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.Virulence genes and molecular epidemiological characteristics of extensively drug-resistant hypervirulent Klebsiella pneumoniae strains carrying blaKPC-2
Zhijun HU ; Huifeng CHONG ; Jizhong CHEN ; Hui ZHOU ; Juanjuan ZHU ; Kai PAN ; Shifang JIANG
Chinese Journal of Nosocomiology 2025;35(17):2613-2617
OBJECTIVE To understand the drug resistance genes,virulence genes and molecular epidemiological characteristics of extensively drug-resistant hypervirulent Klebsiella pneumoniae(XDR-hvKP)strains causing hospital-associated infection.METHODS The clinical isolates of XDR-hvKP were collected from Tongling People's Hospital from Jul.2020 to Dec.2022.The strains were identified by matrix-assisted laser desorption ionization-time-of-flight(MALDI-TOF)mass spectrometry,the common drug resistance genes and virulence genes were an-alyzed by Sanger sequencing,the capsular serotypes were determined by wzi gene sequencing;the drug resistance genes,virulence genes and ST subtypes were observed by means of whole-genome sequencing(WGS)technique.RESULTS Totally 18 strains of XDR-hvKP were collected,55.56%(10/18)of which were isolated from blood specimens,and 61.11%(11/18)were isolated from critical care medicine department.Sanger sequen-cing analysis showed that all of the strains carried blaKPC-2 drug resistance gene;rmpA2(100.00%)and rmpA,i-roN,iutA(94.44%,17/18)were the major virulence genes carried by the strains.WGS analysis indicated that all of the 18 XDR-hvKP isolates carried multiple drug resistance genes such as blaKPC-2 carbapenemase and the viru-lence genes like capsule(rmpA/rmpA2),aerobacterin(iucABCD-iutA),Salmonella(iroN)and yersinin(ybt).All of the ST subtypes were ST 11,and all of the capsular serotypes were KL 64.CONCLUSIONS The ST11-KL64 type XDR-hvKP strains carry blaKPC-2;rmpA,rmpA2,iroN and iutA are the major virulence genes.It is necessary to strengthen the monitoring of key population of the key departments and make joint efforts of multiple departments to contain the transmission of the strains.
3.Virulence genes and molecular epidemiological characteristics of extensively drug-resistant hypervirulent Klebsiella pneumoniae strains carrying blaKPC-2
Zhijun HU ; Huifeng CHONG ; Jizhong CHEN ; Hui ZHOU ; Juanjuan ZHU ; Kai PAN ; Shifang JIANG
Chinese Journal of Nosocomiology 2025;35(17):2613-2617
OBJECTIVE To understand the drug resistance genes,virulence genes and molecular epidemiological characteristics of extensively drug-resistant hypervirulent Klebsiella pneumoniae(XDR-hvKP)strains causing hospital-associated infection.METHODS The clinical isolates of XDR-hvKP were collected from Tongling People's Hospital from Jul.2020 to Dec.2022.The strains were identified by matrix-assisted laser desorption ionization-time-of-flight(MALDI-TOF)mass spectrometry,the common drug resistance genes and virulence genes were an-alyzed by Sanger sequencing,the capsular serotypes were determined by wzi gene sequencing;the drug resistance genes,virulence genes and ST subtypes were observed by means of whole-genome sequencing(WGS)technique.RESULTS Totally 18 strains of XDR-hvKP were collected,55.56%(10/18)of which were isolated from blood specimens,and 61.11%(11/18)were isolated from critical care medicine department.Sanger sequen-cing analysis showed that all of the strains carried blaKPC-2 drug resistance gene;rmpA2(100.00%)and rmpA,i-roN,iutA(94.44%,17/18)were the major virulence genes carried by the strains.WGS analysis indicated that all of the 18 XDR-hvKP isolates carried multiple drug resistance genes such as blaKPC-2 carbapenemase and the viru-lence genes like capsule(rmpA/rmpA2),aerobacterin(iucABCD-iutA),Salmonella(iroN)and yersinin(ybt).All of the ST subtypes were ST 11,and all of the capsular serotypes were KL 64.CONCLUSIONS The ST11-KL64 type XDR-hvKP strains carry blaKPC-2;rmpA,rmpA2,iroN and iutA are the major virulence genes.It is necessary to strengthen the monitoring of key population of the key departments and make joint efforts of multiple departments to contain the transmission of the strains.
