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Zhu M, Li Y, Wang W, Liu Y, Tong T, Liu Y. Development, validation and visualization of a web-based nomogram for predicting risk of new-onset diabetes after percutaneous coronary intervention. Sci Rep 2024; 14:13652. [PMID: 38871809 PMCID: PMC11176295 DOI: 10.1038/s41598-024-64430-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2024] [Accepted: 06/10/2024] [Indexed: 06/15/2024] Open
Abstract
Simple and practical tools for screening high-risk new-onset diabetes after percutaneous coronary intervention (PCI) (NODAP) are urgently needed to improve post-PCI prognosis. We aimed to evaluate the risk factors for NODAP and develop an online prediction tool using conventional variables based on a multicenter database. China evidence-based Chinese medicine database consisted of 249, 987 patients from 4 hospitals in mainland China. Patients ≥ 18 years with implanted coronary stents for acute coronary syndromes and did not have diabetes before PCI were enrolled in this study. According to the occurrence of new-onset diabetes mellitus after PCI, the patients were divided into NODAP and Non-NODAP. After least absolute shrinkage and selection operator regression and logistic regression, the model features were selected and then the nomogram was developed and plotted. Model performance was evaluated by the receiver operating characteristic curve, calibration curve, Hosmer-Lemeshow test and decision curve analysis. The nomogram was also externally validated at a different hospital. Subsequently, we developed an online visualization tool and a corresponding risk stratification system to predict the risk of developing NODAP after PCI based on the model. A total of 2698 patients after PCI (1255 NODAP and 1443 non-NODAP) were included in the final analysis based on the multicenter database. Five predictors were identified after screening: fasting plasma glucose, low-density lipoprotein cholesterol, hypertension, family history of diabetes and use of diuretics. And then we developed a web-based nomogram ( https://mr.cscps.com.cn/wscoringtool/index.html ) incorporating the above conventional factors for predicting patients at high risk for NODAP. The nomogram showed good discrimination, calibration and clinical utility and could accurately stratify patients into different NODAP risks. We developed a simple and practical web-based nomogram based on multicenter database to screen for NODAP risk, which can assist clinicians in accurately identifying patients at high risk of NODAP and developing post-PCI management strategies to improved patient prognosis.
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Affiliation(s)
- Mengmeng Zhu
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, No.1 of Xiyuan Caochang, Haidian District, Beijing, 100091, China
- Cardiovascular Disease Group, China Center for Evidence-Based Medicine of TCM, China Academy of Chinese Medical Sciences, Beijing, China
| | - Yiwen Li
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, No.1 of Xiyuan Caochang, Haidian District, Beijing, 100091, China
- Cardiovascular Disease Group, China Center for Evidence-Based Medicine of TCM, China Academy of Chinese Medical Sciences, Beijing, China
- Beijing Key Laboratory of Traditional Chinese Medicine Basic Research on Prevention and Treatment for Major Diseases, Experimental Research Center, China Academy of Chinese Medical Sciences, Beijing, China
| | - Wenting Wang
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, No.1 of Xiyuan Caochang, Haidian District, Beijing, 100091, China
- Cardiovascular Disease Group, China Center for Evidence-Based Medicine of TCM, China Academy of Chinese Medical Sciences, Beijing, China
| | - Yanfei Liu
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, No.1 of Xiyuan Caochang, Haidian District, Beijing, 100091, China
- Cardiovascular Disease Group, China Center for Evidence-Based Medicine of TCM, China Academy of Chinese Medical Sciences, Beijing, China
- The Second Department of Geriatrics, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Tiejun Tong
- Department of Mathematics, Hong Kong Baptist University, Kowloon Tong, Hong Kong, SAR, China
| | - Yue Liu
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, No.1 of Xiyuan Caochang, Haidian District, Beijing, 100091, China.
- Cardiovascular Disease Group, China Center for Evidence-Based Medicine of TCM, China Academy of Chinese Medical Sciences, Beijing, China.
- The Second Department of Geriatrics, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China.
