1.Design and implementation of a TCM record information retrieval system based on generative large language models
Xuanze WANG ; Jiangyu LI ; Xiangwen ZHENG ; Yu XIAO ; Huajian MAO ; Dongsheng ZHAO
Military Medical Sciences 2025;49(3):207-213
Objective To develop a system for retrieving information from clinical records of Traditional Chinese Medicine(TCM)based on generative large language models(LLMs).Methods Applicational needs of the system were analyzed,and entity types to be retrieved were identified.The functions,workflows,and architecture of the system were designed by combining the automatic retrieval capabilities of LLMs with human-in-the-loop(HITL).The software was developed using such frameworks as vLLM and Node.js.Interaction of multiple commercial/open source LLMs was implemented using OpenAI-compatible interfaces.The quality of information retrieved from LLMs was enhanced by prompt engineering.Results This system supported task allocation,automatic retrieval of structured information,and manual review.To evaluate its performance,the moonshot-v1-8k model was used to retrieve clinical records of TCM before manual edition was performed.Combining large language model pre-annotation with meticulous annotator edits improved accuracy by 26.6%compared to the BERT-BiLSTM-CRF model,and enhanced extraction efficiency by 1.6-fold relative to purely manual methods.Conclusion General generative LLMs can retrieve a wide range of entity information from TCM records with high accuracy and scalability.The design and implementation of this system approach may provide a useful reference for developing other biomedical information retrieval systems.
2.Effect of Xibining Formula (膝痹宁) on Knee Cartilage Tissue Damage and the cGAS-STING Signaling Pathway in Knee Osteoarthritis Model Mice
Houyu FU ; Xiaochen LI ; Zijian GONG ; Lishi JIE ; Jiangyu LIU ; Yingqi CHEN ; Peimin WANG
Journal of Traditional Chinese Medicine 2025;66(12):1257-1264
ObjectiveTo investigate the possible mechanism of action of Xibining Formula (膝痹宁) for cartilage damage in knee osteoarthritis (KOA) through the cyclic guanosine-adenosine monophosphate synthase (cGAS)- stimulator of interferon genes (STING) signaling pathway. MethodsFifty C57BL/6J mice were randomly divided into five groups (10 per group), sham operation group, KOA model group, low-dose Xibining Formula group, high-dose Xibining Formula group, and high-dose Xibining Formula + agonist group. The KOA models were constructed using the destabilization of the medial meniscus (DMM) method in all groups but the sham surgery group. Two weeks after surgery, the low- and high-dose Xibining Formula groups were administered Xibining Formula at doses of 3.58 g/(kg·d) and 14.32 g/(kg·d) respectively via gavage. The high-dose Xibining Formula + agonist group received 14.32 g/(kg·d) of Xibining Formula via gavage followed by an intraperitoneal injection of Vadimezan (DMXAA) at 25 mg/kg. The sham surgery group and the KOA model group mice were given an equivalent volume of normal saline at 5 ml/(kg·d) via gavage, once daily for four consecutive weeks. Serum levels of tumor necrosis factor-alpha (TNF-α), interleukin-1β (IL-1β), and interleukin-6 (IL-6) were measured by ELISA; pathological changes in cartilage tissue were observed using hematoxylin-eosin (HE) staining and Safranin O-Fast Green staining. Pathological changes were scored according to the Mankin scoring system; the levels of cartilage tissue matrix regulation-related indicators such as matrix metalloproteinase 3 (MMP3), matrix metalloproteinase 13 (MMP13), a disintegrin and metalloproteinase with thrombospondin motifs 5 (ADAMTS), type-Ⅱ collagen (CⅡ) and aggregated proteoglycan (Aggrecan), and also cGAS-STING pathway-related protein and mRNA expression levels were detected by Western blot and qPCR methods. ResultsCompared with the sham surgery group, the KOA model group showed severe cartilage edge destruction, significantly increased Mankin scores, significantly decreased protein and mRNA expression levels of COLⅡ and Aggrecan, and significantly increased protein and mRNA expression levels of cGAS, STING, MMP3, MMP13, and ADAMTS5 (P<0.01). Compared with the control group, serum level of IL-6, IL-1β, TNF-α in all the intervented groups decreased (P<0.01), while compared with high-dose Xibining Formula group, level of IL-6, IL-1β, and TNF-α in low-dose Xibining Formula group and high-dose Xibining Formula + agonist group increased (P<0.01). Compared with the KOA model group, all the intervention groups exhibited alleviated cartilage pathological changes, signi-ficantly reduced Mankin scores, significantly increased protein and mRNA expression levels of COLⅡ and Aggrecan, and significantly decreased protein and mRNA expression levels of cGAS, STING, MMP3, MMP13, and ADAMTS5 (P<0.01). Compared with high-dose Xibining Formula group, high-dose Xibining Formula + agonist group showed cartilage edge destruction, significantly increased Mankin scores, significantly decreased protein and mRNA expression levels of COLⅡ and Aggrecan, and increased protein and mRNA expression levels of cGAS, STING, MMP3, MMP13, and ADAMTS5 (P<0.01). ConclusionXibining Formula may improve KOA cartilage damage by inhibiting the cGAS-STING signaling pathway, decreasing matrix degradation-related proteins, and elevating matrix composition-related proteins.
