Effect of a multicomponent quality improvement strategy on sustained achievement of diabetes care goals and macrovascular and microvascular complications in South Asia at 6.5 years follow-up: Post hoc analyses of the CARRS randomized clinical trial
Open accessAbstract
Background: Diabetes control is poor globally and leads to burdensome microvascular and macrovascular complications. We aimed to assess post hoc between-group differences in sustained risk factor control and macrovascular and microvascular endpoints at 6.5 years in the Center for cArdiovascular Risk Reduction in South Asia (CARRS) randomized trial. Methods and findings: This parallel group individual randomized clinical trial was performed at 10 outpatient diabetes clinics in India and Pakistan from January 2011 through September 2019. A total of 1,146 patients with poorly controlled type 2 diabetes (HbA1c ≥8% and systolic BP ≥140 mm Hg and/or LDL-cholesterol ≥130 mg/dL) were randomized to a multicomponent quality improvement (QI) strategy (trained nonphysician care coordinator to facilitate care for patients and clinical decision support system for physicians) or usual care. At 2.5 years, compared to usual care, those receiving the QI strategy were significantly more likely to achieve multiple risk factor control. Six clinics continued, while 4 clinics discontinued implementing the QI strategy for an additional 4-year follow-up (overall median 6.5 years follow-up). In this post hoc analysis, using intention-to-treat, we examined between-group differences in multiple risk factor control (HbA1c <7% plus BP <130/80 mm Hg and/or LDL-cholesterol <100 mg/dL) and first macrovascular endpoints (nonfatal myocardial infarction, nonfatal stroke, death, revascularization [angioplasty or coronary artery bypass graft]), which were co-primary outcomes. We also examined secondary outcomes, namely, single risk factor control, first microvascular endpoints (retinopathy, nephropathy, neuropathy), and composite first macrovascular plus microvascular events (which also included amputation and all-cause mortality) by treatment group and whether QI strategy implementation was continued over 6.5 years. At 6.5 years, assessment data were available for 854 participants (74.5%; n = 417 [intervention]; n = 437 [usual care]). In terms of sociodemographic and clinical characteristics, participants in the intervention and usual care groups were similar and participants at sites that continued were no different to participants at sites that discontinued intervention implementation. Patients in the intervention arm were more likely to exhibit sustained multiple risk factor control than usual care (relative risk: 1.77; 95% confidence interval [CI], 1.45, 2.16), p < 0.001. Cumulatively, there were 233 (40.5%) first microvascular and macrovascular events in intervention and 274 (48.0%) in usual care patients (absolute risk reduction: 7.5% [95% CI: −13.2, −1.7], p = 0.01; hazard ratio [HR] = 0.72 [95% CI: 0.61, 0.86]), p < 0.001. Patients in the intervention arm experienced lower incidence of first microvascular endpoints (HR = 0.68 [95% CI: 0.56, 0.83), p < 0.001, but there was no evidence of between-group differences in first macrovascular events. Beneficial effects on microvascular and composite vascular outcomes were observed in sites that continued, but not sites that discontinued the intervention. Conclusions: In urban South Asian clinics, a multicomponent QI strategy led to sustained multiple risk factor control and between-group differences in microvascular, but not macrovascular, endpoints. Between-group reductions in vascular outcomes at 6.5 years were observed only at sites that continued the QI intervention, suggesting that practice change needs to be maintained for better population health of people with diabetes. Trial registration: ClinicalTrials.gov NCT01212328 .
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
For people who already have diabetes, lifestyle modification and pharmacological treatment, as well as blood pressure and cholesterol control, can delay progression to complications and reduce mortality, or even help with remission, especially if started early.