5.Prediction of Quality Markers of Yinhua Miyanling Tablets Based on Fingerprinting, Chemical Pattern Recognition and Network Pharmacology
Zhenzhou WANG ; Rui LIU ; Sheng LI ; Jizhong ZHU ; Pingya LI
Chinese Journal of Modern Applied Pharmacy 2024;41(1):97-105
OBJECTIVE
To predict potential quality markers(Q-markers) in Yinhua Miyanling tablets based on fingerprinting and network pharmacology methods.
METHODS
HPLC fingerprints of 13 batches of Yinhua Miyanling tablets were established, and the similarity analysis was carried out using the "Chromatographic Fingerprint Evaluation System for Traditional Chinese Medicine" to identify the common peaks and attribute them. The fingerprints of Yinhua Miyanling tablets were investigated using chemometrics, cluster analysis, principal component analysis and orthogonal partial least squares discriminant analysis in combination with SPSS 26.0 and SIMCA 14.1 software to identify the major signature components responsible for the differences. The network pharmacology was used to screen and analyze the targets and pathways of Yinhua Miyanling tablets, construct a "drug-component-target-pathway" network diagram, and predict the Q-Marker and core targets of Yinhua Miyanling tablets.
RESULTS
HPLC fingerprint of Yinhua Miyanling tablets was established, and 27 common peaks including chlorogenic acid, mangostin, wild baicalin, lignocerin and quercetin were identified. Chemical pattern recognition analysis screened five components as differential markers for Yinhua Miyanling tablets. Five active ingredients, 20 core targets and 20 key pathways were screened by network pharmacology, showing that all five active ingredients could be used as potential Q-Markers.
CONCLUSION
The method is stable, accurate and feasible for screening five chemical components as potential Q-Markers for Yinhua Miyanling tablets. It provides a reference for the overall control of the quality of Yinhua Miyanling tablets, and also lays the foundation for further research on the mechanism of action of Yinhua Miyanling tablets.
6.Melatonin Attenuates Mitochondrial Damage in Aristolochic AcidInduced Acute Kidney Injury
Jian SUN ; Jinjin PAN ; Qinlong LIU ; Jizhong CHENG ; Qing TANG ; Yuke JI ; Ke CHENG ; Rui WANG ; Liang LIU ; Dingyou WANG ; Na WU ; Xu ZHENG ; Junxia LI ; Xueyan ZHANG ; Zhilong ZHU ; Yanchun DING ; Feng ZHENG ; Jia LI ; Ying ZHANG ; Yuhui YUAN
Biomolecules & Therapeutics 2023;31(1):97-107
Aristolochic acid (AA), extracted from Aristolochiaceae plants, plays an essential role in traditional herbal medicines and is used for different diseases. However, AA has been found to be nephrotoxic and is known to cause aristolochic acid nephropathy (AAN).AA-induced acute kidney injury (AKI) is a syndrome in AAN with a high morbidity that manifests mitochondrial damage as a key part of its pathological progression. Melatonin primarily serves as a mitochondria-targeted antioxidant. However, its mitochondrial protective role in AA-induced AKI is barely reported. In this study, mice were administrated 2.5 mg/kg AA to induce AKI. Melatonin reduced the increase in Upro and Scr and attenuated the necrosis and atrophy of renal proximal tubules in mice exposed to AA. Melatonin suppressed ROS generation, MDA levels and iNOS expression and increased SOD activities in vivo and in vitro. Intriguingly, the in vivo study revealed that melatonin decreased mitochondrial fragmentation in renal proximal tubular cells and increased ATP levels in kidney tissues in response to AA. In vitro, melatonin restored the mitochondrial membrane potential (MMP) in NRK-52E and HK-2 cells and led to an elevation in ATP levels. Confocal immunofluorescence data showed that puncta containing Mito-tracker and GFP-LC3A/B were reduced, thereby impeding the mitophagy of tubular epithelial cells. Furthermore, melatonin decreased LC3A/B-II expression and increased p62 expression. The apoptosis of tubular epithelial cells induced by AA was decreased. Therefore, our findings revealed that melatonin could prevent AA-induced AKI by attenuating mitochondrial damage, which may provide a potential therapeutic method for renal AA toxicity.
