The DOI matches its Crossref record; 63 of the 64 references it cites were found in a registry or an index.
Metabolically healthy obesity and cardiovascular events: a systematic review and meta-analysis.
Abstract
AIMS: Previous studies have provided inconsistent results about the cardiovascular risks for participants with metabolically healthy obesity (MHO). These uncertainties might partly reflect the lack of a uniform definition of MHO. We conducted a systematic review and meta-analysis to examine whether there is a suitable approach that identifies obese participants who are not at an increased risk of cardiovascular events compared with healthy normal-weight participants. METHODS AND RESULTS: Twenty-two prospective studies were eligible for the meta-analysis. Using random-effect models, pooled relative risks (RRs) were calculated for the combined effects of obesity with the presence or absence of metabolic syndrome, insulin resistance, hypertension, diabetes, hyperlipidaemia and any of these metabolic factors. Participants with MHO defined by the absence of metabolic syndrome were at increased risk for cardiovascular events compared with healthy normal-weight participants (pooled RR 1.45, 95% confidence interval (CI) 1.20-1.70), but had lower risks than unhealthy normal-weight (RR 2.07, 95% CI 1.62-2.65) and obese (RR 2.31, 95% CI 1.99-2.69) participants. The risk associated with participants who had MHO was particularly high over the long term. Similar risk estimates were observed when MHO was defined by other approaches. CONCLUSIONS: None of the approaches clearly identified an obese subgroup not at increased risk of cardiovascular events compared with normal-weight healthy participants. A benign obese phenotype might be defined by strict definitions, but insufficient studies exist to support this. More research is needed to better define MHO.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“Historically, GLP-1 receptor agonists were exclusively approved to treat type 2 diabetes, but recent clinical trials concluded that they are highly effective at weight management and cardiovascular disease prevention, leading to US Food and Drug Administration (FDA) approvals for these indications.3”
From Factors Associated With Semaglutide Initiation Among Adults With Obesity (2025) · cites this paper as [3]
Citations
Cites
Measuring inconsistency in meta-analyses
Higgins, J. P. T., Thompson, S. G., Deeks, J. J., & Altman, D. G. (2003) · BMJ · doi:10.1136/bmj.327.7414.557 · Cited by 63,139
Meta-analysis of Observational Studies in Epidemiology<SUBTITLE>A Proposal for Reporting</SUBTITLE>
Stroup, D. F. (2000) · JAMA · doi:10.1001/jama.283.15.2008 · Cited by 20,623
Ng, M., Fleming, T., Robinson, M., Thomson, B., Graetz, N., Margono, C., Mullany, E. C., Biryukov, S., Abbafati, C., Abera, S. F., et al. (2014) · The Lancet · doi:10.1016/s0140-6736(14)60460-8 · Cited by 11,952
Prospective Studies Collaboration (2009) · The Lancet · doi:10.1016/s0140-6736(09)60318-4 · Cited by 4,807
Haslam, D. W., & James, W. P. T. (2005) · The Lancet · doi:10.1016/s0140-6736(05)67483-1 · Cited by 3,757
Mechanisms linking obesity with cardiovascular disease
Van Gaal, L. F., Mertens, I. L., & De Block, C. E. (2006) · Nature · doi:10.1038/nature05487 · Cited by 2,814 · cited 1×
“Abdominal visceral fat is known to be one of the main health hazards of obesity.(4,61) Therefore a favourable fat distribution, marked by low WC or WHR, might identify a subgroup not at increased risk among people with a large general body fat content.”
