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379
result(s) for
"Jeong, Myung‐Ho"
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Machine learning enhances the performance of short and long-term mortality prediction model in non-ST-segment elevation myocardial infarction
2021
Machine learning (ML) has been suggested to improve the performance of prediction models. Nevertheless, research on predicting the risk in patients with acute myocardial infarction (AMI) has been limited and showed inconsistency in the performance of ML models versus traditional models (TMs). This study developed ML-based models (logistic regression with regularization, random forest, support vector machine, and extreme gradient boosting) and compared their performance in predicting the short- and long-term mortality of patients with AMI with those of TMs with comparable predictors. The endpoints were the in-hospital mortality of 14,183 participants and the three- and 12-month mortality in patients who survived at discharge. The performance of the ML models in predicting the mortality of patients with an ST-segment elevation myocardial infarction (STEMI) was comparable to the TMs. In contrast, the areas under the curves (AUC) of the ML models for non-STEMI (NSTEMI) in predicting the in-hospital, 3-month, and 12-month mortality were 0.889, 0.849, and 0.860, respectively, which were superior to the TMs, which had corresponding AUCs of 0.873, 0.795, and 0.808. Overall, the performance of the predictive model could be improved, particularly for long-term mortality in NSTEMI, from the ML algorithm rather than using more clinical predictors.
Journal Article
Trial of Everolimus-Eluting Stents or Bypass Surgery for Coronary Disease
by
Tresukosol, Damras
,
Yun, Sung-Cheol
,
Seung, Ki Bae
in
Aged
,
Angioplasty
,
Cardiovascular disease
2015
Patients with multivessel coronary artery disease were randomly assigned to PCI with everolimus-eluting stents or CABG. At 2 years, the composite of death, myocardial infarction, or target-vessel revascularization occurred more frequently in the PCI group.
Randomized trials and observational studies have shown that the rates of most adverse clinical outcomes among patients with multivessel coronary artery disease are lower after coronary-artery bypass grafting (CABG) than after percutaneous coronary intervention (PCI).
1
–
7
Current clinical guidelines thus recommend CABG as the preferred revascularization strategy, particularly in patients with complex coronary lesions and without excessive operative risk.
8
,
9
However, previous trials may have been limited by their use of first-generation drug-eluting stents. Although these stents reduced the rate of restenosis, their use was associated with a relatively high rate of stent-related thrombotic events.
10
Results from the Synergy between . . .
Journal Article
The learning curve of the distal radial access for coronary intervention
2021
Recently, coronary angiography (CAG) and percutaneous coronary intervention (PCI) via the distal radial access (DRA), are gaining attention owing to fewer complications. Despite the advantages of the DRA, there is difficulty to initiate this new vascular approach. The data from 1000 patients who underwent CAG and PCI via the DRA by a single experienced radial operator were retrospectively analyzed. The primary outcome was the success rate of the DRA per 100 cases. Moreover, the predictors of the failed DRA were analyzed. Overall, 952 (95.2%) of the total 1,000 patients underwent a successful DRA. After experiencing 200 cases, the DRA success rate was well maintained at > 94%, and there was no difference in success rate per 100 cases (
P
trend
= 0.216). The predictors of failure were female sex [odds ratio (OR) 1.84, 95% confidence interval (CI) 1.01–3.39,
P
= 0.049] and systolic blood pressure (SBP) of < 120 mmHg (OR 1.87, 95% CI 1.04–3.36,
P
= 0.036). For achieving a stable DRA with the success rate of > 94%, 200 procedures would be needed. Moreover, this new approach could fail in women and patients with low SBP.
Trial registration:
https://cris.nih.go.kr/cris/index/index.do
(Unique identifier: KCT0005349).
Journal Article
Metabolic alterations in acute myocardial ischemia-reperfusion injury and necrosis using in vivo hyperpolarized 1-13C pyruvate MR spectroscopy
2019
This study aimed to investigate real-time early detection of metabolic alteration in a rat model with acute myocardial ischemia-reperfusion (AMI/R) injury and myocardial necrosis, as well as its correlation with intracellular pH level using
in vivo
hyperpolarized [1-
13
C] pyruvate magnetic resonance spectroscopy (MRS). Hyperpolarized
13
C MRS was performed on the myocardium of 8 sham-operated control rats and 8 rats with AMI/R injury, and 8 sham-operated control rats and 8 rats with AMI-induced necrosis. Also, the correlations of levels of [1-
13
C] metabolites with pH were analyzed by Spearman’s correlation test. The AMI/R and necrosis groups showed significantly higher ratios of [1-
13
C] lactate (Lac)/bicarbonate (Bicar) and [1-
13
C] Lac/total carbon (tC), and lower ratios of
13
C Bicar/Lac + alanine (Ala), and
13
C Bicar/tC than those of the sham-operated control group. Moreover, the necrosis group showed significantly higher ratios of [1-
13
C] Lac/Bicar and [1-
13
C] Lac/tC, and lower ratios of
13
C Bicar/Lac + Ala and
13
C Bicar/tC than those of the AMI/R group. These results were consistent with the pattern for
in vivo
the area under the curve (AUC) ratios. In addition, levels of [1-
13
C] Lac/Bicar and [1-
13
C] Lac/tC were negatively correlated with pH levels, whereas
13
C Bicar/Lac + Ala and
13
C Bicar/tC levels were positively correlated with pH levels. The levels of [1-
13
C] Lac and
13
C Bicar will be helpful for non-invasively evaluating the early stage of AMI/R and necrosis in conjunction with reperfusion injury of the heart. These findings have potential application to real-time evaluation of cardiac malfunction accompanied by changes in intracellular pH level and enzymatic activity.
