1.Regulating, implementing and evaluating AI in Singapore healthcare: AI governance roundtable's view.
Wilson Wen Bin GOH ; Cher Heng TAN ; Clive TAN ; Andrew PRAHL ; May O LWIN ; Joseph SUNG
Annals of the Academy of Medicine, Singapore 2025;54(7):428-436
INTRODUCTION:
An interdisciplinary panel, comprising professionals from medicine, AI and data science, law and ethics, and patient advocacy, convened to discuss key principles on regulation, implementation and evaluation of AI models in healthcare for Singapore.
METHOD:
The panel considered 14 statements split across 4 themes: "The Role and Scope of Regulatory Entities," "Regulatory Processes," "Pre-Approval Evaluation of AI Models" and "Medical AI in Practice". Moderated by a thematic representative, the panel deliberated on each statement and modified it until a majority agreement threshold is met. The roundtable meeting was convened in Singapore on 1 July 2024. While the statements reflect local perspectives, they may serve as a reference for other countries navigating similar challenges in AI governance in healthcare.
RESULTS:
Balanced testing approaches, differentiated regulatory standards for autonomous and assistive AI, and context-sensitive requirements are essential in regulating AI models in healthcare. A hybrid approach-integrating global standards with local needs to ensure AI comple-ments human decision-making and enhances clinical expertise-was recommended. Additionally, the need for patient involvement at multiple levels was underscored. There are active ongoing efforts towards development and refinement of AI governance guidelines and frameworks balancing between regulation and freedom. The statements defined therein provide guidance on how prevailing values and viewpoints can streamline AI implementation into healthcare.
CONCLUSION
This roundtable discussion is among the first in Singapore to develop a structured set of state-ments tailored for the regulation, implementation and evaluation of AI models in healthcare, drawing on interdisciplinary expertise from medicine, AI, data science, law, ethics and patient advocacy.
Singapore
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Humans
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Artificial Intelligence/standards*
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Delivery of Health Care/organization & administration*
2.Huanglian-Renshen-Decoction Maintains Islet β-Cell Identity in T2DM Mice through Regulating GLP-1 and GLP-1R in Both Islet and Intestine.
Wen-Bin WU ; Fan GAO ; Yue-Heng TANG ; Hong-Zhan WANG ; Hui DONG ; Fu-Er LU ; Fen YUAN
Chinese journal of integrative medicine 2025;31(1):39-48
OBJECTIVE:
To elucidate the effect of Huanglian-Renshen-Decoction (HRD) on ameliorating type 2 diabetes mellitus by maintaining islet β -cell identity through regulating paracrine and endocrine glucagon-like peptide-1 (GLP-1)/GLP-1 receptor (GLP-1R) in both islet and intestine.
METHODS:
The db/db mice were divided into the model (distilled water), low-dose HRD (LHRD, 3 g/kg), high-dose HRD (HHRD, 6 g/kg), and liraglutide (400 µ g/kg) groups using a random number table, 8 mice in each group. The db/m mice were used as the control group (n=8, distilled water). The entire treatment of mice lasted for 6 weeks. Blood insulin, glucose, and GLP-1 levels were quantified using enzyme-linked immunosorbent assay kits. The proliferation and apoptosis factors of islet cells were determined by immunohistochemistry (IHC) and immunofluorescence (IF) staining. Then, GLP-1, GLP-1R, prohormone convertase 1/3 (PC1/3), PC2, v-maf musculoaponeurotic fibrosarcoma oncogene homologue A (MafA), and pancreatic and duodenal homeobox 1 (PDX1) were detected by Western blot, IHC, IF, and real-time quantitative polymerase chain reaction, respectively.
RESULTS:
HRD reduced the weight and blood glucose of the db/db mice, and improved insulin sensitivity at the same time (P<0.05 or P<0.01). HRD also promoted mice to secrete more insulin and less glucagon (P<0.05 or P<0.01). Moreover, it also increased the number of islet β cell and decreased islet α cell mass (P<0.01). After HRD treatment, the levels of GLP-1, GLP-1R, PC1/3, PC2, MafA, and PDX1 in the pancreas and intestine significantly increased (P<0.05 or P<0.01).
