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      Economic evaluation of type 2 diabetes prevention programmes: Markov model of low- and high-intensity lifestyle programmes and metformin in participants with different categories of intermediate hyperglycaemia

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          Abstract

          Background

          National guidance on preventing type 2 diabetes mellitus (T2DM) in the UK recommends low-intensity lifestyle interventions for individuals with intermediate categories of hyperglycaemia defined in terms of impaired fasting glucose (IFG) or ‘at-risk’ levels of HbA1c. In a recent systematic review of economic evaluations of such interventions, most studies had evaluated intensive trial-based lifestyle programmes in participants with impaired glucose tolerance (IGT). This study examines the costs and effects of different intensity lifestyle programmes and metformin in participants with different categories of intermediate hyperglycaemia.

          Methods

          We developed a decision tree and Markov model (50-year horizon) to compare four approaches, namely (1) a low-intensity lifestyle programme based on current NICE guidance, (2) a high-intensity lifestyle programme based on the US Diabetes Prevention Program, (3) metformin, and (4) no intervention, modelled for three different types of intermediate hyperglycaemia (IFG, IGT and HbA1c). A health system perspective was adopted and incremental analysis undertaken at an individual and population-wide level, taking England as a case study.

          Results

          Low-intensity lifestyle programmes were the most cost-effective (£44/QALY, £195/QALY and £186/QALY compared to no intervention in IGT, IFG and HbA1c, respectively). Intensive lifestyle interventions were also cost-effective compared to no intervention (£2775/QALY, £6820/QALY and £7376/QALY, respectively, in IGT, IFG and HbA1c). Metformin was cost-effective relative to no intervention (£5224/QALY, £6842/QALY and £372/QALY in IGT, IFG and HbA1c, respectively), but was only cost-effective relative to other treatments in participants identified with HbA1c. At a willingness-to-pay threshold of £20,000/QALY, low- and high-intensity lifestyle programmes were cost-effective 98%, 99% and 98% and 81%, 81% and 71% of the time in IGT, IFG and HbA1c, respectively. An England-wide programme for 50–59 year olds could reduce T2DM incidence by < 3.5% over 50 years and would cost 0.2–5.2% of the current diabetes budget for 2–9 years.

          Discussion

          This analysis suggests that current English national policy of low-intensity lifestyle programmes in participants with IFG or HbA1c will be cost-effective and have the most favourable budget impact, but will prevent only a fraction of cases of T2DM. Additional approaches to prevention need to be investigated urgently.

          Electronic supplementary material

          The online version of this article (doi:10.1186/s12916-017-0984-4) contains supplementary material, which is available to authorized users.

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          Most cited references20

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          The Finnish Diabetes Prevention Study (DPS): Lifestyle intervention and 3-year results on diet and physical activity

          To describe the 1) lifestyle intervention used in the Finnish Diabetes Prevention Study, 2) short- and long-term changes in diet and exercise behavior, and 3) effect of the intervention on glucose and lipid metabolism.
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            Progression rates from HbA1c 6.0-6.4% and other prediabetes definitions to type 2 diabetes: a meta-analysis.

            Precise estimates of progression rates from 'prediabetes' to type 2 diabetes are needed to optimise prevention strategies for high-risk individuals. There is acceptance of prediabetes defined by impaired fasting glucose (IFG) and impaired glucose tolerance (IGT), but there is some controversy surrounding HbA1c-defined prediabetes ranges, with some favouring 6.0-6.4% (42-46 mmol/mol). Comparing progression rates between groups might aid this issue, thus we aimed to accurately estimate progression rates to diabetes from different prediabetes categories.
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              The epidemic of pre-diabetes: the medicine and the politics

