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.Detection and drug resistance trends of carbapenem-resistant Klebsiella pneumoniae strains causing hospital-acquired and community-acquired infections
Xiarong CHEN ; Huaping ZHANG ; Dongyong YANG ; Dandan HUANG ; Lanxin CHEN ; Yinong ZHANG ; Jiru HONG ; Xiaoyi ZHANG ; Xiane PENG
Chinese Journal of Nosocomiology 2025;35(14):2159-2163
OBJECTIVE To observe the detection and drug resistance of carbapenem-resistant Klebsiella pneumoni-ae(CRKP)strains causing hospital-acquired infections(HAI)and community-acquired infections(CAI)in recent years so as to provide bases for prevention and control of CRKP infection and reasonable clinical use of antibiotics.METHODS A total of 3444 patients who were diagnosed with Klebsiella pneumonia infection and were hospitalized in the 2nd Affiliated Hospital of Fujian Medical University from Jan.1,2017 to Dec.31,2023 were recruited as the research subjects.Totally 230 patients with CRKP infection were chosen based on the result of drug susceptibility testing,73 of whom had HAI,and 157 had CAI.The isolation rate of CRKP strains,popula-tion distribution,specimens sources and drug resistance rates were observed and compared between the patients with HAI and the patients with CAI.RESULTS The total isolation rate of CRKP strains was 6.68%(230/3444).There was no difference in the sex of the patients with CRKP infection between the HAI patients and the CAI patients,however,the isolation rate of the CRKP strains from the patients aged between 18 and 45 years old was higher in the HAI group than in the CAI group(P<0.05).The isolation rates of CRKP strains causing the two types of infections increased year by year,showing a remarkable increasing amplitude in 2022-2023,with the HAI increasing from 9.33%to 20.67%,the CAI increasing from 5.54%to 15.03%.The lower respiratory tract,urinary tract and bacteremia were the most common infection sites,the detection rate of soft tissue infec-tions was higher among the patients with HAI than among the patients with CAI(P=0.047).CRKP strains cau-sing HAI showed the highest isolation rate(33.33%)in catheter specimens,and the isolation rate of CRKP strains in pus specimens was higher among the HAI patients than among the CAI patients(P=0.011).The isola-tion rate of CRKP strains in sputum specimens of the CAI patients raised four times in 2023 as compared with that in 2022.The drug resistance rates of the CRKP strains to 25 types of antibiotics were relatively high and showed upward trends;the drug resistance rate of the HAI-KPN strains to imipenem was 48.78%,higher than 7.09%of the CAI-KPN strains(P<0.001),and there were no significant differences in the drug resistance rates to other carbapenems between the CAI-KPN strains and the HAI-KPN strains.CONCLUSIONS The isolation rates of the CRKP strains causing the HAI and CAI are increasing year by year.The clinical invasive procedures and community-acquired respiratory tract infections are the key points for prevention and control.It is necessary to in-tensify the hospital-community cooperative prevention and control system based on the isolation rates and drug re-sistance rates of the CRKP strains,and take comprehensive prevention and control measures so as to curb the transmission of the drug-resistant strains.
3.Application of bidirectional social support in elderly patients with maintenance hemodialysis
Cheng ZHANG ; Xiaoyi WANG ; Wenjuan YANG ; Mengru LIU ; Fei HE
Chinese Journal of Nursing 2025;60(7):813-819
Objective To explore the basis of PERMA on the overall well-being and social support of elderly patients with maintenance hemodialysis(MHD).Methods A total of 60 elderly patients with MHD were selected from the blood purification center of a tertiary A hospital in Zhejiang Province from January to December 2022 as the study subjects.According to the different disease areas of the patients,they were randomly divided into an experimental group or a control group.Finally,30 patients were included in each group.The control group received routine care,and the experimental group received another 4-week bidirectional social support intervention based on the PERMA model.General well-being scale,social support rating scale,sleep duration,activity duration were used to evaluate the effect before intervention,4 weeks after intervention and 1 month after intervention.Results The results of repeated measurement ANOVA showed that there were statistically significant differences in general happiness score,social support score,sleep duration and activity duration in terms of time effect(P<0.05),while there were statistically significant differences in general happiness score,social support score and sleep duration in terms of inter-group effect(P<0.05).Social support score and sleep duration had statistically significant interac-tion effects(P<0.05).Conclusion The bidirectional social support intervention based on well-being PERMA model can enhance the general well-being and social support level of elderly patients with MHD,and improve the sleep and activity status of elderly patients with MHD.
