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.Network analysis and core dimensions of the biased constitution in Chinese medicine based on 3, 691 cases
Journal of Beijing University of Traditional Chinese Medicine 2025;48(1):91-97
Objective:
To conduct network analysis of biased constitution to provide theoretical basis for daily health management.
Methods:
Purposive sampling and snowball sampling methods were used to collect the required data via a web-based questionnaire from February 3rd, 2022 to January 21st, 2023. The tendency scores of 8 biased constitutions (qi-deficiency type, yang-deficiency type, yin-deficiency type, phlegm-dampness type, damp-heat type, blood-stasis type, qi-depression type, and special diathesis type) were evaluated by 30-Item Short Version of Constitution in Chinese Medicine Questionnaire. Data analysis was conducted in R. The qgraph package was used to construct network analysis models and calculate the edge weight, namely regularised partial correlation coefficients (r) and centrality coefficients (including strength, closeness, betweenness and expected influence), while mgm was used to calculate the predictability of each node within the network. The ggplot2 package was used to visualize network analysis result, and bootnet was applied to assess the structural reliability and robustness of the network, including the r accuracy assessment, the stability assessment of the centrality coefficients, and the difference test result of node centrality coefficients.
Results:
A total of 3, 691 valid samples were obtained from the survey. The result of the network analysis showed that: (1) the strength of the association between phlegm dampness type and damp-heat type (r=0.370), qi-deficiency type and qi-depression type (r =0.315), qi-deficiency type and special diathesis type (r=0.260), qi-deficiency type and phlegm-dampness type (r=0.247), and the phlegm-dampness type and qi-depression type (r=0.247) was high. (2) The centrality of phlegm-dampness type and qi-deficiency type was the strongest, and the differences between the centrality coefficients of phlegm-dampness type and qi-deficiency type were not significant. There were no other nodes where all 4 centrality coefficients were not significantly different from qi-deficiency type and phlegm-dampness type, and the predictability of phlegm-dampness type and qi-deficiency type was the highest. (3)The result of the r accuracy assessment showed that the r of this network did not differ significantly from the average of multiple samples, so the r accuracy of this network was high. (4) Correlation stability(CS) coefficient of the four centrality indicators were CS Strength=0.59, CS Closeness=0.75, CS Betweenness=0.75, and CS Expected influence=0.75. This indicated that the stability of the centrality indicators of this network was very good.
Conclusion
Complex connections exist between various biased constitutions, and phlegm-dampness type and qi-deficiency type are the two key biased constitutions in the entire biased constitution.
3.Advances in phage immunoprecipitation sequencing technology.
Yuhao ZHU ; Wenlong ZHU ; Yujie LAI ; Mengjia ZHANG ; Wentao LI
Chinese Journal of Biotechnology 2025;41(8):2987-3007
Phage immunoprecipitation sequencing (PhIP-Seq) is a high-throughput and low-cost method for analyzing the specific binding of target proteins to peptide libraries. The method uses oligonucleotide library synthesis (OLS) to encode proteome-scale peptide libraries for display on phages, and then immunoprecipitates these library phages with target proteins (such as antibodies) for subsequent analysis by high-throughput DNA sequencing. PhIP-Seq enables the screening of peptide targets that react specifically with hundreds of proteins or pathogens. PhIP-Seq has been successfully applied in various fields such as disease detection, screening of autoimmune disease biomarkers, vaccine development, and allergen detection, becoming a high-throughput diagnostic technology. This article systematically describes the development, applications, and result evaluation of PhIP-Seq, in order to gain a more comprehensive understanding of the application and future development prospects of this technology in various fields.
Peptide Library
;
Humans
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Immunoprecipitation/methods*
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High-Throughput Nucleotide Sequencing/methods*
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Bacteriophages/genetics*
4.Early Predictors for Hypertriglyceridemic Acute Pancreatitis
Wenting PENG ; Kaiwei LI ; Yuhao SONG ; Ye ZHU
Journal of Sichuan University (Medical Sciences) 2025;56(2):591-595
The incidence of hypertriglyceridemic acute pancreatitis(HTG-AP)has been gradually rising in recent years.According to published findings,high triglyceride levels are strongly associated with the severity of acute pancreatitis,and may lead to a higher incidence of complications and worse prognosis.However,the risk factors associated with HTG-AP have not been systematically explored.Early identification and effective management of high triglyceride levels and other potential causes thereof are crucial for reducing the recurrence of acute pancreatitis in clinical practice.Herein,we reviewed the predictive factors of HTG-AP from the perspectives of etiology,pathogenesis,and the relevant biomarkers,such as C-reactive protein,Ca2+,PT,and D-dimer.We aim to provide important early warning signals for clinicians,thereby helping develop personalized treatment protocols and building a more accurate risk prediction model.
