1.Incentive and constraint factors and optimization strategies for artificial intelligence application in pharmacy based on TAM-TOE-DOI integrated framework
Jian YANG ; Zhichu LI ; Weili ZHAO ; Xiaoyi YU ; Ming XU
China Pharmacy 2026;37(11):1478-1484
OBJECTIVE Identify the incentive and constraint factors of artificial intelligence (AI) application in the pharmaceutical field, and promote the application of AI in the field of pharmacy. METHODS Based on the technology acceptance model (TAM), technology-organization-environment (TOE) framework, and diffusion of innovation theory (DOI), a TAM-TOE-DOI integrated framework was constructed through a four-stage research process of “theoretical review → dimension mapping → mechanism integration → proposition development”. Combining the analytical pathways of the above three theories in AI application in pharmacy with the integration mechanisms and core propositions of the TAM-TOE-DOI, literature review and deductive reasoning were employed to systematically identify the incentive and constraint factors of AI application in pharmacy from three levels:micro (TAM), meso (TOE), and macro (DOI), and to propose optimization strategies. RESULTS & CONCLUSIONS At the micro level, the efficiency transformation and quality improvement brought by AI technology were the main incentive factors for perceived usefulness, while technological complexity and algorithmic opacity were the main constraint factors for perceived ease of use. At the meso level, the completeness of technological infrastructure, the strength of top management support and innovation climate, as well as external institutional pressure and competitive driving forces were the core incentive factors, whereas scarcity of organizational resources and talent shortage were the main constraint factors. At the macro level, relative advantage and observability were typical incentive factors, while technological complexity was a typical constraint factor. China’s health administration, medical insurance authorities, and other relevant departments should coordinate efforts at the macro, meso, and micro levels to advance AI application in pharmacy: optimizing human-computer interaction and implementing tiered training programs at the micro level; reinforcing organizational support systems and capacity building at the meso level; dismantling data barriers and building social trust at the macro level. Differentiated implementation pathways should be developed for medical institutions at different tiers.
2.Evidence-based study on postoperative chemotherapy guidelines/consensuses for ovarian epithelial tumor
Xiandan LUO ; Yanli LU ; Yihang WU ; Yanxiang GUO ; Xiaoyi YAN ; Yongchao HUO ; Hui YAN ; Zhenjiang YANG ; Hongliang ZHANG
China Pharmacy 2025;36(18):2328-2333
OBJECTIVE To systematically evaluate the methodological quality of the postoperative chemotherapy guidelines/ consensuses for ovarian epithelial tumor. METHODS A search was conducted across databases including PubMed, Embase, Web of Science, CBM, VIP, Chinese Medical Journal Data, Wanfang Data, and CNKI, as well as the official websites of GIN, NICE, Medlive, AHRQ, CSCO, ASCO, and NCCN. The search period was from the establishment of the databases/websites to March 10, 2025. The quality of the included guidelines/consensus was evaluated by using the AGREE-Ⅱ tool. RESULTS A total of 16 guidelines/consensuses were included. The domain scores of AGREE-Ⅱ evaluation were as follows: scope and purpose of 85.07%, participants of 47.92%, rigor of development of 57.49%, clarity of presentation of 88.02%, applicability of 8.20%, and independence of 53.39%. Among them, 14 were recommended at grade B and 2 were recommended at grade C. The subgroup analysis by different countries/regions and different types of studies showed that the scores for participants, rigor of development, and independence of the guidelines/consensuses in China were significantly lower than foreign countries (P<0.05); the scores for participants and rigor of development of the guidelines were significantly higher than consensuses (P<0.05). The guideline/ consensus recommendation results indicated that grade B guidelines/consensus recommend platinum-based combination chemotherapy as the preferred adjuvant chemotherapy regimen for stage Ⅰ high-grade serous carcinoma patients;platinum-based combination chemotherapy±bevacizumab was recommended as the preferred adjuvant chemotherapy regimen for stage Ⅱ-Ⅳ high- grade serous carcinoma patients and for platinum-sensitive recurrent high-grade serous carcinoma patients; non-platinum single- agent chemotherapy±bevacizumab was recommended as the preferred chemotherapy regimen for platinum-resistant recurrent high- grade serous carcinoma patients. CONCLUSIONS The overall quality of postoperative chemotherapy guidelines/consensuses for ovarian epithelial tumor is not high. The methodological quality of guidelines/consensuses in China is still lagging behind that of foreign countries. The recommendations differ from those in foreign countries. It is recommended to improve the aspects of participants, rigor of development, and independence, to recommend treatment plans based on the different stages of ovarian cancer, and develop guidelines/consensuses that align with China’s national conditions.