CONCLUSION
HRD can maintain the normal function and identity of islet β cell, and the underlying mechanism is related to promoting the paracrine and endocrine activation of GLP-1 in pancreas and intestine.
Animals
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Glucagon-Like Peptide 1/metabolism*
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Diabetes Mellitus, Type 2/metabolism*
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Glucagon-Like Peptide-1 Receptor/metabolism*
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Insulin-Secreting Cells/pathology*
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Drugs, Chinese Herbal/pharmacology*
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Male
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Blood Glucose/metabolism*
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Insulin/blood*
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Mice
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Intestinal Mucosa/pathology*
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Apoptosis/drug effects*
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Cell Proliferation/drug effects*
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Islets of Langerhans/pathology*
3.Buqi-Tongluo Decoction inhibits osteoclastogenesis and alleviates bone loss in ovariectomized rats by attenuating NFATc1, MAPK, NF-κB signaling.
Yongxian LI ; Jinbo YUAN ; Wei DENG ; Haishan LI ; Yuewei LIN ; Jiamin YANG ; Kai CHEN ; Heng QIU ; Ziyi WANG ; Vincent KUEK ; Dongping WANG ; Zhen ZHANG ; Bin MAI ; Yang SHAO ; Pan KANG ; Qiuli QIN ; Jinglan LI ; Huizhi GUO ; Yanhuai MA ; Danqing GUO ; Guoye MO ; Yijing FANG ; Renxiang TAN ; Chenguang ZHAN ; Teng LIU ; Guoning GU ; Kai YUAN ; Yongchao TANG ; De LIANG ; Liangliang XU ; Jiake XU ; Shuncong ZHANG
Chinese Journal of Natural Medicines (English Ed.) 2025;23(1):90-101
Osteoporosis is a prevalent skeletal condition characterized by reduced bone mass and strength, leading to increased fragility. Buqi-Tongluo (BQTL) decoction, a traditional Chinese medicine (TCM) prescription, has yet to be fully evaluated for its potential in treating bone diseases such as osteoporosis. To investigate the mechanism by which BQTL decoction inhibits osteoclast differentiation in vitro and validate these findings through in vivo experiments. We employed MTS assays to assess the potential proliferative or toxic effects of BQTL on bone marrow macrophages (BMMs) at various concentrations. TRAcP experiments were conducted to examine BQTL's impact on osteoclast differentiation. RT-PCR and Western blot analyses were utilized to evaluate the relative expression levels of osteoclast-specific genes and proteins under BQTL stimulation. Finally, in vivo experiments were performed using an osteoporosis model to further validate the in vitro findings. This study revealed that BQTL suppressed receptor activator of NF-κB ligand (RANKL)-induced osteoclastogenesis and osteoclast resorption activity in vitro in a dose-dependent manner without observable cytotoxicity. The inhibitory effects of BQTL on osteoclast formation and function were attributed to the downregulation of NFATc1 and c-fos activity, primarily through attenuation of the MAPK, NF-κB, and Calcineurin signaling pathways. BQTL's inhibitory capacity was further examined in vivo using an ovariectomized (OVX) rat model, demonstrating a strong protective effect against bone loss. BQTL may serve as an effective therapeutic TCM for the treatment of postmenopausal osteoporosis and the alleviation of bone loss induced by estrogen deficiency and related conditions.