5.The role of rectus femoris muscle ultrasound in assessing the nutritional status of sepsis patients
Mengyi CHEN ; Yuhao JIANG ; Hui FENG ; Limei MA ; Jiake GAO ; Jianjun ZHU
Chinese Journal of Emergency Medicine 2025;34(10):1382-1389
Objective:To evaluate the utility of ultrasonographic monitoring of the rectus femoris muscle—specifically, the rates of change in thickness and cross-sectional area (CSA)—in assessing nutritional status and long-term functional outcomes in patients with sepsis.Methods:In this prospective observational study, sepsis patients admitted to the ICU of the Second Affiliated Hospital of Soochow University between October 2023 and October 2024 were classified by nutritional status at discharge using the Global Leadership Initiative on Malnutrition (GLIM) criteria. Differences in serial ultrasound-measured rectus femoris thickness and CSA on days 1, 3, 5, and 7 were compared between malnourished and non-malnourished groups. The predictive value of these ultrasound parameters for malnutrition was analyzed. Functional prognosis was assessed using the Sarcopenia Assessment Scale, Short Physical Performance Battery, and Manual Muscle Testing, with correlations to muscle changes examined.Results:Of the 71 enrolled patients (median age 73.00 [ IQR: 61.00–80.00]; 47.89% female, 52.11% male), those with malnutrition showed significantly greater variation rates in rectus femoris thickness and CSA on days 3, 5, and 7 compared to the non-malnourished group ( P < 0.05). ROC analysis revealed that the day-7 CSA variation rate had the highest predictive value for malnutrition (AUC = 0.817, 95% CI: 0.713-0.930). These muscle variation rates also correlated strongly with conventional nutritional markers such as BMI, albumin, and urea. Similarly, patients with impaired functional outcomes exhibited higher variation rates in muscle parameters on days 3, 5, and 7 ( P < 0.05), with the day-7 CSA variation rate being most predictive of functional prognosis (AUC = 0.749, 95% CI: 0.632-0.867). Conclusions:Ultrasonographic assessment of rectus femoris thickness and CSA variation rates provides a valuable tool for evaluating nutritional status and predicting functional prognosis in sepsis patients, outperforming traditional biomarkers. This method shows promise for guiding individualized nutrition support and rehabilitation strategies to improve long-term outcomes.
6.Fracture resistance and marginal adaptation of primary molar defects repaired with ultra-high-molecular-weight polyethylene combined with various restorative materials
Xinhe DONG ; Jing LV ; Yuhao LIU ; Xuechao LV ; Yixin ZHU ; Xingai JIN
Journal of Prevention and Treatment for Stomatological Diseases 2024;32(8):589-597
Objective To evaluate the impact of ultra-high-molecular-weight polyethylene(UHMWPE)-Ribbond fi-bers,when combined with different restorative materials,on fracture resistance and marginal adaptation of isolated pri-mary molar defects,to provide a reference for clinical practice.Methods This study was approved by the Ethics Re-view Committee.A total of 72 extracted primary molars with complete crowns were collected,and 66 primary molars were randomly assigned as experimental groups for the fracture resistance and microleakage tests.The molars were di-vided into six groups(n=11)based on the type of restorative materials and the application of Ribbond fibers:Group A1,3M Filtek Z250+Ribbond;Group A2,3M Filtek Z250;Group B1,Beautifil Ⅱ LS+Ribbond;Group B2,Beautifil Ⅱ LS;Group C1,3M Filtek Bulk Fill+Ribbond;and Group C2,3M Filtek Bulk Fill.Groups A1,B1 and C1 received the fiber-reinforcing technique,whereas Groups A2,B2 and C2 received the direct restorative technique;the remainings were in Group D(blank control group),which did not receive treatment for the fracture resistance test.The fracture re-sistance test was divided into six experimental groups and one blank control group(n=6).Primary molar teeth in each experimental group were prepared with Class Ⅱ cavities and filled.The fracture load of all samples was detected,and the fracture mode was analyzed after thermal cycling.The microleakage test was divided into six experimental groups,with five in each group.Class Ⅰ cavities with a diameter of 3 mm and depth of 2.5 mm were prepared within the mesial and distal marginal ridges on the occlusal surface and filled for primary molars in each group.Marginal microleakage was assessed after thermal cycling.Results The fracture resistance test results showed that the fracture resistance in groups that received the fiber-reinforcing technique was greater than that in groups that received the direct restorative technique:Group A1>Group A2,Group B1>Group B2,Group C1>Group C2(P<0.05).The application of Ribbond fibers increased fracture resistance to all tested restorative materials by 37.08%to 39.34%.The proportion of tooth frac-ture decreased significantly in groups A1,C1 compared with A2,C2,with a significant increase in the occurrence rate of"Repairable"(P<0.05).The fracture resistance in Group A1 was significantly greater than that in Group B1 and Group C1(P<0.05).The marginal microleakage test results showed that the microleakage depth in groups that received the fiber-reinforcing technique was smaller than that in groups that received the direct restorative technique:Group A1
