.27±)1.23)d]and ISR group[(53.19±9.24)h,(28.97±4.71)h,(11.73±1.35)d](P<0.05),and there were no statistically significant differences in the first exhaust time,the first time to get out of bed,and the length of postoperative hospital stay between the NOSES and ISR groups(P>0.05).There was no statistically significant difference in the Visual Analogue Scale(VAS)scores for pain at 4 hours,24 hours,and 48 hours after surgery among the three groups(P>0.05).The VAS scores of the three groups at 24 hours after surgery were higher than those at 4 hours and 48 hours after surgery,and the difference was statistically significant(P<0.05).The VAS scores of the three groups at 48 hours after surgery were higher than those at 4 hours after surgery,and the difference was statistically significant(P<0.05).The NOSES group's Wexner score[(4.93±0.76)points]at 3 months after surgery and Wexner score[(3.21±0.42)points]at 6 months after surgery were lower than those of the ISR group[(6.32±0.93)points,(4.48±0.54)points]and the traditional laparoscopic group[(5.93±0.81)points,(4.01±0.53)points](P<0.05),and the Wexner score of the 3 groups at 3 months after surgery was lower than that at 1 month after surgery(P<0.05).The EORTC QLQ-C30 score of the NOSES group at 3 months after surgery was(74.82±4.01)points,and that at 6 months was(85.49±4.93)points,which were higher than those of the ISR group[(67.05±5.03)points and(71.64±4.21)points]and the traditional laparoscopic group[(70.42±3.92)points,(76.28±4.48)points](P<0.05),and the EORTC QLQ-C30 scores of the traditional laparoscopic group at 3 and 6 months after surgery were higher than those of the ISR group,and the difference was statistically significant(P<0.05).The EORTC QLQ-C30 score of the 3 groups at 6 months after surgery was higher than that before surgery and 3 months after surgery(P<0.05),and the EORTC QLQ-C30 score of the 3 groups at 3 months after surgery was higher than that before surgery(P<0.05).There was no significant difference in the incidence of total complications among the three groups(P>0.05).Conclusion Compared with traditional laparoscopic surgery for low rectal cancer,the NOSES and ISR methods accelerate postoperative bowel function recovery,and the NOSES methods have advantages in anal function recovery and better and satisfactory quality of life.
4.Exploration of the application of transabdominal hiatal high esophageal transection and anas-tomosis in the radical resection of adenocarcinoma of esophagogastric junction
Jiaming ZHU ; Jingxu SUN ; Xin WANG ; Pengtao GUO ; Di NA
Chinese Journal of Digestive Surgery 2025;24(10):1253-1258
The incidence of adenocarcinoma of esophagogastric junction (AEG) has been increasing annually. Due to its unique anatomical location and functional characteristics, the surgical operating space is limited, and the procedure is technically challenging, leading to a relatively high rate of intraoperative and postoperative complications. These issues are particularly pronounced in cases involving higher esophageal invasion. In recent years, with the advancement and maturation of laparoscopic techniques, the procedure of transabdominal hiatal high esophageal transection and anastomosis has been further refined and optimized. This has enabled gastrointestinal surgeons to perform the operation more smoothly, reduce operative time, and decrease the incidence of related complications. By reviewing relevant literatures and summarizing the operational experience of our team, the authors discuss the application value of transabdominal hiatal high esophageal transection and anastomosis in the radical resection of AEG, aiming to improve the success rate of surgery and reduce the incidence of complications.
