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.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.
3.Research progress on rehabilitation motivation in cancer patients
Yiru WANG ; Hong WANG ; Xiao AN ; Zhicong ZHOU ; Xu SUN ; Xiaoyi LIU ; Ziwei TONG
Chinese Journal of Nursing 2025;60(12):1512-1517
Rehabilitation is an effective measure to improve the quality of life for cancer patients,and strong rehabilitation motivation is an important influencing factor for patients' compliance with rehabilitation.This paper mainly reviews the concepts,assessment tools,influencing factors,and intervention strategies of rehabilitation motivation in cancer patients,with the aim of providing references for medical staff to improve the level of rehabilitation compliance in cancer patients and develop targeted rehabilitation management strategies.
4.Diagnostic analysis of occupational acute high altitude disease
Lin XU ; Weihui LIANG ; Xiaoyi LI ; Li HUANG
China Occupational Medicine 2025;52(6):669-671
Objective To analyze occupational exposure histories and clinical manifestations in three cases of occupational high altitude disease, and to identify key diagnostic points and prevention and treatment strategies. Methods The basic information, clinical characteristics, and occupational hazard exposure history of three patients with occupational high altitude disease were conducted using the retrospective analysis. Results The reason of these three pariticipants who visited high-altitude areas was work requirements. Case 1 experienced recurrent symptoms of altitude reactions during the prodromal stage and was clinically diagnosed with "high altitude sickness and cerebral edema". During transportation to a lower-altitude area, the patient passed through an area with a higher altitude (4 700 m), resulting in deterioration of the condition. Case 2 developed an upper respiratory tract infection and subsequently engaged in aerobic exercise, which aggravated the condition, eading to coughing up pink frothy sputum, followed by cerebral edema and bilateral pulmonary edema. Both cases developed acute cerebral edema and/or acute pulmonary edema due to severe hypobaric hypoxia and were diagnosed with occupational acute high altitude disease according to the GBZ 92-2008 Diagnostic Criteria of Occupational High Altitude Disease. Case 3 mainly presented with hearing loss, without clinical manifestations of high-altitude pulmonary edema or high-altitude cerebral edema, and thus could not be diagnosed with occupational acute high altitude disease. ConclusionThe key diagnostic criteria for occupational acute high altitude disease include a recent occupational history of working in high altitude environments and the presence of clinical manifestations of high altitude pulmonary edema or high altitude cerebral edema, with exclusion of other diseases presenting with similar symptoms. Preventive measures should be taken before workers enter high-altitude areas. Early symptoms of occupational high altitude disease are easily overlooked, so it is crucial to remain vigilant for warning signs and provide timely treatment.
5.Research progress on rehabilitation motivation in cancer patients
Yiru WANG ; Hong WANG ; Xiao AN ; Zhicong ZHOU ; Xu SUN ; Xiaoyi LIU ; Ziwei TONG
Chinese Journal of Nursing 2025;60(12):1512-1517
Rehabilitation is an effective measure to improve the quality of life for cancer patients,and strong rehabilitation motivation is an important influencing factor for patients' compliance with rehabilitation.This paper mainly reviews the concepts,assessment tools,influencing factors,and intervention strategies of rehabilitation motivation in cancer patients,with the aim of providing references for medical staff to improve the level of rehabilitation compliance in cancer patients and develop targeted rehabilitation management strategies.
