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.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.
3.Impact of different blood transfusion thresholds on clinical outcomes in children with severe traumatic brain injury
Jian JI ; Quan WANG ; Zheng LI ; Boliang FANG ; Shijie LI ; Xiaoyi LIU
Chinese Journal of Pediatrics 2025;63(12):1331-1335
Objective:To explore the impact of different blood transfusion thresholds on clinical outcomes in children with severe traumatic brain injury (TBI).Methods:A retrospective cohort study was conducted. Clinical data was collected from 64 children with severe TBI who received red blood cell transfusions and were admitted to the Pediatric Intensive Care Unit (PICU) of Beijing Children′s Hospital between January 2020 and December 2024. Data included basic clinical characteristics, mortality rate, neurological recovery (measured by Glasgow coma scale (GCS) at discharge, pediatric cerebral performance category (PCPC) score), length of stay in the PICU, duration of mechanical ventilation, and incidence of complications. Patients were divided into a liberal transfusion group (hemoglobin >70-<100 g/L at first transfusion) and a restrictive transfusion group (hemoglobin ≤70 g/L at first transfusion). Stratified analysis was performed based on age (children >5 and children ≤5 years old). Comparisons between groups were conducted using the independent samples t test, Mann-Whitney U test, χ2 test or Fisher′s exact test. Results:Among the 64 children with severe TBI (43 males and 21 females), the age was 4.9 (2.3, 10.0) years. There were 33 cases in the liberal transfusion group and 31 cases in the restrictive transfusion group. No statistically significant differences were observed in baseline data, including gender, age, trauma mechanism, GCS at admission, surgical intervention, presence of multiple injuries, or comorbidities (sepsis, shock, ventilator-associated pneumonia and acute kidney injury) between the 2 groups (all P>0.05). There were no statistically significant differences between the liberal and restrictive transfusion groups in mortality rate, GCS and PCPC score at discharge, length of PICU stay, duration of mechanical ventilation, or transfusion volume (all P>0.05). In the stratified analysis, 38 children aged over 5 years were included. The restrictive transfusion subgroup, which included 19 children, had a significantly longer PICU length of stay compared to the liberal transfusion subgroup, which also included 19 children (29.5 (18.0, 36.3) vs. 17.0 (6.3, 25.8) d, Z=2.11, P=0.035). Conclusions:There were no significant differences in PICU mortality or neurological functional recovery between the liberal and restrictive blood transfusion strategies in children with severe TBI. However, among children aged over than 5 years, a restrictive transfusion strategy might be associated with a longer length of PICU stay.
4.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.
5.Impact of different blood transfusion thresholds on clinical outcomes in children with severe traumatic brain injury
Jian JI ; Quan WANG ; Zheng LI ; Boliang FANG ; Shijie LI ; Xiaoyi LIU
Chinese Journal of Pediatrics 2025;63(12):1331-1335
Objective:To explore the impact of different blood transfusion thresholds on clinical outcomes in children with severe traumatic brain injury (TBI).Methods:A retrospective cohort study was conducted. Clinical data was collected from 64 children with severe TBI who received red blood cell transfusions and were admitted to the Pediatric Intensive Care Unit (PICU) of Beijing Children′s Hospital between January 2020 and December 2024. Data included basic clinical characteristics, mortality rate, neurological recovery (measured by Glasgow coma scale (GCS) at discharge, pediatric cerebral performance category (PCPC) score), length of stay in the PICU, duration of mechanical ventilation, and incidence of complications. Patients were divided into a liberal transfusion group (hemoglobin >70-<100 g/L at first transfusion) and a restrictive transfusion group (hemoglobin ≤70 g/L at first transfusion). Stratified analysis was performed based on age (children >5 and children ≤5 years old). Comparisons between groups were conducted using the independent samples t test, Mann-Whitney U test, χ2 test or Fisher′s exact test. Results:Among the 64 children with severe TBI (43 males and 21 females), the age was 4.9 (2.3, 10.0) years. There were 33 cases in the liberal transfusion group and 31 cases in the restrictive transfusion group. No statistically significant differences were observed in baseline data, including gender, age, trauma mechanism, GCS at admission, surgical intervention, presence of multiple injuries, or comorbidities (sepsis, shock, ventilator-associated pneumonia and acute kidney injury) between the 2 groups (all P>0.05). There were no statistically significant differences between the liberal and restrictive transfusion groups in mortality rate, GCS and PCPC score at discharge, length of PICU stay, duration of mechanical ventilation, or transfusion volume (all P>0.05). In the stratified analysis, 38 children aged over 5 years were included. The restrictive transfusion subgroup, which included 19 children, had a significantly longer PICU length of stay compared to the liberal transfusion subgroup, which also included 19 children (29.5 (18.0, 36.3) vs. 17.0 (6.3, 25.8) d, Z=2.11, P=0.035). Conclusions:There were no significant differences in PICU mortality or neurological functional recovery between the liberal and restrictive blood transfusion strategies in children with severe TBI. However, among children aged over than 5 years, a restrictive transfusion strategy might be associated with a longer length of PICU stay.