5.Association between dynamic indexes of maternal progesterone in the first trimester of pregnancy and fetal head circumference growth and development
Hui NIU ; Juan XIN ; Jinlu LIANG ; Jiayuan FENG ; Sijing ZHU ; Xiaoxue LI ; Yin YANG ; Liu FANG ; Mengfei SUN ; Ziyi CHEN ; Wenfang YANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(5):871-879
Objective To explore the association between dynamic indexes of maternal progesterone in early pregnancy and the average level and growth rate of fetal head circumference(HC)in mid-and late pregnancy.Methods This study adopted a retrospective cohort design and included 255 singleton pregnant women in the maternal and infant cohort of The First Affiliated Hospital of Xi'an Jiaotong University from January 2015 to December 2024.The progesterone levels of their early venous blood were detected and divided into two groups of progesterone trajectories,namely,fluctuating type and increasing type,by morphology.The dynamic indicators of progesterone in early pregnancy were constructed:cumulative dynamic deviation index in the first trimester(CDDI-P1T),gestational age at progesterone peak(GA-PP),and maximal relative progesterone decline in the first trimester(MRD-P1T).The average head circumference level and linear growth rate of the fetuses in the middle and late pregnancy were calculated.Generalized linear regression(GLM)was used to analyze the linear association between progesterone dynamic indicators and head circumference development.The key gestational weeks of progesterone affecting fetal head development were explored by linear regression of gestational weeks.Ordinary least squares(OLS)regression and restricted cubic spline(RCS)plots were used to draw the nonlinear association between progesterone dynamic indicators and head circumference.Results Among the 255 pregnant women included,92.5%of the progesterone trajectories in early pregnancy were fluctuating,and 7.5%were increasing.The growth rates of the increasing progesterone trajectory group were higher in the second and third trimesters than in the fluctuating group,but the differences were not statistically significant(all P>0.05).GLM analysis showed that for every 1 unit increase in CDDI-P1T,the head circumference in the middle and late pregnancy increased significantly by 1.574 cm and 1.193 cm(Z=3.714,2.885,P<0.01).The delay of GA-PP was negatively correlated with the head circumference in the middle pregnancy(β=-0.190 cm,95%CI:-0.339--0.041,P=0.010)but positively correlated with the head circumference growth rate in the late pregnancy(β=0.022 cm/week,95%CI:0.003-0.041,P=0.025).A 10%decrease in the decline of CDDI-P1T increased the head circumference in the middle pregnancy by 0.200 cm(95%CI:0.016-0.384,P=0.033),and a 100%decrease in the decline increased the head circumference growth rate in the late pregnancy by 0.201 cm/week(95%CI:0.002-0.399,P=0.048).The analysis of the key time window showed that for every 20 nmol/L increase in progesterone during 9.5-13 weeks of pregnancy,the mid-term head circumference increased by 0.035-0.166 cm(Z=2.452-3.517,allP<0.05),and the late-term head circumference increased by 0.767 cm during 9-13 weeks of pregnancy(Z=2.452-3.517,all P<0.05).When progesterone increased during 9.5-10.5 weeks of pregnancy,the growth rate of mid-term head circumference increased by 0.013-0.023 cm/week(Z=2.074-2.243,all P<0.01).When progesterone increased during 8.5-10.5 weeks of pregnancy,the growth rate of late-term head circumference increased by 0.010-0.026 cm/week(Z=2.061-3.137,all P<0.05).Conclusion Progesterone dynamic index is a new sensitive tool for evaluating fetal head circumference development.There is a stage-specific window period for progesterone regulation.9.5-13 weeks of pregnancy is the critical period for progesterone to affect head circumference growth,and 9.5-10.5 weeks of pregnancy is the core window for regulating the growth rate of head circumference.Therefore,it is necessary to combine progesterone dynamic index and time window for individualized intervention to promote the transformation of prenatal care from pregnancy maintenance to eugenics intervention.
6.Expert consensus on the basic research and clinical application of circadian clock for the precision diagnosis and treatment of oral and maxillofacial squamous cell carcinoma
Kai YANG ; Moyi SUN ; Longjiang LI ; Zhangui TANG ; Wei GUO ; Guoxin REN ; Zhiwei ZHANG ; Hong TANG ; Jie ZHANG ; Zhijun SUN ; Qing XI ; Chunjie LI ; Xin HUANG ; Heming WU ; Wei SHANG ; Jian MENG ; Jichen LI ; Hong MA ; Guiquan ZHU ; Yi LI ; Yaoxu LI ; Haitao HE ; Fugui ZHANG ; Jie ZHANG ; Dan ZHAO ; Deping SUN ; Xiaoqiang LV ; Dan CHEN ; Fujun ZHANG ; Rui CHEN ; Yadong LI ; Jinsong ZHANG ; Xiaojuan FU ; Li XIANG ; Shouyi LI ; Shilin YIN
Journal of Practical Stomatology 2025;41(2):149-156
Recent studies have shown that the physiological homeostasis of oral mucosal cells is regulated by the circadian clock.Dis-ruption or dysfunction of the circadian clock is closely associated with the development of oral squamous cell carcinoma(OSCC).Research based on the circadian clock offers a novel perspective on the pathogenesis and therapeutic strategies for OSCC.However,there is current-ly limited research on this topic,and people generally have insufficient understanding and recognition of the circadian clock.Given the complexity and challenges of circadian clock which is the fourth dimension of medical research,we organize relevant experts based on summarizing the current research results of circadian clock in the pathogenesis and precision diagnosis and treatment of OSCC,combining the scientific principles of the circadian clock's role and their long-term research experience,then summarizes and recommends the con-sensus opinions for the research of circadian clock in the pathogenesis mechanism and precision diagnosis and treatment of human OSCC,with the hope of providing guidance for the basic research and clinical application of circadian clock or circadian rhythm in the pathogene-sis mechanism and precision diagnosis and treatment of oral and maxillofacial squamous cell carcinoma.
