1.Artificial intelligence predicts direct-acting antivirals failure among hepatitis C virus patients: A nationwide hepatitis C virus registry program
Ming-Ying LU ; Chung-Feng HUANG ; Chao-Hung HUNG ; Chi‐Ming TAI ; Lein-Ray MO ; Hsing-Tao KUO ; Kuo-Chih TSENG ; Ching-Chu LO ; Ming-Jong BAIR ; Szu-Jen WANG ; Jee-Fu HUANG ; Ming-Lun YEH ; Chun-Ting CHEN ; Ming-Chang TSAI ; Chien-Wei HUANG ; Pei-Lun LEE ; Tzeng-Hue YANG ; Yi-Hsiang HUANG ; Lee-Won CHONG ; Chien-Lin CHEN ; Chi-Chieh YANG ; Sheng‐Shun YANG ; Pin-Nan CHENG ; Tsai-Yuan HSIEH ; Jui-Ting HU ; Wen-Chih WU ; Chien-Yu CHENG ; Guei-Ying CHEN ; Guo-Xiong ZHOU ; Wei-Lun TSAI ; Chien-Neng KAO ; Chih-Lang LIN ; Chia-Chi WANG ; Ta-Ya LIN ; Chih‐Lin LIN ; Wei-Wen SU ; Tzong-Hsi LEE ; Te-Sheng CHANG ; Chun-Jen LIU ; Chia-Yen DAI ; Jia-Horng KAO ; Han-Chieh LIN ; Wan-Long CHUANG ; Cheng-Yuan PENG ; Chun-Wei- TSAI ; Chi-Yi CHEN ; Ming-Lung YU ;
Clinical and Molecular Hepatology 2024;30(1):64-79
Background/Aims:
Despite the high efficacy of direct-acting antivirals (DAAs), approximately 1–3% of hepatitis C virus (HCV) patients fail to achieve a sustained virological response. We conducted a nationwide study to investigate risk factors associated with DAA treatment failure. Machine-learning algorithms have been applied to discriminate subjects who may fail to respond to DAA therapy.
Methods:
We analyzed the Taiwan HCV Registry Program database to explore predictors of DAA failure in HCV patients. Fifty-five host and virological features were assessed using multivariate logistic regression, decision tree, random forest, eXtreme Gradient Boosting (XGBoost), and artificial neural network. The primary outcome was undetectable HCV RNA at 12 weeks after the end of treatment.
Results:
The training (n=23,955) and validation (n=10,346) datasets had similar baseline demographics, with an overall DAA failure rate of 1.6% (n=538). Multivariate logistic regression analysis revealed that liver cirrhosis, hepatocellular carcinoma, poor DAA adherence, and higher hemoglobin A1c were significantly associated with virological failure. XGBoost outperformed the other algorithms and logistic regression models, with an area under the receiver operating characteristic curve of 1.000 in the training dataset and 0.803 in the validation dataset. The top five predictors of treatment failure were HCV RNA, body mass index, α-fetoprotein, platelets, and FIB-4 index. The accuracy, sensitivity, specificity, positive predictive value, and negative predictive value of the XGBoost model (cutoff value=0.5) were 99.5%, 69.7%, 99.9%, 97.4%, and 99.5%, respectively, for the entire dataset.
Conclusions
Machine learning algorithms effectively provide risk stratification for DAA failure and additional information on the factors associated with DAA failure.
