26 results on '"Hyuk‐Jae Chang"'
Search Results
2. Machine learning insight into the role of imaging and clinical variables for the prediction of obstructive coronary artery disease and revascularization: An exploratory analysis of the CONSERVE study.
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Lohendran Baskaran, Xiaohan Ying, Zhuoran Xu, Subhi J Al'Aref, Benjamin C Lee, Sang-Eun Lee, Ibrahim Danad, Hyung-Bok Park, Ravi Bathina, Andrea Baggiano, Virginia Beltrama, Rodrigo Cerci, Eui-Young Choi, Jung-Hyun Choi, So-Yeon Choi, Jason Cole, Joon-Hyung Doh, Sang-Jin Ha, Ae-Young Her, Cezary Kepka, Jang-Young Kim, Jin-Won Kim, Sang-Wook Kim, Woong Kim, Yao Lu, Amit Kumar, Ran Heo, Ji Hyun Lee, Ji-Min Sung, Uma Valeti, Daniele Andreini, Gianluca Pontone, Donghee Han, Todd C Villines, Fay Lin, Hyuk-Jae Chang, James K Min, and Leslee J Shaw
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Medicine ,Science - Abstract
BackgroundMachine learning (ML) is able to extract patterns and develop algorithms to construct data-driven models. We use ML models to gain insight into the relative importance of variables to predict obstructive coronary artery disease (CAD) using the Coronary Computed Tomographic Angiography for Selective Cardiac Catheterization (CONSERVE) study, as well as to compare prediction of obstructive CAD to the CAD consortium clinical score (CAD2). We further perform ML analysis to gain insight into the role of imaging and clinical variables for revascularization.MethodsFor prediction of obstructive CAD, the entire ICA arm of the study, comprising 719 patients was used. For revascularization, 1,028 patients were randomized to invasive coronary angiography (ICA) or coronary computed tomographic angiography (CCTA). Data was randomly split into 80% training 20% test sets for building and validation. Models used extreme gradient boosting (XGBoost).ResultsMean age was 60.6 ± 11.5 years and 64.3% were female. For the prediction of obstructive CAD, the AUC was significantly higher for ML at 0.779 (95% CI: 0.672-0.886) than for CAD2 (0.696 [95% CI: 0.594-0.798]) (P = 0.01). BMI, age, and angina severity were the most important variables. For revascularization, the model obtained an overall area under the receiver-operation curve (AUC) of 0.958 (95% CI = 0.933-0.983). Performance did not differ whether the imaging parameters used were from ICA (AUC 0.947, 95% CI = 0.903-0.990) or CCTA (AUC 0.941, 95% CI = 0.895-0.988) (P = 0.90). The ML model obtained sensitivity and specificity of 89.2% and 92.9%, respectively. Number of vessels with ≥70% stenosis, maximum segment stenosis severity (SSS) and body mass index (BMI) were the most important variables. Exclusion of imaging variables resulted in performance deterioration, with an AUC of 0.705 (95% CI 0.614-0.795) (P ConclusionsFor obstructive CAD, the ML model outperformed CAD2. BMI is an important variable, although currently not included in most scores. In this ML model, imaging variables were most associated with revascularization. Imaging modality did not influence model performance. Removal of imaging variables reduced model performance.
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- 2020
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3. Prevalence and clinical features of bone morphogenetic protein receptor type 2 mutation in Korean idiopathic pulmonary arterial hypertension patients: The PILGRIM explorative cohort.
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Albert Youngwoo Jang, Bo-Gyeong Kim, Sunkoo Kwon, Jiyoung Seo, Hyung Kwan Kim, Hyuk-Jae Chang, Sung-A Chang, Goo-Yeong Cho, Sang Jae Rhee, Hae Ok Jung, Kyung-Hee Kim, Hye Sun Seo, Kye Hun Kim, Jinho Shin, Jun Soo Lee, Minsu Kim, Young Jae Lee, and Wook-Jin Chung
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Medicine ,Science - Abstract
BackgroundPulmonary arterial hypertension (PAH) is a progressive chronic disease with poor outcomes. One reason for poor prognosis is the lack of understanding regarding individual variability in response to treatment. Idiopathic PAH (IPAH) patients with bone morphogenetic protein receptor type 2 (BMPR2) mutations have distinct phenotypes that are crucial for individualized therapy but evidence regarding their prevalence and clinical features in the Korean population is lacking. Therefore, the present study aimed to screen Korean IPAH patients for BMPR2 mutations and analyze their clinical phenotypes.MethodsWe enrolled 73 unrelated IPAH patients for BMPR2 mutation screening between March 2010 to November 2015 from 11 hospitals in Korea. Thirty-three lineal family members from 6 families of BMPR2 mutation carriers were also screened.ResultsAmong 73 patients, 16 (22%) had BMPR2 mutations. Mutation carriers were younger (27 vs. 47 years; p = 0.02) and had a higher mean pulmonary arterial pressure (mPAP) than non-carriers (64 vs. 51 mmHg; pConclusionThe prevalence of BMPR2 mutations in Korean IPAH patients was 22%. Mutation carriers were younger and had a poorer hemodynamic profile compared with the non-carriers.Clinical trial registrationClinicaltrials.gov NCT01054105.
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- 2020
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4. Automatic segmentation of multiple cardiovascular structures from cardiac computed tomography angiography images using deep learning.