“For people who already have diabetes, lifestyle modification and pharmacological treatment, as well as blood pressure and cholesterol control, can delay progression to complications and reduce mortality, or even help with remission, especially if started early.1,2,58–62”
From Worldwide trends in diabetes prevalence and treatment from 1990 to 2022: a pooled analysis of 1108 population-representative studies with 141 million participants (2024) · cites this paper as [61]
Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Effect of a multifactorial intervention on mortality in type 2 diabetes
Gæde, P., Lund-Andersen, H., Parving, H.-H., & Pedersen, O. (2008) · New England Journal of Medicine · doi:10.1056/nejmoa0706245 · Cited by 3,489 · see citing works
Sattar, N., Lee, M. M. Y., Kristensen, S. L., Branch, K. R. H., Del Prato, S., Khurmi, N. S., Lam, C. S. P., Lopes, R. D., McMurray, J. J. V., Pratley, R. E., et al. (2021) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(21)00203-5 · Cited by 1,599 · see citing works
Risk factors, mortality, and cardiovascular outcomes in patients with type 2 diabetes
Rawshani, A., Rawshani, A., Franzén, S., Sattar, N., Eliasson, B., Svensson, A.-M., Zethelius, B., Miftaraj, M., McGuire, D. K., Rosengren, A., et al. (2018) · New England Journal of Medicine · doi:10.1056/nejmoa1800256 · Cited by 1,475 · see citing works
Missing Data in Clinical Research: A Tutorial on Multiple Imputation
Austin, P. C., White, I. R., Lee, D. S., & van Buuren, S. (2021) · Canadian Journal of Cardiology · doi:10.1016/j.cjca.2020.11.010 · Cited by 1,006 · see citing works
Achievement of Goals in U.S. Diabetes Care, 1999–2010
Ali, M. K., Bullard, K. M., Saaddine, J. B., Cowie, C. C., Imperatore, G., & Gregg, E. W. (2013) · New England Journal of Medicine · doi:10.1056/nejmsa1213829 · Cited by 979 · see citing works
Self-citationLong-term follow-up after tight control of blood pressure in type 2 diabetes
Holman, R. R., Paul, S. K., Bethel, M. A., Neil, H. A. W., & Matthews, D. R. (2008) · New England Journal of Medicine · doi:10.1056/nejmoa0806359 · Cited by 762 · see citing works
Tricco, A. C., Ivers, N. M., Grimshaw, J. M., Moher, D., Turner, L., Galipeau, J., Halperin, I., Vachon, B., Ramsay, T., Manns, B., et al. (2012) · The Lancet · doi:10.1016/s0140-6736(12)60480-2 · Cited by 652 · see citing works
Griffin, S. J., Borch-Johnsen, K., Davies, M. J., Khunti, K., Rutten, G. E., Sandbæk, A., Sharp, S. J., Simmons, R. K., van den Donk, M., Wareham, N. J., et al. (2011) · The Lancet · doi:10.1016/s0140-6736(11)60698-3 · Cited by 462 · see citing works
Intensive glucose control in patients with type 2 diabetes - 15-year follow-up.
Reaven, P. D., Emanuele, N. V., Wiitala, W. L., Bahn, G. D., Reda, D. J., McCarren, M., Duckworth, W. C., & Hayward, R. A. (2019) · New England Journal of Medicine · doi:10.1056/nejmoa1806802 · Cited by 228 · see citing works
Cro, S., Morris, T. P., Kenward, M. G., & Carpenter, J. R. (2020) · Statistics in Medicine · doi:10.1002/sim.8569 · Cited by 203 · see citing works
Revisiting the links between glycaemia, diabetes and cardiovascular disease
Sattar, N. (2013) · Diabetologia · doi:10.1007/s00125-012-2817-5 · Cited by 163 · see citing works
Ali, M. K., Chwastiak, L., Poongothai, S., Emmert-Fees, K. M. F., Patel, S. A., Anjana, R. M., Sagar, R., Shankar, R., Sridhar, G. R., Kosuri, M., et al. (2020) · JAMA · doi:10.1001/jama.2020.11747 · Cited by 143 · see citing works