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Zhang D, Gao H, Song X, Raposeiras-Roubín S, Abu-Assi E, Paulo Simao Henriques J, D'Ascenzo F, Saucedo J, Ramón González-Juanatey J, Wilton SB, Kikkert WJ, Nuñez-Gil I, Ariza-Sole A, Alexopoulos D, Liebetrau C, Kawaji T, Moretti C, Huczek Z, Nie S, Fujii T, Correia L, Kawashiri MA, Southern D, Kalpak O. Optimal medical therapy improves outcomes in patients with diabetes mellitus and acute myocardial infarction. Diabetes Res Clin Pract 2023; 203:110833. [PMID: 37478977 DOI: 10.1016/j.diabres.2023.110833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 07/10/2023] [Accepted: 07/17/2023] [Indexed: 07/23/2023]
Abstract
AIMS We aimed to explored the association between the use of optimal medical therapy (OMT) in patients with myocardial infarction (AMI) and diabetes mellitus (DM) and clinical outcomes. METHODS Bleeding complications in a Multicenter registry of patients discharged with diagnosis of Acute Coronary Syndrome (BleeMACS) is an international registry that enrolled participants with acute coronary syndrome followed up for at least 1 year across 15 centers from 2003 to 2014. Baseline characteristics and endpoints were analyzed. RESULTS Among 3095 (23.2%) patients with AMI and DM, 1898 (61.3%) received OMT at hospital discharge. OMT was associated with significantly reduced mortality (4.3% vs. 10.8%, p < 0.001), re-AMI (4.4% vs. 8.1%, p < 0.001), and composite endpoint of death/re-AMI (8.0% vs. 17.6%, p < 0.001). No difference was observed among regions. Propensity score matching confirmed that OMT significantly associated with lower mortality. After adjusting for confounding variables, OMT, drug-eluting stents, and complete revascularization were independent protective factors of 1-year mortality, whereas left ventricular ejection fraction and age were risk factors. CONCLUSIONS Guideline-recommended OMT was prescribed at suboptimal frequencies with geographic variations in this worldwide cohort. OMT can improve long-term clinical outcomes in patients with DM and AMI. CLINICAL TRIAL REGISTRATION NCT02466854 June 9, 2015.
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Affiliation(s)
- Dongfeng Zhang
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, PR China
| | - Hai Gao
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, PR China.
| | - Xiantao Song
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, PR China.
| | | | - Emad Abu-Assi
- Department of Cardiology, University Hospital Alvaro Cunqueiro, Vigo, Spain
| | | | - Fabrizio D'Ascenzo
- Division of Cardiology, Department of Medical Sciences, AOU Città della Salute e della Scienza, University of Turin, Turin, Italy
| | - Jorge Saucedo
- Department of Cardiology, North Shore University Hospital, Chicago, IL, USA
| | | | | | - Wouter J Kikkert
- Department of Cardiology, Academic Medical Centre, University of Amsterdam, Amsterdam, the Netherlands
| | - Iván Nuñez-Gil
- Interventional Cardiology, Cardiovascular Institute, Hospital Clínico Universitario San Carlos, Madrid, Spain
| | - Albert Ariza-Sole
- Department of Cardiology, University Hospital de Bellvitge, Barcelona, Spain
| | | | - Christoph Liebetrau
- Department of Cardiology, Kerckhoff Heart and Thorax Center, Bad Nauheim, Germany
| | - Tetsuma Kawaji
- Department of Cardiology, Mitsubishi Kyoto Hospital, Kyoto, Japan
| | - Claudio Moretti
- Division of Cardiology, Department of Medical Sciences, AOU Città della Salute e della Scienza, University of Turin, Turin, Italy
| | - Zenon Huczek
- Department of Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Shaoping Nie
- Institute of Heart, Lung and Blood Vessel Disease, Beijing, PR China
| | - Toshiharu Fujii
- Division of Cardiovascular Medicine, Department of Cardiology, Tokai University School of Medicine, Tokyo, Japan
| | - Luis Correia
- Department of Cardiology, Hospital São Rafael - Avenida São Rafael, Salvador, Brazil
| | - Masa-Aki Kawashiri
- Department of Cardiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan
| | | | - Oliver Kalpak
- Interventional Cardiology, University Clinic of Cardiology, Skopje, Former Yugolav Republic of Macedonia, The
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Li Y, Cui J, Liu Y, Chen K, Huang L, Liu Y. Development and Validation of Risk Prediction Model for New-Onset Diabetes After Percutaneous Coronary Intervention (NODAP): A Study Protocol for a Retrospective, Multicenter Analysis. Front Cardiovasc Med 2021; 8:748256. [PMID: 34708095 PMCID: PMC8542850 DOI: 10.3389/fcvm.2021.748256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 08/25/2021] [Indexed: 11/30/2022] Open
Abstract
Background: Type 2 Diabetes mellitus (T2DM) is a major risk factor for cardiovascular diseases and increase mortality. Clinical outcomes of patients after percutaneous coronary intervention (PCI) were worse in T2DM patients than those without T2DM. New-onset diabetes after PCI (NODAP) is often observed during long-term follow-up and this further aggravates cardiovascular diseases. Several studies had focused on patients after PCI with known T2DM. Previous studies showed that impaired glucose tolerance and aging are risk factors that promote NODAP. Considering the unique characteristics of patients after PCI, we will further study relevant risk factors. We sought to investigate the potential predictors of acute coronary syndrome patients with NODAP by a multicenter retrospective cohort study. Methods: This is a multicenter retrospective cohort study including patients after PCI. Clinical medical records of these patients were collected from four hospitals in different areas in China, from 2010 to 2021. Patients' demographic information, medical history, diagnostic testing, PCI-related information, medication situation will be summarized using descriptive statistics, and correlation analysis was performed on the development of new-onset diabetes. Variation will be described and evaluated using χ2 test or Kreskas-Wallis test. The prediction model will be verified by a validation set. Discussion: A novel diabetes prediction model for patients after PCI is established, and this study can achieve advanced intervention for the occurrence of NODAP. Owing to its retrospective nature, this study has some limitations, but it will be further studied through supplement data collection or prospective study. The study has been registered for clinical trials by the Chinese Clinical Trial Registry (ChiCTR2100047241).