Journal Article
Randomized Trial of Stents versus Bypass Surgery for Left Main Coronary Artery Disease
by
Yun, Sung-Cheol
,
Tahk, Seung-Jea
,
Lee, Jae-Won
in
Aged
,
Angioplasty, Balloon, Coronary
,
Biological and medical sciences
2011
Patients with unprotected left main coronary artery stenosis were assigned to either CABG or PCI with sirolimus-eluting stents. At 1 year, with a wide prespecified noninferiority margin, PCI was found to be noninferior to CABG.
Anumber of registry reports, as well as a substudy from a large, randomized trial, have indicated that percutaneous coronary intervention (PCI) may be an acceptable alternative to coronary-artery bypass grafting (CABG) in some patients with unprotected left main coronary artery stenosis.
1
–
11
Recent clinical guidelines have accordingly stated that elective PCI can be considered for patients who have unprotected left main coronary artery disease, although they suggest that the aggregated evidence favors CABG.
12
,
13
Whether the outcomes after PCI are similar to those after CABG remains uncertain, however, owing to the lack of large, randomized clinical trials. Registry results have . . .
Journal Article
Protocatechuic acid attenuates isoproterenol-induced cardiac hypertrophy via downregulation of ROCK1–Sp1–PKCγ axis
2021
Cardiac hypertrophy is an adaptive response of the myocardium to pressure overload or adrenergic agonists. Here, we investigated the protective effects and the regulatory mechanism of protocatechuic acid, a phenolic compound, using a mouse model of isoproterenol-induced cardiac hypertrophy. Our results demonstrated that protocatechuic acid treatment significantly downregulated the expression of cardiac hypertrophic markers (
Nppa, Nppb
, and
Myh7
), cardiomyocyte size, heart weight to body weight ratio, cross-sectional area, and thickness of left ventricular septum and posterior wall. This treatment also reduced the expression of isoproterenol-induced ROCK1, Sp1, and PKCγ both in vivo and in vitro. To investigate the mechanism, we performed knockdown and overexpression experiments. The knockdown of ROCK1, Sp1, or PKCγ decreased the isoproterenol-induced cell area and the expression of hypertrophic markers, while the overexpression of Sp1 or PKCγ increased the levels of hypertrophic markers. Protocatechuic acid treatment reversed these effects. Interestingly, the overexpression of Sp1 increased cell area and induced PKCγ expression. Furthermore, experiments using transcription inhibitor actinomycin D showed that ROCK1 and Sp1 suppression by protocatechuic acid was not regulated at the transcriptional level. Our results indicate that protocatechuic acid acts via the ROCK1/Sp1/PKCγ axis and therefore has promising therapeutic potential as a treatment for cardiac hypertrophy.
Journal Article
Long-term outcomes of intravascular ultrasound-guided percutaneous coronary intervention versus coronary artery bypass grafting for multivessel coronary artery disease
by
Min-Ju, Kim
,
Tresukosol, Damras
,
Lee, Jinho
in
Angioplasty
,
Cardiovascular disease
,
Clinical outcomes
2025
BackgroundIntravascular ultrasound (IVUS)-guided percutaneous coronary intervention (PCI) has been shown to improve outcomes in complex coronary artery disease compared with angiography-guided PCI. However, long-term comparisons between IVUS-guided PCI and coronary artery bypass grafting (CABG) for multivessel disease (MVD) remain limited.MethodsThis post hoc analysis of the Bypass Surgery and Everolimus-Eluting Stent Implantation in the Treatment Extended Follow-up study included 880 patients with MVD, excluding 15 patients who received medical therapy. Patients were categorised into IVUS-guided PCI (n=333), angiography-guided PCI (n=131) and CABG (n=401). The primary endpoint was the composite of death, myocardial infarction (MI) or target-vessel revascularisation over a median follow-up of 11.8 years.ResultsThe IVUS-guided PCI group showed no difference in the primary endpoint compared with CABG (adjusted HR 1.013; 95% CI 0.747 to 1.374; p=0.93). In contrast, angiography-guided PCI was associated with a higher risk of clinical events (adjusted HR 2.231; 95% CI 1.582 to 3.145; p<0.001). The safety endpoint (composite of death, MI and stroke) did not differ between IVUS-guided PCI and CABG (adjusted HR 0.845; 95% CI 0.605 to 1.181; p=0.324), while angiography-guided PCI was associated with a higher risk (adjusted HR 2.016; 95% CI 1.405 to 2.895; p<0.001). Both PCI groups had higher rates of repeat revascularisation compared with CABG.ConclusionsIVUS-guided PCI demonstrated comparable long-term outcomes to CABG in terms of mortality and safety endpoints, supporting its use in the treatment of MVD. These findings highlight the potential benefits of IVUS guidance in complex PCI procedures.Trial registration numbersNCT05125367 and NCT00997828.