Self-citationGriffin, S. J., Rutten, G. E. H. M., Khunti, K., Witte, D. R., Lauritzen, T., Sharp, S. J., Dalsgaard, E.-M., Davies, M. J., Irving, G. J., Vos, R. C., et al. (2019) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(19)30349-3 · Cited by 55 · see citing works
Flagged first, then by citations
Research works printed but not linked: 26
- [2]Saeedi P, Salpea P, Karuranga S, Petersohn I, Malanda B, Gregg EW, et al. Mortality attributable to diabetes in 20–79 year old adults, 2019 estimates: Results from the International Diabetes Federation Diabetes Atlas 9th Edition. Diabetes Res Clin Pract. 2020; 162: 108086. doi: 10.1016/j.diabres.2020.108086 32068099 · DOI
- [3]Turnbull F, Neal B, Algert C, Chalmers J, Chapman N, Cutler J, et al. Effects of Different Blood Pressure-Lowering Regimens on Major Cardiovascular Events in Individuals With and Without Diabetes Mellitus: Results of Prospectively Designed Overviews of Randomized Trials. Arch Intern Med. 2005; 165(12): 1410– 1419. doi: 10.1001/archinte.165.12.1410 15983291 · DOI
- [4]Kearney PM, Blackwell L, Collins R, Keech A, Simes J, Peto R, et al. Efficacy of cholesterol-lowering therapy in 18,686 people with diabetes in 14 randomised trials of statins: a meta-analysis. Lancet (London, England). 2008; 371(9607): 117– 125. Epub 2008/01/15. doi: 10.1016/S0140-6736(08)60104-X. 18191683 · DOI · Paper page
- [5]Nathan DM, Cleary PA, Backlund JY, Genuth SM, Lachin JM, Orchard TJ, et al. Intensive diabetes treatment and cardiovascular disease in patients with type 1 diabetes. N Engl J Med. 2005; 353(25): 2643– 2653. doi: 10.1056/NEJMoa052187. 16371630 PMC2637991 · DOI · Paper page
- [6]Holman RR, Paul SK, Bethel MA, Matthews DR, Neil HA. 10-year follow-up of intensive glucose control in type 2 diabetes. N Engl J Med. 2008; 359(15): 1577– 1589. Epub 2008/09/12. doi: 10.1056/NEJMoa0806470. 18784090 · DOI · Paper page
- [8]Gaede P, Vedel P, Larsen N, Jensen GV, Parving HH, Pedersen O. Multifactorial intervention and cardiovascular disease in patients with type 2 diabetes. N Engl J Med. 2003; 348(5): 383– 393. doi: 10.1056/NEJMoa021778. 12556541 · DOI · Paper page
- [10]Zoungas S, Chalmers J, Neal B, Billot L, Li Q, Hirakawa Y, et al. Follow-up of Blood-Pressure Lowering and Glucose Control in Type 2 Diabetes. N Engl J Med. 2014; 371(15): 1392– 1406. doi: 10.1056/NEJMoa1407963. 25234206 · DOI · Paper page
- [13]Saaddine JB, Engelgau MM, Beckles GL, Gregg EW, Thompson TJ, Narayan KM. A diabetes report card for the United States: quality of care in the 1990s. Ann Intern Med. 2002; 136(8): 565– 574. Epub 2002/04/17. doi: 10.7326/0003-4819-136-8-200204160-00005. 11955024 · DOI
- [14]Magliano DJ, Chen L, Carstensen B, Gregg EW, Pavkov ME, Salim A, et al. Trends in all-cause mortality among people with diagnosed diabetes in high-income settings: a multicountry analysis of aggregate data. Lancet Diabetes Endocrinol. 2022; 10(2): 112– 119. doi: 10.1016/S2213-8587(21)00327-2 35026157 PMC11318037 · DOI · Paper page
- [15]Ali MK, Pearson-Stuttard J, Selvin E, Gregg EW. Interpreting global trends in type 2 diabetes complications and mortality. Diabetologia. 2022; 65(1): 3– 13. doi: 10.1007/s00125-021-05585-2 34837505 PMC8660730 · DOI
- [16]Anjana RM, Unnikrishnan R, Deepa M, Venkatesan U, Pradeepa R, Joshi S, et al. Achievement of guideline recommended diabetes treatment targets and health habits in people with self-reported diabetes in India (ICMR-INDIAB-13): a national cross-sectional study. Lancet Diabetes Endocrinol. 2022 Jun; 10(6): 430– 441. doi: 10.1016/S2213-8587(22)00072-9 35461575 · DOI
