Patients phenotypes and cardiovascular risk in type 2 diabetes: the Jackson Heart Study

被引:4
作者
Echouffo-Tcheugui, Justin B. [1 ]
Musani, Solomon K. [2 ]
Bertoni, Alain G. [3 ]
Correa, Adolfo [2 ]
Fox, Ervin R. [4 ]
Mentz, Robert J. [5 ]
机构
[1] Johns Hopkins Univ, Sch Med, Dept Med, Div Endocrinol Diabet & Metab, 5510 Bayview Circle, Baltimore, MD 21224 USA
[2] Univ Mississippi, Med Ctr, Dept Med, Jackson Heart Study, Jackson, MS 39216 USA
[3] Wake Forest Univ, Bowman Gray Sch Med, Dept Epidemiol & Prevent, Winston Salem, NC USA
[4] Univ Mississippi, Med Ctr, Dept Med, Div Cardiol, Jackson, MS 39216 USA
[5] Duke Univ, Sch Med, Dept Med, Div Cardiol, Durham, NC 27706 USA
基金
美国国家卫生研究院;
关键词
Diabetes; Cluster analysis; Comorbidities; Echocardiography; Biomarkers; Outcomes; CARDIAC STRUCTURE; ATHEROSCLEROSIS RISK; 64; COHORTS; DISEASE; IMPACT; ADULTS; METAANALYSIS; DYSFUNCTION; MELLITUS; FAILURE;
D O I
10.1186/s12933-022-01501-z
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Cardiovascular prognosis related to type 2 diabetes may not be adequately captured by information on comorbid conditions such as obesity and hypertension. To inform the cardiovascular prognosis among diabetic individuals, we conducted phenotyping using a clustering approach based on clinical data, echocardiographic indices and biomarkers. Methods We performed a cluster analysis on clinical, biochemical and echocardiographic variables from 529 Blacks with diabetes in the Jackson Heart Study. An association between identified clusters and major adverse cardiovascular events (MACE- composite of coronary heart disease, stroke, heart failure and atrial fibrillation) was assessed using Cox proportional hazards modeling. Results Cluster analysis separated individuals with diabetes (68% women, mean age 60 +/- 10 years) into three distinct clusters (Clusters 1,2 &3 - with Cluster 3 being a hypertrophic cluster characterized by highest LV mass, levels of brain natriuretic peptide [BNP] and high-sensitivity cardiac troponin-I [hs-cTnI]). After a median 12.1 years, there were 141 cardiovascular events. Compared to Cluster1, Clusters 3 had an increased risk of cardiovascular disease (hazard ratio [HR] 1.60; 95% confidence interval [CI] 1.08, 2.37), while Cluster 2 had a similar risk of outcome (HR 1.11; 95% CI 0.73, 168). Conclusions Among Blacks with diabetes, cluster analysis identified three distinct echocardiographic and biomarkers phenotypes, with cluster 3 (high LV mass, high cardiac biomarkers) associated with worse outcomes, thus highlighting the prognostic value of subclinical myocardial dysfunction.
引用
收藏
页数:9
相关论文
共 43 条
[1]   Analytical Characteristics of High-Sensitivity Cardiac Troponin Assays [J].
Apple, Fred S. ;
Collinson, Paul O. .
CLINICAL CHEMISTRY, 2012, 58 (01) :54-61
[2]   Diabetic cardiomyopathy and subclinical cardiovascular disease - The Multi-Ethnic Study of Atherosclerosis (MESA) [J].
Bertoni, AG ;
Goff, DC ;
D'Agostino, RB ;
Liu, K ;
Hundley, WG ;
Lima, JA ;
Polak, JF ;
Saad, MF ;
Szklo, M ;
Tracy, RP ;
Siscovick, DS .
DIABETES CARE, 2006, 29 (03) :588-594
[3]   Laboratory, reading center, and coordinating center data management methods in the Jackson heart study [J].
Carpenter, MA ;
Crow, R ;
Steffes, M ;
Rock, W ;
Heilbraun, J ;
Evans, G ;
Skelton, T ;
Jensen, R ;
Sarpong, D .
AMERICAN JOURNAL OF THE MEDICAL SCIENCES, 2004, 328 (03) :131-144
[4]   Comprehensive Medical Evaluation and Assessment of Comorbidities: Standards of Medical Care in Diabetes-2019 [J].
Cefalu, William T. ;
Berg, Erika Gebel ;
Saraco, Mindy ;
Petersen, Matthew P. ;
Uelmen, Sacha ;
Robinson, Shamera .
DIABETES CARE, 2019, 42 :S34-S45
[5]  
Charrad M, 2014, J STAT SOFTW, V61, P1
[6]   Correlates of Echocardiographic Indices of Cardiac Remodeling Over the Adult Life Course Longitudinal Observations From the Framingham Heart Study [J].
Cheng, Susan ;
Xanthakis, Vanessa ;
Sullivan, Lisa M. ;
Lieb, Wolfgang ;
Massaro, Joseph ;
Aragam, Jayashri ;
Benjamin, Emelia J. ;
Vasan, Ramachandran S. .
CIRCULATION, 2010, 122 (06) :570-U37
[7]   Diabetic retinopathy and risk of heart failure [J].
Cheung, Ning ;
Wang, Jie J. ;
Rogers, Sophie L. ;
Brancati, Frederick ;
Klein, Ronald ;
Sharrett, A. Richey ;
Wong, Tien Y. .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2008, 51 (16) :1573-1578
[8]   Diabetic retinopathy and the risk of coronary heart disease - The Atherosclerosis Risk in Communities Study [J].
Cheung, Ning ;
Wang, Jie Jin ;
Klein, Ronald ;
Couper, David J. ;
Sharrett, A. Richey ;
Wong, Tien Y. .
DIABETES CARE, 2007, 30 (07) :1742-1746
[9]   Prevalence of hypertension and obesity in patients with type 2 diabetes mellitus in observational studies: a systematic literature review [J].
Colosia, Ann D. ;
Palencia, Roberto ;
Khan, Shahnaz .
DIABETES METABOLIC SYNDROME AND OBESITY-TARGETS AND THERAPY, 2013, 6 :327-338
[10]   2020 Expert Consensus Decision Pathway on Novel Therapies for Cardiovascular Risk Reduction in Patients With Type 2 Diabetes [J].
Das, Sandeep R. ;
Everett, Brendan M. ;
Birtcher, Kim K. ;
Brown, Jenifer M. ;
Januzzi, James L., Jr. ;
Kalyani, Rita R. ;
Kosiborod, Mikhail ;
Magwire, Melissa ;
Morris, Pamela B. ;
Neumiller, Joshua J. ;
Sperling, Laurence S. .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2020, 76 (09) :1117-1145