3.Analyzing the impact of individual and enterprise characteristics on occupational health literacy of key populations
Min YANG ; Huiqing CHEN ; Xinyang YU ; Junle WU ; Bing XIA ; Liping HUANG ; Xiaoyi LI
China Occupational Medicine 2025;52(3):257-263
Objective To analyze the factors influencing the occupational health literacy (OHL) level among workers in key industries from the perspectives of both individual workers and enterprises. Methods A total of 32 336 front-line workers from 12 key industries in the secondary industry in Guangdong Province were selected as the research subjects by a stratified cluster random sampling method. Their OHL level was investigated using Occupational Health Literacy Questionnaire of National Key Populations, and the influencing factors were analyzed. Results The OHL level of the research subjects was 48.5%. The OHL level of the research subjects in four dimensions from high to low was basic knowledge of occupational health protection, occupational health practice and behavior, legal knowledge of occupational health, and basic skills of occupational health protection (80.7%, 61.2%, 48.3% and 29.5%, respectively). The multivariable logistic regression analysis showed that the OHL level of female workers was lower than that of males (P<0.05). Lower OHL was also associated with older age, lower education level, lower personal monthly income of workers (all P<0.01). The workers with length of service < 3 years and ≥ 20 years had lower OHL level than those with length of service 3-<10 years and 10-<20 years, respectively (all P<0.05). Workers in larger enterprises had higher OHL levels (all P<0.01). The OHL level of workers in the sixth category of industries with occupational injuries had higher occupational injury risks than those in the third and fourth categories (all P<0.05). The OHL levels of workers in state-owned enterprises, private enterprises, foreign-funded enterprises, and other enterprises were higher than that of workers in public institutions (all P<0.05). Conclusion The influencing factors of workers′ OHL in key industries of the secondary industry include individual factors (gender, age, education level, personal monthly income, length of service) and enterprise factors (enterprise size, enterprise nature and industry injury risk category). Female, older workers, those with lower education or income, and those with short length of service represent priority groups for OHL interventions, while small and micro enterprises are priority units for future workplace health promotion intervention.
4.Mechanism of Si Junzitang in Treatment of Liver Injury in Rats with Spleen Qi Deficiency Syndrome Based on Liver and Spleen Correlation
Peng PENG ; Min BAI ; Jin JIN ; Qihui YUAN ; Xiaoyi YANG ; Juan DU ; Yongqiang DUAN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(24):11-20
ObjectiveTo investigate the mechanism of Si Junzitang in treating liver injury in rats with spleen Qi deficiency syndrome based on transcriptomics and to experimentally verify its effects. MethodsSixty male SD rats were randomly divided into blank group, model group, low-dose Si Junzitang (6 g·kg-1·d-1), medium-dose Si Junzitang group (12 g·kg-1·d-1), high-dose Si Junzitang group (24 g·kg-1·d-1), and natural recovery group, with 10 rats in each group. A composite multifactorial modeling method (forced swimming + intragastric administration of Xiao Chengqitang + irregular diet) was used to establish a spleen Qi deficiency model. After 30 days of continuous intervention, body weight and 3-hour food intake were measured, and macroscopic symptom scores for spleen Qi deficiency syndrome were evaluated. Serum levels of aspartate aminotransferase (AST) and alanine aminotransferase (ALT) in each group were detected, and hematoxylin and eosin (HE) staining was used to observe