6.Functional study of M1/M2 macrophages in the progression of oral squamous cell carcinoma
Xu XIAOYI ; Wang BIN ; Yang MENGMENG ; Shen JUN
Chinese Journal of Clinical Oncology 2025;52(7):325-330
Objective:This study aimed to identify potential prognostic and biotherapeutic targets for oral squamous cell carcinoma(OSCC)by investigating the regulatory effects of M1/M2 macrophages on OSCC progression and their underlying mechanisms.Methods:The ef-fects of M1/M2 macrophages on the proliferation,migration,invasion,and apoptosis of SCC-15 cells were examined.Immunohistochemical staining was used to detect the expression of CD68 and M2 macrophage marker proteins in human OSCC tissue microarrays,and their cor-relations with clinicopathological features were analyzed.Results:M1 macrophages promoted apoptosis of SCC-15 cells while inhibiting their proliferation,migration,and invasion.In contrast,M2 macrophages exhibited the opposite effects.The infiltration density of tumor-associ-ated macrophages(TAMs)in OSCC tissues was significantly positively correlated(P<0.05)with lymph node metastasis.Conclusions:M1 mac-rophages suppress OSCC progression,whereas M2 macrophages promote it.
7.Rehabilitation effects based on immersive virtual reality as a treatment for peripheral vestibular dysfunction:a Meta-analysis
Xiaoyi LIU ; Hong WANG ; Zhicong ZHOU ; Xu SUN ; Yiru WANG ; Ziwei TONG ; Xiaoying LIU
Chinese Journal of Nursing 2025;60(9):1140-1146
Objective To systematically evaluate the rehabilitation effect of immersive virtual reality technology for patients with peripheral vestibular dysfunction,and to provide theoretical basis and practical guidance for the design of efficient rehabilitation training programs.Methods PubMed,Embase,Cochrane Library,Web of Science,CINAHL,CNKI,Wanfang Database,VIP Database,and China Biomedical Literature Database were searched for randomized controlled trials on the intervention effect of immersive virtual reality technology in patients with peripheral vestibular dysfunction from inception to February 2025.RevMan5.4 software was used to perform meta-analysis of the literature that met the quality standards.Results A total of 10 papers with 491 patients with peripheral vestibular dysfunction were included.Meta-analysis showed that immersive virtual reality technology improved vertigo symptoms in patients with peripheral vestibular dysfunction compared with conventional vestibular rehabilitation care[SMD=-1.41,95%CI(-1.58,-0.70),P<0.001],and subgroup analysis showed that the frequency of intervention was<5 times/week[SMD=-1.31,95%CI=(-1.96,-0.66),P<0.001],single intervention duration<30 min[SMD=-1.45,95%CI=(-2.21,-0.70),P<0.001],and intervention period≤7 weeks[SMD=-1.49,95%CI(-2.04,-0.94),P<0.001]were more significant.Immersive virtual reality technology reduced the risk of falls[MD=4.66,95%CI(3.84,5.48),P<0.001],and improved anxiety and depression[SMD=2.65,95%CI(1.98,3.33),P<0.001].Conclusion Immer-sive virtual reality technology improves vertigo symptoms,reduces the risk of falls,and improves anxiety and depres-sion symptoms in patients with peripheral vestibular dysfunction,in which the intervention period of ≤7 weeks,<5 training sessions per week,and each training session of<30 min are better for improving vertigo symptoms in patients with peripheral vestibular dysfunction.
8.Ancient data mining on drug characteristics of knee osteoarthritis
Zihan MENG ; Yueyue YU ; Xiaoyi SHI ; Xinyu MA ; Dingding WU ; Xu ZHANG ; Heyi LI ; Jingya WANG ; Liyuan ZHANG ; Heli ZHAO
China Modern Doctor 2025;63(12):1-4,48
Objective To analyze ancient prescriptions for knee osteoarthritis(KOA),and explore their application patterns,for providing clinical reference value.Methods Prescriptions were collected from ancient documents,and a database was created by using Excel 2016 for frequency analysis.Association rules and hidden structures were analyzed by using SPSS Modeler 18.0 and Lantern 5.0.Results A total of 373 prescriptions and 421 herbs were collected,with 3894 times of frequency of medication.Danggui was the most frequently used herb.Herbs primarily tonified deficiencies,relieved exterior symptoms,and expelled wind-dampness,with warm properties and pungent,sweet,or bitter tastes,mainly targeting the spleen and kidney meridians.Thirteen strong association rules were identified,including Chuanxiong+Niuxi-Danggui,and Bixie-Niuxi.Hidden structure analysis revealed 10 variables,leading to 4 clusters and 4 core prescriptions.Common syndromes included wind-damp,wind-cold-damp,wind-damp-heat,and qi-blood deficiency.Conclusion The treatment of KOA in ancient literature focuses on dispelling wind and removing dampness,taking into account both positive deficiency and evil excess,flexible use of tonifying spleen and kidney,clearing dampness-heat,tonifying Qi and blood and other drugs.