3.Analysis of the Main Chemical Components and Seasonal Differences of Mussels
Xiaozheng HUANG ; Qianqian ZHONG ; Xinyu PAN ; Wanglin BAO ; Qiyuan FENG ; Jizhou YIN ; Jiangyu LI-ANG ; Shenghan YAN ; Jidong ZHOU ; Jipeng SUN ; Hao WU ; Rui LIU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(3):383-392
OBJECTIVE To analyze the differences in chemical composition of mussels from Shengsi,Zhoushan in different har-vest months,and to compare the differences in the composition of mussels from different origins,so as to provide ideas for the compre-hensive utilization of its resources.METHODS Ultra-high performance liquid chromatography-triple quadrupole mass spectrometry(UHPLC-QqQ-MS)and spectrophotometry were used to analyze and evaluate the contents of nucleosides,amino acids,water-soluble proteins,total sugars and polysaccharides in mussels from Shengsi,Zhoushan in 12 months of the year and from 5 different origins;principal component analysis(PCA),partial least squares discriminant method(PLS-DA)and TOPSIS method were used to compre-hensively evaluate mussels.RESULTS A total of 16 amino acids and 11 nucleosides were detected in mussels.The average content of total amino acids in Shengsi mussels throughout the year was 4 851.74 μg·g-1,the average content of total nucleosides was 921.40 μg·g-1,and the average contents of water-soluble protein,polysaccharides,and total sugars were 51.32 mg·g-1,74.39 μg·g-1,and 417.22 mg·g-1,respectively.The nucleosides of Shengsi mussels were the highest in March and April,the ami-no acids and water-soluble proteins were the highest in April and May,and the polysaccharides and total sugars were the highest in Oc-tober and November.The PCA and PLS-DA results of the chemical components of different resources showed that there were great differences in Shengsi mussel samples harvested in different seasons.The entropy weight TOPSIS analysis showed that the comprehen-sive scores of Shengsi mussels in March and April(S7 and S8)were better than those in other areas,and the comprehensive score of Shengsi mussels in April(S8)was the highest,which was determined to be the best harvesting month.CONCLUSION The comparison results of multi-type resource chemistry show that there are great differences in the chemical compo-sition of Shengsi mussels in different harvesting seasons;the quality of Shengsi mussels is better than that of other areas;April is the best harvesting season,providing a reference for the quality evaluation and comprehensive development and utilization of mussels.