- [17]Shah S, Singh K, Ali MK, Mohan V, Kadir MM, Unnikrishnan AG, et al. Improving diabetes care: multi-component cardiovascular disease risk reduction strategies for people with diabetes in South Asia—the CARRS multi-center translation trial. Diabetes Res Clin Pract. 2012; 98(2): 285– 294. Epub 2012/10/23. doi: 10.1016/j.diabres.2012.09.023. 23084280 PMC3544938 · DOI
- [18]Ali MK, Singh K, Kondal D, Devarajan R, Patel SA, Shivashankar R, et al. Effectiveness of a Multicomponent Quality Improvement Strategy to Improve Achievement of Diabetes Care Goals: A Randomized, Controlled Trial. Ann Intern Med. 2016; 165(6): 399– 408. doi: 10.7326/M15-2807. 27398874 PMC6561084 · DOI
- [19]American Diabetes Association. Standards of Medical Care in Diabetes—2010. Diabetes Care. 2010; 33(Supplement_1): S11– S61. doi: 10.2337/dc10-S011 20042772 PMC2797382 · DOI · Paper page
- [20]Zou G. A Modified Poisson Regression Approach to Prospective Studies with Binary Data. Am J Epidemiol. 2004; 159(7): 702– 706. doi: 10.1093/aje/kwh090 15033648 · DOI
- [22]Cro S, Morris TP, Kenward MG, Carpenter JR. Reference-based sensitivity analysis via multiple imputation for longitudinal trials with protocol deviation. Stata J. 2016; 16(2): 443– 463. Epub 2016/04/01.. 29398978 PMC5796638
- [24]Flight L, Allison A, Dimairo M, Lee E, Mandefield L, Walters SJ. Recommendations for the analysis of individually randomised controlled trials with clustering in one arm–a case of continuous outcomes. BMC Med Res Methodol. 2016; 16(1): 165. doi: 10.1186/s12874-016-0249-5 27899073 PMC5129671 · DOI
- [27]Ueki K, Sasako T, Okazaki Y, Kato M, Okahata S, Katsuyama H, et al. Effect of an intensified multifactorial intervention on cardiovascular outcomes and mortality in type 2 diabetes (J-DOIT3): an open-label, randomised controlled trial. Lancet Diabetes Endocrinol. 2017; 5(12): 951– 964. doi: 10.1016/S2213-8587(17)30327-3 29079252 · DOI · Paper page
- [29]Gregg EW, Sattar N, Ali MK. The changing face of diabetes complications. Lancet Diabetes Endocrinol. 2016; 4(6): 537– 547. Epub 2016/05/09. doi: 10.1016/S2213-8587(16)30010-9. 27156051 · DOI
- [32]Lim LL, Lau ESH, Kong APS, Davies MJ, Levitt NS, Eliasson B, et al. Aspects of Multicomponent Integrated Care Promote Sustained Improvement in Surrogate Clinical Outcomes: A Systematic Review and Meta-analysis. Diabetes Care. 2018; 41(6): 1312– 1320. doi: 10.2337/dc17-2010 29784698 PMC5961399 · DOI
- [33]Folz R, Laiteerapong N. The legacy effect in diabetes: are there long-term benefits? Diabetologia. 2021; 64(10): 2131– 2137. doi: 10.1007/s00125-021-05539-8 34392398 PMC9196952 · DOI
- [35]Suvada K, Ali MK, Chwastiak L, Poongothai S, Emmert-Fees KMF, Anjana RM, et al. Long-term Effects of a Collaborative Care Model on Metabolic Outcomes and Depressive Symptoms: 36-Month Outcomes from the INDEPENDENT Intervention. J Gen Intern Med. 2023; 38(7): 1623– 1630. doi: 10.1007/s11606-022-07958-8 36596908 PMC10212897 · DOI
- [37]McGuire DK, Shih WJ, Cosentino F, Charbonnel B, Cherney DZI, Dagogo-Jack S, et al. Association of SGLT2 Inhibitors With Cardiovascular and Kidney Outcomes in Patients With Type 2 Diabetes: A Meta-analysis. JAMA Cardiol. 2021; 6(2): 148– 158. doi: 10.1001/jamacardio.2020.4511 33031522 PMC7542529 · DOI · Paper page
- [38]Expanding access to newer medicines for people with type 2 diabetes in low-income and middle-income countries: a cost-effectiveness and price target analysis. Lancet Diabetes Endocrinol. 2021; 9(12): 825– 836. doi: 10.1016/S2213-8587(21)00240-0 34656210 · DOI