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Affiliation(s)
- Yiwen Li
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Jing Cui
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Yanfei Liu
- The Second Department of Geriatrics, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Keji Chen
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Luqi Huang
- China Center for Evidence-based Medicine of TCM, China Academy of Chinese Medical Sciences, Beijing, China
| | - Yue Liu
- National Clinical Research Center for TCM Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
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Cui J, Liu Y, Li Y, Xu F, Liu Y. Type 2 Diabetes and Myocardial Infarction: Recent Clinical Evidence and Perspective. Front Cardiovasc Med 2021; 8:644189. [PMID: 33718461 PMCID: PMC7943438 DOI: 10.3389/fcvm.2021.644189] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Accepted: 01/19/2021] [Indexed: 12/12/2022] Open
Abstract
Type 2 diabetes mellitus (T2DM) and its complications are seriously affecting public health worldwide. Myocardial infarction (MI) is the primary cause of death in patients with T2DM. T2DM patients without a history of coronary artery disease (CAD) have the same risk of major coronary events as those with CAD; T2DM patients with a history of MI have >40% risk of recurrence of MI. Thus, CAD in patients with T2DM needs to be treated actively to reduce the risk of MI. The cardiology community focused on the role of T2DM in the development of CAD and on the related issues of T2DM and MI with respect to comorbidities, prognosis, drug therapy, and heredity. In this mini review, the latest progress of clinical evidence-based research between T2DM and MI in recent years was reviewed, and the possible research directions in this field were considered and prospected.
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Affiliation(s)
- Jing Cui
- Cardiovascular Centre of Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China.,National Clinical Research Centre for Chinese Medicine Cardiology, Beijing, China
| | - Yanfei Liu
- Institute of Clinical Pharmacology, Xiyuan Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Yiwen Li
- Cardiovascular Centre of Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China.,National Clinical Research Centre for Chinese Medicine Cardiology, Beijing, China.,China Center for Evidence-Based Medicine of Chinese Medicine, Beijing, China
| | - Fengqin Xu
- National Clinical Research Centre for Chinese Medicine Cardiology, Beijing, China.,China Center for Evidence-Based Medicine of Chinese Medicine, Beijing, China
| | - Yue Liu
- Cardiovascular Centre of Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China.,National Clinical Research Centre for Chinese Medicine Cardiology, Beijing, China.,China Center for Evidence-Based Medicine of Chinese Medicine, Beijing, China
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Lee HY, Han KH, Chung WB, Her SH, Park TH, Rha SW, Choi SY, Jung KT, Park JS, Kim PJ, Lee JM, Jeong MH, Shin ES, Gwon HC, Han KR, Chae JK, Kim WS, Choi DJ, Hong BK, Choi SW, Chung N. Safety and Efficacy of Pitavastatin in Patients With Impaired Fasting Glucose and Hyperlipidemia: A Randomized, Open-labeled, Multicentered, Phase IV Study. Clin Ther 2020; 42:2036-2048. [PMID: 32921501 DOI: 10.1016/j.clinthera.2020.07.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Revised: 07/01/2020] [Accepted: 07/25/2020] [Indexed: 11/30/2022]
Abstract
PURPOSE Although the role of high-intensity lipid-lowering therapy in cardiovascular protection has broadened, concerns still exist about new-onset diabetes mellitus (NODM), especially in vulnerable patients. This study aimed to compare the effect of high-dose (4 mg/d) and usual dose (2 mg/d) pitavastatin on glucose metabolism in patients with hyperlipidemia and impaired fasting glucose (IFG). METHODS In this 12-month study, glucose tolerance and lipid-lowering efficacy of high-dose pitavastatin (4 mg [study group]) was compared with that of usual dose pitavastatin (2 mg [control group]) in patients with hyperlipidemia and IFG. The primary end point was the change of glycosylated hemoglobin (HbA1c) after 24 weeks of treatment. The secondary end points were as follows: (1) NODM within 1 year after treatment, (2) change of lipid parameters, (3) changes of adiponectin, and (4) change of blood glucose and insulin levels. FINDINGS Of the total 417 patients screened, 313 patients with hypercholesterolemia and IFG were randomly assigned into groups. The mean (SD) change in HbA1c was 0.06% (0.20%) in the study group and 0.03% (0.22%) in the control group (P = 0.27). Within 1 year, 27 patients (12.3%) developed NODM, including 12 (10.6%) of 113 patients in the study group and 15 (14.2%) of 106 in the control group (P = 0.43). The study group had a significantly higher reduction of total cholesterol and LDL-C levels and a higher increase in apolipoprotein A1/apolipoprotein B ratio (0.68 [0.40] vs 0.51 [0.35], P < 0.01). IMPLICATIONS The high-dose pitavastatin therapy did not aggravate glucose metabolism compared with the usual dose therapy. Moreover, it had a better effect on cholesterol-lowering and apolipoprotein distribution in the patients with hyperlipidemia and IFG.