4.Effect of coping styles and psychological suzhi on relationship between depression and stressors in postgraduates
Chun YANG ; Dehua WU ; Xiaoyi LIU ; Yang CHEN ; Zhongjing YUAN ; Huazhan YIN
Chinese Mental Health Journal 2025;39(2):180-185
Objective:To explore the relationship between depressive symptoms and stressors among post-graduates and the role of coping styles and psychological suzhi between them.Methods:A total of 775 postgradu-ates were recruited.They were assessed with the Center for Epidemiological Studies Depression Scale(CES-D),Psychological Stressors Scale of Postgraduates(PSSP),Simplified Coping Style Questionnaire(SCSQ),and Col-lege Students Psychological Suzhi Brief Mental Health Version(CSPS-B-MH).Results:The detection rate of de-pression among postgraduates was 52.0%.Postgraduate stressors were positively associated with depression(β=0.47).Coping styles played a partial mediating role in the relationship between stressors and depression in postgrad-uates,with the mediation effect accounting for 24.76%of the total effect.Psychological suzhi was shown to moder-ate the effect of stressors on depression(β=-0.07)and positive coping on depression(β=-0.05).Conclusion:Postgraduate stressors could affect depression through the mediating role of coping styles and the moderating role of psychological suzhi.
5.Detection and drug resistance trends of carbapenem-resistant Klebsiella pneumoniae strains causing hospital-acquired and community-acquired infections
Xiarong CHEN ; Huaping ZHANG ; Dongyong YANG ; Dandan HUANG ; Lanxin CHEN ; Yinong ZHANG ; Jiru HONG ; Xiaoyi ZHANG ; Xiane PENG
Chinese Journal of Nosocomiology 2025;35(14):2159-2163
OBJECTIVE To observe the detection and drug resistance of carbapenem-resistant Klebsiella pneumoni-ae(CRKP)strains causing hospital-acquired infections(HAI)and community-acquired infections(CAI)in recent years so as to provide bases for prevention and control of CRKP infection and reasonable clinical use of antibiotics.METHODS A total of 3444 patients who were diagnosed with Klebsiella pneumonia infection and were hospitalized in the 2nd Affiliated Hospital of Fujian Medical University from Jan.1,2017 to Dec.31,2023 were recruited as the research subjects.Totally 230 patients with CRKP infection were chosen based on the result of drug susceptibility testing,73 of whom had HAI,and 157 had CAI.The isolation rate of CRKP strains,popula-tion distribution,specimens sources and drug resistance rates were observed and compared between the patients with HAI and the patients with CAI.RESULTS The total isolation rate of CRKP strains was 6.68%(230/3444).There was no difference in the sex of the patients with CRKP infection between the HAI patients and the CAI patients,however,the isolation rate of the CRKP strains from the patients aged between 18 and 45 years old was higher in the HAI group than in the CAI group(P<0.05).The isolation rates of CRKP strains causing the two types of infections increased year by year,showing a remarkable increasing amplitude in 2022-2023,with the HAI increasing from 9.33%to 20.67%,the CAI increasing from 5.54%to 15.03%.The lower respiratory tract,urinary tract and bacteremia were the most common infection sites,the detection rate of soft tissue infec-tions was higher among the patients with HAI than among the patients with CAI(P=0.047).CRKP strains cau-sing HAI showed the highest isolation rate(33.33%)in catheter specimens,and the isolation rate of CRKP strains in pus specimens was higher among the HAI patients than among the CAI patients(P=0.011).The isola-tion rate of CRKP strains in sputum specimens of the CAI patients raised four times in 2023 as compared with that in 2022.The drug resistance rates of the CRKP strains to 25 types of antibiotics were relatively high and showed upward trends;the drug resistance rate of the HAI-KPN strains to imipenem was 48.78%,higher than 7.09%of the CAI-KPN strains(P<0.001),and there were no significant differences in the drug resistance rates to other carbapenems between the CAI-KPN strains and the HAI-KPN strains.CONCLUSIONS The isolation rates of the CRKP strains causing the HAI and CAI are increasing year by year.The clinical invasive procedures and community-acquired respiratory tract infections are the key points for prevention and control.It is necessary to in-tensify the hospital-community cooperative prevention and control system based on the isolation rates and drug re-sistance rates of the CRKP strains,and take comprehensive prevention and control measures so as to curb the transmission of the drug-resistant strains.