4.The surgical strategy of selective thoracic duct ligation using fluorescence thoracoscopy for the prevention of chylothorax after lung cancer surgery in the elderly
Wenxin TIAN ; Peng JIAO ; Yaoguang SUN ; Hanbo YU ; Donghang LI ; Jiangyu WU ; Hongfeng TONG
Chinese Journal of Geriatrics 2025;44(8):1107-1113
Objective:To evaluate the impact of the surgical strategy of selective thoracic duct(TD) ligation established through fluorescence thoracoscopy TD imaging technology on the occurrence of chylothorax after lung cancer surgery in the elderly.Methods:A prospective cohort study was conducted.Elderly patients who underwent right lung cancer surgery in the Department of Thoracic Surgery of Beijing Hospital from October 2023 to June 2024 were enrolled as the research subjects.The surgical approaches involved pulmonary resection, systematic lymphadenectomy, and selective TD ligation using fluorescence thoracoscopy.Prior to the surgery, 0.4 mg/kg indocyanine green(ICG)was injected subcutaneously into the right inguinal region of all patients.Clinical data, surgical details, pathological information, and intraoperative TD imaging, including the course, collateral vessels, and any injuries, were collected.Postoperative chylothorax and other complications were also recorded.Results:A total of 83 patients were enrolled, of which 38 were males, and 45 were females, with a median age of 68 years raging from 60 to 83 years old, TD imaging was observed in 69 cases(83.1%)within one hour after IGC injection.Intraoperative injuries of collateral branches were visualized in 4 cases(4.8%). Among them, 2 cases had injuries in both the 2R+ 4R and the subcarinal station, while 2 others had injuries of collateral branches only in the 2R+ 4R station.These 4 patients underwent concurrent TD ligation.No TD or collateral injury was found in the remaining patients during the surgery, and the TD was not ligated, none of the patients developed chylothorax postoperatively, and no adverse reactions related to indocyanine green were observed.Conclusions:Fluorescence thoracoscopy-guided TD imaging technique can well visualize TD and its collateral injuries in elderly lung cancer surgeries, assist in the management of leaks or TD ligation, thereby effectively preventing the occurrence of postoperative chylothorax.
5.The correlation between weekend moderate-to-vigorous physical activity and weekday sedentary behavior and the risk of frailty in older adults using wearable device monitoring
Guanzhou CHEN ; Yan WANG ; Hexin LI ; Zechen ZHOU ; Boyang YU ; Peiying LV ; Jiajia HU ; Jiangyu GUO ; Peifeng PAN ; Gaoping REN ; Ruiyue YANG ; Liang SUN
Chinese Journal of Geriatrics 2025;44(5):658-663
Objective:To explore the correlation between weekend moderate-to-vigorous physical activity(MVPA), weekday sedentary behavior(SB)and the risk of frailty in the elderly population monitored by wearable devices, and to provide a scientific basis for lifestyle interventions for frailty in the elderly.Methods:This study was based on the data of the UK Biobank from 2013 to 2015.A cross-sectional study design was adopted, and 33, 212 elderly people aged 60 and above with complete physical activity monitoring data were selected.The Frailty Index(FI)constructed by the deficit accumulation method was used to assess the frailty status.The correlation between the combined effect of weekday SB and weekend MVPA and the frailty status was analyzed, and the differences between genders were explored.Results:There were significant differences in physical activity indicators among the elderly with different frailty statuses.As the degree of frailty increased, the MVPA-related indicators showed a downward trend, while the weekday SB time gradually increased.There were sex differences in physical activity patterns and frailties.Compared with women, men had longer SB time on weekdays, lower metabolic equivalent of weekly MVPA consumption, and higher MVPA time on weekends, but the frailties index of women was slightly higher than that of men.After adjusting for confounding factors, the frailty risks for men and women in the subgroup with the lowest weekday SB and the highest weekend MVPA duration decreased by 46.9% and 59.8%, respectively( P<0.001)when compared to the highest-risk group. Conclusions:Based on the monitoring data from wearable devices, elderly individuals who reduced their SB time during weekdays and increased their MVPA time on weekends were associated with a lower risk of frailty, especially among women; which providing a new perspective for lifestyle-based intervention strategies for frailty among the elderly.