7.A national survey of residual symptoms in Chinese depressive patients after acute phase treatment
Le XIAO ; Lei FENG ; Xuequan ZHU ; Gang WANG ; Wenyuan WU ; Yongdong HU ; Yajuan NIU ; Jian HU ; Xueyi WANG ; Chengge GAO ; Ning ZHANG ; Yiru FANG ; Jizhong HUANG ; Tiebang LIU ; Fujun JIA
Chinese Journal of Psychiatry 2017;50(3):175-181
Objective To assess the type and prevalence of residual symptoms in Chinese depressive patients after acute phase treatment and the impact on the quality of life and social function. Method It was a nationwide, multi-center survey. A total of 11 sites participated and 1503 outpatients with major depressive disorder who subjectively self-reported a least 50%improvement after 8-12 weeks of antidepressants treatment were included in this study. Brief 16-Item Quick Inventory of Depressive Symptomatology Self-Report (QIDS-SR16), Patient Health Questionnaire-15 (PHQ-15), Quality of Life Enjoyment and Satisfaction Questionnaire-Short Form (Q-LES-Q-SF) and Sheehan Disability Scale (SDS) were used to assess the symptoms and function. Results Altogether 48.8%(733/1503) of patients who self-reported an improvement after acute-phase treatment still presented with residual symptoms (QIDS-SR16>5). The most common residual symptoms (QIDS-SR16≥1) were poor concentration/decision making (82.4%, 604/733), low energy (79.7%, 584/733), loss of interest (75.2%, 551/733), sad mood (72.4%, 531/733) and mid-nocturnal insomnia (72.3%, 530/733). The patients with severe residual symptoms had higher PHQ-15 total score (t=-10.55,P<0.01), lower Q-LES-Q-SF score (t=10.20,P=0.010) and higher SDS score (t=-13.22,P<0.01). Conclusion The great majority of patients who self-report an improvement after acute phase antidepressant treatment may still have residual symptoms. The severity of residual symptoms is associated with significant function impairment and poor life satisfaction.
8.A national survey of residual symptoms in Chinese depressive patients after acute phase treatment
Le XIAO ; Lei FENG ; Xuequan ZHU ; Gang WANG ; Wenyuan WU ; Yongdong HU ; Yajuan NIU ; Jian HU ; Xueyi WANG ; Chengge GAO ; Ning ZHANG ; Yiru FANG ; Jizhong HUANG ; Tiebang LIU ; Fujun JIA
Chinese Journal of Psychiatry 2017;50(3):175-181
Objective To assess the type and prevalence of residual symptoms in Chinese depressive patients after acute phase treatment and the impact on the quality of life and social function. Method It was a nationwide, multi-center survey. A total of 11 sites participated and 1503 outpatients with major depressive disorder who subjectively self-reported a least 50%improvement after 8-12 weeks of antidepressants treatment were included in this study. Brief 16-Item Quick Inventory of Depressive Symptomatology Self-Report (QIDS-SR16), Patient Health Questionnaire-15 (PHQ-15), Quality of Life Enjoyment and Satisfaction Questionnaire-Short Form (Q-LES-Q-SF) and Sheehan Disability Scale (SDS) were used to assess the symptoms and function. Results Altogether 48.8%(733/1503) of patients who self-reported an improvement after acute-phase treatment still presented with residual symptoms (QIDS-SR16>5). The most common residual symptoms (QIDS-SR16≥1) were poor concentration/decision making (82.4%, 604/733), low energy (79.7%, 584/733), loss of interest (75.2%, 551/733), sad mood (72.4%, 531/733) and mid-nocturnal insomnia (72.3%, 530/733). The patients with severe residual symptoms had higher PHQ-15 total score (t=-10.55,P<0.01), lower Q-LES-Q-SF score (t=10.20,P=0.010) and higher SDS score (t=-13.22,P<0.01). Conclusion The great majority of patients who self-report an improvement after acute phase antidepressant treatment may still have residual symptoms. The severity of residual symptoms is associated with significant function impairment and poor life satisfaction.