7.Application of cognitive interview in cultural adaptation of the prenatal physical activity dual screening questionnaire
Fang-ping XU ; Zhi-zhen LI ; Hua TAO ; Li-ping SUN ; Xiao-jiao WANG ; Xin-li ZHU ; Chun-yi GU
Fudan University Journal of Medical Sciences 2025;52(2):297-300,304
To explore the understanding of the target population regarding the Get Active Questionnaire for Pregnancy(GAQ-P)and the Companion Health Care Provider Consultation Form for Prenatal Physical Activity(cHCP-CF-PPA)in the Chinese context,and to verify the consistency of the Chinese version of the prenatal physical activity dual screening questionnaire with the original version in terms of language expression,27 pregnant women and 12 healthcare providers were selected from Obstetrics and Gynecology Hospital,Fudan University during Aug and Oct 2023,and were interviewed using purposive sampling.Two rounds of cognitive interviews were conducted.The first round revealed that some respondents experienced ambiguities in understanding the meanings of 5 items in the questionnaire.Following modifications,the second round indicated that the revised items were consistent in meaning with the original questionnaire.Cognitive interviews can facilitate the adaptation of the prenatal physical activity dual screening questionnaire to the Chinese cultural context,improve the understanding of the questionnaire items among the target population,and promote the localization of the screening tool.
8.Exploration of the application of transabdominal hiatal high esophageal transection and anas-tomosis in the radical resection of adenocarcinoma of esophagogastric junction
Jiaming ZHU ; Jingxu SUN ; Xin WANG ; Pengtao GUO ; Di NA
Chinese Journal of Digestive Surgery 2025;24(10):1253-1258
The incidence of adenocarcinoma of esophagogastric junction (AEG) has been increasing annually. Due to its unique anatomical location and functional characteristics, the surgical operating space is limited, and the procedure is technically challenging, leading to a relatively high rate of intraoperative and postoperative complications. These issues are particularly pronounced in cases involving higher esophageal invasion. In recent years, with the advancement and maturation of laparoscopic techniques, the procedure of transabdominal hiatal high esophageal transection and anastomosis has been further refined and optimized. This has enabled gastrointestinal surgeons to perform the operation more smoothly, reduce operative time, and decrease the incidence of related complications. By reviewing relevant literatures and summarizing the operational experience of our team, the authors discuss the application value of transabdominal hiatal high esophageal transection and anastomosis in the radical resection of AEG, aiming to improve the success rate of surgery and reduce the incidence of complications.
9.Association between dynamic indexes of maternal progesterone in the first trimester of pregnancy and fetal head circumference growth and development
Hui NIU ; Juan XIN ; Jinlu LIANG ; Jiayuan FENG ; Sijing ZHU ; Xiaoxue LI ; Yin YANG ; Liu FANG ; Mengfei SUN ; Ziyi CHEN ; Wenfang YANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(5):871-879
Objective To explore the association between dynamic indexes of maternal progesterone in early pregnancy and the average level and growth rate of fetal head circumference(HC)in mid-and late pregnancy.Methods This study adopted a retrospective cohort design and included 255 singleton pregnant women in the maternal and infant cohort of The First Affiliated Hospital of Xi'an Jiaotong University from January 2015 to December 2024.The progesterone levels of their early venous blood were detected and divided into two groups of progesterone trajectories,namely,fluctuating type and increasing type,by morphology.The dynamic indicators of progesterone in early pregnancy were constructed:cumulative dynamic deviation index in the first trimester(CDDI-P1T),gestational age at progesterone peak(GA-PP),and maximal relative progesterone decline in the first trimester(MRD-P1T).The average head circumference level and linear growth rate of the fetuses in the middle and late pregnancy were calculated.Generalized linear regression(GLM)was used to analyze the linear association between progesterone dynamic indicators and head circumference development.The key gestational weeks of progesterone affecting fetal head development were explored by linear regression of gestational weeks.Ordinary least squares(OLS)regression and restricted cubic spline(RCS)plots were used to draw the nonlinear association between progesterone dynamic indicators and head circumference.Results Among the 255 pregnant women included,92.5%of the progesterone trajectories in early pregnancy were fluctuating,and 7.5%were increasing.The growth rates of the increasing progesterone trajectory group were higher in the second and third trimesters than in the fluctuating group,but the differences were not statistically significant(all P>0.05).GLM analysis showed that for every 1 unit increase in CDDI-P1T,the head circumference in the middle and late pregnancy increased significantly by 1.574 cm and 1.193 