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Lohendran Baskaran, Subhi J Al'Aref, Gabriel Maliakal, Benjamin C Lee, Zhuoran Xu, Jeong W Choi, Sang-Eun Lee, Ji Min Sung, Fay Y Lin, Simon Dunham, Bobak Mosadegh, Yong-Jin Kim, Ilan Gottlieb, Byoung Kwon Lee, Eun Ju Chun, Filippo Cademartiri, Erica Maffei, Hugo Marques, Sanghoon Shin, Jung Hyun Choi, Kavitha Chinnaiyan, Martin Hadamitzky, Edoardo Conte, Daniele Andreini, Gianluca Pontone, Matthew J Budoff, Jonathon A Leipsic, Gilbert L Raff, Renu Virmani, Habib Samady, Peter H Stone, Daniel S Berman, Jagat Narula, Jeroen J Bax, Hyuk-Jae Chang, James K Min, and Leslee J Shaw
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Medicine ,Science - Abstract
OBJECTIVES:To develop, demonstrate and evaluate an automated deep learning method for multiple cardiovascular structure segmentation. BACKGROUND:Segmentation of cardiovascular images is resource-intensive. We design an automated deep learning method for the segmentation of multiple structures from Coronary Computed Tomography Angiography (CCTA) images. METHODS:Images from a multicenter registry of patients that underwent clinically-indicated CCTA were used. The proximal ascending and descending aorta (PAA, DA), superior and inferior vena cavae (SVC, IVC), pulmonary artery (PA), coronary sinus (CS), right ventricular wall (RVW) and left atrial wall (LAW) were annotated as ground truth. The U-net-derived deep learning model was trained, validated and tested in a 70:20:10 split. RESULTS:The dataset comprised 206 patients, with 5.130 billion pixels. Mean age was 59.9 ± 9.4 yrs., and was 42.7% female. An overall median Dice score of 0.820 (0.782, 0.843) was achieved. Median Dice scores for PAA, DA, SVC, IVC, PA, CS, RVW and LAW were 0.969 (0.979, 0.988), 0.953 (0.955, 0.983), 0.937 (0.934, 0.965), 0.903 (0.897, 0.948), 0.775 (0.724, 0.925), 0.720 (0.642, 0.809), 0.685 (0.631, 0.761) and 0.625 (0.596, 0.749) respectively. Apart from the CS, there were no significant differences in performance between sexes or age groups. CONCLUSIONS:An automated deep learning model demonstrated segmentation of multiple cardiovascular structures from CCTA images with reasonable overall accuracy when evaluated on a pixel level.
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- 2020
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5. Population-based dementia prediction model using Korean public health examination data: A cohort study.
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Kyung Mee Park, Ji Min Sung, Woo Jung Kim, Suk Kyoon An, Kee Namkoong, Eun Lee, and Hyuk-Jae Chang
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Medicine ,Science - Abstract
The early identification and prevention of dementia is important for reducing its worldwide burden and increasing individuals' quality of life. Although several dementia prediction models have been developed, there remains a need for a practical and precise model targeted to middle-aged and Asian populations. Here, we used national Korean health examination data from adults (331,126 individuals, 40-69 years of age, mean age: 52 years) from 2002-2003 to predict the incidence of dementia after 10 years. We divided the dataset into two cohorts to develop and validate of our prediction model. Cox proportional hazards models were used to construct dementia prediction models for the total group and sex-specific subgroups. Receiver operating characteristics curves, C-statistics, calibration plots, and cumulative hazards were used to validate model performance. Discriminative accuracy as measured by C-statistics was 0.81 in the total group (95% confidence interval (CI) = 0.81 to 0.82), 0.81 in the male subgroup (CI = 0.80 to 0.82), and 0.81 in the female subgroup (CI = 0.80 to 0.82). Significant risk factors for dementia in the total group were age; female sex; underweight; current hypertension; comorbid psychiatric or neurological disorder; past medical history of cardiovascular disease, diabetes mellitus, or hypertension; current smoking; and no exercise. All identified risk factors were statistically significant in the sex-specific subgroups except for low body weight and current hypertension in the female subgroup. These results suggest that public health examination data can be effectively used to predict dementia and facilitate the early identification of dementia within a middle-aged Asian population.
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- 2019
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6. Development and verification of prediction models for preventing cardiovascular diseases.
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Ji Min Sung, In-Jeong Cho, David Sung, Sunhee Kim, Hyeon Chang Kim, Myeong-Hun Chae, Maryam Kavousi, Oscar L Rueda-Ochoa, M Arfan Ikram, Oscar H Franco, and Hyuk-Jae Chang
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Medicine ,Science - Abstract
ObjectivesCardiovascular disease (CVD) is one of the major causes of death worldwide. For improved accuracy of CVD prediction, risk classification was performed using national time-series health examination data. The data offers an opportunity to access deep learning (RNN-LSTM), which is widely known as an outstanding algorithm for analyzing time-series datasets. The objective of this study was to show the improved accuracy of deep learning by comparing the performance of a Cox hazard regression and RNN-LSTM based on survival analysis.Methods and findingsWe selected 361,239 subjects (age 40 to 79 years) with more than two health examination records from 2002-2006 using the National Health Insurance System-National Health Screening Cohort (NHIS-HEALS). The average number of health screenings (from 2002-2013) used in the analysis was 2.9 ± 1.0. Two CVD prediction models were developed from the NHIS-HEALS data: a Cox hazard regression model and a deep learning model. In an internal validation of the NHIS-HEALS dataset, the Cox regression model showed a highest time-dependent area under the curve (AUC) of 0.79 (95% CI 0.70 to 0.87) for in females and 0.75 (95% CI 0.70 to 0.80) in males at 2 years. The deep learning model showed a highest time-dependent AUC of 0.94 (95% CI 0.91 to 0.97) for in females and 0.96 (95% CI 0.95 to 0.97) in males at 2 years. Layer-wise Relevance Propagation (LRP) revealed that age was the variable that had the greatest effect on CVD, followed by systolic blood pressure (SBP) and diastolic blood pressure (DBP), in that order.ConclusionThe performance of the deep learning model for predicting CVD occurrences was better than that of the Cox regression model. In addition, it was confirmed that the known risk factors shown to be important by previous clinical studies were extracted from the study results using LRP.
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- 2019
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7. Correction: Population-based dementia prediction model using Korean public health examination data: A cohort study.
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Kyung Mee Park, Ji Min Sung, Woo Jung Kim, Suk Kyoon An, Kee Namkoong, Eun Lee, and Hyuk-Jae Chang
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Medicine ,Science - Abstract
[This corrects the article DOI: 10.1371/journal.pone.0211957.].
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- 2019
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8. Demographics, treatment trends, and survival rate in incident pulmonary artery hypertension in Korea: A nationwide study based on the health insurance review and assessment service database.
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Shinjeong Song, Sang-Eun Lee, Sang Kwon Oh, Seong A Jeon, Ji Min Sung, Jae-Hyeong Park, and Hyuk-Jae Chang
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Medicine ,Science - Abstract
Epidemiologic data regarding pulmonary arterial hypertension (PAH) have relied on registries from Western countries. We assessed the current status of PAH in the Korean population. The Health Insurance Review and Assessment Service (HIRA) claim database, which comprises nationwide medical insurance data of Koreans from 2008-2016, was assessed to determine the current status of PAH. Overall, 1,307 patients were newly diagnosed with PAH from 2008-2016 (0.0005%, annual incidence: 4.84 patients/1 million people/year). The mean age at diagnosis was 44±13 years (range 18-65) and patients were mostly women (n = 906, 69.3%). Cases of idiopathic PAH (51.6%) accounted for the largest proportion, followed by acquired PAH (APAH) associated with congenital heart disease (25.8%) and APAH with connective tissue disease (17.2%). Overall, 807 (61.7%) patients received a single PAH-specific treatment based on their last prescription, of which bosentan (50.6%) was the most frequently used. Only 240 (18.4%) patients received combination therapy, with the bosentan-beraprost combination (32.9%) being the most common. During the mean follow-up of 1.9 years, the 1-, 2-, 3-, and 5-year estimated survival rates were 85%, 62%, 54%, and 46%, respectively. The prevalence and incidence of PAH in the Korean population is currently comparable with that in previous registries. The 5-year survival rate was slightly higher in the Korean population than previously reported.