BackgroundInvestigating and dealing with publication and other biases in meta-analysis
Sterne, J. A. C., Egger, M., & Smith, G. D. (2001) · BMJ · doi:10.1136/bmj.323.7304.101 · Cited by 2,225
Gorber, S. C., Tremblay, M., Moher, D., & Gorber, B. (2007) · Obesity Reviews · doi:10.1111/j.1467-789x.2007.00347.x · Cited by 1,945
Wildman, R. P. (2008) · Archives of Internal Medicine · doi:10.1001/archinte.168.15.1617 · Cited by 1,618
A Prospective Study of Obesity and Risk of Coronary Heart Disease in Women
Manson, J. E., Colditz, G. A., Stampfer, M. J., Willett, W. C., ROSNER, B. A., Monson, R. R., Speizer, F. E., & Hennekens, C. H. (1990) · New England Journal of Medicine · doi:10.1056/nejm199003293221303 · Cited by 1,403
The Emerging Risk Factors Collaboration (2011) · The Lancet · doi:10.1016/s0140-6736(11)60105-0 · Cited by 1,216
Wei, M. (1999) · JAMA · doi:10.1001/jama.282.16.1547 · Cited by 1,168
Body Mass Index, Metabolic Syndrome, and Risk of Type 2 Diabetes or Cardiovascular Disease
Meigs, J. B., Wilson, P. W. F., Fox, C. S., Vasan, R. S., Nathan, D. M., SULLIVAN, L. M., & D’Agostino, R. B. (2006) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2006-0594 · Cited by 1,088
Identification and characterization of metabolically benign obesity in humans
Stefan, N. (2008) · Archives of Internal Medicine · doi:10.1001/archinte.168.15.1609 · Cited by 1,049
Are Metabolically Healthy Overweight and Obesity Benign Conditions?
Kramer, C. K., Zinman, B., & Retnakaran, R. R. (2013) · Annals of Internal Medicine · doi:10.7326/0003-4819-159-11-201312030-00008 · Cited by 979
Metabolically healthy obesity: Epidemiology, mechanisms, and clinical implications
Stefan, N., Häring, H.-U., Hu, F. B., & Schulze, M. B. (2013) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(13)70062-7 · Cited by 857
Zhang, C., Rexrode, K. M., van Dam, R. M., Li, T. Y., & Hu, F. B. (2008) · Circulation · doi:10.1161/circulationaha.107.739714 · Cited by 856
Fitness vs. Fatness on All-Cause Mortality: A Meta-Analysis
Barry, V., Baruth, M., Beets, M. W., Durstine, J. L., Liu, J., & Blair, S. N. (2013) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2013.09.002 · Cited by 716
Associations of General and Abdominal Obesity With Multiple Health Outcomes in Older Women
Folsom, A. R., Kushi, L. H., Anderson, K. E., Mink, P. J., Olson, J. E., Hong, C.-P., Sellers, T. A., Lazovich, D., & Prineas, R. J. (2000) · Archives of Internal Medicine · doi:10.1001/archinte.160.14.2117 · Cited by 685
Bogers, R. P. (2007) · Archives of Internal Medicine · doi:10.1001/archinte.167.16.1720 · Cited by 656
Ridker, P. M., Wilson, P. W. F., & Grundy, S. M. (2004) · Circulation · doi:10.1161/01.cir.0000132467.45278.59 · Cited by 645
A Prospective Study of Body Mass Index, Weight Change, and Risk of Stroke in Women
Rexrode, K. M. (1997) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.1997.03540430051032 · Cited by 617
Ärnlöv, J., Ingelsson, E., Sundström, J., & Lind, L. (2009) · Circulation · doi:10.1161/circulationaha.109.887521 · Cited by 612
Body mass index and the risk of stroke in men
Kurth, T., Gaziano, J. M., Berger, K., Kase, C. S., Rexrode, K. M., Cook, N. R., Buring, J. E., & Manson, J. E. (2002) · Archives of Internal Medicine · doi:10.1001/archinte.162.22.2557 · Cited by 524
Diabetes and Cardiovascular Disease Outcomes in the Metabolically Healthy Obese Phenotype