cm(Z=3.714,2.885,P<0.01).The delay of GA-PP was negatively correlated with the head circumference in the middle pregnancy(β=-0.190 cm,95%CI:-0.339--0.041,P=0.010)but positively correlated with the head circumference growth rate in the late pregnancy(β=0.022 cm/week,95%CI:0.003-0.041,P=0.025).A 10%decrease in the decline of CDDI-P1T increased the head circumference in the middle pregnancy by 0.200 cm(95%CI:0.016-0.384,P=0.033),and a 100%decrease in the decline increased the head circumference growth rate in the late pregnancy by 0.201 cm/week(95%CI:0.002-0.399,P=0.048).The analysis of the key time window showed that for every 20 nmol/L increase in progesterone during 9.5-13 weeks of pregnancy,the mid-term head circumference increased by 0.035-0.166 cm(Z=2.452-3.517,allP<0.05),and the late-term head circumference increased by 0.767 cm during 9-13 weeks of pregnancy(Z=2.452-3.517,all P<0.05).When progesterone increased during 9.5-10.5 weeks of pregnancy,the growth rate of mid-term head circumference increased by 0.013-0.023 cm/week(Z=2.074-2.243,all P<0.01).When progesterone increased during 8.5-10.5 weeks of pregnancy,the growth rate of late-term head circumference increased by 0.010-0.026 cm/week(Z=2.061-3.137,all P<0.05).Conclusion Progesterone dynamic index is a new sensitive tool for evaluating fetal head circumference development.There is a stage-specific window period for progesterone regulation.9.5-13 weeks of pregnancy is the critical period for progesterone to affect head circumference growth,and 9.5-10.5 weeks of pregnancy is the core window for regulating the growth rate of head circumference.Therefore,it is necessary to combine progesterone dynamic index and time window for individualized intervention to promote the transformation of prenatal care from pregnancy maintenance to eugenics intervention.
10.Structure and Function of GPR126/ADGRG6
Ting-Ting WU ; Si-Qi JIA ; Shu-Zhu CAO ; De-Xin ZHU ; Guo-Chao TANG ; Zhi-Hua SUN ; Xing-Mei DENG ; Hui ZHANG
Progress in Biochemistry and Biophysics 2025;52(2):299-309
GPR126, also known as ADGRG6, is one of the most deeply studied aGPCRs. Initially, GPR126 was thought to be a receptor associated with muscle development and was primarily expressed in the muscular and skeletal systems. With the deepening of research, it was found that GPR126 is expressed in multiple mammalian tissues and organs, and is involved in many biological processes such as embryonic development, nervous system development, and extracellular matrix interactions. Compared with other aGPCRs proteins, GPR126 has a longer N-terminal domain, which can bind to ligands one-to-one and one-to-many. Its N-terminus contains five domains, a CUB (complement C1r/C1s, Uegf, Bmp1) domain, a PTX (Pentraxin) domain, a SEA (Sperm protein, Enterokinase, and Agrin) domain, a hormone binding (HormR) domain, and a conserved GAIN domain. The GAIN domain has a self-shearing function, which is essential for the maturation, stability, transport and function of aGPCRs. Different SEA domains constitute different GPR126 isomers, which can regulate the activation and closure of downstream signaling pathways through conformational changes. GPR126 has a typical aGPCRs seven-transmembrane helical structure, which can be coupled to Gs and Gi, causing cAMP to up- or down-regulation, mediating transmembrane signaling and participating in the regulation of cell proliferation, differentiation and migration. GPR126 is activated in a tethered-stalk peptide agonism or orthosteric agonism, which is mainly manifested by self-proteolysis or conformational changes in the GAIN domain, which mediates the rapid activation or closure of downstream pathways by tethered agonists. In addition to the tethered short stem peptide activation mode, GPR126 also has another allosteric agonism or tunable agonism mode, which is specifically expressed as the GAIN domain does not have self-shearing function in the physiological state, NTF and CTF always maintain the binding state, and the NTF binds to the ligand to cause conformational changes of the receptor, which somehow transmits signals to the GAIN domain in a spatial structure. The GAIN domain can cause the 7TM domain to produce an activated or inhibited signal for signal transduction, For example, type IV collagen interacts with the CUB and PTX domains of GPR126 to activate GPR126 downstream signal transduction. GPR126 has homology of 51.6%-86.9% among different species, with 10 conserved regions between different species, which can be traced back to the oldest metazoans as well as unicellular animals.In terms of diseases, GPR126 dysfunction involves the pathological process of bone, myelin, embryo and other related diseases, and is also closely related to the occurrence and development of malignant tumors such as breast cancer and colon cancer. However, the biological function of GPR126 in various diseases and its potential as a therapeutic target still needs further research. This paper focuses on the structure, interspecies differences and conservatism, signal transduction and biological functions of GPR126, which provides ideas and references for future research on GPR126.

Result Analysis
Print
Save
E-mail