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- 2018
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9. Automatic aortic valve landmark localization in coronary CT angiography using colonial walk.
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Walid Abdullah Al, Ho Yub Jung, Il Dong Yun, Yeonggul Jang, Hyung-Bok Park, and Hyuk-Jae Chang
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Medicine ,Science - Abstract
The minimally invasive transcatheter aortic valve implantation (TAVI) is the most prevalent method to treat aortic valve stenosis. For pre-operative surgical planning, contrast-enhanced coronary CT angiography (CCTA) is used as the imaging technique to acquire 3-D measurements of the valve. Accurate localization of the eight aortic valve landmarks in CT images plays a vital role in the TAVI workflow because a small error risks blocking the coronary circulation. In order to examine the valve and mark the landmarks, physicians prefer a view parallel to the hinge plane, instead of using the conventional axial, coronal or sagittal view. However, customizing the view is a difficult and time-consuming task because of unclear aorta pose and different artifacts of CCTA. Therefore, automatic localization of landmarks can serve as a useful guide to the physicians customizing the viewpoint. In this paper, we present an automatic method to localize the aortic valve landmarks using colonial walk, a regression tree-based machine-learning algorithm. For efficient learning from the training set, we propose a two-phase optimized search space learning model in which a representative point inside the valvular area is first learned from the whole CT volume. All eight landmarks are then learned from a smaller area around that point. Experiment with preprocedural CCTA images of TAVI undergoing patients showed that our method is robust under high stenotic variation and notably efficient, as it requires only 12 milliseconds to localize all eight landmarks, as tested on a 3.60 GHz single-core CPU.
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- 2018
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10. Risk of new-onset diabetes among patients treated with statins according to hypertension and gender: Results from a nationwide health-screening cohort.
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Sang-Eun Lee, Ji Min Sung, In-Jeong Cho, Hyeon Chang Kim, and Hyuk-Jae Chang
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Medicine ,Science - Abstract
Statins have been known to increase the risk of incident type 2 diabetes mellitus (DM); however, other factors, especially hypertension, are also associated with DM development.We investigated whether statin use increases the risk of DM and further analyzed whether the relation between statin use and incident DM differs according to the presence of hypertension and gender.From a nationwide health-screening cohort, 40,164 participants with total cholesterol levels ≥eve mg/dL and without pre-diagnosed DM, cardiovascular disease, or cancer, who underwent a series of regular health check-ups, were enrolled. Statin users were defined as participants who were prescribed statins more than twice during 6 months.There were 17,798 statin non-users and 22,366 statin users. During 7.66±3.21 years of follow-up, incident DM developed in 5.68% of statin non-users and 7.64% of statin users. Among the entire study population, statin use was associated with new-onset DM after adjusting for clinical risk factors. In sub-analysis according to hypertension, statin use significantly increased the risk of incident DM only in normotensive patients [hazard ratio (HR) 1.31, 95% confidence interval (CI) 1.09 to 1.58, p = 0.004], and not in hypertensive patients (p>0.05). Furthermore, continuous statin use was strongly associated with new-onset DM in women, regardless of hypertension presence (all p0.05).Statin use increased the risk of new-onset DM only in normotensive patients and hypertensive women, suggesting that these groups should be more carefully monitored for the development of DM during the course of follow-up.
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- 2018
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11. Usefulness of baseline statin therapy in non-obstructive coronary artery disease by coronary computed tomographic angiography: From the CONFIRM (COronary CT Angiography EvaluatioN For Clinical Outcomes: An InteRnational Multicenter) study.
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Yun-Kyeong Cho, Chang-Wook Nam, Bon-Kwon Koo, Joshua Schulman-Marcus, Bríain Ó Hartaigh, Heidi Gransar, Yao Lu, Stephan Achenbach, Mouaz Al-Mallah, Daniele Andreini, Jeroen J Bax, Matthew J Budoff, Filippo Cademartiri, Tracy Q Callister, Hyuk-Jae Chang, Kavitha Chinnaiyan, Benjamin J W Chow, Ricardo C Cury, Augustin Delago, Gudrun Feuchtner, Martin Hadamitzky, Jörg Hausleiter, Philipp A Kaufmann, Yong-Jin Kim, Jonathon Leipsic, Erica Maffei, Hugo Marques, Gianluca Pontone, Gilbert L Raff, Ronen Rubinshtein, Leslee J Shaw, Todd C Villines, Daniel S Berman, Erica C Jones, Jessica M Peña, Fay Y Lin, and James K Min
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Medicine ,Science - Abstract
BackgroundThe extent to which the presence and extent of subclinical atherosclerosis by coronary computed tomography angiography influences a potential mortality benefit of statin is unknown. We evaluated the relationship between statin therapy, mortality, and subclinical atherosclerosis.MethodsIn the CONFIRM study, patients with normal or non-obstructive plaque (Results1.2% of patients experienced all-cause mortality. Patients not on baseline statin therapy had a stepwise increased risk of all-cause mortality by CAC (relative to CAC = 0; CAC 1-99: hazard ratio [HR] 1.65, CAC 100-299: HR 2.19, and CAC≥300: HR 2.98) or SIS (relative to SIS = 0; SIS 1: HR 1.62, SIS 2-3: 2.48 and SIS≥4: 2.95). Conversely, in patients on baseline statin therapy, there was no significant increase in mortality risk with increasing CAC (p value for interaction = 0.049) or SIS (p value for interaction = 0.007). The incidence of MACE was 2.1%. Similar to the all-cause mortality, the risk of MACE was increased with CAC or SIS strata in patient not on baseline statin therapy. However, this relation was not observed in patient on baseline statin therapy.ConclusionIn individuals with non-obstructive coronary artery disease, increased risk of adverse events occurs with increasing CAC or SIS who are not on baseline statin therapy. Statin therapy is associated with a mitigation of risk of cardiac events in the presence of increasing atherosclerosis, with no particular threshold of disease burden.