2.Metformin and statins reduce hepatocellular carcinoma risk in chronic hepatitis C patients with failed antiviral therapy
Pei-Chien TSAI ; Chung-Feng HUANG ; Ming-Lun YEH ; Meng-Hsuan HSIEH ; Hsing-Tao KUO ; Chao-Hung HUNG ; Kuo-Chih TSENG ; Hsueh-Chou LAI ; Cheng-Yuan PENG ; Jing-Houng WANG ; Jyh-Jou CHEN ; Pei-Lun LEE ; Rong-Nan CHIEN ; Chi-Chieh YANG ; Gin-Ho LO ; Jia-Horng KAO ; Chun-Jen LIU ; Chen-Hua LIU ; Sheng-Lei YAN ; Chun-Yen LIN ; Wei-Wen SU ; Cheng-Hsin CHU ; Chih-Jen CHEN ; Shui-Yi TUNG ; Chi‐Ming TAI ; Chih-Wen LIN ; Ching-Chu LO ; Pin-Nan CHENG ; Yen-Cheng CHIU ; Chia-Chi WANG ; Jin-Shiung CHENG ; Wei-Lun TSAI ; Han-Chieh LIN ; Yi-Hsiang HUANG ; Chi-Yi CHEN ; Jee-Fu HUANG ; Chia-Yen DAI ; Wan-Long CHUNG ; Ming-Jong BAIR ; Ming-Lung YU ;
Clinical and Molecular Hepatology 2024;30(3):468-486
Background/Aims:
Chronic hepatitis C (CHC) patients who failed antiviral therapy are at increased risk for hepatocellular carcinoma (HCC). This study assessed the potential role of metformin and statins, medications for diabetes mellitus (DM) and hyperlipidemia (HLP), in reducing HCC risk among these patients.
Methods:
We included CHC patients from the T-COACH study who failed antiviral therapy. We tracked the onset of HCC 1.5 years post-therapy by linking to Taiwan’s cancer registry data from 2003 to 2019. We accounted for death and liver transplantation as competing risks and employed Gray’s cumulative incidence and Cox subdistribution hazards models to analyze HCC development.
Results:
Out of 2,779 patients, 480 (17.3%) developed HCC post-therapy. DM patients not using metformin had a 51% increased risk of HCC compared to non-DM patients, while HLP patients on statins had a 50% reduced risk compared to those without HLP. The 5-year HCC incidence was significantly higher for metformin non-users (16.5%) versus non-DM patients (11.3%; adjusted sub-distribution hazard ratio [aSHR]=1.51; P=0.007) and metformin users (3.1%; aSHR=1.59; P=0.022). Statin use in HLP patients correlated with a lower HCC risk (3.8%) compared to non-HLP patients (12.5%; aSHR=0.50; P<0.001). Notably, the increased HCC risk associated with non-use of metformin was primarily seen in non-cirrhotic patients, whereas statins decreased HCC risk in both cirrhotic and non-cirrhotic patients.
Conclusions
Metformin and statins may have a chemopreventive effect against HCC in CHC patients who failed antiviral therapy. These results support the need for personalized preventive strategies in managing HCC risk.
3.Classification, diagnosis and treatment status of pulmonary hypertension from 2012 to 2019: a single center study in Yunnan province.
Xiao Lan FENG ; Yi Bing LU ; Dong YANG ; Qiang XUE ; Ji Lei ZHANG ; Chun Rong LIN ; Pin GAN ; Wei Hua ZHANG ; Xue Feng GUANG ; Hai Long DAI
Chinese Journal of Cardiology 2023;51(11):1188-1193
Objective: To analyze the classification, diagnosis and treatment status of patients with pulmonary hypertension (PH) in Yunnan province. Methods: This was a retrospective study. Hospitalized patients with PH at Yan'an Affiliated Hospital of Kunming Medical University from January 2012 to December 2019 were enrolled. The clinical data of enrolled patients, including demographic data, comorbidities, targeted drug therapy, echocardiography and right heart catheterization results, were obtained through the electronic medical record system. The composition ratio of PH, diagnosis and treatment were analyzed. Results: A total of 13 590 patients with PH were enrolled, accounting for 3.09% (13 590/440 056) of the total number of hospitalizations during the same period. The composition of PH was predominantly pulmonary arterial hypertension (PAH) (55.50% (7 542/13 590)), followed by pulmonary hypertension (PH) caused by left heart disease (24.16% (3 284/13 590)). Among them, PAH could be subdivided into four types: idiopathic pulmonary arterial hypertension (IPAH), PAH associated with connective tissue disease, PAH associated with portal hypertension, and PAH associated with congenital heart disease (CHD-PAH), with CHD-PAH as the predominating type (98.09% (7 398/7 542). Patients with PAH were predominantly adolescents. In hospitalized patients with PH, from 2012 to 2019, the proportion of children and adolescents showed a decreasing trend from year to year, and the proportion of middle-aged and older adults showed a significant increasing trend, and the proportion of female patients showed a gradual decreasing trend, and the proportion of patients with comorbid hypertension, diabetes mellitus, coronary artery disease, arrhythmia, and pneumonia showed an increasing trend. A total of 1 034 patients (7.61% (1 034/13 590)) underwent right heart catheterization. The concordance rate between echocardiographic and right heart catheterization findings was (86.98% (875/1 006)). A total of 2 574 (18.94%) of PH patients were treated with PAH targeted drugs, of which 58.16% (1 497/2 574) were treated with monotherapy. Among the PH patients treated with PAH targeted drugs, the majority of patients were PAH patients (86.44% (2 225/2 574)), and 83.53% (2 150/2 574) patients treated with PAH targeted drugs were CHD-PAH. Conclusions: Hospitalized PH patients in our center between 2012 and 2019 are predominantly CHD-PAH, and the proportion of patients receiving right heart catheterization and targeted drug therapy is relatively low. The percentage of middle-aged and elderly PH patients shows an increasing trend from year to year, as well as the percentage of those with concomitant comorbidities.