              Summary box Clinical context—Attempts to tackle the increasing prevalence of diabetes have focused on identifying and treating people at risk of developing the disease Diagnostic change—The definition of people at risk has expanded from impaired glucose tolerance to include people with raised fasting glucose or glycated haemoglobin (HbA1c) concentrations and cut-off points have been lowered Rationale for change—People in all the above categories have a raised diabetes risk, although prediction is poorer for fasting glucose and HbA1c than for impaired glucose tolerance Leap of faith—Treatment of people in newly defined categories will improve mortality and morbidity Impact on prevalence—The expanded categories increase the prevalence of pre-diabetes by twofold to threefold Evidence of overdiagnosis—New definitions result in over 50% of Chinese adults having pre-diabetes Harms from overdiagnosis—A label of pre-diabetes bring problems with self image, insurance, and employment as well as the burdens and costs of healthcare and drug side effects Limitations of evidence—No studies have examined the effect of lifestyle or drug interventions in newly added subcategories Conclusion—Diabetes prevention requires changes to societies and therefore a concerted global public health approach. Diagnoses and thresholds for clinical application may unrealistically burden societies in exchange for limited value Aldous Huxley wrote that “Medical science has made such tremendous progress that there is hardly a healthy human left.” Changes to the American Diabetes Association (ADA) guidance on the diagnosis of pre-diabetes in 2010 make this statement even more true.1 If implemented globally the guidance could create a potential epidemic, with over half of Chinese adults,2 for example, having pre-diabetes, a national burden of around 493 million people. Pre-diabetes is an umbrella term and the most widely used phrase to describe a blood concentration of glucose or glycated haemoglobin (HbA1c) that lies above normal but below that defined for diabetes. We explore the evidence and value of pre-diabetes as a category or diagnosis (box 1) and argue that current definitions risk unnecessary medicalisation and create unsustainable burdens for healthcare systems. Box 1: Definitions of “sub-diabetes” (impaired glucose metabolism) Impaired glucose tolerance1 3 4 Plasma glucose concentration 7.8-11.1 mmol/L (140-200 mg/dL) two hours after 75 g glucose load Impaired fasting glucose WHO: fasting plasma glucose 6.1-6.9 mmol/L (110-125 mg/dL)4 5 American Diabetes Association: 5.6-6.9 mmol/L (100-125 mg/dL)1 Pre-diabetes International Expert Committee (2009): “The categorical clinical states pre-diabetes, IFG, and IGT fail to capture the continuum of risk and will be phased out of use as A1c measurements replace glucose measurements” Intervention for HbA1c ≥6.0% (and maybe below this level if patient demonstrably at high risk6 American Diabetes Association (2010): HbA1c 5.7%-6.4%1 Impaired glucose tolerance was established in 1979,3 and its definition has not been altered since. People with impaired glucose tolerance are at increased risk of developing diabetes, with 10 year incidence as high as 60% in some studies.7 They are also at around 50% greater risk of coronary heart disease.7 8 9 Several studies show lifestyle intervention can prevent, or perhaps delay, the onset of diabetes but the role of other interventions is less clear. There is also important debate about how well the new and expanded definitions of pre-diabetes are associated with future diabetes and arterial disease, and responses to interventions to modify risk. Diagnostic change Population measures of glycaemia are continuous, with no inflections to provide obvious cut-off points. Cut-offs for the diagnosis of diabetes are based on thresholds for risk of retinopathy.3 5 10 Lesser degrees of hyperglycaemia increase the risk of developing diabetes and maybe arterial disease. But in both cases the risk is graded, making any choice of cut-off point purely arbitrary. Between 1979 and 1997, the intermediate category was called impaired glucose tolerance. The standard test was measurement of plasma glucose two hours after a 75 g glucose load. The US National Diabetes Data Group defined diabetes as concentrations >11.1 mmol/l (200 mg/dL) and impaired glucose tolerance as 7.8-11.1 mmol/L (140-200 mg/dL),3 and these definitions were ratified by the World Health Organization. But glucose tolerance testing is laborious for the patient, who must fast, take the glucose load, and then have a blood test two hours later. It is also poorly reproducible—for example, a person with a test result of 8.0 mmol/L (just inside the definition for impaired tolerance) has a roughly 30% chance of a normal result on repeat testing.7 After recommendations from an ADA expert committee in 199710 and WHO in 1999,5 the criterion for diagnosis of diabetes was altered to a fasting plasma glucose concentration of ≥7.0 mmol/L (126 mg/dL), with the intermediate category termed impaired fasting glucose (6.1-6.9 mmol/L (110-125 mg/dL)).5 10 This avoided the need for a glucose challenge test. In 2003 an ADA expert committee recommended reducing the threshold for impaired fasting glucose from 6.1 mmol/L (110 mg/dL) to 5.6 mmol/L (100 mg/dL).11 The committee said this expansion improved prediction of diabetes risk. But it may also have been influenced by concern that its 1997 fasting glucose criteria identified fewer people than the glucose tolerance test. WHO expressed concern at the public health implications of the change in threshold for impaired fasting glucose4; the expanded category would roughly double the prevalence of sub-diabetes and include people at lower risk of diabetes and cardiovascular disease, who were perhaps less likely to benefit from medical intervention. More recently, the development of reference methods to standardise assays has allowed measurement of HbA1c to enter as a third test to diagnose glucose intolerance.6 In 