6.Distribution of platelet antibodies and their specificity in Zhongshan area
Huiyan LIN ; Yonglun WU ; Ainong SUN ; Yuru FANG ; Qianying CHEN ; Qiao LI ; Yujue WANG ; Hongmei WANG ; Zhizhao YANG ; Xiaoyi JIAN ; Xianguo XU ; Shengbao DUAN
Chinese Journal of Blood Transfusion 2024;37(1):63-67
【Objective】 To investigate the frequency of platelet antibodies in voluntary blood donors and patients in Zhongshan, Guangdong Province, and to study the specificity and cross-matching of platelet antibodies. 【Methods】 Platelet antibodies of blood donors and patients were screened by solid-phase immunoadsorption (SPIA), rechecked by flow cytometry (FCM), and antibody specificity was identified by PakPlus enzyme immunoassay, and platelet cross-matching was simulated by SPIA. 【Results】 A total of 1 049 blood donor samples and 598 patient samples were tested, with 6 (0.57%) and 49 (8.19%) samples positive for SPIA,respectively(P<0.05); In SPIA positive samples, the positive concordance rate of FCM in blood donors and patients was 100% vs 95%, and that of enzyme immunoassay was 100% vs 88%. Among the initial screening positive samples of blood donors, 5 were anti-HLA Ⅰ antibodies, accounting for 83%, and 1 was anti CD36 antibody, accounting for 17%, with an incidence rate of 0.10%. Among the 14 samples of enzyme immunoassay positive patients, 2 were anti-GP Ⅱb/Ⅲa, 1 was anti-GP Ⅱa/Ⅱa, 8 were anti HLA Ⅰ, and 3 were mixed antibodies (HLA Ⅰ, GP Ⅱb/Ⅲa, GP Ⅰa/Ⅱa). According to the types of antibodies, HLA Ⅰ antibodies were the most common, accounting for 65% (11/17), followed by HPA related anti GP, accounting for 35% (6/17). The majority of patients had a platelet antibody positive typing rate below 30%, accounting for 71.4% (10/14). 【Conclusions】 The positive rate of platelet antibody of patients in Zhongshan area is significantly higher than that of voluntary blood donors, and most of them are anti-HLA Ⅰ and anti-GP, and the incidence of anti-CD36 is extremely low. Therefore, it is necessary to establish a known platelet antigen donor bank, and at the same time, carry out platelet antibody testing and matching of patients, which is helpful to solve the issue of platelet transfusion refractoriness.