Appleton, S., Seaborn, C. J., Visvanathan, R., Hill, C. L., Gill, T. K., Taylor, A. W., Adams, R., & on behalf of the North West Adelaide Health Study Team (2013) · Diabetes Care · doi:10.2337/dc12-1971 · Cited by 477
Metabolic Syndrome, Obesity, and Mortality
Katzmarzyk, P. T., Church, T. S., Janssen, I., Ross, R., & Blair, S. N. (2005) · Diabetes Care · doi:10.2337/diacare.28.2.391 · Cited by 378
Hinnouho, G., Czernichow, S., Dugravot, A., Nabi, H., Brunner, E. J., Mika Kivimaki, B., & Singh‐Manoux, A. (2014) · European Heart Journal · doi:10.1093/eurheartj/ehu123 · Cited by 362
High Adiponectin Concentrations Are Associated with the Metabolically Healthy Obese Phenotype
Aguilar-Salinas, C. A., García, E. G., Robles, L., Barros, D. A. R., Ruiz-Gómez, D. G., García-Ulloa, A. C., Melgarejo-Hernández, M. A., Zamora, M., Guillén-Pineda, L. E., Mehta, R., et al. (2008) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2007-2724 · Cited by 312
Rey-López, J. P., Rezende, L. F. M., Pastor‐Valero, M., & Tess, B. H. (2014) · Obesity Reviews · doi:10.1111/obr.12198 · Cited by 311
Roberson, L. L., Aneni, E. C., Maziak, W., Agatston, A. S., Feldman, T., Rouseff, M., Tran, T. H., Blaha, M. J., Santos, R. D., Sposito, A. C., et al. (2014) · BMC Public Health · doi:10.1186/1471-2458-14-14 · Cited by 305
Müller, M. J., Lagerpusch, M., Enderle, J., Schautz, B., Heller, M., & Bosy‐Westphal, A. (2012) · Obesity Reviews · doi:10.1111/j.1467-789x.2012.01033.x · Cited by 303
Carmienke, S., Freitag, M. H., Pischon, T., Schlattmann, P., Fankhaenel, T., Goebel, H., & Gensichen, J. (2013) · European Journal of Clinical Nutrition · doi:10.1038/ejcn.2013.61 · Cited by 288
Fan, J., Song, Y., Chen, Y., Hui, R., & Zhang, W. (2013) · International Journal of Cardiology · doi:10.1016/j.ijcard.2013.07.230 · Cited by 273
Aung, K., Lorenzo, C., Hinojosa, M. A., & Haffner, S. M. (2013) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2013-2832 · Cited by 267
Metabolically Healthy but Obese, a Matter of Time? Findings From the Prospective Pizarra Study
Soriguer, F., Gutiérrez‐Repiso, C., Rubio‐Martín, E., García‐Fuentes, E., Almaraz, M. C., Colomo, N., Esteva, I., de Adana, M. S. R., Chaves, F. J., Morcillo, S., et al. (2013) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2012-4253 · Cited by 253
Metabolically healthy obesity: different prevalences using different criteria
Velho, S., Paccaud, F. M., Waeber, G., Vollenweider, P., & Marques-Vidal, P. M. (2010) · European Journal of Clinical Nutrition · doi:10.1038/ejcn.2010.114 · Cited by 247
Risk of Myocardial Infarction and Heart Failure Among Metabolically Healthy But Obese Individuals
Mørkedal, B., VATTEN, L. J., Romundstad, P., Laugsand, L. E., & Janszky, I. (2013) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2013.11.035 · Cited by 238
Voulgari, C., Tentolouris, N., Dilaveris, P., Tousoulis, D., Katsilambros, N. L., & Stefanadis, C. (2011) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2011.04.047 · Cited by 231
Thomsen, M., & Nordestgaard, B. G. (2013) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2013.10522 · Cited by 218
Metabolically Healthy Obesity and Risk of Mortality
Hinnouho, G.-M., Czernichow, S., Dugravot, A., Batty, G., Kivimaki, M., & Singh-Manoux, A. (2013) · Diabetes Care · doi:10.2337/dc12-1654 · Cited by 205
Jonsson, S., Hedblad, B., Engström, G., Nilsson, P. M., Berglund, G., & Janzon, L. (2002) · International Journal of Obesity · doi:10.1038/sj.ijo.0802060 · Cited by 181