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- 2018
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12. Sinus node dysfunction after surgical atrial fibrillation ablation with concomitant mitral valve surgery: Determinants and clinical outcomes.
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Darae Kim, Chi Young Shim, Geu-Ru Hong, In Jeong Cho, Seung Hyun Lee, Hyuk-Jae Chang, Sak Lee, Jong-Won Ha, and Byung-Chul Chang
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Medicine ,Science - Abstract
OBJECTIVE:We sought to investigate determinants and prognosis of sinus node dysfunction (SND) after surgical ablation of atrial fibrillation (AF) with concomitant mitral valve (MV) surgery. A total of 202 patients who underwent surgical AF ablation with concomitant MV surgery were studied. STUDY DESIGN AND SETTING:SND was defined as electrocardiographic manifestations, such as junctional bradycardia, symptomatic sick sinus syndrome, or symptomatic sinus bradycardia, 7 days after surgery. Baseline clinical and echocardiographic characteristics, rhythm outcomes [AF recurrence or permanent pacemaker (PM) implantation] at 6 and 12 months, and clinical outcomes were compared between patients without SND (n = 165) and those with SND (n = 37) after surgery. RESULTS:Patients with SND showed a significantly larger left atrial volume index (LAVI) and a higher right ventricular systolic pressure than those without SND. In addition, there was a higher likelihood for AF recurrence and PM implantation in patients with SND than in those without SND. Although clinical outcomes did not differ between the two groups, patients with SND had a significantly longer length of hospital stay (p
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- 2018
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13. Effect of fenofibrate in 1113 patients at low-density lipoprotein cholesterol goal but high triglyceride levels: Real-world results and factors associated with triglyceride reduction.
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Yeongmin Woo, Jeong-Soo Shin, Chi-Young Shim, Jung-Sun Kim, Byeong-Keuk Kim, Sungha Park, Hyuk-Jae Chang, Geu-Ru Hong, Young-Guk Ko, Seok-Min Kang, Donghoon Choi, Jong-Won Ha, Myeong-Ki Hong, Yangsoo Jang, and Sang-Hak Lee
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Medicine ,Science - Abstract
Fibrates are used in patients with dyslipidemia and high cardiovascular risk. However, information regarding drug response to fibrate has been highly limited. We investigated treatment results and factors associated with triglyceride reduction after fenofibrate therapy using large-scale real-world data. Patients with one or more cardiovascular risk factors, at low-density lipoprotein-cholesterol goal but with triglyceride level ≥150 mg/dL, and undergoing treatment with fenofibrate 135-160 mg for the first time were included in this retrospective observational study. The outcome variable was the percentage changes of TG levels. The achievement rate of triglyceride
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- 2018
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14. Determinants and Prognostic Significance of Symptomatic Status in Patients with Moderately Dysfunctional Bicuspid Aortic Valves.
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Soo Youn Lee, Chi Young Shim, Geu-Ru Hong, In Jeong Cho, Hyuk-Jae Chang, Jong-Won Ha, and Namsik Chung
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Medicine ,Science - Abstract
We aimed to identify the clinical and echocardiographic determinants of symptoms and their prognostic implications in patients with moderately dysfunctional bicuspid aortic valves (BAVs).Among 1,019 subjects in the BAV registry treated in a single tertiary care center, the records of 127 patients (85 men, age 58±13 years) with moderately dysfunctional BAVs were comprehensively reviewed. The patients were divided into two groups based on symptom status: asymptomatic (n = 80) vs. symptomatic (n = 47). The primary end-point was defined as a composite of aortic valve surgery, hospitalization for heart failure, and any cause of death.The symptomatic group had a higher proportion of females, hypertension, aortic stenosis, and aortopathy than did the asymptomatic group. The symptomatic group showed lower e' (5.5±1.7 vs. 6.5±2.2 cm/s, p = 0.003), higher E/e' (13.3 ± 4.9 vs. 10.9±3.7, p = 0.002), and larger left atrial volume index (29.9±11.4 vs. 24.6±9.1 ml/m2, p = 0.006) than did the asymptomatic group. In multivariate logistic regression analysis, female gender (odds ratio [OR] 2.84, 95% confidence interval [CI] 1.10-7.36, p = 0.031), hypertension (OR 3.07, 95% CI 1.20-7.82, p = 0.019), moderate aortic stenosis (OR 5.33 5.78, 95% CI 1.99-16.83, p = 0.001), E/e' >15 (OR 3.82, 95% CI 1.03-11.19, p = 0.015), and aortopathy (OR 2.76, 95% CI 1.07-7.10, p = 0.035) were independently correlated with symptom status. The symptomatic group showed a significantly lower rate of event-free survival during the 8-year follow-up period (54±9% vs. 68±10%, p = 0.001).In patients with moderately dysfunctional BAVs, the presence of moderate aortic stenosis, aortopathy, and diastolic dysfunction determines symptom status, along with female gender and hypertension. Symptom status was associated with clinical outcomes.
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- 2017
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15. Associations of changes in body mass index with all-cause and cardiovascular mortality in healthy middle-aged adults.
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In-Jeong Cho, Hyuk-Jae Chang, Ji Min Sung, Young Mi Yun, Hyeon Chang Kim, and Namsik Chung
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Medicine ,Science - Abstract
Conflicting data exist regarding the association of body mass index (BMI) changes with all-cause and cardiovascular (CV) mortality. The current study investigated the association between changes in BMI and all-cause, CV, and non-CV mortality in a large cohort of middle-aged adults.A total of 379,535 adults over 40 years of age without pre-existing CV disease or cancer at baseline were enrolled to undergo a series of at least three health examinations of biennial intervals. Changes in BMI between baseline, midpoint follow-up, and final health examination during mean 9.3 years were defined according to the pattern of BMI change as follows: stable, sustained gain, sustained loss, and fluctuation. The relationship between BMI change category and mortality was assessed by multivariate Cox regression reporting hazard ratio (HR) with 95% confidence interval (95% CI).During a mean follow-up of 10.7 years for mortality, 12,378 deaths occurred from all causes, of which 2,114 were CV and 10,264 were non-CV deaths. Sustained BMI gain was associated with the lower risk of all-cause (HR 0.89, 95% CI: 0.83-0.95), CV (HR 0.84, 95% CI 0.72-0.98), and non-CV mortality (HR 0.90, 95% CI 0.84-0.96) compared with stable BMI. Conversely, sustained BMI loss (HR 1.25, 95% CI 1.19-1.32) and fluctuation (HR 1.13, 95% CI 1.08-1.19) displayed a higher risk of all-cause mortality compared with stable BMI, which was mainly attributable to the increase in non-CV mortality.Sustained BMI gains were associated with reduced risk of all-cause, CV, and non-CV mortality in middle-aged healthy adults.