Animals
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NFATC Transcription Factors/genetics*
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Drugs, Chinese Herbal/pharmacology*
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Ovariectomy
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Osteoclasts/metabolism*
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Female
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Osteogenesis/drug effects*
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Rats, Sprague-Dawley
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Rats
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NF-kappa B/genetics*
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Osteoporosis/genetics*
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Signal Transduction/drug effects*
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Bone Resorption/genetics*
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Cell Differentiation/drug effects*
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Humans
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RANK Ligand/metabolism*
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Mitogen-Activated Protein Kinases/genetics*
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Transcription Factors
4.Analysis of metastasis and survival after different treatment in patients with T1 stage colonic neuroendocrine tumors
Bin BAI ; Heng LI ; Jun WANG ; Hua XIAO ; Hui CAI
Chinese Journal of Clinical Medicine 2024;31(2):192-199
Objective To explore the metastasis rate and related risk factors of T1 stage colonic neuroendocrine tumor(C-NET),and to compare the long-term survival outcomes of patients with non-metastatic(T1N0M0 stage)C-NET after local excision(LE)or radical surgery(RS).Methods Clinical information of 433 patients diagnosed with C-NET in the SEER database from January 1,2004 to December 31,2015 were analyzed.Cox regression was used to analyze the influencing factors of metastasis of C-NET.The patients without metastasis were divided into LE group and RS group,and assigned in a 1∶1 ratio using propensity score matching(PSM)according to gender,age,tumor largest diameter,and infiltration depth,with a caliper value set to 0.02.Kaplan-Meier survival curve was used to analyze 5-year cancer-specific survival(CSS)and overall survival(OS)of patients.Cox regression analysis was used to evaluate the influence of metastasis on survival.Results Among 419 C-NET patients,19(4.52%)had distant metastases.Cox regression analysis showed that 11-20 mm of tumor large diameter(HR=9.264,95%CI 3.322-25.835,P<0.001),right colon location(HR=0.116,95%CI 0.042-0.321,P<0.001),and submucosal invasion(HR=5.842,95%CI 1.858-18.371,P=0.003)were independent risk factors for distant metastasis of T1 stage C-NET.The 5-year OS rates of non-metastatic and metastatic patients were 94.5%and 47.4%,respectively(χ2=79.762,P<0.001),and their 5-year CSS rates were 99.5%and 55.7%,respectively(χ2=164.604,P<0.001).Before PSM,the 5-year OS rates of non-metastatic C-NET patients after LE and RS were 95.8%and 90.1%(χ2=2.679,P=0.063),and the 5-year CSS rates were 100.0%and 97.2%(χ2=0.579,P=0.038);after PSM,the 5-year OS rates of non-metastatic patients after LE and RS were 96.8%and 92.1%(χ2=3.606,P=0.058),and the 5-year CSS rates were 100.0%and 98.5%(χ2=1.015,P=0.314).After PSM,there was no significant difference in the 5-year OS and CSS of patients with defferent tumor location,tumor large diameter,or submucosal invasion between the LE and RS groups.Conclusions 11-20 mm of tumor diameter,right colon location,and submucosal invasion might be independent risk factors for distant metastasis of T1 stage C-NET,and LE could be an appropriate treatment option for non-metastatic C-NET.
5.Analysis of serum CYFRA21-1 and SCCA levels in pregnant women and their clinical significance in patients with cervical cancer during pregnancy
Qian-Lan ZHANG ; Zhi-Heng WANG ; Hui-Jing TANG ; Bin ZHANG ; Wei-Hong SHEN ; Chao-Yan YUE ; Jin GAO ; Chun-Mei YING
Fudan University Journal of Medical Sciences 2024;51(5):660-666,676