- [39]Gregg EW, Buckley J, Ali MK, Davies J, Flood D, Mehta R, et al. Improving health outcomes of people with diabetes: target setting for the WHO Global Diabetes Compact. Lancet. 2023; 401(10384): 1302– 1312. doi: 10.1016/S0140-6736(23)00001-6 36931289 PMC10420388 · DOI
- [40]Manne-Goehler J, Geldsetzer P, Agoudavi K, Andall-Brereton G, Aryal KK, Bicaba BW, et al. Health system performance for people with diabetes in 28 low- and middle-income countries: A cross-sectional study of nationally representative surveys. PLoS Med. 2019; 16(3): e1002751. Epub 2019/03/02. doi: 10.1371/journal.pmed.1002751 following competing interests: AS has received research funding from Johnson & Johnson, Inc. 30822339 PMC6396901 · DOI
Cited by
Sorted by citations
Zhou, B., Rayner, A. W., Gregg, E. W., Sheffer, K. E., Carrillo-Larco, R. M., Bennett, J. E., Shaw, J. E., Paciorek, C. J., Singleton, R. K., Barradas Pires, A., et al. (2024) · The Lancet · doi:10.1016/s0140-6736(24)02317-1 · Cited by 1,013 · see citing works
Self-citation
- Authors
- Ali, M. K., Singh, K., Kondal, D., Devarajan, R., Patel, S. A., Menon, V. U., Varthakavi, P. K., Vishwanathan, V., Dharmalingam, M., Bantwal, G., Sahay, R. K., Masood, M. Q., Khadgawat, R., Desai, A., Prabhakaran, D., Narayan, K. M. V., & Tandon, N.
- Affiliations
- Emory University (US)
- Heidelberg University (DE)
- Centre for Chronic Disease Control (IN)
- Public Health Foundation of India (IN)
- Amrita Institute of Medical Sciences and Research Centre (IN)
- M.V. Hospital for Diabetes and Diabetes Research Centre (IN)
- Bangalore Diabetes Centre (IN)
- St.John's Medical College Hospital (IN)
- Osmania General Hospital (IN)
- Aga Khan University (PK)
- All India Institute of Medical Sciences (IN)
- Goa Medical College (IN)
- Corresponding author
- Tandon, Nikhil
- ORCID
- Venue
- PLOS Medicine
- Publisher
- Public Library of Science (PLoS)
- Published
- 2024-06-03
- Volume
- 21
- Issue
- 6
- Pages
- e1004335
- ISSN
- 1549-1277 (ISSN-L)
- 1549-1676
- PMC
- PMC11198027
- OpenAlex
- W4399282979
- Cited by
- 10
- References
- 13
- Citations by year
- 2026: 8 · 2024: 2
- FWCI
- 3.29
- Type
- journal article
- Language
- en
- Update notices
- new_version (2024-06-25)
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS Medicine (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- eCommons - AKU (Aga Khan University) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Heart, Lung, and Blood Institute (HHSN268200900026C)
- National Institute of Mental Health and Neurosciences (R01MH100390-04S1)
- Novo Nordisk India
- Sanofi India
- Sanofi-Aventis, Pakistan Limited
- Fogarty International Center, National Institutes of Health (K43TW011164)
- Fogarty International Center (R24TW007988)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Keywords
- quality improvement strategies, type 2 diabetes, glycemic control, blood pressure control, LDL cholesterol, macrovascular complications, microvascular complications, care coordination, clinical decision support systems, South Asia, long-term follow-up, implementation sustainability, cardiovascular risk reduction, retinopathy, kidney disease, neuropathy, amputation
- MeSH terms
- Asia, Southern, Adult, Aged, Diabetes Mellitus, Type 2, Diabetic Angiopathies, Female, Follow-Up Studies, Glycated Hemoglobin, Humans, India, Male, Middle Aged, Pakistan, Risk Factors, Quality Improvement
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