2009, there was reasonable consensus on using HbA1c >6.5% to diagnose diabetes,1 6 12 although less around an intermediate category (box 1). But in 2010 the ADA reduced the threshold for this intermediate category from 6.0% to 5.7%,1 a decision not endorsed by any other group. There has also been little support for the ADA’s proposal to label a category of pre-diabetes, into which is rolled all three definitions of sub-diabetes—impaired glucose tolerance, impaired fasting glucose, and borderline HbA1c (box 2).4 6 12 13 14 This is partly because it has lowered the thresholds for impaired fasting glucose and HbA1c, but it is also because the imperfect overlap between the three component definitions creates a large, poorly characterised, and heterogeneous category of glucose intolerance. Box 2: Expert group recommendations on sub-diabetes World Health Organization/International Diabetes Federation (2006) 4 — Recommends using “intermediate hyperglycaemia” to describe glycaemic levels between normal glucose tolerance and diabetes. Use of pre-diabetes is discouraged to avoid any stigma associated with the word diabetes and the fact that many people do not progress to diabetes. In addition, this focus on diabetes may divert attention from the important and significantly increased cardiovascular risk International Expert Committee (2009) 6—States that a continuum of risk for the development of diabetes across a wide range of sub-diabetic HbA1c levels may make the classification of individuals into categories using HbA1c problematic because it implies that we actually know where risk begins or becomes clinically important. The continuum of risk in the sub-diabetic glycaemic range argues for the elimination of dichotomous sub-diabetic classifications, such as pre-diabetes, impaired fasting glucose, and impaired glucose tolerance World Health Organization (2011)12—Levels of HbA1c just below 6.5% may indicate the presence of intermediate hyperglycaemia, but the precise lower cut-off point for this has yet to be defined . While recognising the continuum of risk that may be captured by the HbA1c assay, the International Expert Committee recommended that people with an HbA1c level of 6.0-6.5% were at particularly high risk and might be considered for interventions to prevent diabetes National Institute for Health and Care Excellence (2012) 14—Recommends using a validated computer based risk assessment tool to identify people who may be at high risk of type 2 diabetes. A fasting plasma glucose of 5.5–6.9 mmol/L or an HbA1c level of 6.0–6.4% indicates high risk Effect of ADA criteria on prevalence A recent study in 98 658 Chinese adults2 found a prevalence of impaired glucose tolerance of 8.3%, but over three times as many people (27.2%) satisfied the expanded ADA criteria for impaired fasting glucose and even more (35.4%) met the glycated haemoglobin criteria. Furthermore, the imperfect overlap of the populations that the tests identify provided a total population of 50.1% with ADA defined pre-diabetes.2 These numbers represent 493.4 million Chinese adults. In the US a study using nationally representative data of 3627 people aged over 18 showed that the age adjusted prevalence of impaired glucose tolerance was 13.5%.15 This compared with a prevalence of 6.8% for impaired fasting glucose by WHO criteria, 25.5% for impaired fasting glucose by expanded ADA criteria, and 13.7% for borderline raised glycated haemoglobin. Another study using a similar dataset found that the lower thresholds for fasting glucose and glycated haemoglobin increased the prevalence by factors of 3 and 4 respectively, these extra numbers being at lower levels of risk.16 The convenience of measuring glycated haemoglobin is likely to influence diagnostic patterns. Glucose tolerance testing is uncommon and testing fasting glucose is inconvenient. Glycated haemoglobin can be measured regardless of time of day, making the process of screening and case finding simpler. But this will result in the highest prevalence of pre-diabetes. Overdiagnosis and underdiagnosis Using the oral glucose tolerance test, fasting glucose, and HbA1c to diagnose glucose intolerance is harder and more error prone than diagnosing diabetes. This is because intolerance is created between two cut-off points (rather than one for diabetes) for measures that have substantial biological and assay variability. Another challenge is that even were the three tests to diagnose a similar prevalence of the population as being glucose intolerant, they do not identify the same people.7 13 For example, the prevalence of borderline HbA1c concentrations in non-Hispanic black people is twice as high as in non-Hispanic white people, while the converse is true for impaired glucose tolerance. People of black African heritage also have higher concentrations of glycated haemoglobin and other markers of glycaemia than other ethnic groups.17 18 Care is therefore needed when thresholds for glucose intolerance derived from one population are applied to other demographic groups. Furthermore, glucose tolerance by all criteria deteriorates with ageing13 so prevention of diabetes may represent little more than delaying its eventual development. Because impaired glucose tolerance, fasting glucose concentrations, and HbA1c reflect different metabolic phenomena, any relation with complications such as arterial disease may also differ. Questions over value of pre-diabetes The logic of creating a diagnostic category of pre-diabetes is that it can provide benefit by precisely identifying those who will develop diabetes, allowing for effective interventions targeting both the disease and its complications. However, the evidence does not necessarily support this logic. Is a test of glycaemia necessary for prediction? A recent paper reviewed 94 risk prediction models for diabetes, less than half of which included a measure of glycaemia.19 There was almost complete overlap of the discrimination and calibration characteristics of those with and without such measures. Does