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.Predicting Postoperative Progression of Ossification of the Posterior Longitudinal Ligament in the Cervical Spine Using Interpretable Radiomics Models
Siyuan QIN ; Ruomu QU ; Ke LIU ; Ruixin YAN ; Weili ZHAO ; Jun XU ; Enlong ZHANG ; Feifei ZHOU ; Ning LANG
Neurospine 2025;22(1):144-156
Objective:
This study investigates the potential of radiomics to predict postoperative progression of ossification of the posterior longitudinal ligament (OPLL) after posterior cervical spine surgery.
Methods:
This retrospective study included 473 patients diagnosed with OPLL at Peking University Third Hospital between October 2006 and September 2022. Patients underwent posterior spinal surgery and had at least 2 computed tomography (CT) examinations spaced at least 1 year apart. OPLL progression was defined as an annual growth rate exceeding 7.5%. Radiomic features were extracted from preoperative CT images of the OPLL lesions, followed by feature selection using correlation coefficient analysis and least absolute shrinkage and selection operator, and dimensionality reduction using principal component analysis. Univariable analysis identified significant clinical variables for constructing the clinical model. Logistic regression models, including the Rad-score model, clinical model, and combined model, were developed to predict OPLL progression.
Results:
Of the 473 patients, 191 (40.4%) experienced OPLL progression. On the testing set, the combined model, which incorporated the Rad-score and clinical variables (area under the receiver operating characteristic curve [AUC] = 0.751), outperformed both the radiomics-only model (AUC = 0.693) and the clinical model (AUC = 0.620). Calibration curves demonstrated good agreement between predicted probabilities and observed outcomes, and decision curve analysis confirmed the clinical utility of the combined model. SHAP (SHapley Additive exPlanations) analysis indicated that the Rad-score and age were key contributors to the model’s predictions, enhancing clinical interpretability.
Conclusion
Radiomics, combined with clinical variables, provides a valuable predictive tool for assessing the risk of postoperative progression in cervical OPLL, supporting more personalized treatment strategies. Prospective, multicenter validation is needed to confirm the utility of the model in broader clinical settings.
3.Clinicopathologic characteristics,gene mutation profile,and prognostic analysis of patients with adrenal diffuse large B-cell lymphoma
Jiayin HE ; Siyuan CHEN ; Qing SHI ; Muchen ZHANG ; Hongmei YI ; Lei DONG ; Ying QIAN ; Li WANG ; Shu CHENG ; Pengpeng XU ; Weili ZHAO
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(9):1194-1201
Objective·To analyze the clinicopathologic characteristics,gene mutation profile,and prognostic factors of patients with adrenal diffuse large B-cell lymphoma(DLBCL).Methods·From March 2002 to December 2022,a total of 105 patients with adrenal DLBCL admitted to Ruijin Hospital,Shanghai Jiao Tong University School of Medicine were retrospectively analyzed for their clinicopathological data,survival outcomes,and prognostic factors.Patients'gene mutation profiles were evaluated by targeted sequencing of 152 lymphoma-related genes.Results·The median age of the patients was 62(15?82)years and the male-to-female ratio was 2.3∶1.Among them,63 patients(60.0%)were over 60 years old,22 patients(21.0%)had an Eastern Cooperative Oncology Group(ECOG)performance status of two or higher,87 patients(82.9%)were staged Ann Arbor Ⅲ?Ⅳ,92 patients(87.6%)had elevated serum lactate dehydrogenase(LDH)levels(above the upper limit of reference),84 patients(80.0%)had extranodal invasion in at least two organs,67 patients(63.8%)were of non-germinal center B-cell(non-GCB)origin,and 95 patients(90.5%)had an international prognosis index(IPI)scored over 2.With a median follow-up of 28.3(0.7?191.9)months,the estimated 2-year overall survival(OS)rate and progression-free survival(PFS)rate were 68.3%and 53.1%,respectively.The estimated 5-year OS rate and PFS rate were 52.6%and 44.0%,respectively.Among 93 patients who could be evaluated for clinical outcomes,62(66.7%)got a complete response(CR).Univariate analysis and multivariate Cox analysis revealed that age over 60 years was an adverse prognostic factor for PFS,and ECOG performance status of two or higher was an adverse prognostic factor for both OS and PFS.Targeted gene sequencing in 46 adrenal diffuse DLBCL patients showed high mutation frequencies in lysine methyltransferase 2D(KMT2D;n=17,37%),Pim-1 proto-oncogene,serine/threonine kinase(PIM1;n=17,37%),MYD88 innate immune signal transduction adaptor(MYD88;n=15,33%),CD79b molecule(CD79B;n=13,28%),and BTG anti-proliferation factor 2(BTG2;n=10,22%).Conclusion·Age over 60 years is an adverse prognostic factor for PFS,and ECOG performance status of two or higher is an adverse prognostic factor for both OS and PFS in patients with adrenal DLBCL.Patients exhibited high frequencies of KMT2D,PIM1,MYD88,CD79B,and BTG2 mutations,as well as an increased proportion of the MCD-like subtype.