histopathological changes in liver tissue. Transcriptome sequencing (RNA-Seq) was used to identify differentially expressed genes (DEGs) among the blank, model, and high-dose Si Junzitang groups. Gene ontology(GO) and Kyoto encyclopedia of genes and genome(KEGG) enrichment analyses were performed on the DEGs. Immunofluorescence (IF) and Western blot were used to detect NOD-like receptor protein 3 (NLRP3), apoptosis-associated speck-like protein (ASC), Caspase-1, and the N-terminal domain of gasdermin D (GSDMD-N). Immunohistochemistry (IHC) was used to detect the expression of downstream inflammatory cytokines interleukin-1β (IL-1β), interleukin-6 (IL-6), and interleukin-18 (IL-18). ResultsCompared with the blank group, the model group showed significantly reduced body weight and 3-hour food intake, significantly increased macroscopic symptom scores, and elevated serum AST and ALT levels (P<0.01), with mild inflammatory liver injury observed histologically. Compared with the model group, Si Junzitang at all doses significantly improved these parameters and alleviated liver injury in a dose-dependent manner (P<0.05,P<0.01). RNA-Seq analysis revealed 1 254 DEGs between the blank and model groups, and 842 DEGs between the model and high-dose Si Junzitang groups. GO and KEGG enrichment analyses indicated that the NOD-like receptor signaling pathway was activated in liver injury associated with spleen Qi deficiency, suggesting that the NLRP3 inflammasome may be a key target. Results from IF, IHC, and Westernblot showed that compared with the blank group, the expression of NLRP3, ASC, Caspase-1, GSDMD-N, and the downstream inflammatory cytokines IL-1β, IL-6, and IL-18 were significantly increased in the model group (P<0.01), while these levels were markedly decreased in the high-dose Si Junzitang group (P<0.01). ConclusionSi Junzitang effectively improves mild inflammatory liver injury in rats with spleen Qi deficiency syndrome in a dose-dependent manner. Its mechanism may be associated with inhibition of the NLRP3/ASC/Caspase-1 signaling pathway, downregulation of the pyroptosis executioner protein GSDMD-N, and reduction of pyroptosis-related inflammatory cytokine release.
5.Palpitations, Shortness of Breath, Weakness in Limbs, Edema, and Dyspnea: A Rare Inflammatory Myopathy with Positive Aniti-mitochondrial Antibodies and Cardiac Involvement
Chunsu LIANG ; Xuchang ZHANG ; Ning ZHANG ; Lin KANG ; Xiaohong LIU ; Jiaqi YU ; Yingxian LIU ; Lin QIAO ; Yanli YANG ; Xiaoyi ZHAO ; Ruijie ZHAO ; Na NIU ; Xuelian YAN
Medical Journal of Peking Union Medical College Hospital 2025;16(1):248-255
This article presents a case study of a patient who visited the Geriatric Department of Peking Union Medical College Hospital due to "palpitations, shortness of breath for more than 2 years, limb weakness for 6 months, edema, and nocturnal dyspnea for 2 months". The patient exhibited decreased muscle strength in the limbs and involvement of swallowing and respiratory muscles, alongside complications of heart failure and various arrhythmias which were predominantly atrial. Laboratory tests revealed the presence of multiple autoantibodies and notably anti-mitochondrial antibodies. Following a comprehensive multidisciplinary evaluation, the patient was diagnosed with anti-mitochondrial antibody-associated inflammatory myopathy. Treatment involved a combination of glucocorticoids and immunosuppressants, along with resistance exercises for muscle strength and rehabilitation training for lung function, resulting in significant improvement of clinical symptoms. The case underscores the importance of collaborative multidisciplinary approaches in diagnosing and treating rare diseases in elderly patients, where careful consideration of clinical manifestations and subtle abnormal clinical data can lead to effective interventions.