6.Analysis of the Main Chemical Components and Seasonal Differences of Mussels
Xiaozheng HUANG ; Qianqian ZHONG ; Xinyu PAN ; Wanglin BAO ; Qiyuan FENG ; Jizhou YIN ; Jiangyu LI-ANG ; Shenghan YAN ; Jidong ZHOU ; Jipeng SUN ; Hao WU ; Rui LIU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(3):383-392
OBJECTIVE To analyze the differences in chemical composition of mussels from Shengsi,Zhoushan in different har-vest months,and to compare the differences in the composition of mussels from different origins,so as to provide ideas for the compre-hensive utilization of its resources.METHODS Ultra-high performance liquid chromatography-triple quadrupole mass spectrometry(UHPLC-QqQ-MS)and spectrophotometry were used to analyze and evaluate the contents of nucleosides,amino acids,water-soluble proteins,total sugars and polysaccharides in mussels from Shengsi,Zhoushan in 12 months of the year and from 5 different origins;principal component analysis(PCA),partial least squares discriminant method(PLS-DA)and TOPSIS method were used to compre-hensively evaluate mussels.RESULTS A total of 16 amino acids and 11 nucleosides were detected in mussels.The average content of total amino acids in Shengsi mussels throughout the year was 4 851.74 μg·g-1,the average content of total nucleosides was 921.40 μg·g-1,and the average contents of water-soluble protein,polysaccharides,and total sugars were 51.32 mg·g-1,74.39 μg·g-1,and 417.22 mg·g-1,respectively.The nucleosides of Shengsi mussels were the highest in March and April,the ami-no acids and water-soluble proteins were the highest in April and May,and the polysaccharides and total sugars were the highest in Oc-tober and November.The PCA and PLS-DA results of the chemical components of different resources showed that there were great differences in Shengsi mussel samples harvested in different seasons.The entropy weight TOPSIS analysis showed that the comprehen-sive scores of Shengsi mussels in March and April(S7 and S8)were better than those in other areas,and the comprehensive score of Shengsi mussels in April(S8)was the highest,which was determined to be the best harvesting month.CONCLUSION The comparison results of multi-type resource chemistry show that there are great differences in the chemical compo-sition of Shengsi mussels in different harvesting seasons;the quality of Shengsi mussels is better than that of other areas;April is the best harvesting season,providing a reference for the quality evaluation and comprehensive development and utilization of mussels.
7.The surgical strategy of selective thoracic duct ligation using fluorescence thoracoscopy for the prevention of chylothorax after lung cancer surgery in the elderly
Wenxin TIAN ; Peng JIAO ; Yaoguang SUN ; Hanbo YU ; Donghang LI ; Jiangyu WU ; Hongfeng TONG
Chinese Journal of Geriatrics 2025;44(8):1107-1113
Objective:To evaluate the impact of the surgical strategy of selective thoracic duct(TD) ligation established through fluorescence thoracoscopy TD imaging technology on the occurrence of chylothorax after lung cancer surgery in the elderly.Methods:A prospective cohort study was conducted.Elderly patients who underwent right lung cancer surgery in the Department of Thoracic Surgery of Beijing Hospital from October 2023 to June 2024 were enrolled as the research subjects.The surgical approaches involved pulmonary resection, systematic lymphadenectomy, and selective TD ligation using fluorescence thoracoscopy.Prior to the surgery, 0.4 mg/kg indocyanine green(ICG)was injected subcutaneously into the right inguinal region of all patients.Clinical data, surgical details, pathological information, and intraoperative TD imaging, including the course, collateral vessels, and any injuries, were collected.Postoperative chylothorax and other complications were also recorded.Results:A total of 83 patients were enrolled, of which 38 were males, and 45 were females, with a median age of 68 years raging from 60 to 83 years old, TD imaging was observed in 69 cases(83.1%)within one hour after IGC injection.Intraoperative injuries of collateral branches were visualized in 4 cases(4.8%). Among them, 2 cases had injuries in both the 2R+ 4R and the subcarinal station, while 2 others had injuries of collateral branches only in the 2R+ 4R station.These 4 patients underwent concurrent TD ligation.No TD or collateral injury was found in the remaining patients during the surgery, and the TD was not ligated, none of the patients developed chylothorax postoperatively, and no adverse reactions related to indocyanine green were observed.Conclusions:Fluorescence thoracoscopy-guided TD imaging technique can well visualize TD and its collateral injuries in elderly lung cancer surgeries, assist in the management of leaks or TD ligation, thereby effectively preventing the occurrence of postoperative chylothorax.