Journal Article
A model of atherosclerosis using nicotine with balloon overdilation in a porcine
2021
Pigs are important experimental animals for cardiovascular research. Few porcine coronary atherosclerosis models have been developed; however, their induction requires more than six months. We developed a porcine coronary artery atherosclerosis model using nicotine injection with a balloon overdilation. A coronary balloon was placed in the porcine coronary artery and overdilated to induce a mechanical injury. Nicotine was administrated via intramuscular injection every day, and changes in the coronary artery were observed after four weeks. Coronary angiography revealed nicotine injection with a balloon overdilation group showed narrowing of the coronary artery at the injury site. The combination of balloon and nicotine significantly increased the intimal hyperplasia in optical coherence tomography analysis. Proliferated tunica media were noted in the nicotine injection with balloon overdilation groups and lack of collagen was observed in the tunica media at eight weeks. Quantitative analysis showed increased smooth muscle actin alpha (SMA), cluster of differentiation 68 (CD68), and Krüppel-like factor 4 (KLF4) in the nicotine injection with balloon overdilation groups. Immunohistochemistry results showed CD68-positive cells displayed SMA- and KLF4-positive reactivity in the border zone of the intimal hyperplasia. Our results show that nicotine injection with balloon overdilation can induce atherosclerotic lesions within one month, which can serve as an alternative pig animal model for the development of coronary stents.
Journal Article
Stents versus Coronary-Artery Bypass Grafting for Left Main Coronary Artery Disease
by
Park, Hun Sik
,
Yun, Sung-Cheol
,
Tahk, Seung-Jea
in
Aged
,
Angioplasty, Balloon, Coronary
,
Biological and medical sciences
2008
A cohort of patients who underwent stent implantation for unprotected left main coronary artery disease was compared with a propensity-matched cohort of patients who underwent coronary-artery bypass grafting. The risk of death and the composite outcome of death, Q-wave myocardial infarction, or stroke did not differ significantly between the two groups. The risk of target-vessel revascularization was higher in the group that received stents.
The risk of death and the composite outcome of death, Q-wave myocardial infarction, or stroke did not differ significantly between the two groups. The risk of target-vessel revascularization was higher in the group that received stents.
Significant narrowing of the left main coronary artery puts a patient at high risk, since it can jeopardize the entire myocardium of the left ventricle, and it has the worst prognosis of any form of coronary artery disease.
1
On the basis of clinical trials that show a survival benefit with bypass surgery as compared with medical treatment,
1
–
4
coronary-artery bypass grafting (CABG) has been considered standard therapy for patients with left main coronary artery disease and is recommended by current practice guidelines.
5
,
6
Because of concern about procedural risk and long-term durability, percutaneous coronary intervention (PCI) usually has been restricted . . .
Journal Article
Effects of stent generation on clinical outcomes after acute myocardial infarction compared between prediabetes and diabetes patients
2021
We investigated the effects of stent generation on 2-year clinical outcomes between prediabetes and diabetes patients after acute myocardial infarction (AMI). A total of 13,895 AMI patients were classified into normoglycemia (group A: 3673), prediabetes (group B: 5205), and diabetes (group C: 5017). Thereafter, all three groups were further divided into first-generation (1G)-drug-eluting stent (DES) and second-generation (2G)-DES groups. Patient-oriented composite outcomes (POCOs) defined as all-cause death, recurrent myocardial infarction (Re-MI), and any repeat revascularization were the primary outcome. Stent thrombosis (ST) was the secondary outcome. In both prediabetes and diabetes groups, the cumulative incidences of POCOs, any repeat revascularization, and ST were higher in the 1G-DES than that in the 2G-DES. In the diabetes group, all-cause death and cardiac death rates were higher in the 1G-DES than that in the 2G-DES. In both stent generations, the cumulative incidence of POCOs was similar between the prediabetes and diabetes groups. However, in the 2G-DES group, the cumulative incidences of Re-MI and all-cause death or MI were significantly higher in the diabetes group than that in the prediabetes group. To conclude, 2G-DES was more effective than 1G-DES in reducing the primary and secondary outcomes for both prediabetes and diabetes groups.
Journal Article