9.Glomerular galactose-deficient IgA1 positive may be associated with poor prognosis in diabetic nephropathy patients
Xiaoyi XU ; Weiyi GUO ; Hong CHENG ; Lijun SUN ; Guoqin WANG ; Wenrong CHENG ; Hongrui DONG
Chinese Journal of Nephrology 2025;41(1):22-30
Objective:To investigate the different clinical characteristics and prognosis of patients with diabetic nephropathy (DN) accompanied by IgA deposition diagnosed by renal biopsy.Methods:The study was a retrospective cohort study. Clinical and pathological data of patients diagnosed with DN through renal biopsy in Beijing Anzhen Hospital affiliated to Capital Medical University from January 1, 2010 to March 31, 2023 were retrospectively collected. The clinical and pathological characteristics and prognosis of DN patients with IgA deposition and DN control group patients without IgA deposition were compared. Immunofluorescence staining was used to detect the intensity of galactose-deficient IgA1 (Gd-IgA1) staining in renal tissue of DN patients with DN IgA deposition, and grouping was performed according to whether the staining intensity was≥2+. Enzyme linked immunosorbent assay was used to detect the serum level of Gd-IgA1 in patients. A 50% decrease in estimated glomerular filtration rate (eGFR) from baseline or progression to end-stage renal disease within 5 years was defined as a renal endpoint event, and Kaplan-Meier survival analysis and Log-rank test were used to compare the difference in cumulative incidence of renal endpoint events between two groups of patients.Results:A total of 101 DN patients were enrolled in this study, including 68 males (67.3%) and 33 females (32.7%), with age of (52.2±10.3) years and a median follow-up time of 13.5(4.8, 26.3) months. There were 44 patients with IgA deposition (43.6%) and 57 patients without IgA deposition (56.4%). Compared with DN control group, Kaplan-Meier analysis showed that DN patients with IgA deposition had a higher cumulative incidence of renal endpoint within 5 years ( χ2=6.473, P=0.011). The proportion of positive glomerular Gd-IgA1 (KM55) staining in the DN patients with IgA deposition was 54.5% (24/44), and immunofluorescence examination showed consistent distribution of Gd-IgA1 and IgA in the glomerular mesangial and capillary regions. The serum level of Gd-IgA1 in the glomerular Gd-IgA1 positive patients was significantly higher than that in those negative patients [(6 296.4± 1 535.4) μg/L vs. (4 057.4±1 082.0) μg/L, t=-3.037, P=0.010]. In DN patients with IgA deposition, the age of the subgroup with endpoint events was younger [(42.8±6.9) years vs. (53.3±9.4) years, t=-3.440, P=0.002], the duration of proteinuria was shorter [6.0(1.0, 22.0) months vs. 12.0(10.0, 36.0) months, Z=-2.150, P=0.032], and the proportion of patients with glomerular Gd-IgA1 staining intensity ≥2+ was higher [Fisher'exact test, 30.8%(4/13) vs. 0(0/20), P=0.017]. Kaplan-Meier survival analysis showed that patients with glomerular Gd-IgA1 staining intensity≥2+ had a significantly higher cumulative incidence of renal endpoint events ( χ2=4.846, P=0.028). Conclusion:DN patients with glomerular IgA deposition and Gd-IgA1 positivity may be associated with worse prognosis.
10.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.

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