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.Management of ulcerative colitis in Taiwan: consensus guideline of the Taiwan Society of Inflammatory Bowel Disease updated in 2023
Hsu-Heng YEN ; Jia-Feng WU ; Horng-Yuan WANG ; Ting-An CHANG ; Chung-Hsin CHANG ; Chen-Wang CHANG ; Te-Hsin CHAO ; Jen-Wei CHOU ; Yenn-Hwei CHOU ; Chiao-Hsiung CHUANG ; Wen-Hung HSU ; Tzu-Chi HSU ; Tien-Yu HUANG ; Tsung-I HUNG ; Puo-Hsien LE ; Chun-Che LIN ; Chun-Chi LIN ; Ching-Pin LIN ; Jen-Kou LIN ; Wei-Chen LIN ; Yen-Hsuan NI ; Ming-Jium SHIEH ; I-Lun SHIH ; Chia-Tung SHUN ; Tzung-Jiun TSAI ; Cheng-Yi WANG ; Meng-Tzu WENG ; Jau-Min WONG ; Deng-Chyang WU ; Shu-Chen WEI
Intestinal Research 2024;22(3):213-249
		                        		
		                        			
		                        			 Ulcerative colitis (UC) is a chronic inflammation of the gastrointestinal tract and is characterized by alternating periods of inflammation and remission. Although UC incidence is lower in Taiwan than in Western countries, its impact remains considerable, demanding updated guidelines for addressing local healthcare challenges and patient needs. The revised guidelines employ international standards and recent research, emphasizing practical implementation within the Taiwanese healthcare system. Since the inception of the guidelines in 2017, the Taiwan Society of Inflammatory Bowel Disease has acknowledged the need for ongoing revisions to incorporate emerging therapeutic options and evolving disease management practices. This updated guideline aims to align UC management with local contexts, ensuring comprehensive and context-specific recommendations, thereby raising the standard of care for UC patients in Taiwan. By adapting and optimizing international protocols for local relevance, these efforts seek to enhance health outcomes for patients with UC. 
		                        		
		                        		
		                        		
		                        	
3.Management of Crohn’s disease in Taiwan: consensus guideline of the Taiwan Society of Inflammatory Bowel Disease updated in 2023
Jia-Feng WU ; Hsu-Heng YEN ; Horng-Yuan WANG ; Ting-An CHANG ; Chung-Hsin CHANG ; Chen-Wang CHANG ; Te-Hsin CHAO ; Jen-Wei CHOU ; Yenn-Hwei CHOU ; Chiao-Hsiung CHUANG ; Wen-Hung HSU ; Tzu-Chi HSU ; Tien-Yu HUANG ; Tsung-I HUNG ; Puo-Hsien LE ; Chun-Che LIN ; Chun-Chi LIN ; Ching-Pin LIN ; Jen-Kou LIN ; Wei-Chen LIN ; Yen-Hsuan NI ; Ming-Jium SHIEH ; I-Lun SHIH ; Chia-Tung SHUN ; Tzung-Jiun TSAI ; Cheng-Yi WANG ; Meng-Tzu WENG ; Jau-Min WONG ; Deng-Chyang WU ; Shu-Chen WEI
Intestinal Research 2024;22(3):250-285
		                        		
		                        			
		                        			 Crohn’s disease (CD) is a chronic, fluctuating inflammatory condition that primarily affects the gastrointestinal tract. Although the incidence of CD in Taiwan is lower than that in Western countries, the severity of CD presentation appears to be similar between Asia and the West. This observation indicates the urgency for devising revised guidelines tailored to the unique reimbursement system, and patient requirements in Taiwan. The core objectives of these updated guidelines include the updated treatment choices and the integration of the treat-to-target strategy into CD management, promoting the achievement of deep remission to mitigate complications and enhance the overall quality of life. Given the diversity in disease prevalence, severity, insurance policies, and access to medical treatments in Taiwan, a customized approach is imperative for formulating these guidelines. Such tailored strategies ensure that international standards are not only adapted but also optimized to local contexts. Since the inception of its initial guidelines in 2017, the Taiwan Society of Inflammatory Bowel Disease (TSIBD) has acknowledged the importance of continuous revisions for incorporating new therapeutic options and evolving disease management practices. The latest update leverages international standards and recent research findings focused on practical implementation within the Taiwanese healthcare system. 
		                        		