Child
;
Aged
;
Adolescent
;
Middle Aged
;
Humans
;
Female
;
Hypertension, Pulmonary/therapy*
;
Retrospective Studies
;
China/epidemiology*
;
Familial Primary Pulmonary Hypertension
;
Pulmonary Arterial Hypertension/complications*
;
Heart Defects, Congenital
4.Classification, diagnosis and treatment status of pulmonary hypertension from 2012 to 2019: a single center study in Yunnan province.
Xiao Lan FENG ; Yi Bing LU ; Dong YANG ; Qiang XUE ; Ji Lei ZHANG ; Chun Rong LIN ; Pin GAN ; Wei Hua ZHANG ; Xue Feng GUANG ; Hai Long DAI
Chinese Journal of Cardiology 2023;51(11):1188-1193
Objective: To analyze the classification, diagnosis and treatment status of patients with pulmonary hypertension (PH) in Yunnan province. Methods: This was a retrospective study. Hospitalized patients with PH at Yan'an Affiliated Hospital of Kunming Medical University from January 2012 to December 2019 were enrolled. The clinical data of enrolled patients, including demographic data, comorbidities, targeted drug therapy, echocardiography and right heart catheterization results, were obtained through the electronic medical record system. The composition ratio of PH, diagnosis and treatment were analyzed. Results: A total of 13 590 patients with PH were enrolled, accounting for 3.09% (13 590/440 056) of the total number of hospitalizations during the same period. The composition of PH was predominantly pulmonary arterial hypertension (PAH) (55.50% (7 542/13 590)), followed by pulmonary hypertension (PH) caused by left heart disease (24.16% (3 284/13 590)). Among them, PAH could be subdivided into four types: idiopathic pulmonary arterial hypertension (IPAH), PAH associated with connective tissue disease, PAH associated with portal hypertension, and PAH associated with congenital heart disease (CHD-PAH), with CHD-PAH as the predominating type (98.09% (7 398/7 542). Patients with PAH were predominantly adolescents. In hospitalized patients with PH, from 2012 to 2019, the proportion of children and adolescents showed a decreasing trend from year to year, and the proportion of middle-aged and older adults showed a significant increasing trend, and the proportion of female patients showed a gradual decreasing trend, and the proportion of patients with comorbid hypertension, diabetes mellitus, coronary artery disease, arrhythmia, and pneumonia showed an increasing trend. A total of 1 034 patients (7.61% (1 034/13 590)) underwent right heart catheterization. The concordance rate between echocardiographic and right heart catheterization findings was (86.98% (875/1 006)). A total of 2 574 (18.94%) of PH patients were treated with PAH targeted drugs, of which 58.16% (1 497/2 574) were treated with monotherapy. Among the PH patients treated with PAH targeted drugs, the majority of patients were PAH patients (86.44% (2 225/2 574)), and 83.53% (2 150/2 574) patients treated with PAH targeted drugs were CHD-PAH. Conclusions: Hospitalized PH patients in our center between 2012 and 2019 are predominantly CHD-PAH, and the proportion of patients receiving right heart catheterization and targeted drug therapy is relatively low. The percentage of middle-aged and elderly PH patients shows an increasing trend from year to year, as well as the percentage of those with concomitant comorbidities.