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- 2017
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16. Automatic Coronary Artery Segmentation Using Active Search for Branches and Seemingly Disconnected Vessel Segments from Coronary CT Angiography.
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Dongjin Han, Hackjoon Shim, Byunghwan Jeon, Yeonggul Jang, Youngtaek Hong, Sunghee Jung, Seongmin Ha, and Hyuk-Jae Chang
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Medicine ,Science - Abstract
We propose a Bayesian tracking and segmentation method of coronary arteries on coronary computed tomographic angiography (CCTA). The geometry of coronary arteries including lumen boundary is estimated in Maximum A Posteriori (MAP) framework. Three consecutive sphere based filtering is combined with a stochastic process that is based on the similarity of the consecutive local neighborhood voxels and the geometric constraint of a vessel. It is also founded on the prior knowledge that an artery can be seen locally disconnected and consist of branches which may be seemingly disconnected due to plaque build up. For such problem, an active search method is proposed to find branches and seemingly disconnected but actually connected vessel segments. Several new measures have been developed for branch detection, disconnection check and planar vesselness measure. Using public domain Rotterdam CT dataset, the accuracy of extracted centerline is demonstrated and automatic reconstruction of coronary artery mesh is shown.
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- 2016
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17. Statin Intensity and Clinical Outcome in Patients with Stable Coronary Artery Disease and Very Low LDL-Cholesterol.
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Soo Youn Lee, Seung-Jin Oh, Eung Ju Kim, Chi-Yoon Oum, Sung Hwan Park, Jaewon Oh, Jung-Sun Kim, Byeong-Keuk Kim, Sungha Park, Hyuk-Jae Chang, Geu-Ru Hong, Young-Guk Ko, Seok-Min Kang, Donghoon Choi, Jong-Won Ha, Myeong-Ki Hong, Yangsoo Jang, Namsik Chung, and Sang-Hak Lee
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Medicine ,Science - Abstract
Although intensive statin therapy is recommended for high risk patients, evidence of its benefit in patients with stable coronary artery disease (CAD) and very low low-density lipoprotein-cholesterol (LDL-C) has been very rare. In this study, we investigated whether higher statin intensity reduces cardiovascular risks in this population.In this retrospective study, a total of 5234 patients with stable CAD were screened at three tertiary hospitals in Korea; 449 patients (mean age: 65 years, male: 69%) with LDL-C
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- 2016
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18. Impact of D-Dimer for Prediction of Incident Occult Cancer in Patients with Unprovoked Venous Thromboembolism.
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Donghee Han, Bríain ó Hartaigh, Ji Hyun Lee, In-Jeong Cho, Chi Young Shim, Hyuk-Jae Chang, Geu-Ru Hong, Jong-Won Ha, and Namsik Chung
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Medicine ,Science - Abstract
Unprovoked venous thromboembolism (VTE) is related to a higher incidence of occult cancer. D-dimer is clinically used for screening VTE, and has often been shown to be present in patients with malignancy. We explored the predictive value of D-dimer for detecting occult cancer in patients with unprovoked VTE.We retrospectively examined data from 824 patients diagnosed with deep vein thrombosis or pulmonary thromboembolism. Of these, 169 (20.5%) patients diagnosed with unprovoked VTE were selected to participate in this study. D-dimer was categorized into three groups as: 4,000 ng/ml. Cox regression analysis was employed to estimate the odds of occult cancer and metastatic state of cancer according to D-dimer categories.During a median 5.3 (interquartile range: 3.4-6.7) years of follow-up, 24 (14%) patients with unprovoked VTE were diagnosed with cancer. Of these patients, 16 (67%) were identified as having been diagnosed with metastatic cancer. Log transformed D-dimer levels were significantly higher in those with occult cancer as compared with patients without diagnosis of occult cancer (3.5±0.5 vs. 3.2±0.5, P-value = 0.009, respectively). D-dimer levels >4,000 ng/ml was independently associated with occult cancer (HR: 4.12, 95% CI: 1.54-11.04, P-value = 0.005) when compared with D-dimer levels 4000 ng/ml were also associated with a higher likelihood of metastatic cancer (HR: 9.55, 95% CI: 2.46-37.17, P-value 4000 ng/ml are independently associated with the likelihood of occult cancer among patients with unprovoked VTE.
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- 2016
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19. The Computerized Table Setting Test for Detecting Unilateral Neglect.
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Seok Jong Chung, Eunjeong Park, Byoung Seok Ye, Hye Sun Lee, Hyuk-Jae Chang, Dongbeom Song, Young Dae Kim, Ji Hoe Heo, and Hyo Suk Nam
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Medicine ,Science - Abstract
BACKGROUND:Patients with unilateral neglect fail to respond normally to stimuli on the left side. To facilitate the evaluation of unilateral spatial neglect, we developed a new application that runs on a tablet device and investigated its feasibility in stroke patients. METHODS:We made the computerized table setting test (CTST) to run on the tablet computer. Forty acute ischemic stroke patients (20 patients with right hemispheric infarction with neglect, 10 patients with right hemispheric infarction without neglect, and 10 patients with left hemispheric infarction) and 10 healthy controls were prospectively enrolled to validate the CTST. The test requires subjects to set a table by dragging 12 dishes located below the table on the tablet screen. The horizontal deviation of the 12 dishes from the midline of the table, the selection tendency measured by the sequence of the dish selection, and the elapsed time for table setting were calculated automatically. RESULTS:Parameters measured by the CTST were correlated with the results of conventional neglect tests. The horizontal deviation was significantly higher in patients with right hemispheric infarction with neglect compared with the other groups. The selection tendency and elapsed time also were significantly different in patients with right hemispheric infarction with neglect compared with the left hemispheric infarction and control groups, but were similar to those with right hemispheric infarction without neglect. CONCLUSIONS:The CTST is feasible to administer and comparable with conventional neglect tests. This new application may be useful for the initial diagnosis and follow-up of neglect patients.
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- 2016
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20. Is metabolic syndrome predictive of prevalence, extent, and risk of coronary artery disease beyond its components? Results from the multinational coronary CT angiography evaluation for clinical outcome: an international multicenter registry (CONFIRM).