7.Analysis of pathological diagnosis in 703 samples of renal graft biopsy
Yuhao TU ; Zhiliang GUO ; Rula SA ; Lan ZHU ; Hui GUO ; Gang CHEN
Organ Transplantation 2024;15(5):799-804
Objective To summarize the occurrence of complications in renal graft biopsy,and to analyze the indications for puncture and types of pathological diagnosis.Methods The data of 703 samples of ultrasound-guided renal graft biopsy from 644 kidney transplant recipients from January 1,2017,to December 31,2022 was retrospectively analyzed.The puncture qualification rate,complications,indicative biopsy indications and pathological diagnosis types were analyzed.The application of surveillance biopsy and pathological diagnosis were also analyzed.Results The qualification rate of renal tissue puncture biopsy was 99.9%,and the complications of puncture bleeding included one sample of perinephric hematoma and one sample of hematuria.Increased serum creatinine(76.8%)and proteinuria(13.8%)were the main indications for puncture,and 48 samples(6.8%)were surveillance biopsy for the assessment of therapeutic effects.A total of 399 samples of pathological diagnosis of rejection,including 293 samples of cellular rejection reaction,60 samples of antibody rejection reaction,and 46 samples of mixed rejection reaction.One hundred and ninety-five samples of recurrence or new-onset kidney disease,mainly including 144 samples of IgA nephropathy and 42 samples of focal segmental glomerulosclerosis.Fifty-seven samples of infection related kidney disease,including 56 samples of BK virus-associated nephropathy(BKVAN).Thirty-one samples of calcineurin inhibitor(CN1)nephrotoxicity injury,including 15 samples of acute CNI nephrotoxicity injury and 16 samples of chronic CNI nephrotoxicity injury.Forty-five samples for other diagnoses.Conclusions The success rate and safety of renal graft biopsy are high,and at present,cellular rejection reaction is still the main pathological diagnosis of indicative biopsy for renal graft.
8.Expression and Correlation Analysis of Serum miR-497-5p and FGF-2 in Patients with Alzheimer's Disease
Xiaoyan LI ; Yuhao XU ; Ying ZHU
Journal of Medical Research 2024;53(2):117-121,126
Objective To investigate the expression level,diagnostic value and correlation of miR-497-5p and human fibroblast growth factor-2(FGF-2)in patients with Alzheimer's disease(AD).Methods The clinical data of 50 patients with first diagnosed AD and 37 normal subjects(control group)were collected,among which AD patients were divided into mild AD group(n=18),moder-ate AD group(n=18)and severe AD group(n=14).The expression level of miR-497-5p was detected by real-time quantitative polymerase chain reaction(RT-qPCR)and FGF-2 was detected by enzyme-linked immunosorbent assay(ELISA).Mini-mental state examination(MMSE)was used to evaluate the cognitive function of AD patients,and the correlation between miR-497-5p and MMSE and FGF-2 levels was analyzed.The diagnostic efficacy of miR-497-5p and FGF-2 levels for AD was evaluated using receiv-er operator characteristic(ROC)curve.Results Compared with the control group and mild AD group,the expression levels of miR-497-5p in moderate and severe AD groups were significantly increased(P<0.01),and the level of FGF-2 was significantly decreased(P<0.01).MiR-497-5p in AD group was negatively correlated with MMSE score and FGF-2 level(r were-0.724 and-0.748,P<0.01).ROC curve analysis results showed that miR-497-5p,FGF-2 and their combined indexes had higher area under the curve,sensitivity and specificity in the diagnosis of moderate and severe AD and in the differentiation of mild and moderate AD,as well as mild and severe AD,and the combined indexes of miR-497-5p and FGF-2had the best diagnostic and differential efficacy.Conclusion Serum miR-497-5p is up-regulated and FGF-2 level is down-regulated in patients with moderate and severe AD.The combined detection of miR-497-5P and FGF-2has certain diagnostic value for moderate and severe AD and provides certain reference.
9.Network analysis of campus bullying and anxiety symptoms among rural middle school students
ZHU Yiran, WANG Yuhao, WANG Yingxue, WANG Yihan, CAI Jialin, YAN Na, LUO Yunjiao, WANG Wei
Chinese Journal of School Health 2024;45(11):1594-1598
Objective:
To explore the network structure characteristics and core items of rural middle school students suffering from campus bullying and anxiety symptoms, so as to provide a reference basis for the precise prevention and intervention of the comorbidity of campus bullying and anxiety symptoms.