Objective To investigate and analyze the distribution of serum cytokeratin 19 fragment antigen 21-1(CYFRA21-1)and squamous cell carcinoma-associated antigen(SCCA)levels in healthy pregnant women during pregnancy and to assess their diagnostic value for cervical cancer in pregnancy.Methods A total of 441 healthy pregnant women and 69 patients with cervical cancer in pregnancy who attended the Obstetrics and Gynecology Hospital of Fudan University from Jan 2021 to May 2024 were selected,and 165 healthy women in the Physical Examination Center of the Obstetrics and Gynecology Hospital of Fudan University were included in the same period as the control group.The healthy pregnant women were divided into 143 in early pregnancy(T1 group),147 in middle pregnancy(T2)and 151 in late pregnancy(T3).Serum CYFRA21-1 and SCCA values were detected and analyzed in all groups.One-way ANOVA,independent samples t-test,Mann-Whitney U-test,Kruskal-Wallis H-test,logistic analysis,and ROC curves were used for comparative analysis.Results The CYFRA21-1 and SCCA values were 1.66(1.19-2.17)ng/mL and 0.8(0.6-1.0)ng/mL in the control group,3.07(2.11-4.14)ng/mL and 0.9(0.7-1.3)ng/mL in the healthy pregnant women group,and were 4.33(2.99-7.60)ng/mL and 1.8(0.9-8.5)ng/mL in the patients with cervical cancer in pregnancy group,respectively.There was a statistically significant difference in the two serum values between every two groups(P<0.05).CYFRA21-1 levels were 3.13(2.46-4.05)ng/mL,1.89(1.50-2.53)ng/mL and 4.19(3.48-5.43)ng/mL in the T1,T2,and T3 groups,respectively;and SCCA levels were 0.9(0.7-1.1)ng/mL,0.7(0.6-1.0)ng/mL and 1.2(0.8-1.7)ng/mL,respectively.The results of T1 and T3 groups were higher than those of the control group(P<0.05);however,there was no statistically significant difference between the results of the T2 group and those of the control group(P>0.05).The areas under the ROC curves for the diagnosis of cervical cancer in pregnancy for CYFRA21-1,SCCA,human epididymis protein 4(HE4),anti-carcinoembryonic antigen(CEA)and joint indicators were 0.684,0.724,0.612,0.791 and 0.913,with sensitivities of 36%,48%,38%,57%and 73%,specificities of 96%,97%,89%,86%and 99%,respectively.The cut-off values of each indicator were 6.05 ng/mL,2.60 ng/mL,51.45 pg/mL and 1.75 ng/mL,respectively.Conclusion Serum CYFRA21-1 and SCCA levels were higher in pregnant women during early and late pregnancy compared with non-pregnant individuals,while they were not statistically different from non-pregnant women during mid-trimester.CYFRA21-1 and SCCA have diagnostic value for patients with cervical cancer during pregnancy.
6.The relationship between activities of daily living and mental health in community elderly people and the mediating role of sleep quality
Heng-Yi ZHOU ; Jing LI ; Dan-Hua DAI ; Yang LI ; Bin ZHANG ; Rong DU ; Rui-Long WU ; Jia-Yan JIANG ; Yuan-Man WEI ; Jing-Rong GAO ; Qi ZHAO
Fudan University Journal of Medical Sciences 2024;51(2):143-150
Objective To explore the relationship and internal path between activities of daily living(ADL),sleep quality and mental health of community elderly people in Shanghai.Methods A questionnaire survey was conducted among community residents aged 60 years and older seeing doctors in community health care center of five streets in Shanghai during Sept to Dec,2021 using convenience sampling.Activities of Daily Living(ADL),Pittsburgh Sleep Quality Index(PSQI)and 10-item Kessler Psychological Distress Scale(K10)were adopted in the survey.Single factor analysis,correlation analysis and multiple linear regression were used to analyze the data.The effect relationship between the variables was tested using Bootstrap's mediated effects test.Results A total of 1 864 participants were included in the study.The average score was 15.53±4.47 for ADL,5.60±3.71 for PSQI and 15.50±6.28 for K10.The rate of ADL impairment,poor sleep quality,poor and very poor mental health of the elderly were 23.6%,27.3%,11.9%and 4.9%,respectively.ADL and sleep quality were all positively correlated with mental health(r=0.321,P<0.001;r=0.466,P<0.001);ADL was positively correlated with sleep quality(r=0.294,P<0.001).Multiple linear results of factors influencing mental health showed that ADL(β= 0.457,95%CI:0.341-0.573),sleep quality(β =0.667,95%CI:0.598-0.737)and mental health were positively correlated(P<0.001).Sleep quality partially mediated the relationship between ADL and mental health(95%CI:0.078-0.124)with an effect size of 33.0%.Conclusion Sleep quality is a mediator between ADL and mental health among community elderly people.Improving ADL and sleep quality may improve mental health in the population.