8.The correlation between weekend moderate-to-vigorous physical activity and weekday sedentary behavior and the risk of frailty in older adults using wearable device monitoring
Guanzhou CHEN ; Yan WANG ; Hexin LI ; Zechen ZHOU ; Boyang YU ; Peiying LV ; Jiajia HU ; Jiangyu GUO ; Peifeng PAN ; Gaoping REN ; Ruiyue YANG ; Liang SUN
Chinese Journal of Geriatrics 2025;44(5):658-663
Objective:To explore the correlation between weekend moderate-to-vigorous physical activity(MVPA), weekday sedentary behavior(SB)and the risk of frailty in the elderly population monitored by wearable devices, and to provide a scientific basis for lifestyle interventions for frailty in the elderly.Methods:This study was based on the data of the UK Biobank from 2013 to 2015.A cross-sectional study design was adopted, and 33, 212 elderly people aged 60 and above with complete physical activity monitoring data were selected.The Frailty Index(FI)constructed by the deficit accumulation method was used to assess the frailty status.The correlation between the combined effect of weekday SB and weekend MVPA and the frailty status was analyzed, and the differences between genders were explored.Results:There were significant differences in physical activity indicators among the elderly with different frailty statuses.As the degree of frailty increased, the MVPA-related indicators showed a downward trend, while the weekday SB time gradually increased.There were sex differences in physical activity patterns and frailties.Compared with women, men had longer SB time on weekdays, lower metabolic equivalent of weekly MVPA consumption, and higher MVPA time on weekends, but the frailties index of women was slightly higher than that of men.After adjusting for confounding factors, the frailty risks for men and women in the subgroup with the lowest weekday SB and the highest weekend MVPA duration decreased by 46.9% and 59.8%, respectively( P<0.001)when compared to the highest-risk group. Conclusions:Based on the monitoring data from wearable devices, elderly individuals who reduced their SB time during weekdays and increased their MVPA time on weekends were associated with a lower risk of frailty, especially among women; which providing a new perspective for lifestyle-based intervention strategies for frailty among the elderly.
9.Combining 18F-PSMA PET/CT and biparametric MRI predicts pathological upgrading after radical prostatectomy for prostate cancer
Wen LIU ; Miao WANG ; Guilan HU ; Jiangyu MA ; Chunmei LI ; Wei ZHANG ; Hui ZHU ; Min CHEN ; Li HUO ; Ming LIU
Chinese Journal of Urology 2024;45(3):180-186
Objective:To investigate the application value of the maximum standardized uptake value (SUVmax) of 18F prostate-specific membrane antigen (PSMA) PET/CT combined with the minimum apparent diffusion coefficient (ADCmin) of biparametric magnetic resonance imaging (bpMRI) in predicting pathological upgrading after radical prostatectomy (RP) for prostate cancer. Methods:The data of 89 patients with localized prostate cancer treated at Beijing Hospital from April 2019 to October 2023 were retrospectively analysed. The average age of patients was (68.4±7.0) years old, with prostate-specific antigen (PSA) level of 7.7 (5.4, 12.9) ng/ml, prostate volume of 34.6 (26.9, 47.1) ml, tumor diameter of 1.3 (1.0, 1.8) cm, prostate imaging reporting and data system(PI-RADS) score of 5 in 29 cases (32.6%), clinical stage ≥T 3 in 13 cases (14.6%). There were 31 cases (34.8%) in group 1 of targeted biopsy International Society of Urological Pathology (ISUP)grading groups, 36 cases (40.4%) in group 2, 11 cases (12.4%) in group 3, and 11 cases (12.4%) in group 4. All patients underwent 18F-PSMA PET/CT and bpMRI examinations before RP. The index lesion, identified as the highest Gleason score in pathological whole-mount sections, were outlined. SUVmax and ADCmin values were calculated from the images' region of interest. Pathological upgrading was defined as the post-RP grade group higher than the targeted-biopsy grade group. Clinical data of patients with and without pathological upgrading were compared. Spearman correlation coefficient analysis was used to assess the correlation between SUVmax and ADCmin. Multivariate logistic regression analysis was conducted to evaluate the factors