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Amir Ahmadi, Jonathon Leipsic, Gudrun Feuchtner, Heidi Gransar, Dan Kalra, Ran Heo, Stephan Achenbach, Daniele Andreini, Mouaz Al-Mallah, Daniel S Berman, Matthew Budoff, Filippo Cademartiri, Tracy Q Callister, Hyuk-Jae Chang, Kavitha Chinnaiyan, Benjamin Chow, Ricardo C Cury, Augustin Delago, Millie J Gomez, Martin Hadamitzky, Joerg Hausleiter, Niree Hindoyan, Philipp A Kaufmann, Yong-Jin Kim, Fay Lin, Erica Maffei, Gianluca Pontone, Gilbert L Raff, Leslee J Shaw, Todd C Villines, Allison Dunning, and James K Min
- Subjects
Medicine ,Science - Abstract
Although metabolic syndrome is associated with increased risk of cardiovascular disease and events, its added prognostic value beyond its components remains unknown. This study compared the prevalence, severity of coronary artery disease (CAD), and prognosis of patients with metabolic syndrome to those with individual metabolic syndrome components. The study cohort consisted of 27125 consecutive individuals who underwent ≥ 64-detector row coronary CT angiography (CCTA) at 12 centers from 2003 to 2009. Metabolic syndrome was defined as per NCEP/ATP III criteria. Metabolic syndrome patients (n = 690) were matched 1:1:1 to those with 1 component (n = 690) and 2 components (n = 690) of metabolic syndrome for age, sex, smoking status, and family history of premature CAD using propensity scoring. Major adverse cardiac events (MACE) were defined by a composite of myocardial infarction (MI), acute coronary syndrome, mortality and late target vessel revascularization. Patients with 1 component of metabolic syndrome manifested lower rates of obstructive 1-, 2-, and 3-vessel/left main disease compared to metabolic syndrome patients (9.4% vs 13.8%, 2.6% vs 4.5%, and 1.0% vs 2.3%, respectively; p < 0.05), while those with 2 components did not (10.5% vs 13.8%, 2.8% vs 4.5% and 1.3% vs 2.3%, respectively; p > 0.05). At 2.5 years, metabolic syndrome patients experienced a higher rate of MACE compared to patients with 1 component (4.4% vs 1.6%; p = 0.002), while no difference observed compared to individuals with 2 components (4.4% vs 3.2% p = 0.25) of metabolic syndrome. In conclusion, Metabolic syndrome patients have significantly greater prevalence, severity, and prognosis of CAD compared to patients with 1 but not 2 components of metabolic syndrome.
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- 2015
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21. Differential Impact of Constrictive Physiology after Pericardiocentesis in Malignancy Patients with Pericardial Effusion.
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In-Jeong Cho, Hyuk-Jae Chang, Hyemoon Chung, Sang-Eun Lee, Chi Young Shim, Geu-Ru Hong, Jong-Won Ha, and Namsik Chung
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Medicine ,Science - Abstract
BACKGROUND:Echocardiographic signs of constrictive physiology (CP) after pericardiocentesis are frequently observed in malignancy patients. The purpose of the current study was to explore whether features of CP after pericardiocentesis have prognostic impact in malignancy patients with pericardial effusion (PE). METHODS:We retrospectively reviewed 467 consecutive patients who underwent pericardiocentesis at our institution from January 2006 to May 2014. Among them, 205 patients with advanced malignancy who underwent comprehensive echocardiography after the procedure comprised the study population. Co-primary end points were all-cause mortality (ACM) and repeated drainage (RD) for PE. Patients were divided into four subgroups according to cytologic result for malignant cells and CP (positive cytology with negative CP, both positive, both negative, and negative cytology with positive CP). RESULTS:CP after pericardiocentesis was present in 106 patients (50%) at median 4 days after the procedure. During median follow-up of 208 days, ACM and RD occurred in 162 patients (79%) and 29 patients (14%), respectively. Cox regression analysis revealed that independent predictors for ACM were male gender and positive cytology (all, p < 0.05). For RD, predictors were positive cytology, the absence of cardiac tamponade, and negative CP after pericardiocentesis (all, p < 0.05). When the patients were divided into four subgroups, patients with negative cytology and positive CP demonstrated the most favorable survival (hazard ratio [HR]: 0.39, p = 0.005) and the lowest RD rates (HR: 0.07, p = 0.012). CONCLUSION:CP after pericardiocentesis is common, but does not always imply poor survival or the need for RD in patients with advanced malignancies. On the contrary, the presence of CP in patients with negative cytology conferred the most favorable survival and the lowest rate of RD. Comprehensive echocardiographic evaluation for CP after pericardiocentesis would be helpful for predicting prognosis in patients with advanced malignancies.