7.Early clinical outcomes of the domestic KokaclipTM transcatheter edge-to-edge mitral valve repair system for severe degenerative mitral regurgitation: A single-arm, prospective, single-group target value clinical trial
Tong TAN ; Bingqi FU ; Peijian WEI ; Nianjin XIE ; Haozhong LIU ; Xiaoyi LI ; Shengwen WANG ; Haijiang GUO ; Jian LIU ; Jimei CHEN ; Jian ZHUANG ; Huiming GUO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(02):269-275
Objective To summarize and analyze the preliminary clinical outcomes of the KokaclipTM transcatheter edge-to-edge mitral valve repair system for severe degenerative mitral regurgitation (DMR). Methods This study was a single-arm, prospective, single-group target value clinical trial that enrolled patients who underwent the KokaclipTM transcatheter edge-to-edge repair (TEER) system for DMR in the Department of Heart Surgery of Guangdong Provincial People's Hospital, Guangdong Cardiovascular Institute from June 2022 to January 2023. Differences in the grade of mitral regurgitation (MR) during the perioperative and follow-up periods were compared, and the incidences of adverse events such as all-cause death, thoracotomy conversion, reoperation, and severe recurrence of MR during the study period were investigated. Results The enrolled patient population consisted of 14 (50.0%) females with a mean age of 70.9±5.4 years. Twenty-eight (100.0%) patients were preoperatively diagnosed with typeⅡ DMR, with a prolapse width of 12.5 (11.0, 16.1) mm, a degree of regurgitation 4+ leading to pulmonary venous reflux, and a New York Heart Association cardiac function class≥Ⅲ. All patients completed the TEER procedure successfully, with immediate postoperative improvement of MR to 0, 1+, and 2+ grade in 2 (7.1%), 21 (75.0%), and 5 (17.9%) patients, respectively. Mitral valve gradient was 2.5 (2.0, 3.0) mm Hg. Deaths, thoracotomy conversion, or device complications such as unileaflet clamping, clip dislodgement, or leaflet injury were negative. Twenty-eight (100.0%) patients completed at least 3-month postoperative follow-up with a median follow-up time of 5.9 (3.6, 6.8) months, during which patients had a mean MR grade of 1.0+ (1.0+, 2.0+) grade and a significant improvement from preoperative values (P<0.001). There was no recurrence of ≥3+ regurgitation, pulmonary venous reflux, reoperation, new-onset mitral stenosis, or major adverse cardiovascular events. Twenty-two (78.6%) patients’ cardiac function improved to classⅠorⅡ. Conclusion The domestic KokaclipTM TEER system has shown excellent preliminary clinical results in selected DMR patients with a high safety profile and significant improvement in MR. Additional large sample volume, prospective, multicenter studies, and long-term follow-up are expected to validate the effectiveness of this system in the future.
8.Long-term effect of modified Morrow surgery on hypertrophic obstructive cardiomyopathy in children: A retrospective study in a single center
Xiaoyi LI ; Hongxiang WU ; Ruobing WANG ; Haozhong LIU ; Xiaodong ZENG ; Ying ZENG ; Shengwen WANG ; Minjie HUANG ; Haiyun YUAN ; Jian LIU ; Huiming GUO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(07):985-990
Objective To analyze the long-term outcome of modified Morrow surgery (interventricular septal cardiomyectomy) in the treatment of hypertrophic obstructive cardiomyopathy (HOCM) in children. Methods The clinical data of the children with HOCM (aged≤14 years) who underwent modified Morrow surgery from January 2010 to August 2022 in Guangdong Provincial People's Hospital were retrospectively analyzed, including changes in hospitalization status, perioperative period, and long-term 15-lead electrocardiogram and echocardiography. Results A total of 29 patients were collected, including 22 males and 7 females, aged 10.00 (5.00, 12.00) years. Five (17.9%) patients had New York Heart Association (NYHA) heart function grade Ⅲ or Ⅳ. Ventricular septal cardiomyectomy was performed in all patients. All 29 patients survived and their cardiac function recovered after operation. Before discharge, right bundle branch block was observed in 2 patients and left bundle branch block in 6 patients. After surgery, in the left ventricular septal cardiomyectomy, the left atrial diameter decreased (P<0.001), left ventricular end-systolic diameter increased (P=0.009), the peak pressure gradient of left ventricular outflow tract decreased (P<0.001), and the thickness of ventricular septum decreased (P<0.001). The systolic anterior motion of mitral valve disappeared and mitral regurgitent jet area decreased (P<0.001). The flow velocity and peak pressure gradient of right ventricular outflow tract also decreased in the patients who underwent right ventricular septal cardiomyectomy. The average follow-up of the patients was 69.03±10.60 months. All the patients survived with their NYHA cardiac function grading Ⅰ or Ⅱ. No new-onset arrythmia event was found. Echocardiography indicated that the peak pressure gradient of the left ventricular outflow tract remained low (P<0.001). Moderate mitral regurgitation occurred in 2 patients, and left ventricular outflow tract obstruction with moderate mitral regurgitation occurred in 1 patient after simple right ventricular septal cardiomyectomy. Conclusion Right ventricular or biventricular obstruction is frequent in the children with HOCM and they usually have more symptoms before surgery. Modified Morrow surgery can effectively relieve outflow tract obstruction and improve their cardiac function. The long-term outcome is satisfactory. However, the posterior wall of the left ventricle remains hypertrophic. Also, there is an increased risk of a conduction block.