6.Analyzing the occupational health literacy level and its influencing factors among workers in non-metallic mineral product industry in Yunfu City
Xiaoyue CHEN ; Xiaotang SU ; Jiabin CHEN ; Min YANG ; Huiqing CHEN ; Xiaoyi LI ; Jichao CHEN
China Occupational Medicine 2025;52(1):94-98
Objective To analyze the occupational health literacy (OHL) level and its influencing factors of workers in non-metallic mineral product industry in Yunfu City. Methods A total of 947 frontline workers from 24 non-metallic mineral products enterprises in Yunfu City were selected as the research subjects using the stratified random sampling method. The OHL level of the workers were assessed using the Occupational Health Literacy Questionnaire of National Key Populations. Results The overall OHL level of the research subjects was 58.3% (552/947). The OHL levels across four dimensions, from highest to lowest, were basic knowledge of occupational health protection (94.7%), healthy work practices and behaviors (81.8%), legal knowledge of occupational health (65.5%), and basic skills of occupational health protection (25.9%). The results of binary logistic regression analysis showed that workers with 2.0-<10.0 years and ≥10 years of work experience had higher OHL levels than those with <2.0 years of work experience (all P<0.01). Workers with a high school education or above had higher OHL levels than those with a junior high school education or below (all P<0.01). Workers in large- and medium-sized enterprises had higher OHL levels than those in small and micro-sized enterprises (both P<0.01). Conclusion The OHL levels of workers in Yunfu City's non-metallic mineral products industry can be further improved, particularly the occupational health protection skills and related legal knowledge. Workers with short seniority, low educational level, and in small and micro enterprises should be the key groups for improving OHL levels.
7.Clinical characteristics and risk factors for disease progression in patients with anti-gp210 antibody-positive primary biliary cholangitis
Ying RAN ; Xiaoyi WANG ; Zhen YANG ; Jiwen LI ; Xue ZHANG ; Meng SHEN ; Xinyu WANG ; Hao JIA ; Zongze HAN ; Hui YANG ; Lu ZHOU
Chinese Journal of Hepatology 2025;33(7):637-644
Objective:To explore the clinical characteristics and identification of the independent risk factors for disease progression in patients with anti-gp210 antibody-positive primary biliary cholangitis (PBC).Methods:A retrospective cohort study was performed. A total of 323 cases with PBC diagnosed in Tianjin Medical University General Hospital from January 2013 to June 2023 (125 patients with anti-gp210 antibody-positive and 198 patients with anti-gp210 antibody-negative) were included. Baseline and follow-up data were collected. The independent sample t-test and Mann-Whitney U rank sum test were used for comparison between groups of continuous data. The χ2 test was used to compare the data between groups for the count data. The Pearson test was used for correlation analysis between continuous variables. The Kaplan-Meier method was used to analyze the disease progression-free survival rate. The Cox regression model was used to analyze the risk factors for disease progression. Results:The male proportion (11.2% vs. 5.1%, P=0.040) and IgM level [3.29(1.88, 4.80) g/L vs. 2.56(1.44, 3.87) g/L, P=0.019] were significantly higher in patients with PBC with positive anti-gp210 antibodies than those of the negative group. Histopathological analysis showed that the Scheuer score [1(0,3) vs. 0(0,2)], bile duct inflammation [(2(1,3) vs. 1(1,2)] and bile duct reaction score [(2(1,3) vs. 1(1,2)] were higher in the positive group than those of the negative group ( P<0.05), and the maturity of the tertiary lymphoid structure was higher ( P=0.011). Kaplan-Meier analysis showed that the 5-year disease-free survival rate was significantly lower in patients with positive anti-gp210 antibodies than that of the negative group (55.8% vs. 79.7%, P=0.006) at a median follow-up of 3(2,6) years. Multivariate Cox regression analysis showed that γ-glutamyl transferase [ HR=1.002 (95% CI: 1.000~1.003)] and platelet count [ HR=0.993 (95% CI: 0.988~0.999)] were the independent influencing factors for disease progression in patients with anti-gp210 antibody-positive PBC ( P=0.002, 0.017). Conclusion:Patients with anti-gp210 antibody-positive PBC have more severe clinical pathological manifestations and a higher risk of disease progression. Higher levels of γ-glutamyl transferase and lower platelet counts during the first visit are independent risk factors for disease progression in patients with anti-gp210 antibody-positive PBC, which can be used as dynamic monitoring indicators for this population, suggesting the need for early intensive intervention.