Flint, A. J., Rexrode, K. M., Hu, F. B., Glynn, R. J., Caspard, H., Manson, J. E., Willett, W. C., & Rimm, E. B. (2010) · Obesity Research & Clinical Practice · doi:10.1016/j.orcp.2010.01.001 · Cited by 179
Obesity, Behavioral Lifestyle Factors, and Risk of Acute Coronary Events
Jensen, M. K., Chiuve, S. E., Rimm, E. B., Dethlefsen, C., Tjønneland, A. M., Joensen, A. M., & Overvad, K. (2008) · Circulation · doi:10.1161/circulationaha.107.759951 · Cited by 152
Insulin resistance syndrome, body mass index and the risk of ischemic heart disease
St-Pierre, A. (2005) · Canadian Medical Association Journal · doi:10.1503/cmaj.1040834 · Cited by 147
Incident Cardiovascular Disease Events in Metabolically Benign Obese Individuals
Ogorodnikova, A. D., Kim, M., McGinn, A. P., Muntner, P., Khan, U. I., & Wildman, R. P. (2011) · Obesity · doi:10.1038/oby.2011.243 · Cited by 146
Reverse Causality and Confounding and the Associations of Overweight and Obesity with Mortality
Lawlor, D. A., Hart, C., Hole, D. J., & Smith, G. D. (2006) · Obesity · doi:10.1038/oby.2006.269 · Cited by 145
Dudina, A. L., Cooney, M. T., Bacquer, D. D., Backer, G. D., Ducimetière, P., Jousilahti, P., Keil, U., Menotti, A., Njølstad, I., Оганов, Р. Г., et al. (2011) · European Journal of Cardiovascular Prevention & Rehabilitation · doi:10.1177/1741826711412039 · Cited by 131
Metabolically healthy but obese individuals: relationship with hepatic enzymes
Messier, V., Karelis, A. D., Robillard, M.-È., Bellefeuille, P., Brochu, M., Lavoie, J.-M., & RABASA-LHORET, R. P. R. (2009) · Metabolism · doi:10.1016/j.metabol.2009.06.020 · Cited by 124
Song, Y., Manson, J. E., Meigs, J. B., Ridker, P. M., Buring, J. E., & Liu, S. (2007) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2007.06.073 · Cited by 117
Li, C., Engström, G., Hedblad, B., Calling, S., Berglund, G., & Janzon, L. (2006) · International Journal of Obesity · doi:10.1038/sj.ijo.0803339 · Cited by 102
Alam, I., Ng, T. P., & Larbi, A. (2012) · Mediators of Inflammation · doi:10.1155/2012/456456 · Cited by 102
(1998) · PubMed · Cited by 94
Hosseinpanah, F., Barzin, M., Sheikholeslami, F. H., & Azizi, F. (2011) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2010.09.034 · Cited by 84
From Metabolic Normality to Cardiometabolic Risk Factors in Subjects With Obesity
Bobbioni‐Harsch, E., Pataky, Z., Makoundou, V., Laville, M., Disse, E., Anderwald, C. H., Konrad, T., Golay, A., & On Behalf of the RISC Investigators (2012) · Obesity · doi:10.1038/oby.2012.69 · Cited by 59
Cardiorespiratory Fitness, Body Mass Index, and Heart Failure Mortality in Men
Farrell, S. W., Finley, C. E., Radford, N. B., & Haskell, W. L. (2013) · Circulation Heart Failure · doi:10.1161/circheartfailure.112.000088 · Cited by 57
Bo, S., Musso, G., Gambino, R., Villois, P., Gentile, L., Durazzo, M., Cavallo‐Perin, P., & Cassader, M. (2012) · American Journal of Clinical Nutrition · doi:10.3945/ajcn.112.040006 · Cited by 52
Saito, I., Iso, H., Kokubo, Y., Inoue, M., & Tsugane, S. (2010) · International Journal of Obesity · doi:10.1038/ijo.2010.131 · Cited by 51
Santaniemi, M., Ukkola, O. H., Malo, E., Bloigu, R., & Kesäniemi, Y. A. (2013) · European Journal of Preventive Cardiology · doi:10.1177/2047487313494028 · Cited by 34
Body mass index, hypertension and 5-year coronary heart disease incidence in middle aged men
Mahamat, A., Richard, F., Arveiler, D., Bongard, V., Yarnell, J., Ducimetière, P., Ruidavets, J., Haas, B., Bingham, A., Evans, A., et al. (2003) · Journal of Hypertension · doi:10.1097/00004872-200303000-00017 · Cited by 26