diagnosis of pre-diabetes guarantee future diabetes? The term pre-diabetes implies inevitable progression and risks stigmatisation. Yet a meta-analysis of the progression rates of pre-diabetes defined according to different glycaemic measures found that even with the best predictor, impaired glucose tolerance, more than half of people identified will be free of diabetes 10 years later.20 The same meta-analysis suggests that around two thirds of people with impaired fasting glucose will not have diabetes after 10 years. To date, studies have suggested that rates of progression in people with borderline glycated haemoglobin are similar to those with impaired fasting glucose,21 22 23 but none has assessed the new lower ADA glycated haemoglobin threshold. Does lifestyle intervention prevent diabetes and its complications? There have been three major trials of diabetes prevention with intensive lifestyle counselling—in China (n=577),24 Finland (n=522),25 and the US (the Diabetes Prevention Program, n=3234).26 All were in people with impaired glucose tolerance and a mean age around 50 years. Each reported a 40%-60% relative risk reduction in the incidence of diabetes, with one case of diabetes being “averted” by treating around seven people with impaired glucose tolerance for three years.27 28 29 But the rates of diabetes during follow-up after the trials imply that the lifestyle interventions delayed the onset of diabetes by around two to four years, rather than prevented it altogether.28 29 The Chinese study had three intervention groups: healthy diet, exercise, or both. It reported that the combination of diet and exercise intervention reduced the 20 year incidence of severe diabetic retinopathy from 16.2% to 9.2%.30 The 23 year cardiovascular and all cause mortality was reduced by 20% to 12% and by 38% to 28% respectively, these differences being seen only in women.31 These findings seem surprising for interventions that delayed diabetes onset by only 3.6 years.29 The Finnish study found no effect on cardiovascular risk,32 and this was confirmed in a meta-analysis.33 There are no data on the effect of similar interventions among people labelled as pre-diabetic using impaired fasting glucose or HbA1c. The interventions in these studies were based on individual attention and advice. Rolling out intensive lifestyle interventions like these to populations with pre-diabetes (comprising an estimated 86 million people in the US34 or 493 million in China2) would be challenging. Indeed a recent meta-analysis of 22 studies of lifestyle interventions through routine healthcare programmes for diabetes prevention found a mean weight loss of 2.1 kg35—less than half the 5.6 kg reported in the US Diabetes Prevention Program,26 with commentators concluding that “the absence of any persuasive evidence for the effectiveness of community programs calls into question whether the use of public funds or national prevention initiatives should be supported at this time.”16 What about drugs? The concept of pharmacological prevention is attractive for both the busy clinician and the drug industry. The Diabetes Prevention Program included a randomised controlled trial of metformin and troglitazone in people with impaired glucose tolerance. The troglitazone arm was discontinued because of toxicity. Metformin reduced the 2.8 year incidence of diabetes by 31% compared with placebo,26 but the final oral glucose tolerance test was done while participants were still taking metformin—the first line treatment for type 2 diabetes. Most of this effect remained after 1-2 weeks of drug washout.36 Longer follow-up showed that metformin did not prevent diabetes but delayed diabetes by around two years, even though over half these people were taking metformin during the follow-up.28 Two studies of thiazolidinediones have also been published, both in people with impaired glucose tolerance. The three year DREAM trial37 of rosiglitazone studied 5269 people with impaired glucose tolerance or with impaired fasting glucose by WHO criteria (box 1) and the ACT NOW trial38 of pioglitazone followed 602 people with impaired glucose tolerance for around 2.4 years. In both trials, the incidence of diabetes was reduced (relative risk reduction 62% in DREAM and 72% in ACT NOW). However, testing was done without drug washout, raising the question of whether diabetes had been prevented or merely disguised by treatment. Harms and risks of overdiagnosis But even if drugs can delay diabetes in some or all types of pre-diabetes, should people receive these drugs in order to slow the incidence of diabetes? The concept, perhaps combined with epidemic levels of pre-diabetes in “emerging markets,” is exciting the pharmaceutical industry. A search on the ClinicalTrials.gov registry using the search terms “pre-diabetes” and “drugs” shows 422 such trials (21 April 2014). However, there is a hazard in creating a pre-disease associated with a disease such as type 2 diabetes, which is itself little more than a risk factor. The biochemical diagnosis of type 2 diabetes is based on a surrogate endpoint.39 The downsides of being diagnosed with diabetes include the need for medical care and treatment, with its costs and risks, challenges with insurance and employment, anxiety about future complications, and self image. Pre-diabetes could be defined as a risk factor for developing a risk factor. With this label comes much of the same baggage as for diabetes, without evidence of long term benefit (box 3). Box 3: The balance sheet of “preventing” diabetes40 The DREAM study37 reported that 14 in 100 people were prevented (or postponed) from developing diabetes by taking rosiglitazone for 3 years. This means that 86 in 100 healthy people who weren’t going to develop diabetes in three years were put on a drug that causes heart failure and fractures and has been under suspicion of increasing cardiovascular risk The US Diabetes Prevention Program results imply that you can give an at-risk person with pre-diabetes a 100% chance of