9.Correlation between sex hormone level in serum and expressed prostatic secretion with erectile function in patients with type Ⅲ prostatitis
Xiaoma ZHANG ; Jun FANG ; Jizhong CHEN ; Qiang GONG ; Youyun ZHOU ; Junjie QIAN ; Jinhai ZHU
Chongqing Medicine 2015;(11):1490-1492,1495
Objective To explore the correlation between the levels of estradiol E2 and testosterone T in serum and expressed prostatic secretion(EPS) with the erectile function in the patients with type Ⅲ prostatitis(CP/CPPS) .Methods The E2 and T lev‐els in serum and EPS from 64 cases of CP/CPPS ,including 35 cases of type Ⅲ A and 29 cases of Ⅲ B ,and 20 individuals of physical examination were detected by using the radioimmunoassay .All cases were evaluated by the scores of NIH‐CPSI and the Internation‐al Index of Erectile Function 5(IIEF‐5) .64 patients were grouped according to the IIEF‐5 scores ,the erectile dysfunction(ED) group(32 cases) and the non‐ED group(32 cases) .Results The mean E2/T levels in serum and EPS of the Ⅲ A group and the Ⅲ B group were higher than those in the control group ,the difference had statistical significance(P<0 .05) .20 cases(57 .14% ) of ED were found in the Ⅲ A group ,which were more than 12 cases(41 .38% ) of ED in the Ⅲ B group ,but there was no statistically signifi‐cant difference (>0 .05 .There was a positive correlation between the IIEF‐5 score and the T level in serum and EPS in the CP/CPPS group(r=0 .218 ,r=0 .231 ,P<0 .05) .There was a negative correlation between the IIEF‐5 score and the E2/T level in ser‐um and EPS(r= -0 .189 ,r= -0 .652 ,P<0 .05) ,which had no correlation with the NIH‐CPSI score(P>0 .05) .The serum T level in the ED group was (6 .32 ± 1 .86)ng/mL ,which was lower than(7 .89 ± 2 .92)ng/mL in the non‐ED group and (8 .41 ± 2 .02)ng/mL in the control group ;the .E2/T level in EPS in the ED group was (55 .02 ± 29 .26) ,which was higher than (14 .06 ± 9 .36) in the non‐ED group and (16 .45 ± 13 .76) in the control group ,the differences among them were statistically significant (P<0 .05) .Con‐clusion The imbalance degree of hormone estradiol and testosterone in serum and EPS is related with erectile function in the pa‐tients with CP/CPPS .
10.Inhibition of mitochondrial permeability transition pore opening reduced Aβ-mediated inflammatory effects on the apoptosis of neural stem cell
Qingzhuang CHEN ; Ning ZHU ; Jizhong LIN ; Yan WAN ; Kewan WANG ; Yong WANG
The Journal of Practical Medicine 2014;(9):1380-1384
Objective The aim of this study is to investigate the protective effect of inhibiting the open of mitochondrial permeability transition pore on neural stem cells. Methods In present study, four groups were set up, such as control, conditioned medium control group, Aβ1-42 group and CsA group. The levels of inflammatory mediators were detected by LiquiChip technique. The apoptotic rate of neural stem cells was detected by flow cytometry and the expression of caspase-3 was confirmed by western blotting. Results The levels of IL-6 and TNF-αwere 7.92 and 1.22 times higher than those in control group after Aβ1-42 acting on microglia for 96 h. After being exposed to inflammatory media, the apoptotic rate of neural stem cells reached 41.17%, these was significant increase compared to control (P<0.001);while the apoptotic rate were decrease significantly if the open of the mitochondrial permeability transition pore was inhibited. In the meantime, the activation of caspase-3 was reduced obviously. Conclution Inhibiting the open of mitochondrial permeability transition pore can markedly reduced the apoptotic rate of neural stem cells , and dramatically impaired the effect of inflammatory on the apoptosis of neural stem cells , suggesting that inhibiting the opening of the mitochondrial permeability transition pore have protective effect on neural stem cells.


Result Analysis
Print
Save
E-mail