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- 2015
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22. Sex differences in coronary artery calcium progression: The Korea Initiatives on Coronary Artery Calcification (KOICA) registry
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Sun Hwa Kim, Sung Hak Park, Hyung Kwan Kim, Eun Ju Chun, Hyuk Jae Chang, Wonjae Lee, Heesun Lee, In Chang Hwang, Sang Young Cho, Yeonyee E. Yoon, Su Yeon Choi, Hae Ok Jung, Hae Won Han, Jidong Sung, Goo Yeong Cho, and Hyo Eun Park
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Male ,Epidemiology ,Blood Pressure ,Coronary Artery Disease ,Cardiovascular Medicine ,030204 cardiovascular system & hematology ,Vascular Medicine ,Biochemistry ,Medical Conditions ,0302 clinical medicine ,Risk Factors ,Medicine and Health Sciences ,Diabetes diagnosis and management ,Coronary Heart Disease ,030212 general & internal medicine ,Multidisciplinary ,Atherosclerotic cardiovascular disease ,Middle Aged ,Lipids ,Coronary artery calcium ,Cholesterol ,Cardiovascular Diseases ,Medicine ,Female ,medicine.symptom ,Low risk group ,Research Article ,Adult ,medicine.medical_specialty ,HbA1c ,Science ,Cardiology ,Asymptomatic ,03 medical and health sciences ,Sex Factors ,Internal medicine ,Republic of Korea ,medicine ,Humans ,Hemoglobin ,cardiovascular diseases ,Vascular Calcification ,Coronary atherosclerosis ,Retrospective Studies ,business.industry ,Biology and Life Sciences ,Proteins ,nutritional and metabolic diseases ,Cardiovascular Disease Risk ,Atherosclerosis ,Diagnostic medicine ,Medical Risk Factors ,Coronary artery calcification ,Calcium ,Progression rate ,business - Abstract
Even with increasing awareness of sex-related differences in atherosclerotic cardiovascular disease (ASCVD), it remains unclear whether the progression of coronary atherosclerosis differs between women and men. We sought to compare coronary artery calcium (CAC) progression between women and men. From a retrospective, multicentre registry of consecutive asymptomatic individuals who underwent CAC scoring, we identified 9,675 men and 1,709 women with follow-up CAC scoring. At baseline, men were more likely to have a CAC score >0 than were women (47.8% vs. 28.6%). The probability of CAC progression at 5 years, defined as [√CAC score (follow-up)—√CAC score (baseline)] ≥2.5, was 47.4% in men and 29.7% in women (pppp = 0.090). Multivariable analysis demonstrated that male sex was independently associated with CAC progression rate among the entire group (p
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- 2021
23. Effect of fenofibrate in 1113 patients at low-density lipoprotein cholesterol goal but high triglyceride levels: Real-world results and factors associated with triglyceride reduction
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Byeong Keuk Kim, Hyuk Jae Chang, Myeong Ki Hong, Jong-Won Ha, Donghoon Choi, Sungha Park, Geu Ru Hong, Yangsoo Jang, Seok Min Kang, Jeong Soo Shin, Jung Sun Kim, Young Guk Ko, Chi Young Shim, Yeongmin Woo, and Sang Hak Lee
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Male ,lcsh:Medicine ,Blood Pressure ,Fibrate ,030204 cardiovascular system & hematology ,Gastroenterology ,Vascular Medicine ,Biochemistry ,Coronary artery disease ,chemistry.chemical_compound ,0302 clinical medicine ,Endocrinology ,Mathematical and Statistical Techniques ,Fenofibrate ,Medicine and Health Sciences ,Coronary Heart Disease ,030212 general & internal medicine ,lcsh:Science ,Hypolipidemic Agents ,Multidisciplinary ,Confounding ,Statistics ,Drugs ,Middle Aged ,Lipids ,Cholesterol ,Treatment Outcome ,Physical Sciences ,Hypertension ,Regression Analysis ,Female ,Goals ,medicine.drug ,Research Article ,medicine.medical_specialty ,medicine.drug_class ,Endocrine Disorders ,Cardiology ,Research and Analysis Methods ,03 medical and health sciences ,Internal medicine ,medicine ,Diabetes Mellitus ,Humans ,Statistical Methods ,Triglycerides ,Retrospective Studies ,Pharmacology ,Triglyceride ,business.industry ,lcsh:R ,Statins ,Biology and Life Sciences ,Retrospective cohort study ,Cholesterol, LDL ,medicine.disease ,chemistry ,Dyslipidemia ,Metabolic Disorders ,lcsh:Q ,business ,Mathematics - Abstract
Fibrates are used in patients with dyslipidemia and high cardiovascular risk. However, information regarding drug response to fibrate has been highly limited. We investigated treatment results and factors associated with triglyceride reduction after fenofibrate therapy using large-scale real-world data. Patients with one or more cardiovascular risk factors, at low-density lipoprotein-cholesterol goal but with triglyceride level ≥150 mg/dL, and undergoing treatment with fenofibrate 135-160 mg for the first time were included in this retrospective observational study. The outcome variable was the percentage changes of TG levels. The achievement rate of triglyceride
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- 2018
24. Associations of changes in body mass index with all-cause and cardiovascular mortality in healthy middle-aged adults
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Young Mi Yun, Ji Min Sung, In Jeong Cho, Hyeon Chang Kim, Hyuk Jae Chang, and Namsik Chung
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Male ,Physiology ,lcsh:Medicine ,Blood Pressure ,030204 cardiovascular system & hematology ,Vascular Medicine ,Biochemistry ,Body Mass Index ,0302 clinical medicine ,Endocrinology ,Cause of Death ,Medicine and Health Sciences ,Medicine ,030212 general & internal medicine ,lcsh:Science ,Multidisciplinary ,Mortality rate ,Hazard ratio ,Middle Aged ,Lipids ,Cholesterol ,Physiological Parameters ,Cardiovascular Diseases ,Hypertension ,Female ,Research Article ,medicine.medical_specialty ,Endocrine Disorders ,Death Rates ,Lower risk ,03 medical and health sciences ,Population Metrics ,Internal medicine ,Diabetes Mellitus ,Humans ,Obesity ,Population Biology ,Proportional hazards model ,business.industry ,Body Weight ,lcsh:R ,Biology and Life Sciences ,medicine.disease ,Confidence interval ,Blood pressure ,Metabolic Disorders ,lcsh:Q ,business ,Body mass index - Abstract
Background Conflicting data exist regarding the association of body mass index (BMI) changes with all-cause and cardiovascular (CV) mortality. The current study investigated the association between changes in BMI and all-cause, CV, and non-CV mortality in a large cohort of middle-aged adults. Methods A total of 379,535 adults over 40 years of age without pre-existing CV disease or cancer at baseline were enrolled to undergo a series of at least three health examinations of biennial intervals. Changes in BMI between baseline, midpoint follow-up, and final health examination during mean 9.3 years were defined according to the pattern of BMI change as follows: stable, sustained gain, sustained loss, and fluctuation. The relationship between BMI change category and mortality was assessed by multivariate Cox regression reporting hazard ratio (HR) with 95% confidence interval (95% CI). Results During a mean follow-up of 10.7 years for mortality, 12,378 deaths occurred from all causes, of which 2,114 were CV and 10,264 were non-CV deaths. Sustained BMI gain was associated with the lower risk of all-cause (HR 0.89, 95% CI: 0.83–0.95), CV (HR 0.84, 95% CI 0.72–0.98), and non-CV mortality (HR 0.90, 95% CI 0.84–0.96) compared with stable BMI. Conversely, sustained BMI loss (HR 1.25, 95% CI 1.19–1.32) and fluctuation (HR 1.13, 95% CI 1.08–1.19) displayed a higher risk of all-cause mortality compared with stable BMI, which was mainly attributable to the increase in non-CV mortality. Conclusion Sustained BMI gains were associated with reduced risk of all-cause, CV, and non-CV mortality in middle-aged healthy adults.