using metformin with the goal of reducing by 31% their risk of developing a condition that might require them to use metformin26 Individual or population approach? Only a year before the ADA produced its latest guidelines, it partnered the European and international diabetes associations to appoint an expert committee.6 The committee recommended abandoning the term pre-diabetes and suggested an HbA1c level of ≥6.0% as a threshold for preventive interventions. Nevertheless it is the ADA’s 2010 criteria, and the label of pre-diabetes, that dominate the scientific literature, despite the reservations of many organisations, including WHO (box 2). The marked contrast in approach may represent the dominance of a medical model over a public health approach, predicating individual lifestyle advice and perhaps drugs, to prevent or delay increasing glycaemia. This “glucocentric” approach41 is perhaps influenced by the dominance in committees of clinical endocrinologists, rather than by any ties to industry, as has been suggested for other conditions.42 And there are risks of authoritative US based guidelines being extrapolated to other populations, with their prestige potentially influencing global treatment.43 The implementation of the new ADA criteria for pre-diabetes1 is unfeasible. Providing everyone identified by these criteria with personalised lifestyle advice, with or without metformin or other medication, will place unmanageable demand on health services. This strategy also risks distracting attention from those who actually have diabetes and are at higher risk, and in arguably greater need of personalised medical attention. The dramatic increase in the numbers of people developing diabetes is a global public health problem and needs population and ecological strategies to tackle it. Interventions to improve diet and increase physical activity are less likely to succeed when they seem to be aimed at just a subset of the population which is being encouraged to swim against the tide—although when, as in China, over 50% of adults have pre-diabetes the tide may be turning. Population strategies to “prevent diabetes” and to treat diabetes are identical. The dividing line is, in this sense, largely irrelevant: pre-diabetes represents little more than a downward shift of the criteria for diagnosing a single disease, so embracing people who may or may not develop the condition. Fortuitously, first line “treatment” for pre-diabetes by whatever definition is lifestyle advice. And because the risk factors overlap with those of other non-communicable diseases, the question is why focus attention on a specific group of people with a diagnosis of pre-diabetes while ignoring the remainder of the healthy population who would benefit from the same advice. For countries with a high prevalence, such as China, the case for a whole population public health approach is compelling. The real question is whether it is “worth” having the category of pre-diabetes at all. The ADA should collaborate with the International Diabetes Federation (which regularly collates data on global prevalence of diabetes and impaired glucose tolerance for its Diabetes Atlas 44) and with WHO. Together these bodies should seek to define the characteristics of glycated haemoglobin as a predictor of future risks of both diabetes and arterial disease in different populations—ages, ethnicity, and geography. This should be compared with fasting and two hour post-load glucose concentrations (table). Evidence on value of various definitions of sub-diabetes Diabetes Arterial disease Retinal disease Predicts Effect of lifestyle interventions Effect of drugs Predicts Effect of lifestyle interventions Effect of drugs Predicts Impaired glucose tolerance (7.8-11.1 mmol/L)* +++ +++ (delays) +++ (disguises) ? + + (prevents) + (prevents) Impaired fasting glucose (6.1-6.9 mmol/L) ++ ? (+)† + ? ? ? Expanded impaired fasting glucose (5.6-6.9 mmol/L) + ? ? + ? ? ? Borderline HbA­1c (6.0-6.4%) ++ ? ? + ? ? ? Expanded borderline HbA1c (5.7-6.4%) + ? ? + ? ? ? *Two hours after 75 g glucose load. † The DREAM Study included 14% of subjects with impaired fasting glucose in whom rosiglitazone showed comparable effects to those with impaired glucose tolerance at the end of the intervention,37 although this group was not reported separately after drug washout.45 The effect of preventive interventions needs exploring at both public health and individual level. Biochemical measures are of greater importance to physicians than to patients, whose main concerns are the long term complications of the condition, and these outcomes must be the prime considerations when designing future studies. Because the effect of glucose lowering on such outcomes may take decades to become apparent, modelling approaches may be needed. Until then, the recommendations of the 2009 International Expert Committee regarding the continuum of risk6 should be accepted and the term pre-diabetes put in cold storage. We need a shift in perspective. It is critically important to slow the epidemic of obesity and diabetes. Rather than turning healthy people into patients with pre-diabetes, we should use available resources to change the food, education, health, and economic policies that have driven this epidemic. What to discuss with patients A diagnosis of pre-diabetes does not mean that you will develop diabetes. In fact, of 100 people like you, fewer than 50 are likely to develop diabetes in the next 10 years There are ways of reducing your risk of developing diabetes that involve changing your diet and being active. These can result from efforts you make as well as changes in your environment (food supply, workplace conditions, education, and other social determinants of health) There are drugs to delay diabetes, but these are the same drugs you will need if you do develop diabetes, and the value of starting them before you have developed diabetes is unknown
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                Author and article information