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Affiliation(s)
- Hae-Young Lee
- Seoul National University Hospital, Seoul, South Korea
| | | | | | - Sung-Ho Her
- Daejeon St. Mary's Hospital, Daejeon, South Korea
| | - Tae-Ho Park
- Dong-A University Hospital, Busan, South Korea
| | | | | | | | | | - Pum-Joon Kim
- St. Mary's Hospital Eunpyeong, Seoul, South Korea
| | - Jong-Min Lee
- St. Mary's Hospital Uijeongbu, Seoul, South Korea
| | - Myung-Ho Jeong
- Chonnam National University Hospital, Gwangju, South Korea
| | | | | | - Kyoo-Rok Han
- Kangdong Sacred Heart Hospital, Gangdong-gu, South Korea
| | - Jei-Keon Chae
- Chonbuk National University Hospital, Jeollabuk-do, South Korea
| | - Woo-Shik Kim
- Kyung Hee University Hospital, Gangdong, South Korea
| | - Dong-Ju Choi
- Seoul National University Bundang Hospital, Seoul, South Korea
| | | | - Si-Wan Choi
- Chungnam National University Hospital, Daejeon, South Korea
| | - Namsik Chung
- Yonsei University Severance Hospital, Seoul, South Korea.
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Han KH. Should We Intensify Statin Management in ACS Patients with Very Low LDL Cholesterol Levels? J Lipid Atheroscler 2019; 8:204-207. [PMID: 32821710 PMCID: PMC7379111 DOI: 10.12997/jla.2019.8.2.204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Accepted: 08/06/2019] [Indexed: 11/17/2022] Open
Affiliation(s)
- Ki Hoon Han
- Division of Cardiology, Department of Internal Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
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Katsiki N, Mikhailidis DP. Lipids: a personal view of the past decade. Hormones (Athens) 2018; 17:461-478. [PMID: 30229482 DOI: 10.1007/s42000-018-0058-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2018] [Accepted: 08/31/2018] [Indexed: 12/27/2022]
Abstract
The past decade has witnessed considerable progress in the field of lipids. New drugs have been "rapidly" developed and some of these drugs have already been evaluated in event-based large trials. This evidence has led to the guidelines recommending new, more aggressive treatment goals for low-density lipoprotein cholesterol (LDL-C) levels. Although LDL-C remains the principal goal for cardiovascular disease (CVD) risk reduction, there has also been considerable interest in other lipid variables, such as high-density lipoprotein cholesterol, triglycerides, and lipoprotein(a). Statin intolerance is now considered a very important topic in daily clinical practice. This has resulted in more attention focusing on non-statin drugs [e.g., ezetimibe and proprotein convertase subtilisin/kexin 9 (PCSK9) inhibitors] and statin-related side effects. The latter mainly involve muscles, but there is also a need to consider other adverse effects associated with statin use (e.g., new onset diabetes). New specific areas of statin use have attracted interest. For example, statin-loading before procedures (e.g., coronary stenting), the prevention of stroke, and the treatment of non-alcoholic fatty liver disease (NAFLD). Statins will remain the most widely used drugs to treat dyslipidaemia and decrease CVD risk. However, we also need to briefly consider some other lipid-lowering drugs, including those that may become available in the future.
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Affiliation(s)
- Niki Katsiki
- Second Department of Propaedeutic Internal Medicine, Medical School, Aristotle University of Thessaloniki, Hippocration Hospital, Thessaloniki, Greece
| | - Dimitri P Mikhailidis
- Department of Clinical Biochemistry, Royal Free Hospital Campus, University College London Medical School, University College London (UCL), Pond Street, London, NW3 2QG, UK.
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Kim SH. Statin and the risk of new-onset diabetes mellitus. JOURNAL OF THE KOREAN MEDICAL ASSOCIATION 2017. [DOI: 10.5124/jkma.2017.60.11.901] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Affiliation(s)
- Sang-Hyun Kim
- Department of Internal Medicine, SMG-SNU Boramae Medical Center, Seoul National University College of Medicine, Seoul, Korea
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