4.Clinicopathologic characteristics,gene mutation profile,and prognostic analysis of diffuse large B-cell lymphoma with lung involvement
Siyuan CHEN ; Qing SHI ; Di FU ; Li WANG ; Shu CHENG ; Pengpeng XU ; Weili ZHAO
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(9):1214-1220
Objective·To investigate the clinicopathologic features,gene mutation profile,and real-world survival prognosis of diffuse large B-cell lymphoma(DLBCL)with pulmonary involvement.Methods·The clinical data of 110 patients with newly diagnosed,pathologically confirmed DLBCL and pulmonary involvement at Ruijin Hospital,Shanghai Jiao Tong University School of Medicine,between August 2003 and December 2022 were retrospectively collected and analyzed.Evaluation of the efficacy of treatment,survival analyses,and univariate and multivariate analyses were performed in 88 patients who received a first-line regimen based on rituximab in combination with cyclophosphamide,doxorubicin/epirubicine,vincristine,and prednisone(R-CHOP).A total of 74 patients underwent targeted DNA sequencing of 55 lymphoma-related genes and were evaluated for mutations.Results·Among the 110 patients,72(65.5%)were>60 years old,52(47.3%)were female,92(83.6%)presented with Ann Arbor stage Ⅲ?Ⅳ,20(18.2%)had ECOG scores≥2,75(68.2%)had elevated lactate dehydrogenase(LDH)levels,79(71.8%)had≥2 extranodal involvements,32(31.4%)were classified as germinal center B-cell subtype,22(26.8%)were diagnosed with double expressor lymphoma,and 4(4.6%)with double-hit lymphoma.Among the patients treated with R-CHOP-based first-line regimens,the objective response rate(ORR)was 68.2%,the 5-year progression-free survival(PFS)rate was 43.7%,and the 5-year overall survival(OS)rate was 65.4%.Univariate analysis showed that elevated LDH and ECOG score≥2 were poor prognostic factors for PFS and OS,and mutations in PIM1 and CD79B were poor prognostic factors for PFS among high-frequency mutations.Multivariate analysis showed that elevated LDH was an independent adverse prognostic factor for PFS(HR=2.47,95%CI 1.28?4.77)and OS(HR=2.71,95%CI 1.21 ? 6.07).Targeted sequencing results showed that PIM1(25.7%),MYD88(24.3%),TP53(18.9%),CD79B(17.6%),KMT2D(17.6%),and TNFAIP3(16.2%)were the high-frequency mutations with mutation rates over 15%.Conclusion·Elevated LDH is an independent adverse prognostic factor for PFS and OS in DLBCL with pulmonary involvement.Mutations in PIM1,MYD88,TP53,CD79B,KMT2D,and TNFAIP3 are frequently observed in this population.
5.Clinical and genetic characteristics of follicular lymphoma with bulky disease
Tianyuan XU ; Ruichi LI ; Rui SUN ; Nan WANG ; Shu CHENG ; Li WANG ; Pengpeng XU ; Weili ZHAO ; Zhong ZHENG
The Journal of Practical Medicine 2025;41(10):1502-1508
Objective To explore the characteristics and prognosis of follicular lymphoma(FL)with bulky disease under rituximab-based first-line treatment.Methods A retrospective analysis was conducted on 525 FL patients diagnosed between September 2009 and September 2021 who received rituximab as a first-line treat-ment[342 patients received rituximab combined with chemotherapy(R-chemo),183 patients received rituximab plus lenalidomide(R2)].The clinicopathologic characteristics,gene mutations,and prognosis of bulky FL patients were analyzed.Results Compared to non-bulky FL patients,bulky FL patients had a significantly higher proportion of lymph node≥5 sites,≥2 extranodal involvement,bone marrow involvement,elevated LDH,and a higher proportion in the high-risk group of FLIPI1 and FLIPI2.Gene sequencing revealed a significantly higher mutation rate of ZNF608 in bulky FL patients compared to non-bulky FL patients.In patients receiving R-chemo as the first-line treatment,there was no significant difference in progression-free survival(PFS)and overall survival(OS)between bulky and non-bulky FL patients.However,in patients treated with R2,the PFS and OS of bulky FL patients was significantly shorter.Conclusions Bulky FL patients compared to non-bulky FL patients have a significantly higher proportion of high-risk baseline characteristics.For bulky FL at diagnosis,chemo-free regimens require further exploration on the basis of R2.