6.To explore the application of SP-based medical record writing training in prosthodontics practice
Xueling LI ; Liulin JIANG ; Yitong YAO ; Zhichao HAO ; Maodan WU ; Xiaoyi DENG ; Ling YANG
STOMATOLOGY 2025;45(2):129-133
Objective To evaluate the practice effect of medical record writing training based on standardized patients and explore its application in prosthodontics practice.Methods Seventy-one undergraduate interns were randomly divided into two groups.At the first week of clinical practice,the test group(n=35)adopted the SP-based medical record writing training,and after the training,the students'evaluation of the teaching effect was investigated by questionnaire.And the control group(n=36)received traditional lectured medical record writing training.One week later,the same medical record writing exam was performed in the two groups.The scores of medical record writing of different teaching model were compared,and the evaluation of the teaching effect in the test group was carried out.Results The exam score of medical record writing of the test group(88.80±4.60)was significantly higher than that of the control group(84.92±5.51),and the difference was statistically significant(P=0.002).88.57%of the students in the test group were satisfied with the SP-based medical record writing training.The satisfaction score was 8.94.Conclusion Medical record writing training is a long-term clinical practice.SP-based medical record writing training is helpful to improve the medical record writing quality of medical students.
7.Pathological diagnosis of solid pancreatic lesions with endoscopic ultrasound-guided fine needle aspiration: a series study of 311 cases
Xiaoxiao WEN ; Xiaoyi LIU ; Jinfeng CUI ; Lichao ZHANG ; Wenxuan LIU ; Haiyan YANG ; Yuan WANG ; Li YI ; Lei LOU ; Juan WANG ; Yuehong LI ; Wenxin WU ; Xianghong ZHANG
Chinese Journal of Pathology 2025;54(1):52-58
Objective:To investigate the combined application of cytology, cell block histology and immunohistochemistry to improve the diagnostic accuracy of solid pancreatic lesions in endoscopic ultrasound-guided fine needle aspiration (EUS-FNA) samples.Methods:The pathological data of EUS-FNA in 311 cases of solid pancreatic lesions submitted to the Second Hospital of Hebei Medical University, Shijiazhuang, China from May 2019 to September 2023 were retrospectively analyzed. The cases included pancreatic ductal adenocarcinoma (PDAC, 172 cases), solid pseudopapillary neoplasm (SPN, 12 cases), neuroendocrine tumors (PNET, 14 cases) and chronic pancreatitis (113 cases). The cytological features of smears, the histology of cell block sections and the diagnostic markers in PDAC, SPN and PNET were analyzed. The diagnostic accuracies of cytology, cell block histology/immunohistochemistry and combination of the two methods for classifying these pancreatic solid lesions were evaluated.Results:Irregular arrangement of atypical (cancer) cells, anisonucleosis and nuclear atypia were the typical cytological features of PDAC, while presence of pseudopapillae with a myxoid/hyalinized fibrovascular core and low adhesion/salt-and-pepper chromatin were diagnostic features of SPN and NET, respectively. Immunohistochemical results showed that CK7 and CK19 were the most sensitive markers of pancreatic ductal epithelia, and the diffuse strong expression of S-100P (102/111, 91.9%) and aberrant expression of p53 (80/111, 72.1%) were important immunophenotypic markers of PDAC. Various degrees of CDX2 expression could be found in 66.4% PDAC. The expression of CD10, PR, vimentin, CD99 and cyclinD1 and the aberrant expression of β-catenin were the immunophenotypic features of SPN, while the expression of CgA, Syn and CD56 were indispensable immunemarkers for the diagnosis of PNET. Overall, cytology had higher sensitivity than cell block histology (93.9% versus 82.8%) and lower specificity (92.9% versus 99.1%), while the combination of the two methods significantly improved the sensitivity to 96.9% in solid pancreatic lesions. The combination of cytology and cell block histology could significantly improve the diagnostic efficacy of EUS-FNA in PDAC.Conclusions:Integrated diagnosis based on cytology (including rapid on-site evaluation), cell block histology and immunohistochemical findings could significantly improve the diagnostic yield of EUS-FNA in classifying solid pancreatic lesions.