		                        		
		                        		
		                        	
4.Association between Statin Use and Clinical Outcomes in Patients with De Novo Metastatic Prostate Cancer: A Propensity Score-weighted Analysis
Tzu Shuang CHEN ; Hui Ying LIU ; Yin Lun CHANG ; Yao Chi CHUANG ; Yen Ta CHEN ; Yu Li SU ; Chun Chieh HUANG ; Yen Ting WU ; Hung Jen WANG ; Hao Lun LUO
The World Journal of Men's Health 2024;42(3):630-637
		                        		
		                        			 Purpose:
		                        			Numerous studies have produced conflicting findings regarding the efficacy of statins in prostate cancer treatment. Our objective was to examine the correlation between statin usage and clinical outcomes in Taiwanese men with de novo metastatic prostate cancer. 
		                        		
		                        			Materials and Methods:
		                        			We identified patients diagnosed with de novo metastatic prostate cancer from the Chang Gung Research Database spanning the years 2007 to 2020. To minimize confounding bias, we employed the inverse probability of treatment weighting (IPTW) method. Clinical outcomes were assessed using IPTW-adjusted Kaplan-Meier curves. Multivariate Cox proportional hazard regression analysis was utilized to evaluate the association between mortality and clinical factors. 
		                        		
		                        			Results:
		                        			The study cohort comprised 1,716 statin users and 276 non-users. Patients who used statins exhibited a longer median overall survival (85.4 months compared to 58.2 months; p=0.001) and cancer-specific survival (112.6 months compared to 75.7 months; p<0.001) compared to non-users. The median time to the development of castration-resistant status was similar between statin users and non-users (p=0.069). Multivariable Cox proportional hazards regression analysis, after IPTW adjustment, demonstrated that statin use was associated with improved overall survival. 
		                        		
		                        			Conclusions
		                        			Our study indicates that the use of statins following a de novo metastatic prostate cancer diagnosis enhances survival outcomes. However, statins did not appear to delay the onset of castration-resistant status. Further large-scale and long-term studies are warranted to investigate the biological effects of statins in men with prostate cancer. 
		                        		
		                        		
		                        		
		                        	
5.Scaling up the in-hospital hepatitis C virus care cascade in Taiwan
Chung-Feng HUANG ; Pey-Fang WU ; Ming-Lun YEH ; Ching-I HUANG ; Po-Cheng LIANG ; Cheng-Ting HSU ; Po-Yao HSU ; Hung-Yin LIU ; Ying-Chou HUANG ; Zu-Yau LIN ; Shinn-Cherng CHEN ; Jee-Fu HUANG ; Chia-Yen DAI ; Wan-Long CHUANG ; Ming-Lung YU
Clinical and Molecular Hepatology 2021;27(1):136-143
		                        		
		                        			 Background/Aims:
		                        			Obstacles exist in facilitating hepatitis C virus (HCV) care cascade. To increase timely and accurate diagnosis, disease awareness and accessibility, in-hospital HCV reflex testing followed by automatic appointments and a late call-back strategy (R.N.A. model) was applied. We aimed to compare the HCV treatment rate of patients treated with this strategy compared to those without. 
		                        		
		                        			Methods:
		                        			One hundred and twenty-five anti-HCV seropositive patients who adopted the R.N.A. model in 2020 and another 1,396 controls treated in 2019 were enrolled to compare the gaps in accurate HCV RNA diagnosis to final treatment allocation. 
		                        		
		                        			Results:
		                        			The HCV RNA testing rate was significantly higher in patients who received reflex testing than in those without reflex testing (100% vs. 84.8%, P<0.001). When patients were stratified according to the referring outpatient department, a significant improvement in the HCV RNA testing rate was particularly noted in patients from non-hepatology departments (100% vs. 23.3%, P<0.001). The treatment rate in HCV RNA seropositive patients was 83% (83/100) after the adoption of the R.N.A. model, among whom 96.1% and 73.9% of patients were from the hepatology and non-hepatology departments, respectively. Compared to subjects without R.N.A. model application, a significant improvement in the treatment rate was observed for patients from non-hepatology departments (73.9% vs. 27.8%, P=0.001). The application of the R.N.A. model significantly increased the in-hospital HCV treatment uptake from 6.4% to 73.9% for patients from non-hepatology departments (P<0.001). 
		                        		
		                        			Conclusions
		                        			The care cascade increased the treatment uptake and set up a model for enhancing in-hospital HCV elimination. 
		                        		
