Pathophysiology and treatment of type 2 diabetes: perspectives on the past, present, and future
Open accessAbstract
Glucose metabolism is normally regulated by a feedback loop including islet β cells and insulin-sensitive tissues, in which tissue sensitivity to insulin affects magnitude of β-cell response. If insulin resistance is present, β cells maintain normal glucose tolerance by increasing insulin output. Only when β cells cannot release sufficient insulin in the presence of insulin resistance do glucose concentrations rise. Although β-cell dysfunction has a clear genetic component, environmental changes play an essential part. Modern research approaches have helped to establish the important role that hexoses, aminoacids, and fatty acids have in insulin resistance and β-cell dysfunction, and the potential role of changes in the microbiome. Several new approaches for treatment have been developed, but more effective therapies to slow progressive loss of β-cell function are needed. Recent findings from clinical trials provide important information about methods to prevent and treat type 2 diabetes and some of the adverse effects of these interventions. However, additional long-term studies of drugs and bariatric surgery are needed to identify new ways to prevent and treat type 2 diabetes and thereby reduce the harmful effects of this disease.
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- Interpretationreasoning
When insulin resistance is present, the β-cell increases insulin output to maintain normal glucose tolerance.
“When insulin resistance is present, as seen most commonly with obesity, the β-cell increases its insulin output to maintain normal glucose tolerance (Figure 1B).”
Quote in the paperSubstantial claim - Premisecitation
A proportion of these abnormalities are explained by adiposity, especially intra-abdominal.
“a proportion of these abnormalities are explained by adiposity, especially that located within the intra-abdominal cavity6.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] Cnop, 2002, The concurrent accumulation of intra-abdominal and subcutaneous fat explains the association between insulin resistance and plasma leptin concentrations: distinct metabolic effects of two fat compartments, Diabetes source
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- Interpretationreasoning
When the β-cell cannot increase insulin output sufficiently in the presence of insulin resistance, plasma glucose rises.
“However, when the β-cell is incapable of this task, the result is an elevation in plasma glucose (Figure 1C).”
Quote in the paperSubstantial claim - Premisecitation
Insulin resistance is already well established when impaired glucose tolerance is present.
“Insulin resistance is already well established when impaired glucose tolerance is present”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [9] Stancáková, 2009, Changes in insulin sensitivity and insulin release in relation to glycemia and glucose tolerance in 6,414 Finnish men, Diabetes source
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- Premisecitation
β-cell function is heritable.
“Further, it has been shown that β-cell function is heritable16 and critically determines glucose intolerance and type 2 diabetes in different racial and ethnic groups17.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [16] Elbein, 1999, Heritability of pancreatic beta-cell function among nondiabetic members of Caucasian familial type 2 diabetic kindreds, J Clin Endocrinol Metab
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- Premisecitation
The worldwide increase in obesity has led to an increasing prevalence of type 2 diabetes.
“The worldwide explosion of obesity has resulted in an ever-increasing prevalence of type 2 diabetes”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [1]
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- Premisecitation
In humans, glucose homeostasis is maintained by a feedback loop between pancreatic β-cells and insulin-sensitive tissues.
“This feedback loop relies on crosstalk between the β-cell and the insulin sensitive tissues (Figure 1A).”
- Also stated in: § The Present: Feedback Regulation Identifies the Critical Role of the β-cell in Glucose Homeostasis · plain
“a feedback loop operates to ensure integration of glucose homeostasis and maintenance of glucose in a tight range7.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [7] Kahn, 1993, Quantification of the relationship between insulin sensitivity and β-cell function in human subjects: evidence for a hyperbolic function, Diabetes source
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- Also stated in: § The Present: Feedback Regulation Identifies the Critical Role of the β-cell in Glucose Homeostasis · plain
- Premisecitation
Diminished β-cell function is already present in groups at increased risk of diabetes, including first-degree relatives, women with gestational diabetes or PCOS, and older individuals.
“Diminished β-cell function is already present in groups known to be at increased risk of diabetes including first-degree relatives of individuals with diabetes12, women with gestational diabetes13 or polycystic ovary syndrome14 and older individuals15 and underlies the progression to diabetes.”