7.Effects of hydroxysafflor yellow A on autophagy in bEnd.3 cells after oxygen-glucose deprivation
Yao-Yao DAI ; Meng-Qi SHU ; Ru-Heng WEI ; Zhu-Yue MIAO ; Zhi-Bin DING ; Dong MA ; Jian-Jun HUANG ; Li-Juan SONG ; Cun-Gen MA
The Chinese Journal of Clinical Pharmacology 2024;40(12):1734-1738
Objective To explore the effect and mechanism of hydroxysafflor yellow A(HSYA)on autophagy in bEnd.3 cells after oxygen-glucose deprivation(OGD).Methods The bEnd.3 cells were divided into normal group(conventional culture),model group(OGD model),HSYA group(OGD model+75 μmol·L-1 HSYA),3-methyladenine(3MA)group(5 mmol·L-1 3MA+OGD model)and 3 MA+HSYA group(5 mmol·L-1 3 MA+OGD model+75 μmol·L-1 HSYA).The level of apoptosis was determined by TUNEL fluorescence staining;Western blot was used to detect the expression of autophagy,blood brain barrier(BBB)related proteins;real time fluorescence quantitative polymerase chain reaction method for determining the expression of sirtuin-1(SIRT1)and forkhead box protein O3a(FOXO3A)mRNA.Results In the normal group,model group,HSYA group,3MA group and 3MA+HSYA group,the positive cells selected for TUNEL staining were 5.00±1.00,28.00±2.00,21.00±3.00,35.33±2.51 and 29.67±2.52;the expression levels of microtubule-associated protein 1 light chain 3-Ⅱ/-Ⅰ(LC3-Ⅱ/-Ⅰ)were 0.90±0.20,1.34±0.10,1.95±0.14,0.76±0.15 and 1.14±0.09;sequestosome 1(P62)were 0.99±0.02,0.60±0.02,0.38±0.01,0.67±0.04 and 0.54±0.01;occludin were 1.39±0.17,0.62±0.15,1.00±0.09,0.40±0.13 and 0.80±0.15;zonula occludens-1(ZO-1)were 1.63±0.20,0.64±0.06,0.98±0.14,0.37±0.14 and 0.87±0.04;SIRT1 mRNA were 1.00±0.00,0.75±0.07,1.69±0.09,0.31±0.02 and 0.56±0.01;FOXO3A mRNA were 1.00±0.00,0.80±0.05,1.47±0.09,0.40±0.01 and 0.62±0.09,respectively.Significant differences were found between model group and normal group,HSYA group and model group,3MA+HSYA group and 3MA group(P<0.05,P<0.01,P<0.001).Conclusion HSYA may enhance autophagy levels in bEnd.3 cells after OGD through the SIRT1/FOXO3A pathway,inhibit cell apoptosis and alleviate BBB damage.
8.Association of R wave peak time with severity of coronary artery disease and short-term prognosis in patients with acute coronary syndrome
Jun-Bin CHEN ; Wen-Quan MENG ; Shang-Heng YI ; Le ZHANG
Chinese Journal of cardiovascular Rehabilitation Medicine 2024;33(5):599-604
Objective:To investigate the association of R wave peak time(RWPT)with severity of coronary artery disease and short-term prognosis in patients with acute coronary syndrome(ACS).Methods:A total of 133 ACS patients who were treated in Shenzhen Longhua District Central Hospital between January 2019 and June 2022 and received coronary angiography were selected.According to number of diseased coronary arteries,they were divided into single-vessel coronary disease group(n=43),double-vessel coronary disease group(n=51)and multi-vessel coronary disease group(n=39);according to severity of coronary artery disease,they were divided into mild group(n=40),medium group(n=48)and severe group(n=45).ECG indexes were compared among groups with different number of diseased coronary arteries and severity of coronary artery disease.Pearson correlation analysis was used to analyze corre-lation between ECG indexes and Gensini score;patients were divided into major adverse cardiovascular events(MACE)group(n=46)and no MACE group(n=87)according to presence of MACE during hospitalization.Clinical data were compared between two groups,and multivariate Logistic regression was used to analyze risk factors of MACE during hospi-talization in ACS patients.Results:QRS duration and RWPT significantly increased according to the order of single-ves-sel,double-vessel and multi-vessel coronary disease group(P<0.05 or<0.01);QRS duration and RWPT significantly increased according to the order of mild,medium and severe group(P<0.05 or<0.01).Pearson correlation analysis indi-cated that QRS duration and RWPT were significant positively correlated with Gensini score in ACS patients(r=0.222,0.557,P=0.010,<0.001).Multivariate Logistic regression analysis indicated that hypertension,diabetes,RWPT,Gensini score and multi-vessel disease were independent risk factors for MACE during hospitalization in ACS patients(OR=3.171~9.360,P<0.05 or<0.01).Conclusion:RWPT is closely related to the severity of coronary artery disease in ACS patients.RWPT detection helps to guide risk stratification and secondary prevention of ACS patients,therefore im-prove their short-term prognosis.