6.Mechanism of miR-518a-5p/HDAC6 axis in DNA oxidative damage in ovarian cancer SKOV3 cells
Ling ZHU ; Weili CAI ; Chao LIU ; Guoying XU ; Miao ZHANG ; Yunfeng YE
Chinese Journal of Comparative Medicine 2025;35(3):71-81
Objective To investigate the mechanism of the miR-518a-5p/histone deacetylase 6(HDAC6)axis in DNA oxidative damage in ovarian cancer(OC)SKOV3 cells.Methods Expression levels of miR-518a-5p and HDAC6 mRNA in OC tissues and in various cancer cells(A2780,SKOV3,CAOV3)were detected by qRT-PCR.SKOV3 cells were separated into Control,miR-NC,miR-518a-5p mimics,miR-518a-5p mimics+pcDNA-NC,and miR-518a-5p mimics+pc-HDAC6 groups.Cell proliferation and apoptosis were analyzed by colony-forming assay and Hoechst 33258 staining.Expression of phosphorylated histone H2AX(γ-H2AX)was detected by immunofluorescence assay and reactive oxygen species(ROS)were detected by flow cytometry.HDAC6,Bcl-2-associated X protein(Bax),and B-cell lymphoma-2(Bcl-2)protein expression were analyzed by Western blot.The regulatory relationship between miR-518a-5p and HDAC6 was analyzed by dual luciferase assay.The effect and mechanism of miR-518a-5p on oxidative DNA damage in OC cells were studied in a xenotransplantation tumor model.Results miR-518a-5p expression was decreased and HDAC6 expression was increased in OC tissues and A2780,SKOV3,and CAOV3 cells(P<0.001).Expression levels of miR-518a-5p were lowest and expression levels of HDAC6 were highest in SKOV3 cells,and SKOV3 cells were therefore selected for subsequent experiments.miR-518a-5p expression,apoptosis rate,number of γ-H2AX-positive cells,relative ROS fluorescence intensity,and expression of Bax were all higher in the miR-518a-5p mimics group compared with the miR-NC group,while HDAC6 mRNA and protein expression,Bcl-2 expression,and colony-formation number were all lower(P<0.001).HDAC6 mRNA and protein expression,colony-formation number,and expression of Bcl-2 were higher in the miR-518a-5p mimics+pc-HDAC6 group compared with the miR-518a-5p mimics+pcDNA-NC group,and the apoptosis rate,number of γ-H2AX-positive cells,relative ROS fluorescence intensity,and expression of Bax were all lower(P<0.001).HDAC6 had a targeted regulatory relationship with miR-518a-5p.Overexpression of miR-518a-5p decreased tumor volume,weight,and HDAC6 protein expression in tumor tissues,and increased γ-H2AX expression in vivo(P<0.001).Upregulation of HDAC6 expression by overexpression of miR-518a-5p increased graft tumor volume,weight,and HDAC6 protein expression and decreased γ-H2AX-positive expression(P<0.05).Conclusions miR-518a-5p expression is reduced and HDAC6 expression is increased in OC tissues and cells.Overexpression of miR-518a-5p can induce oxidative DNA damage in SKOV3 cells by inhibiting HDAC6 expression,thereby inhibiting cell proliferation and promoting cell apoptosis.