8.Effects of periodontal ligament stem cells-derived exosomes on biological characteristics of periodontal ligament stem cells in an inflammatory environment
Zhiliang JIANG ; Yaxin LUO ; Zhengqi HU ; Li YANG ; Chanchan YANG ; Hong CHEN ; Xiaoyi LIU ; Yan HUANG ; Kun YANG
Chinese Journal of Tissue Engineering Research 2025;29(13):2744-2752
BACKGROUND:In recent years,the application of exosomes of periodontal ligament stem cells in periodontal tissue regeneration engineering has been widely studied,but the effect of exosomes on periodontal ligament stem cells derived from inflammatory environment is still unclear.OBJECTIVE:To investigate the effects of exosomes secreted by periodontal ligament stem cells from healthy and inflammatory environments on the proliferation and differentiation of periodontal ligament stem cells from inflammatory environments.METHODS:Human periodontal ligament stem cells from healthy and inflammatory tissues were isolated and cultured by enzyme digestion method.Exosomes were extracted from two kinds of periodontal ligament stem cells using ultracentrifugation.Passage 3 periodontal ligament stem cells derived from inflammatory tissue were selected and cultured in three groups.Cells in the blank group were cultured routinely.The healthy exosome group was added with exosomes secreted by peripheral ligament stem cells derived from healthy tissue.The inflammatory exosome group was added with exosomes secreted by human periodontal ligament stem cells derived from inflammatory tissue.Cell proliferation and cloning were detected.The expression of alkaline phosphatase,the formation of mineralized nodules,and the expression of mRNA and protein of genes related to osteogenesis were detected under osteogenic differentiation.RESULTS AND CONCLUSION:(1) CCK-8 assay and clonal formation test showed that compared with the blank group,two kinds of exosomes could promote the proliferation and colony formation of periodontal ligament stem cells from inflammatory tissue (P<0.05),and the effect of the healthy exosome group was stronger than that of the inflammatory exosome group (P<0.05).(2) Alkaline phosphatase and alizarin red staining showed that compared with the blank group,the two kinds of exosomes could promote the expression of alkaline phosphatase and the formation of mineralized nodules in periodontal ligament stem cells from inflammatory tissue,and the promoting effect of the healthy exosome group was stronger than that of the inflammatory exosome group.RT-PCR and western blot assay showed that compared with the blank group,the two kinds of exosomes could promote the expression of alkaline phosphatase,RUNX2,and type Ⅰ collagen mRNA and protein in periodontal ligament stem cells from inflammatory tissue (P<0.05).The promoting effect of the healthy exosome group was stronger than that of the inflammatory exosome group (P<0.05).(3) The results showed that exosomes secreted by human periodontal ligament stem cells could promote the proliferation and osteogenic differentiation of periodontal ligament stem cells derived from inflammatory environments,and the promoting effect of exosomes secreted by human periodontal ligament stem cells derived from healthy tissues was better than that from human periodontal ligament stem cells derived from inflammatory tissues.
9.Research progress on intelligent diagnosis of eye diseases based on facial photos
Hanwen XU ; Moxin CHEN ; Xiaoyi LIANG ; Qin SHU ; Wanqin NIE ; Xuefeng YANG ; Minxuan SHEN ; Xiaojing LI ; Yu CAO ; Lin LI
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(9):1249-1255
The number of patients with eye diseases in China is enormous,and the negative effects of these conditions,such as impaired visual function,psychological burdens,and restricted social participation,are becoming increasingly severe.Due to the limited and unevenly distributed ophthalmic resources,and the significant limitations of traditional diagnostic and therapeutic approaches in terms of accuracy and efficiency,there is an urgent need for more sensitive and efficient modalities.With the rapid advancement of artificial intelligence technology,ophthalmic diagnosis has entered a new stage of intelligent transformation.Facial photos,as a noninvasive and convenient medium,show unique advantages in eye disease diagnosis.Artificial intelligence systems based on facial photo analysis have been applied to the screening and diagnosis of conditions such as myopia,strabismus,ptosis,and thyroid eye disease,showing promising results.This review introduces the workflow of intelligent diagnosis for ocular diseases based on facial photographs,with a focus on recapitulating relevant research findings both domestically and internationally in recent years.It summarizes the innovative features and application advantages of intelligent diagnosis systems for eye diseases based on facial photos,analyzes the current technical bottlenecks and challenges in application,proposes corresponding countermeasures,and discusses future development directions,aiming to provide references and new insights for the intelligent screening and diagnosis of eye diseases.
10.Effect of coping styles and psychological suzhi on relationship between depression and stressors in postgraduates
Chun YANG ; Dehua WU ; Xiaoyi LIU ; Yang CHEN ; Zhongjing YUAN ; Huazhan YIN
Chinese Mental Health Journal 2025;39(2):180-185
Objective:To explore the relationship between depressive symptoms and stressors among post-graduates and the role of coping styles and psychological suzhi between them.Methods:A total of 775 postgradu-ates were recruited.They were assessed with the Center for Epidemiological Studies Depression Scale(CES-D),Psychological Stressors Scale of Postgraduates(PSSP),Simplified Coping Style Questionnaire(SCSQ),and Col-lege Students Psychological Suzhi Brief Mental Health Version(CSPS-B-MH).Results:The detection rate of de-pression among postgraduates was 52.0%.Postgraduate stressors were positively associated with depression(β=0.47).Coping styles played a partial mediating role in the relationship between stressors and depression in postgrad-uates,with the mediation effect accounting for 24.76%of the total effect.Psychological suzhi was shown to moder-ate the effect of stressors on depression(β=-0.07)and positive coping on depression(β=-0.05).Conclusion:Postgraduate stressors could affect depression through the mediating role of coping styles and the moderating role of psychological suzhi.

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