Independent effect and population impact of obesity on fatal coronary heart disease in adults
Mann, D. M., Lee, J. D., Liao, Y., & Natarajan, S. (2005) · Preventive Medicine · doi:10.1016/j.ypmed.2005.09.011 · Cited by 26
Stienstra, R., & Stefan, N. (2013) · Diabetologia · doi:10.1007/s00125-013-3040-8 · Cited by 20
Mørkedal, B., Romundstad, P. R., & VATTEN, L. J. (2010) · Journal of Epidemiology & Community Health · doi:10.1136/jech.2009.094110 · Cited by 17
Cited by
Sorted by citations
Heart Disease and Stroke Statistics—2017 Update: A Report From the American Heart Association
Benjamin, E. J., Blaha, M. J., Chiuve, S. E., Cushman, M., Das, S. R., Deo, R., de Ferranti, S. D., Floyd, J., Fornage, M., Gillespie, C., et al. (2017) · Circulation · doi:10.1161/cir.0000000000000485 · Cited by 12,591
Heart Disease and Stroke Statistics—2020 Update: A Report From the American Heart Association
Virani, S. S., Alonso, A., Benjamin, E. J., Bittencourt, M. S., Callaway, C. W., Carson, A. P., Chamberlain, A. M., Chang, A. R., Cheng, S., Delling, F. N., et al. (2020) · Circulation · doi:10.1161/cir.0000000000000757 · Cited by 9,175
Heart Disease and Stroke Statistics—2019 Update: A Report From the American Heart Association
Benjamin, E. J., Muntner, P., Alonso, A., Bittencourt, M. S., Callaway, C. W., Carson, A. P., Chamberlain, A. M., Chang, A. R., Cheng, S., Das, S. R., et al. (2019) · Circulation · doi:10.1161/cir.0000000000000659 · Cited by 9,036
The metabolic phenotype in obesity: Fat mass, body fat distribution, and adipose tissue function
Goossens, G. H. (2017) · Obesity Facts · doi:10.1159/000471488 · Cited by 8,481
Heart disease and stroke statistics-2018 update: a report from the american heart association
Benjamin, E. J., Virani, S. S., Callaway, C. W., Chamberlain, A. M., Chang, A. R., Cheng, S., Chiuve, S. E., Cushman, M., Delling, F. N., Deo, R., et al. (2018) · Circulation · doi:10.1161/cir.0000000000000558 · Cited by 7,146
Metadata
- Authors
- Eckel, N., Meidtner, K., Kalle-Uhlmann, T., Stefan, N., & Schulze, M. B.
- Affiliations
- German Center for Diabetes Research (DE)
- German Institute of Human Nutrition (DE)
- Helmholtz Munich (DE)
- Corresponding author
- Schulze, Matthias B
- Venue
- European Journal of Preventive Cardiology
- Publisher
- Oxford University Press (OUP)
- Published
- 2016-06-01
- Volume
- 23
- Issue
- 9
- Pages
- 956-966
- ISSN
- 2047-4873 (ISSN-L)
- 2047-4881
- OpenAlex
- W2201485362
- Cited by
- 405
- References
- 64
- Citations by year
- 2026: 26 · 2025: 41 · 2024: 37 · 2023: 48 · 2022: 52 · 2021: 52 · 2020: 44 · 2019: 38 · 2018: 37 · 2017: 24 · 2016: 6
- FWCI
- 3.35
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- European Journal of Preventive Cardiology (publishedVersion)
- PubMed (publishedVersion)
- Site cant be reached (submittedVersion)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiovascular Disease and Adiposity
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiovascular Function and Risk Factors
- Keywords
- metabolically healthy obesity, cardiovascular events, cardiovascular risk, metabolic syndrome, insulin resistance, hypertension, diabetes mellitus, hyperlipidemia, obesity phenotypes
- MeSH terms
- Obesity, Metabolically Benign, Cardiovascular Diseases, Humans, Phenotype, Prognosis, Risk Factors, Odds Ratio, Risk Assessment
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review