                Contributors
                samantha.roberts@gtc.ox.ac.uk
                dawn.craig@ncl.ac.uk
                aiadler@me.com
                klim.mcpherson@phc.ox.ac.uk
                trish.greenhalgh@phc.ox.ac.uk
                Journal
                BMC Med
                BMC Med
                BMC Medicine
                BioMed Central (London )
                1741-7015
                30 January 2018
                30 January 2018
                2018
                : 16
                : 16
                Affiliations
                [1 ]ISNI 0000 0004 1936 8948, GRID grid.4991.5, Nuffield Department of Primary Care Health Sciences, , University of Oxford, Radcliffe Primary Care Building, Radcliffe Observatory Quarter, ; Woodstock Road, Oxford, OX2 6GG UK
                [2 ]ISNI 0000 0001 0462 7212, GRID grid.1006.7, Institute of Health & Society, , University of Newcastle, ; Richardson Road, Newcastle Upon Tyne, NE1 7RU UK
                [3 ]ISNI 0000 0004 0622 5016, GRID grid.120073.7, Addenbrooke’s Hospital, ; Hills Road, Cambridge, CB2 0QQ UK
                Article
                984
                10.1186/s12916-017-0984-4
                5798197
                29378576
                3f245102-0420-42f6-9a75-e87c0864f8ee
                © The Author(s). 2018

                Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License ( https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver ( http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.

                History
                : 21 June 2017
                : 4 December 2017
                Funding
                Funded by: FundRef https://dx.doi.org/10.13039/501100000272, National Institute for Health Research;
                Award ID: Oxford Biomedical Research Centre
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                Research Article
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                © The Author(s) 2018

                Medicine
                diabetes prevention,prediabetes,intermediate hyperglycaemia,economic evaluation,impaired fasting glucose,impaired glucose tolerance,hba1c in at-risk range,cost-effective

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