		                        		
		                        		
		                        	
6.Expression of a Lactobacillus casei L-lactate dehydrogenase mutant in Pichia pastoris for asymmetric reduction of phenylpyruvate.
Ting ZHANG ; Jianfang LI ; Die HU ; Chuang LI ; Bochun HU ; Minchen WU
Chinese Journal of Biotechnology 2020;36(5):959-968
		                        		
		                        			
		                        			To improve the productivity of L-phenyllactic acid (L-PLA), L-LcLDH1(Q88A/I229A), a Lactobacillus casei L-lactate dehydrogenase mutant, was successfully expressed in Pichia pastoris GS115. An NADH regeneration system in vitro was then constructed by coupling the recombinant (re) LcLDH1(Q88A/I229A) with a glucose 1-dehydrogenase for the asymmetric reduction of phenylpyruvate (PPA) to L-PLA. SDS-PAGE analysis showed that the apparent molecular weight of reLcLDH1(Q88A/I229A) was 36.8 kDa. And its specific activity was 270.5 U/mg, 42.9-fold higher than that of LcLDH1 (6.3 U/mg). The asymmetric reduction of PPA (100 mmol/L) was performed at 40 °C and pH 5.0 in an optimal biocatalytic system, containing 10 U/mL reLcLDH1(Q88A/I229A), 1 U/mL SyGDH, 2 mmol/L NAD⁺ and 120 mmol/L D-glucose, producing L-PLA with 99.8% yield and over 99% enantiomeric excess (ee). In addition, the space-time yield (STY) and average turnover frequency (aTOF) were as high as 9.5 g/(L·h) and 257.0 g/(g·h), respectively. The high productivity of reLcLDH1(Q88A/I229A) in the asymmetric reduction of PPA makes it a promising biocatalyst in the preparation of L-PLA.
		                        		
		                        		
		                        		
		                        			L-Lactate Dehydrogenase
		                        			;
		                        		
		                        			genetics
		                        			;
		                        		
		                        			Lactobacillus casei
		                        			;
		                        		
		                        			enzymology
		                        			;
		                        		
		                        			genetics
		                        			;
		                        		
		                        			Phenylpyruvic Acids
		                        			;
		                        		
		                        			metabolism
		                        			;
		                        		
		                        			Pichia
		                        			;
		                        		
		                        			genetics
		                        			;
		                        		
		                        			Recombinant Proteins
		                        			;
		                        		
		                        			genetics
		                        			;
		                        		
		                        			metabolism
		                        			
		                        		
		                        	
7.A comparative study on SaTScan and FleXScan software for spatial clustering analysis regarding the incidence of pulmonary tuberculosis
Ting LI ; Jin'ge HE ; Changhong YANG ; Jing LI ; Yue XIAO ; Yunkui LI ; Chuang CHEN ; Jianlin WU
Chinese Journal of Epidemiology 2020;41(2):207-212
		                        		
		                        			
		                        			Objective To detect the spatial clustering and high risk areas of pulmonary tuberculosis (PTB) in Sichuan province in 2018 and,to compare the effects of application on both SaTScan 9.4.1 software and FleXScan 3.1.2 software to detect the PTB spatial clusters.Methods Geographic information database was established by using the incidence data of PTB and demographic data reported in the'China disease prevention of infectious disease reporting information management system'in Sichuan province in 2018.Spatial clustering analysis was conducted using the Poisson model in software SaTScan 9.4.1 and FleXScan 3.1.2 to detect the high risk areas of PTB by software ArcGIS 10.5.Differences of clusters locations and scopes in the two scanning methods were compared.Results The reported incidence rate of PTB was 57.34/100 000 (47 601 cases) in Sichuan province in 2018,presenting an obvious clustering distribution.SaTScan and FleXScan scanned 8 and 10 clusters showed statistically significant differences (P<0.05),with log-likelihood ratio (LLR) as 24.62-2 416.05 and 1.48-2 618.96,respectively.Results from scanning of the two methods showed that the most likely clusters appeared in the Daliangshan and Xiaoliangshan of Liangshan Yi ethnic aggregation areas.The other clustering areas would include some minority areas in the western Sichuan plateau,detected by both two methods differences in the shape and scope of the clustering were detected by both methods.The clustering scopes detected by SaTScan covered some counties,in which the actual incidence was not high.FleXScan could distinguish the clusters and detect more irregular shaped clusters.Conclusions Obvious spatial clusters of PTB distribution were found in Sichuan in 2018.Areas of Daliangshan,Xiaoliangshan and the minority areas in Western Sichuan plateau appeared at high risk,suggesting these were the key areas for prevention and control.FleXScan seemed more conducive in accurately distinguishing the "cold spot" areas in the highly aggregated areas,and more suitable for the application of spatial clustering detection for TB,in Sichuan province.
		                        		