Child
;
Aged
;
Adolescent
;
Middle Aged
;
Humans
;
Female
;
Hypertension, Pulmonary/therapy*
;
Retrospective Studies
;
China/epidemiology*
;
Familial Primary Pulmonary Hypertension
;
Pulmonary Arterial Hypertension/complications*
;
Heart Defects, Congenital
5.Two cases of airway dysfunction related to diacetyl exposure.
Bo Hua HU ; Xiao Ping HUANG ; Xiao Pin YU ; Li Na CHEN ; Lu Yan DAI ; Guo Chuan MAO
Chinese Journal of Industrial Hygiene and Occupational Diseases 2023;41(3):222-224
Occupational exposure to diacetyl can lead to bronchiolitis obliterans. In this paper, two patients with severe obstructive ventilation disorder who were exposed to diacetyl at a fragrance and flavours factory were analyzed. The clinical manifestations were cough and shortness of breath. One of them showed Mosaic shadows and uneven perfusion in both lungs on CT, while the other was normal. Field investigation found that 4 of the 8 workers in the factory were found to have obstructive ventilation disorder, and 2 had small airway dysfunction. This paper summarizes the diagnostic process of patients in order to improve the understanding of airway dysfunction caused by occupational exposure to diacetyl and promote the development of relevant standards.
Humans
;
Diacetyl/adverse effects*
;
Occupational Diseases/diagnosis*
;
Occupational Exposure/adverse effects*
;
Lung
;
Bronchiolitis Obliterans/diagnosis*
6.Training doctors for people health: teaching preventive medicine for clinical medicine students in Fudan medical college
Pin-pin ZHENG ; Wei-xia PENG ; Jun-ming DAI ; Hua FU
Shanghai Journal of Preventive Medicine 2021;33(2):182-
Preventive medicine is a required course for students majoring in clinical medicine, which is essential for them to understand public health. Teaching teams of Fudan University have focused on the curriculum reform of preventive medicine and kept innovating with the aim of improving the competence of future doctors. Flipped classroom approach was adopted to promote interaction between teachers and students. In addition, a variety of practice sectors were integrated into teaching process, such as diet calculation through graph cards, health risk appraisal practice, hospital visiting. In addition, a 4-weeks community-based practice further strengthened students' understandings of public health in the real world. Much attention was on cultivate scientific spirit, humanity and the capability to serve the people. A multi-dimension, whole-process evaluation is applied and the results shows that the students' comprehensive ability and literacy are significantly improved.
7.Perspectives on governance for health and Healthy City development
Hua FU ; Ying-nan JIA ; Jun-ling GAO ; Jun-ming DAI ; Pin-pin ZHENG
Shanghai Journal of Preventive Medicine 2020;32(1):12-
The paper highlights the three key words:city, health and development.On the one hand, it is necessary to understand the city with systematic thinking, to focus on the health gap and health equity of different populations in the same city, and the continuous spectrum of health indicators or disease distribution in the same population.On the other hand, it is suggested to establish a "participatory governance" model in Healthy City development-government for health, to further promote the development of healthy cities.Finally, it briefly introduces the report of "Healthy City 2.0-Towards a Planet City" presented by Professor Hancock at the 23rd International Conference on Health Promotion of IUHPE, 2019 in New Zealand.
8.A Highly Sensitive Electrochemical Biosensor for Detection of Adenosine Triphosphate Based on Space Block
Shuang SHAO ; Yu-Jiao TANG ; Shi-Yan DAI ; Yu-Ting ZHOU ; Gui-Fang CHENG ; Pin-Gang HE ; Yu-Zhi FANG
Chinese Journal of Analytical Chemistry 2018;46(2):254-259
In this work,a highly sensitive electrochemical biosensor for the detection of trace adenosine triphosphate (ATP) was proposed.The biosensor was based on porous anodic alumina (PAA) and SiO2 nanoparticles combining with several oligonucleotides to construct sandwich structure.It was characterized by scanning electron microscopy,fluorescence microscopy,differential pulse voltammetry and electrochemical impedance spectroscopy,which conformed to the reliability of the biosensor fabrication and the feasibility of the detection.In the presence of ATP,the sandwich structures could be destroyed.The variation of the current was directly corresponding to the amount of the ATP.The application of SiO2nanoparticles could effectively reduce the background and increase the sensitivity of the biosensor.The calibration curve of ATP was obtained in the range of 0.025-0.900 nmol/L with the detection limit of 13 pmol/L (S/N=3).Also,the biosensor exhibited a good specificity.Besides,the sensor was constructed easily and possessed excellent regeneration ability.The proposed biosensor was applied in detection of real sample such as mice blood.Therefore,the proposed ATP-sensing biosensor could be expected to be applied in clinical,pharmaceutical and environmental detection.