9.Analysis of the clinical effect of intracoronary injection of recombinant human prourokinase on emergency percutaneous coronary intervention
Heng ZHENG ; Shouyi GAN ; Jing FU ; Bin LI
Chinese Journal of Pharmacoepidemiology 2024;33(11):1209-1218
Objective To investigate the clinical value of intracoronary injection of recombinant human prourokinase for injection in patients with acute ST-segment elevation myocardial infarction(STEMI)undergoing emergency percutaneous coronary intervention(PCI).Methods Retrospective analysis was used to collect STEMI patients who underwent emergency PCI in department of cardiology from January to December 2019.According to the targeted injection of drugs through a guided catheter by intraoperative patients before stent implantation,the patients were divided into a tirofiban group(70 cases)and a recombinant human urokinase group(70 cases).TIMI blood flow grade,ST segment fall value(STR)of infarct-related artery,plasma D-dimer,left ventricular ejection fraction(LVEF)and coronary microcirculation dysfunction were compared between the two groups.At the same time,the general information of the patients,major adverse cardiovascular events(MACE)and bleeding were recorded.Results Compared with the tirofiban group,the TIMI blood flow level,LVEF,plasma D-dimer,and the proportion of the patients with STR>70%in the recombinant human prourokinase group were significantly increased,while the incidence of slow flow/no reflow and MACE were significantly reduced,and the differences between the two groups were statistically significant(P<0.05).The incidence of bleeding events in the recombinant human prourokinase group showed a downward trend,but there was no significant difference between the two groups(P>0.05).Conclusion Intracoronary injection of recombinant human prourokinase through the guiding catheter can significantly improve myocardial perfusion and prognosis in patients with STEMI.It also reduces adverse cardiovascular events and has a high safety margin,which is worth promoting in the clinic.
10.Clinical study of glecaprevir/pibrentasvir in the treatment of patients with hepatitis C virus and human immunodeficiency virus co-infection
Jun RUAN ; Guo-Xian KOU ; Heng YIN ; Rui SU ; Cheng-Bin YANG
Chinese Journal of Infection Control 2024;23(5):563-567
Objective To analyze the clinical efficacy and safety of glecaprevir/pibrentasvir in the treatment of pa-tients with hepatitis C virus(HCV)and human immunodeficiency virus(HIV)co-infection,and provide scientific basis for clinical treatment.Methods 89 initially treated non-cirrhotic patients with HCV/HIV co-infection in a hospital of Butuo County of Liangshan Prefecture from January 2021 to January 2022 were selected.All patients re-ceived glecaprevir/pibrentasvir treatment for 8 weeks and were followed up for 12 weeks.Virological response rate at the end-of-treatment and sustained virological response rate after 12 weeks(SVR12)of treatment as well as oc-currence of adverse reaction were recorded.Results Among 89 initially treated non-cirrhotic patients with HCV/HIV co-infection,most were middle-aged and young married men(n=79,88.8%).HIV was mainly transmitted through sexual contact(n=62,69.7%)and intravenous drug use(n=27,30.3%).The most common HCV geno-types were genotype 1b(n=33,37.1%)and genotype 3b(n=25,28.1%).All patients completed 8 weeks of treatment successfully and HCV RNA load at the end of treatment was below the detection limit(<25 IU/mL).Eight patients failed to complete the follow-up,and the remaining 81(100%)patients achieved a sustained virologic re-sponse.There were no serious adverse reactions during the observation period,but 11 patients had mild adverse re-actions.Conclusion The 8-week treatment regimen of glecaprevir/pibrentasvir for non-cirrhotic patients with geno-type 1,3,and 6 HCV/HIV co-infection can achieve 100%SVR12,with high safety and tolerability,which can be used as a good choice for clinical treatment of these patients.

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