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- 2017
25. Impact of D-Dimer for Prediction of Incident Occult Cancer in Patients with Unprovoked Venous Thromboembolism
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Hyuk Jae Chang, In Jeong Cho, Chi Young Shim, Bríain ó Hartaigh, Geu Ru Hong, Ji Hyun Lee, Jong-Won Ha, Donghee Han, and Namsik Chung
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Male ,medicine.medical_specialty ,Pulmonology ,lcsh:Medicine ,Coronary Artery Disease ,030204 cardiovascular system & hematology ,Malignancy ,Vascular Medicine ,Fibrin Fibrinogen Degradation Products ,Coronary artery disease ,03 medical and health sciences ,0302 clinical medicine ,Diagnostic Medicine ,Thromboembolism ,Neoplasms ,Cancer screening ,D-dimer ,Medicine and Health Sciences ,Cancer Detection and Diagnosis ,medicine ,Humans ,In patient ,cardiovascular diseases ,030212 general & internal medicine ,Neoplasm Metastasis ,lcsh:Science ,Aged ,Retrospective Studies ,Multidisciplinary ,business.industry ,Cancer Risk Factors ,Incidence (epidemiology) ,lcsh:R ,Retrospective cohort study ,Venous Thromboembolism ,Middle Aged ,equipment and supplies ,medicine.disease ,Deep Vein Thrombosis ,Oncology ,Female ,lcsh:Q ,Radiology ,Pulmonary Embolism ,business ,Venous thromboembolism ,Cancer Screening ,Research Article - Abstract
Background Unprovoked venous thromboembolism (VTE) is related to a higher incidence of occult cancer. D-dimer is clinically used for screening VTE, and has often been shown to be present in patients with malignancy. We explored the predictive value of D-dimer for detecting occult cancer in patients with unprovoked VTE. Methods We retrospectively examined data from 824 patients diagnosed with deep vein thrombosis or pulmonary thromboembolism. Of these, 169 (20.5%) patients diagnosed with unprovoked VTE were selected to participate in this study. D-dimer was categorized into three groups as: 4,000 ng/ml. Cox regression analysis was employed to estimate the odds of occult cancer and metastatic state of cancer according to D-dimer categories. Results During a median 5.3 (interquartile range: 3.4–6.7) years of follow-up, 24 (14%) patients with unprovoked VTE were diagnosed with cancer. Of these patients, 16 (67%) were identified as having been diagnosed with metastatic cancer. Log transformed D-dimer levels were significantly higher in those with occult cancer as compared with patients without diagnosis of occult cancer (3.5±0.5 vs. 3.2±0.5, P-value = 0.009, respectively). D-dimer levels >4,000 ng/ml was independently associated with occult cancer (HR: 4.12, 95% CI: 1.54–11.04, P-value = 0.005) when compared with D-dimer levels 4000 ng/ml were also associated with a higher likelihood of metastatic cancer (HR: 9.55, 95% CI: 2.46–37.17, P-value 4000 ng/ml are independently associated with the likelihood of occult cancer among patients with unprovoked VTE.
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- 2016
26. Small heterodimer partner (SHP) deficiency protects myocardia from lipid accumulation in high fat diet-fed mice
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Hwan Hee Kim, Jung Hun Ohn, Hye Seung Lee, Hak Chul Jang, Hyuk Jae Chang, Young Do Koo, Ji Yeon Hwang, Kwang-Il Kim, Young Joo Park, Min Kyong Moon, and Hwa Young Ahn
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CD36 Antigens ,Male ,0301 basic medicine ,Mitochondrial Diseases ,CD36 ,lcsh:Medicine ,Receptors, Cytoplasmic and Nuclear ,Peroxisome proliferator-activated receptor ,Biochemistry ,Acyl-CoA Dehydrogenase ,Mice ,Gene expression ,Medicine and Health Sciences ,Congenital Bone Marrow Failure Syndromes ,lcsh:Science ,Beta oxidation ,Oligonucleotide Array Sequence Analysis ,Mice, Knockout ,chemistry.chemical_classification ,Multidisciplinary ,biology ,Acyl-CoA Dehydrogenase, Long-Chain ,Fatty Acids ,Heart ,Animal Models ,Lipids ,Liver ,Experimental Organism Systems ,Lipogenesis ,Small heterodimer partner ,Cytokines ,Anatomy ,Signal transduction ,Signal Transduction ,Research Article ,medicine.medical_specialty ,DNA transcription ,Cardiac Hypertrophy ,Cardiology ,Mouse Models ,Diet, High-Fat ,Research and Analysis Methods ,Lipid Metabolism, Inborn Errors ,03 medical and health sciences ,Model Organisms ,Muscular Diseases ,Internal medicine ,DNA-binding proteins ,Genetics ,medicine ,Animals ,PPAR alpha ,Gene Regulation ,Obesity ,Gene Expression Profiling ,Myocardium ,lcsh:R ,Biology and Life Sciences ,Proteins ,Lipid metabolism ,Protective Factors ,Regulatory Proteins ,PPAR gamma ,030104 developmental biology ,Endocrinology ,chemistry ,Cardiovascular Anatomy ,biology.protein ,lcsh:Q ,Transcriptome ,Transcription Factors - Abstract
The small heterodimer partner (SHP) regulates fatty acid oxidation and lipogenesis in the liver by regulating peroxisome proliferator-activated receptor (PPAR) γ expression. SHP is also abundantly expressed in the myocardium. We investigated the effect of SHP expression on myocardia assessing not only heart structure and function but also lipid metabolism and related gene expression in a SHP deletion animal model. Transcriptional profiling with a microarray revealed that genes participating in cell growth, cytokine signalling, phospholipid metabolism, and extracellular matrix are up-regulated in the myocardia of SHP knockout (KO) mice compared to those of wild-type (WT) mice (nominal p value < 0.05). Consistent with these gene expression changes, the left ventricular masses of SHP KO mice were significantly higher than WT mice (76.8 ± 20.5 mg vs. 52.8 ± 6.8 mg, P = 0.0093). After 12 weeks of high fat diet (HFD), SHP KO mice gained less weight and exhibited less elevation in serum-free fatty acid and less ectopic lipid accumulation in the myocardium than WT mice. According to microarray analysis, genes regulated by PPARγ1 and PPARα were down-regulated in myocardia of SHP KO mice compared to their expression in WT mice after HFD, suggesting that the reduction in lipid accumulation in the myocardium resulted from a decrease in lipogenesis regulated by PPARγ. We confirmed the reduced expression of PPARγ1 and PPARα target genes such as CD36, medium-chain acyl-CoA dehydrogenase, long-chain acyl-CoA dehydrogenase, and very long-chain acyl-CoA dehydrogenase by SHP KO after HFD.
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- 2017
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