		                        		
		                        		
		                        	
8.Management of Crohn's disease in Taiwan: consensus guideline of the Taiwan Society of Inflammatory Bowel Disease.
Shu Chen WEI ; Ting An CHANG ; Te Hsin CHAO ; Jinn Shiun CHEN ; Jen Wei CHOU ; Yenn Hwei CHOU ; Chiao Hsiung CHUANG ; Wen Hung HSU ; Tien Yu HUANG ; Tzu Chi HSU ; Chun Chi LIN ; Hung Hsin LIN ; Jen Kou LIN ; Wei Chen LIN ; Yen Hsuan NI ; Ming Jium SHIEH ; I Lun SHIH ; Chia Tung SHUN ; Yuk Ming TSANG ; Cheng Yi WANG ; Horng Yuan WANG ; Meng Tzu WENG ; Deng Chyang WU ; Wen Chieh WU ; Hsu Heng YEN ; Jau Min WONG
Intestinal Research 2017;15(3):285-310
		                        		
		                        			
		                        			Crohn's disease (CD) is a chronic relapsing and remitting inflammatory disease of the gastrointestinal tract. CD is rare in Taiwan and other Asian countries, but its prevalence and incidence have been steadily increasing. A steering committee was established by the Taiwan Society of Inflammatory Bowel Disease to formulate statements on the diagnosis and management of CD taking into account currently available evidence and the expert opinion of the committee. Thorough clinical, endoscopic, and histological assessments are required for accurate diagnosis of CD. Computed tomography and magnetic resonance imaging are complementary to endoscopic evaluation for disease staging and detecting complications. The goals of CD management are to induce and maintain remission, reduce the risk of complications, and improve quality of life. Corticosteroids are the mainstay for inducing re-mission. Immunomodulating and biologic therapies should be used to maintain remission. Patients should be evaluated for hepatitis B virus and tuberculosis infection prior to treatment and receive regular surveillance for cancer. These consensus statements are based on current local evidence with consideration of factors, and could be serve as concise and practical guidelines for supporting clinicians in the management of patients with CD in Taiwan.
		                        		
		                        		
		                        		
		                        			Adrenal Cortex Hormones
		                        			;
		                        		
		                        			Asian Continental Ancestry Group
		                        			;
		                        		
		                        			Biological Therapy
		                        			;
		                        		
		                        			Consensus*
		                        			;
		                        		
		                        			Crohn Disease*
		                        			;
		                        		
		                        			Diagnosis
		                        			;
		                        		
		                        			Disease Management
		                        			;
		                        		
		                        			Expert Testimony
		                        			;
		                        		
		                        			Gastrointestinal Tract
		                        			;
		                        		
		                        			Hepatitis B virus
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Incidence
		                        			;
		                        		
		                        			Inflammatory Bowel Diseases*
		                        			;
		                        		
		                        			Magnetic Resonance Imaging
		                        			;
		                        		
		                        			Prevalence
		                        			;
		                        		
		                        			Quality of Life
		                        			;
		                        		
		                        			Taiwan*
		                        			;
		                        		
		                        			Tuberculosis
		                        			
		                        		
		                        	
9.Management of ulcerative colitis in Taiwan: consensus guideline of the Taiwan Society of Inflammatory Bowel Disease.
Shu Chen WEI ; Ting An CHANG ; Te Hsin CHAO ; Jinn Shiun CHEN ; Jen Wei CHOU ; Yenn Hwei CHOU ; Chiao Hsiung CHUANG ; Wen Hung HSU ; Tien Yu HUANG ; Tzu Chi HSU ; Chun Chi LIN ; Hung Hsin LIN ; Jen Kou LIN ; Wei Chen LIN ; Yen Hsuan NI ; Ming Jium SHIEH ; I Lun SHIH ; Chia Tung SHUN ; Yuk Ming TSANG ; Cheng Yi WANG ; Horng Yuan WANG ; Meng Tzu WENG ; Deng Chyang WU ; Wen Chieh WU ; Hsu Heng YEN ; Jau Min WONG
Intestinal Research 2017;15(3):266-284
		                        		