9.Prenatal diagnosis and perinatal outcomes of non-anterior placenta accreta:A comparative study with anterior placenta accreta
Fan HONG ; Xiaoyi WANG ; Xinyue LIANG ; Jingjin GONG ; Yuqin LEI ; Zhi-Jian WANG
The Journal of Practical Medicine 2024;40(21):2989-2995
Objective To investigate the prenatal diagnosis and perinatal outcomes between anterior pla-centa accreta and non-anterior placenta.Methods A retrospective analysis was done for 560 pregnant women who were diagnosed with placenta accreta and delivered in the Third Affiliated Hospital of Guangzhou Medical Uni-versity.According to the location of the placenta,the group was dividing into anterior placenta accreta group(319 cases)and non-anterior placenta accreta group(241 cases).The general characteristics,maternal and infant out-comes of the two groups were analyzed.The non-anterior placenta accrete group(241 cases)then were dividing into two groups according to the time of clear diagnosis.Those who were firstly diagnosed with placenta accrete dur-ing or after the operation was the intrapartum diagnosis group(missed diagnosis)(70 cases),and those who were diagnosed with clear placenta accreta before the delivery was prenatal diagnosis group(171 cases).The general characteristics,maternal and infant outcomes of the two groups were also analyzed.Results There were statisti-cally significant differences in the parity,history of cesarean section,delivery mode,degree of placenta accreta,missed diagnosis rate,neonatal birth weight,and hysterectomy rate between the non-anterior placenta accrete group and the anterior placenta accreta group.In the case of prenatal diagnosis of different degrees of placenta accreta,the prenatal diagnosis rate of placental adhesion in the non-anterior placenta accreta group was lower than that of the anterior placenta accreta group,which was statistically significant.In the non-anterior placenta accrete group,there were statistically significant differences in the age,cesarean section history,placenta previa status,mode of delivery,degree of implantation,24-hour bleeding volume,blood transfusions,NICU transfer rate,uterine loss rate between the intrapartum diagnosis group(missed diagnosis)and the prenatal diagnosis group.Conclusions The high-risk factors of patients with non-anterior placenta accreta are different from those of patients with anterior placenta accreta.Multiple births and a history of cesarean section are high-risk factors for anterior placenta accreta patients.Non-anterior placenta accreta are more likely to be missed diagnosed,especially the placental adhesion.For pregnant women with non-anterior placenta accreta missed diagnosis,there is a high rate of adverse birth out-comes,especially in the rate of neonatal transfer to the NICU.
10.Preliminary clinical outcomes of the domestic Renatus® balloon-expandable valve system for the treatment of severe aortic stenosis: A prospective cohort study
Tong TAN ; Hongxiang WU ; Bingqi FU ; Nianjin XIE ; Haijiang GUO ; Xin ZANG ; Xiaoyi LI ; Haozhong LIU ; Ruobing WANG ; Jian LIU ; Huanlei HUANG ; Jimei CHEN ; Jian ZHUANG ; Huiming GUO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2023;30(02):214-220
Objective To evaluate the early clinical outcomes of the Renatus® balloon-expandable valve in the treatment of severe aortic stenosis. Methods From November 2021 to April 2022, a total of 38 patients who received Renatus® balloon-expandable valve for severe aortic stenosis in Guangdong Provincial People's Hospital were included. There were 22 males and 16 females, with an average age of 73.7±5.3 years. Mean aortic gradient and peak aortic jet velocity at baseline, post-procedure, and follow-up were compared. Clinical outcomes including all-cause mortality, perivalvular leakage, serious adverse cardiovascular events and the occurrence of permanent pacemaker implantation were assessed. Results All patients completed the procedure successfully without conversion to thoracotomy or perioperative death. The post-implant mean aortic pressure gradient was decreased from 41.5 (27.8, 58.8) mm Hg to 6.0 (3.0, 8.0) mm Hg, and the peak aortic jet velocity was also decreased from 4.1±0.9 m/s to 1.7±0.4 m/s (P<0.001). Pacemakers were required in 2 (5.3%) patients. The median follow-up time was 27.5 (23.0, 87.5) d, with a follow-up rate of 100.0%. The mean aortic gradient was 8.0 (7.0, 10.8) mm Hg and peak aortic jet velocity was 2.0±0.3 m/s, showing significant improvement compared with those in the preoperative period (P<0.001). No severe aortic regurgitation or paravalvular leak was observed. There was no serious cardiovascular adverse event or reoperative event during the study period. Conclusion Transcatheter aortic valve replacement with the domestic Renatus® balloon-expandable valve system is a safe and effective procedure for selected patients with severe aortic stenosis who are at high risk or not candidates for surgical aortic valve replacement.

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