7.Mechanism of miR-518a-5p/HDAC6 axis in DNA oxidative damage in ovarian cancer SKOV3 cells
Ling ZHU ; Weili CAI ; Chao LIU ; Guoying XU ; Miao ZHANG ; Yunfeng YE
Chinese Journal of Comparative Medicine 2025;35(3):71-81
Objective To investigate the mechanism of the miR-518a-5p/histone deacetylase 6(HDAC6)axis in DNA oxidative damage in ovarian cancer(OC)SKOV3 cells.Methods Expression levels of miR-518a-5p and HDAC6 mRNA in OC tissues and in various cancer cells(A2780,SKOV3,CAOV3)were detected by qRT-PCR.SKOV3 cells were separated into Control,miR-NC,miR-518a-5p mimics,miR-518a-5p mimics+pcDNA-NC,and miR-518a-5p mimics+pc-HDAC6 groups.Cell proliferation and apoptosis were analyzed by colony-forming assay and Hoechst 33258 staining.Expression of phosphorylated histone H2AX(γ-H2AX)was detected by immunofluorescence assay and reactive oxygen species(ROS)were detected by flow cytometry.HDAC6,Bcl-2-associated X protein(Bax),and B-cell lymphoma-2(Bcl-2)protein expression were analyzed by Western blot.The regulatory relationship between miR-518a-5p and HDAC6 was analyzed by dual luciferase assay.The effect and mechanism of miR-518a-5p on oxidative DNA damage in OC cells were studied in a xenotransplantation tumor model.Results miR-518a-5p expression was decreased and HDAC6 expression was increased in OC tissues and A2780,SKOV3,and CAOV3 cells(P<0.001).Expression levels of miR-518a-5p were lowest and expression levels of HDAC6 were highest in SKOV3 cells,and SKOV3 cells were therefore selected for subsequent experiments.miR-518a-5p expression,apoptosis rate,number of γ-H2AX-positive cells,relative ROS fluorescence intensity,and expression of Bax were all higher in the miR-518a-5p mimics group compared with the miR-NC group,while HDAC6 mRNA and protein expression,Bcl-2 expression,and colony-formation number were all lower(P<0.001).HDAC6 mRNA and protein expression,colony-formation number,and expression of Bcl-2 were higher in the miR-518a-5p mimics+pc-HDAC6 group compared with the miR-518a-5p mimics+pcDNA-NC group,and the apoptosis rate,number of γ-H2AX-positive cells,relative ROS fluorescence intensity,and expression of Bax were all lower(P<0.001).HDAC6 had a targeted regulatory relationship with miR-518a-5p.Overexpression of miR-518a-5p decreased tumor volume,weight,and HDAC6 protein expression in tumor tissues,and increased γ-H2AX expression in vivo(P<0.001).Upregulation of HDAC6 expression by overexpression of miR-518a-5p increased graft tumor volume,weight,and HDAC6 protein expression and decreased γ-H2AX-positive expression(P<0.05).Conclusions miR-518a-5p expression is reduced and HDAC6 expression is increased in OC tissues and cells.Overexpression of miR-518a-5p can induce oxidative DNA damage in SKOV3 cells by inhibiting HDAC6 expression,thereby inhibiting cell proliferation and promoting cell apoptosis.
8.Effect of the preservation of infrapatellar fat pad on pain,incision healing and function recovery in patients with knee osteoarthritis after joint replacement
Yang ZHAO ; Weili XU ; Xingxing LI ; Dong FANG ; Liang ZHOU ; Qiwei WANG ; Qiangbing DOU
Journal of Clinical Surgery 2025;33(3):321-324
Objective To explore the effect of the preservation of infrapatellar fat pad on pain,incision healing and function recovery in patients with knee osteoarthritis after joint replacement.Methods The clinical data of 127 patients with knee osteoarthritis who underwent joint replacement in the hospital from June 2019 to September 2022 were retrospectively collected.According to the preservation of infrapatellar fat pad,the subjects were divided into a control group(removing infrapatellar fat pad,67 cases)and an observation group(preserving infrapatellar fat pad,60 cases).The changes in length of patellar tendon,pain,knee function and range of motion were analyzed.The occurrence of adverse reactions was statistically analyzed.Results At 12 months after surgery,the length of patellar tendon was reduced.The length of patellar tendon in observation group[(38.8±6.24)mm]was longer than that in control group[(36.2±6.71)mm](P<0.05).Observation group of patellar tendon length rate is lower than the control group[(4.1±1.18)%vs(10.7±3.01)%],there was statistical significance between the two groups(P<0.05).Pain in both groups was alleviated at 1 month,3 months,6 months and 12 months after surgery.The changes in observation group were greater than those in control group(P<0.05).During follow-up,the incidence of adverse reactions in observation group(6.67%)was lower than that in control group(14.93%)(P>0.05).The range of motion and function of knee joint were improved at 12 months after surgery,and the improvement in observation group was greater than that in control group(P<0.05).Conclusion Preserving infrapatellar fat pad is more beneficial to relieving postoperative pain and restoring knee function in patients with knee osteoarthritis after joint replacement.Therefore,the intact infrapatellar fat pad should be preserved as possible in clinical practice.