		                        			
		                        			Ulcerative colitis (UC) is an inflammatory bowel disease characterized by chronic mucosal inflammation of the colon, and the prevalence and incidence of UC have been steadily increasing in Taiwan. A steering committee was established by the Taiwan Society of Inflammatory Bowel Disease to formulate statements on the diagnosis and management of UC taking into account currently available evidence and the expert opinion of the committee. Accurate diagnosis of UC requires thorough clinical, endoscopic, and histological assessment and careful exclusion of differential diagnoses, particularly infectious colitis. The goals of UC therapy are to induce and maintain remission, reduce the risk of complications, and improve quality of life. As outlined in the recommended treatment algorithm, choice of treatment is dictated by severity, extent, and course of disease. Patients should be evaluated for hepatitis B virus and tuberculosis infection prior to immunosuppressive treatment, especially with steroids and biologic agents, and should be regularly monitored for reactivation of latent infection. These consensus statements are also based on current local evidence with consideration of factors, and could be serve as concise and practical guidelines for supporting clinicians in the management of UC in Taiwan.
		                        		
		                        		
		                        		
		                        			Biological Factors
		                        			;
		                        		
		                        			Colitis
		                        			;
		                        		
		                        			Colitis, Ulcerative*
		                        			;
		                        		
		                        			Colon
		                        			;
		                        		
		                        			Consensus*
		                        			;
		                        		
		                        			Diagnosis
		                        			;
		                        		
		                        			Diagnosis, Differential
		                        			;
		                        		
		                        			Disease Management
		                        			;
		                        		
		                        			Expert Testimony
		                        			;
		                        		
		                        			Hepatitis B virus
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Incidence
		                        			;
		                        		
		                        			Inflammation
		                        			;
		                        		
		                        			Inflammatory Bowel Diseases*
		                        			;
		                        		
		                        			Prevalence
		                        			;
		                        		
		                        			Quality of Life
		                        			;
		                        		
		                        			Steroids
		                        			;
		                        		
		                        			Taiwan*
		                        			;
		                        		
		                        			Tuberculosis
		                        			;
		                        		
		                        			Ulcer*
		                        			
		                        		
		                        	
10.Spatial-temporal distribution of smear positive pulmonary tuberculosis in Liangshan Yi autonomous prefecture, Sichuan province, 2011-2016
Ting LI ; Changhong YANG ; Jinge HE ; Yunkui LI ; Yue XIAO ; Jing LI ; Danxia WANG ; Chuang CHEN ; Jianlin WU
Chinese Journal of Epidemiology 2017;38(11):1518-1522
		                        		
		                        			
		                        			Objective To analyze the spatial and temporal distribution of smear positive pulmonary tuberculosis (PTB) in Liangshan Yi autonomous prefecture in Sichuan province from 2011 to 2016. Methods The registration data of PTB in 618 townships of Liangshan from 2011 to 2016 were collected from"Tuberculosis Management Information System of National Disease Prevention and Control Information System". Software ArcGIS 10.2 was used to establish the geographic information database and realize the visualization of the analysis results. Software OpenGeoda 1.2.0 was used to conduct the analyses on global indication of spatial autocorrelation (GISA) and local indication of spatial autocorrelation (LISA). Software SaTScan 9.4.1 was used for spatio-temporal scanning analysis. Results From 2011 to 2016, the registration rate of smear positive PTB in Liangshan declined from 56.97/100000 (2666 cases) to 21.11/100000 (1038 cases). The global spatial autocorrelation coefficient Moran's I ranged from 0.25 to 0.45 and the difference was significant (all P=0.000). Local autocorrelation analysis showed that"high-high"area covered 43, 34, 37, 34, 42 and 61 townships from 2011 to 2016, respectively, mainly in Leibo county. Spatial temporal clustering analysis found one class Ⅰ clustering in the area around Bagu township of Meigu county and two class Ⅱ clustering in the areas around Liumin and Hekou township of Huili county, respectively (all P=0.000). Conclusion Obvious spatial temporal clustering of smear positive PTB distribution was found in Liangshan from 2011-2016. Hot spot areas with serious smear positive PTB epidemic and high spread risk were mainly found in northeastern Liangshan, including townships in Leibo and Meigu counties. Targeted TB prevention and control should be conducted in these areas.
		                        		
		                        		
		                        		
		                        	
            
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