8.Assessment of the predictive value of ultrasound imaging characteristics combined with clinical indicators for the prognosis of pancreatic ductal adenocarcinoma
Hua LIANG ; Ke LYU ; Yang GUI ; Xueqi CHEN ; Tianjiao CHEN ; Li TAN ; Menghua DAI ; Weibin WANG ; Junchao GUO ; Qiang XU ; Huanyu WANG ; Xiaoyi YAN ; Wanying JIA ; Yuming SHAO
Chinese Journal of Preventive Medicine 2025;59(10):1748-1755
Objective:To explore the value of ultrasound imaging characteristics combined with clinical indicators in assessing the prognosis of patients with pancreatic ductal adenocarcinoma (PDAC).Methods:A retrospective analysis was conducted for patients who underwent pancreatic contrast-enhanced ultrasound (CEUS) from September 2017 to October 2023 at Peking Union Medical College Hospital and were diagnosed with PDAC based on pathological findings. Various parameters were recorded, including CA19-9 levels, tumor size, location, morphologic features, echogenicity, presence of internal cystic components, dilatation of the main pancreatic duct, peripheral vascular invasion, CEUS characteristics, presence or absence of liver metastasis, and treatment methods. In April 2024, patient survival information was obtained through telephone follow-up or review of medical records. Based on the results of the cox regression model analysis, a nomogram model of the risk of death was developed. The receiver operating characteristic (ROC) curves were applied to evaluate the predictive efficacy of the model. The calibration curves were plotted to evaluate the accuracy of the model, and clinical decision curves were used to evaluate the clinical benefit of the model.Results:This study included a total of 207 patients with PDAC. As of April 2024, 71 patients were alive and 136 died, with a median survival time of 14 months (95% CI: 12 -17). Multivariate analysis confirmed that the elevated CA19-9 ( HR=1.689, 95% CI: 1.102-2.588), tumor size >4 cm ( HR=1.641, 95% CI: 1.159-2.322), taller-than-wide shapes ( HR=1.450, 95% CI: 1.019-2.065), incomplete hypo-enhancement ( HR=1.618, 95% CI: 1.100-2.380), and liver metastasis ( HR=1.687, 95% CI: 1.175-2.423) were independent risk factors for survival in patients with PDAC. A nomogram model was further constructed for 6-month, 12-month and 3-year survival of patients with PDAC. The areas under the ROC curve were 0.679, 0.705 and 0.815, respectively. The calibration curves suggested that the model was more accurate, and the clinical decision curves showed that the model had a better clinical benefit. Conclusion:The combined use of ultrasound imaging characteristics and clinical indicators could effectively predict the prognosis of PDAC patients. Specifically, tumor size >4 cm, taller-than-wide shapes, incomplete hypo-enhancement, elevated CA19-9, and the presence of liver metastasis are correlated with poorer survival outcomes. The nomogram model constructed on the basis of these factors can be used to assess the survival of patients with PDAC.