9.Impact of perineural invasion upon chemotherapy duration and survival benefit in stageⅢ colon cancer
Jianxun CHEN ; Weili ZHANG ; Weifeng WANG ; Jibin LI ; Xiaojun WU ; Zhenhai LU ; Dongbo XU ; Junzhong LIN ; Jianhong PENG
Chinese Journal of Gastrointestinal Surgery 2025;28(1):58-66
Objective:To investigate the prognostic impact of perineural invasion in patients with stageⅢ colon cancer and to clarify its guidance value for the duration of postoperative adjuvant chemotherapy.Methods:This study employed a retrospective cohort study method. It analyzed 426 patients with stageⅢ colon cancer who underwent radical surgery at Sun Yat-sen University Cancer Center and Longyan First Affiliated Hospital of Fujian Medical University, between April 2008 and June 2020. Inclusion criteria: patients received at least 3 months of adjuvant CapeOX therapy post-surgery, had complete pathological data, and were followed up for at least 12 months after the last chemotherapy. Among these patients, 231 were male, the median age was 59 (50~67) years, and 263 tumors were located in the right-sided colon. Postoperative pathology indicated that 107 cases (25.12%) had neural invasion, and 131 patients (30.75%) had vascular tumor thrombus. All patients received at least 4 cycles of postoperative CapeOX adjuvant chemotherapy, with 193 patients receiving 8 cycles and 233 patients receiving 4 to 7 cycles of adjuvant chemotherapy. The study analyzed the impact of neural invasion status and the duration of adjuvant chemotherapy on disease-free survival (DFS). Furthermore, within subgroups stratified by different risk levels (referencing the criteria proposed by the IDEA study: high risk: T4, N2 or T4N2; low risk: T3N1) and different neural invasion statuses, the impact of the duration of adjuvant chemotherapy on prognosis was analyzed.Results:The median follow-up time for the entire cohort was 94.00 months (55.27-128.80 months). Multivariate Cox analysis indicated that pathological T stage T4 (HR = 2.457, 95%CI: 1.499-4.029, P<0.001) and postoperative pathological confirmation of perineural invasion (HR = 2.465, 95% CI: 1.519-4.000, P<0.001) were independent adverse prognostic factors for 5-year DFS. In the perineural invasion-positive group, the 5-year DFS for patients who received 8 cycles of postoperative adjuvant CapeOX chemotherapy was 86.90%, compared to 58.22% for those who received 4-7 cycles, with statistically significant differences (both P<0.05). In the perineural invasion-negative group, the 5-year DFS for patients who received 8 cycles was 88.66%, compared to 90.99% for those who received 4-7 cycles, with no statistically significant differences ( P=0.929). Among IDEA high-risk patients with perineural invasion, the 5-year DFS was 91.81% for those who received 8 cycles versus 50.66% for those who received 4-7 cycles, showing a statistically significant difference ( P=0.003). In IDEA high-risk patients without perineural invasion, the 5-year DFS for those who received 8 cycles was 82.28% compared to 87.32% for those who received 4-7 cycles, with no statistically significant difference ( P=0.806). In the IDEA low-risk patients, no differences were observed in the 5-year DFS between patients receiving 8 cycles and those receiving 4-7 cycles of adjuvant CapeOX chemotherapy in both perineural invasion-positive and negative subgroups (both P>0.05). Conclusion:Perineural invasion serves as a significant prognostic factor for 5-year DFS in stage Ⅲ colon cancer patients who have undergone radical surgery and postoperative adjuvant chemotherapy. It can also be considered an important reference factor in deciding the duration of postoperative adjuvant chemotherapy.
10.Analysis of the WHO Public Goods Governance Mechanism Based on the Theory of Five Elements of Global Governance
Jian YANG ; Weili ZHAO ; Ming XU
Chinese Health Economics 2025;44(2):28-33
Objective:Based on the theory of five elements,it aims to analyze the function and role of WHO in the governance of global public health products,and proposes improvement suggestions.Methods:WHO's public goods governance mechanism are examined from the five dimension of the theory of five elements.Results:WHO plays a central role in the governance of global public health products but faces challenges such as the malfunction of international organization regulation,countries'refusal to cooperate,and prejudice in vaccination.Many actions have been implemented by WHO,including policy formulation,technical support provision,implementation of action plans,and improvement of collaboration,to address different problems in the governance of global public health products.Conclusion:WHO is indispensable in promoting global health equity and safety,but it needs to further clarify its strategic positioning of public health products,optimize relevant governance mechanisms,and strengthen capacity building.China can strengthen cooperation within the WHO framework to jointly address global health challenges,share experience and technology,and help improve public health capabilities in public health products.

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