Methods:
From September 2021 to March 2022, a multi stage random cluster sampling method was used to select 1 920 rural middle school students from Xuzhou. The Chinese version of the Olweus Bully/Victim Questionnaire was used to investigate the situation of campus bullying, and the Chinese version of the Generalized Anxiety Disorder (GAD-7) was used to assess anxiety symptoms. The network analysis method was used to construct the network between suffering from campus bullying and anxiety symptoms of rural middle school students to evaluate the centrality, bridge strength, stability and accuracy of each item.
Results:
The total score of suffering from campus bullying symptoms of rural middle school students was (10.42±3.26) points, and the total score of anxiety symptoms was (11.47±4.93) points. The symptom with the highest strength and expected influence was "unable to stop or control one s worry emotions", and the node strength and expected influence value was 1.041 7. The nodes "feel nervous, anxious or irritable" and "unable to stop or control one s worry emotions" were most closely related. The symptoms with the highest bridge strength were "others give me ugly nicknames to scold me or make fun of and satirize me" and "unable to stop or control one s worry emotions".
Conclusions
Rural middle school students suffering from campus bullying is related to anxiety symptoms. Accurate intervention according to the intervention targets may minimize the negative impact of suffering from campus bullying and anxiety symptoms on rural middle school students.
10.A questionnaire study of kidney transplant recipients' views on xenotransplantation and analysis of influencing factors
Yuhao TU ; Xiangli ZHAO ; Lan ZHU ; Gang CHEN
Chinese Journal of Organ Transplantation 2024;45(7):460-467
Objective:To explore the attitude of kidney transplant (KT) recipients towards xenotransplantation and explore its related influencing factors to provide auxiliary references for the clinical research of xenotransplantation in China.Methods:The questionnaire data of "Attitude survey of KT recipients towards xenotransplantation" were collected from 194 KT recipients followed up at Organ Transplant Center of Affiliated Tongji Hospital. Nonparametric tests were utilized for comparing score differences and χ2 tests for comparing responses to specific questions. Variables with statistical significance in non-parametric test were included into multifactor linear regression analysis for exploring the influencing factors of recipients' attitudes towards xenotransplantation. Results:KT recipients had a higher score (75 points) on attitude scale of xenotransplantation. "Cognitive preference" dimension scored the highest (85 points); "Fear of risk" dimension scored lowest (50 points). The results of univariate analysis indicated that gender ( P=0.020), medical background ( P=0.006) and knowledge of clinical trial cases ( P<0.001) were the influencing factors of score of cognitive preference. Educational background ( P=0.029) was the factor affecting the score of "risk concern" dimension. Age ( P=0.028) and knowledge of clinical trial cases ( P=0.001) were the factors influencing the score of "psychosocial" dimension. Whether medical background ( P=0.018) and knowledge of clinical trial cases ( P=0.008) were the factors influencing the score of "efficacy expectation" dimension; Gender ( P=0.010), medical background ( P=0.018) and knowledge of clinical trial cases ( P=0.008) were the factors influencing total score. The results of multi-factor analysis revealed that gender ( B=-0.821, 95% CI: -1.419~0.223, P=0.007), medical background ( B=0.938, 95% CI: 0.097~1.779, P=0.029) and knowledge of clinical trials of xenotransplantation in the United States ( B=1.498, 95% CI: 0.887~2.110, P<0.001) was the influencing factor of cognitive preference. Educational background (B=-0.693, 95% CI: -1.353~-0.034, P=0.040) was the influencing factor of score on "risk concern" dimension. Knowledge of clinical trials of xenotransplantation in the United States ( B=1.075, 95% CI: 0.418~1.731, P=0.001) was an influencing factor of score on "social psychological" dimension; Knowledge of clinical trials of xenotransplantation in the United States ( B=0.710, 95% CI: 0.063~1.358, P=0.032) was an influencing factor of score on "efficacy expectation" dimension; Gender ( B=-2.259, 95% CI: -4.094~-0.423, P=0.016), medical background ( B=2.799, 95% CI: 0.219~5.378, P=0.034) and knowledge of clinical trials of xenotransplantation in the United States ( B=3.237, 95% CI: 1.360~5.114, P=0.001) were the influencing factors of total score. Conclusions:KT recipients have a higher awareness rate of xenotransplantation and a better acceptance of xenotransplantation in general. Those males with medical background and knowing clinical cases of xenotransplantation demonstrate a better attitude towards xenotransplantation. More concerned about the risk of infection, respondents expect heterologous pig kidneys to achieve the same long-term survival as allogeneic kidneys.


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