9.Initial Experience in the Application of Virtual Touch Tissue Quantification in the Differential Diagnosis of Focal Pancreatic Lesions.
Jie HAN ; Ke LÜ ; Yuxin JIANG ; Qing DAI ; Jianchu LI ; Mengna HE ; Pin GAO
Acta Academiae Medicinae Sinicae 2017;39(2):266-271
Objective To explore the potential value of the virtual touch tissue quantification (VTQ) in the differential diagnosis of focal pancreatic lesions. Methods Totally 51 patients with focal pancreatic lesions underwent the quantitative analysis by VTQ. Based on the pathologic or clinical diagnosis,the VTQ values including lesional shear wave velocity (LSWV),parenchymal shear wave velocity (PSWV),and difference shear wave velocity (DSWV)(DSWV=LSWV-PSWV) were compared between the lesions and background parenchyma. Results The mean LSWV and PSWV were (2.39±1.25) m/s(0.60-4.39 m/s) and (1.59±0.63) m/s (0.76-3.22 m/s) in malignant group,(1.92±1.07) m/s(0.79-4.00 m/s) and (1.43±0.41) m/s(0.80-2.23 m/s) in potentially malignant group,and (2.40±1.10) m/s (0.89-3.42 m/s) and (1.48±0.44) m/s (1.03-2.11 m/s) in benign group. There were statistically significant difference between LSWV and PSWV in bengin and malignant group (P=0.029,P=0.005),while no statistical significance in potential malignant group (P=0.087). However,LSWV,PSWV,and DSWV showed no significant difference among these three groups (P=0.401,P=0.638,P=0.625,respectively). LSWV was not significantly associated with the tumor size (r=0.253,P>0.05) but had negative correlation with the depth of region of interest (r=-0.413,P<0.05). Conclusion VTQ may be valuable in the differential diagnosis of focal pancreatic lesions,although further research is still required.
10.Analysis of historical origin and standardization system construction of Citri Grandis Exocarpium.
Yi-Ping YUAN ; Hua-Qiang ZHAI ; Zhao-Juan GUO ; Li-Ting KONG ; Xiao-Yu JIA ; Ning-Ning WANG ; Ying DAI ; Pin-Hao YU
China Journal of Chinese Materia Medica 2017;42(11):2214-2218
To understand the history development and changes of Citri Grandis Exocarpium and initially establish its standard system after exploring the historical origins and modern development of Citri Grandis Exocarpium. In CNKI, Wanfang database and other academic search platforms were searched for literature on Citri Grandis Exocarpium and Chinese medicine standard system; the books related to its modern cultivation techniques and processing technology were also accessed, and after combining with the actual situation analysis, the prospective design of the standard system of Citri Grandis Exocarpium was finally established with research conclusion. The earliest records of the Citri Grandis Exocarpium were documented in the Northern and Southern Dynasties, but its medicinal value was discovered in the Song Dynasty. Its drug use was developed on the basis of Jupi(orange peel) and Citri Exocarpium Rubrum. In 21st century, a number of large-scale, intensive Citri Grandis Exocarpium bases have been formed due to high price, good planting efficiency, and rapid growth of cultivation areas. The standard system includes the technical specifications of seed selection and seedling cultivation of Citri Grandis Exocarpium, technical norms of cultivation, technical specifications of fertilizing and weeding, technical specifications of irrigation and drainage, technical standard of pest and disease control, standard of medicinal materials grade, standard of processing technology of sliced pieces and the quality standard of slices, etc.

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