influencing pathological upgrading. Receiver operating characteristic (ROC) curve analysis was employed to assess the predictive value of each indicator for pathological upgrading. Results:Among the 89 cases, 31 cases (34.8%) experienced pathological upgrading. Compared with the patients without pathological upgrading, the SUVmax [11.3 (8.1, 16.4) vs. 6.7 (4.6, 9.2)], SUVmax/ADCmin ratio [3.1 (2.0, 4.6) vs. 1.4 (0.9, 2.1)], PSA [9.8 (6.3, 15.6) ng/ml vs. 7.1 (5.1, 10.5) ng/ml], PSA density [0.3 (0.2, 0.5) ng/ml 2 vs. 0.2 (0.1, 0.3) ng/ml 2], and post-RP ISUP grade group [≥3 group 17 cases (54.8%) vs. 13 cases(22.4%) ]were higher in patients with pathological upgrading, while ADCmin [3.8 (3.0, 5.3) ×10 -4 mm 2/s vs. 5.2 (3.6, 6.1)×10 -4 mm 2/s] and targeted biopsy ISUP grade group [≤2 group 27 cases(87.1%) vs. 40 cases(69.0%) ] were lower (all P<0.05). Spearman analysis showed a negative correlation between SUVmax and ADCmin ( R = -0.227, P = 0.032). Multivariate logistic regression analysis revealed that SUVmax ( OR = 1.108, 95% CI 1.020-1.238), ADCmin ( OR=0.607, 95% CI 0.390-0.874), and SUVmax/ADCmin ratio ( OR = 1.815, 95% CI 1.282-2.949) independently predicted pathological upgrading. The AUC of the SUVmax/ADCmin ratio for predicting pathological upgrading (AUC = 0.817) was higher than that of SUVmax (AUC = 0.774) and ADCmin (AUC=0.686), indicating a higher predictive efficiency. Conclusions:SUVmax, ADCmin, and SUVmax/ADCmin ratio can independently predict pathological upgrading in targeted biopsy of prostate cancer. The SUVmax/ADCmin ratio has a stronger predictive value for pathological upgrading.
10.The initial experience of endovascular recanalization for non-acute symptomatic intracranial vertebral artery occlusion
Jinchao XIA ; Feng LIN ; Guang FENG ; Weixing BAI ; Liangfu ZHU ; Jiangyu XUE ; Tianxiao LI ; Ziliang WANG
Chinese Journal of Radiology 2024;58(12):1437-1443
Objective:To report single-center clinical experience with endovascular recanalization for non-acute symptomatic intracranial vertebral artery occlusion, to assess the feasibility and safety of endovascular recanalization and to propose the benefit group for selected patients.Methods:From January 2019 to December 2021, 92 patients with non-acute symptomatic intracranial vertebral artery occlusion who underwent endovascular recanalization were retrospectively analyzed. The patients were divided into three groups (low, medium and high-risk group) according to occlusion length, occlusion duration, occlusion nature, calcification of the occlusion segment, and occlusion angulation, and the indicators of patients in each group were analyzed, including the general baseline data of the patients, surgical status and follow-up results. The technical success and perioperative complication rates of low, medium and high-risk groups were calculated. Meanwhile, the differences between three groups were evaluated using the χ2 test for trend or ANOVA analysis. Results:The overall technical success rate of endovascular recanalization was 83.7% (77/92), and the perioperative complication rate was 10.9% (10/92). Among the 3 classification groups, the recanalization success rate from the low-risk group to the high-risk group was 100%, 93.3%, 27.8%( P=0.047), and gradually decreased; while the overall perioperative complication rate was 0, 10.0%, 38.9% ( P=0.001), and gradually increased; the proportion of 90-day mRS score 0-2 was 100%, 83.3%, 22.2% ( P=0.026), and progressively decreased; 77 patients with successful recanalization were followed up, the rate of restenosis/reocclusion was 0, 17.9%, 80.0%( P=0.001), and progressively increased. Patients in the low-and intermediate-risk groups performed well with endovascular recanalization. In 88 patients (4 patients lost to follow-up), a median clinical follow-up of 13 (7, 16) months, stroke or death beyond 30 days was 17.4% (16/92). Conclusions:Endovascular recanalization is safe and feasible for reasonably selected patients with non-acute symptomatic intracranial vertebral artery occlusion, especially in low-and medium-risk groups, and it also provides an alternative to conservative therapy for patients with non-acute symptomatic intracranial vertebral artery occlusion.

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