9.Diagnostic value of 18F-PSMA-1007 PET/CT in patients with PI-RADS 1-3 prostate cancer lesions on multi-parametric MRI
Liang LUO ; Ruiyan WANG ; Jungang GAO ; Yang LI ; Xiang LIU ; Xiaoyi DUAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(10):595-599
Objective:To evaluate the diagnostic efficacy of 18F-prostate specific membrane antigen (PSMA)-1007 PET/CT in patients with prostate imaging reporting and data system (PI-RADS) 1-3 lesions on multi-parametric MRI (mpMRI) and pathologically confirmed prostate cancer. Methods:Clinical, pathological, and imaging data of 59 patients (age (67.8±7.6) years) with PI-RADS 1-3 lesions on mpMRI in the First Affiliated Hospital of Xi′an Jiaotong University between December 2021 and March 2024 were retrospectively collected. Those patients also underwent 18F-PSMA-1007 PET/CT and prostate biopsy during the same period due to an elevated prostate specific antigen (PSA) level. The diagnostic performances of 18F-PSMA-1007 PET/CT for PI-RADS 1-3 prostate cancer and clinically significant prostate cancer were evaluated by using pathological results as the standard. Mann-Whitney U test was used to compare differences in clinical characteristics and PET parameters between PET-positive and PET-negative groups, and logistic regression analysis was performed to select independent influencing factors for the PET/CT diagnosis of prostate cancer. Results:Of the included 59 patients, 7, 27, and 25 had PI-RADS scores of 1, 2, and 3 respectively. Benign prostate hyperplasia was pathologically confirmed in 8 patients, and prostate cancer was confirmed in 51 patients, of which 37 had clinically significant prostate cancer. The sensitivity of 18F-PSMA-1007 PET/CT in diagnosing prostate cancer was 86.3%(44/51), the specificity was 2/8, the accuracy was 78.0%(46/59), the positive predictive value was 88.0%(44/50), and the negative predictive value was 2/9. For patients with clinically significant prostate cancer, the sensitivity, specificity, accuracy, positive predictive value, and negative predictive value were 91.9%(34/37), 27.3%(6/22), 67.8%(40/59), 68.0%(34/50), and 6/9, respectively. SUV max was significantly higher in the PET-positive group ( n=44) than that in the PET-negative group ( n=7; 12.8(9.1, 23.5) vs 5.1(5.0, 6.2); Z=-4.16, P=0.001). Logistic regression analysis showed that SUV max was an independent influencing factor for the diagnosis of prostate cancer by 18F-PSMA-1007 PET/CT (odds ratio ( OR)=6.01, 95% CI: 1.57-23.00, P=0.009). Conclusions:18F-PSMA-1007 PET/CT has a high sensitivity and positive predictive value in prostate cancer patients with PI-RADS 1-3 on mpMRI. It can be used as a supplementary modality to mpMRI to guide clinical decision for patients with PI-RADS 1-3 and clinically suspected prostate cancer lesions.
10.Significance of the 50% hemolytic complement in hemolysis assessment and efficacy of eculizumab in patients with paroxysmal nocturnal hemoglobinuria
Ling LI ; Xiaoyi HUANG ; Xiaoqing DING ; Ziwei LIU ; Chen YANG ; Miao CHEN ; Jian YIN ; Bing HAN
Chinese Journal of Hematology 2025;46(9):860-864
This study retrospectively analyzed data from 25 patients with paroxysmal nocturnal hemoglobinuria (PNH) admitted to Peking Union Medical College Hospital and Dongfang Hospital of Beijing University of Chinese Medicine from January 2023 to June 2024. Patients receiving sufficient eculizumab treatment for at least 3 months and who completed hemolytic complex (CH50) level testing pre- and post-treatment for 3 and 6 months were selected. Blood routine, biochemistry, and the 50% CH50-related indicators were monitored pre- and post-treatment. Among these patients, 24 completed 6 months of treatment and CH50 testing. After 3 and 6 months of eculizumab treatment, all patients with PNH showed significant improvement in symptoms, with lactate dehydrogenase (LDH) levels decreasing from a baseline of (1 814.4 ± 924.8) U/L to (248.5 ± 61.0) U/L and (239.3 ± 44.8) U/L. Hemoglobin levels increased from a baseline of (73.9±14.4) g/L to (99.9 ± 21.3) g/L and (99.6 ± 19.8) g/L. The baseline CH50 level was (32.4±14.7) %, which decreased to 2.0% (1.0% –8.0% ) and 1.0% (1.0% –4.0% ) at 3 and 6 months posttreatment, respectively. At baseline, a linear correlation was found between CH50 and LDH levels ( P<0.001), and the trend of CH50 changes was significantly lower than LDH at 3 and 6 months post-treatment with eculizumab, with similar trends. However, no linear correlation was observed between CH50 and LDH levels or other parameters at 3 and 6 months of medication. Our case demonstrates that eculizumab is effective for PNH hemolysis treatment. The serum CH50 level may be a biomarker for complement blockade induced by eculizumab, which can, to some extent, reflect the intravascular hemolysis of PNH and the efficacy of eculizumab.

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