Quote in the paperSubstantial claim0 of 4 sources checked- cites [12] Cnop, 2007, Progressive loss of β-cell function leads to worsening glucose tolerance in first-degree relatives of subjects with type 2 diabetes, Diabetes Care source
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- cites [13] Ward, 1985, Insulin resistance and impaired insulin secretion in subjects with histories of gestational diabetes mellitus, Diabetes source
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- cites [14] Dunaif, 1996, Beta-cell dysfunction independent of obesity and glucose intolerance in the polycystic ovary syndrome, J Clin Endocrinol Metab
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- cites [15] Kahn, 1992, Exercise training delineates the importance of B-cell dysfunction to the glucose intolerance of human aging, J Clin Endocrinol Metab
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- Premisecitation
Progressive deterioration of β-cell function accounts for the natural history from impaired glucose tolerance to type 2 diabetes.
“Further progressive deterioration of β-cell function accounts for the evolving natural history of the disease from impaired glucose tolerance to type 2 diabetes10,11.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [10] Weyer, 1999, The natural history of insulin secretory dysfunction and insulin resistance in the pathogenesis of type 2 diabetes mellitus, J Clin Invest source
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- cites [11] Kahn, 2011, Effects of rosiglitazone, glyburide, and metformin on β-cell function and insulin sensitivity in ADOPT, Diabetes source
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- Premisecitation
The increase in glucose even across the normal range is due to a continuous decline in β-cell function.
“the increase in glucose, even across the normal range, is due to a continuous decline in β-cell function9.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [9] Stancáková, 2009, Changes in insulin sensitivity and insulin release in relation to glycemia and glucose tolerance in 6,414 Finnish men, Diabetes source
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- Interpretationreasoning
Environmental changes have been critical in determining the type 2 diabetes epidemic.
“As our gene pool has not changed in recent times, environmental changes have been critical in determining the type 2 diabetes epidemic.”
Quote in the paperSubstantial claim- Rests on an assumption: The human gene pool has not changed in recent times.
- Premisecitation
These individuals have a defect in β-cell response to intravenous secretagogues including glucose.
“these individuals manifest a defect in the ability of the islet β-cell to respond to intravenous secretagogues including glucose3.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [3] Perley, 1966, Plasma insulin responses to glucose and tolbutamide of normal weight and obese diabetic and nondiabetic subjects, Diabetes source
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- Premisenone given
Genes and environment together are important determinants of insulin resistance and β-cell dysfunction.
“Genes and the environment together are important determinants of insulin resistance and β-cell dysfunction (Figure 2).”
Quote in the paperSubstantial claim - Premisecitation
Increased dietary fat and saturated fat are important in determining obesity, insulin resistance, β-cell dysfunction, and glucose intolerance.
“Nutrient composition, specifically increased amounts of dietary fat and saturated fat are important in determining the development of obesity, insulin resistance, β-cell dysfunction and glucose intolerance24.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [24] Hu, 2001, Diet and risk of type II diabetes: the role of types of fat and carbohydrate, Diabetologia source
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- Premisecitation
The in utero environment, determined in part by the mother's body habitus, may produce epigenetic and gene expression changes that determine offspring risk of obesity and type 2 diabetes.
“The in utero environment, determined in part by the mother’s body habitus, may well produce epigenetic and gene expression changes that determine the risk of the offspring to development of obesity and type 2 diabetes26.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [26] Guénard, 2013, Differential methylation in glucoregulatory genes of offspring born before vs. after maternal gastrointestinal bypass surgery, Proc Natl Acad Sci USA source
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- Premisecitation
Over 50 gene loci have been linked to type 2 diabetes using GWAS.
“over 50 gene loci have been linked to type 2 diabetes19.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] Morris, 2012, Large-scale association analysis provides insights into the genetic architecture and pathophysiology of type 2 diabetes, Nat Genet source
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- Premisecitation
The human pancreas appears incapable of renewing β-cells beyond age 30.
“the human pancreas appears incapable of renewing these cells beyond the age of 3033.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [33] Perl, 2010, Significant human β-cell turnover is limited to the first three decades of life as determined by in vivo thymidine analog incorporation and radiocarbon dating, J Clin Endocrinol Metab source
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- Premisecitation
A reduced number of β-cells is a longstanding observation in type 2 diabetes.
“A reduced number of β-cells is a longstanding observation in type 2 diabetes28”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [28] Opie, 1901, The relation of diabetes mellitus to lesions of the pancreas: hyaline degeneration of the islets of Langerhans, J Exp Med source
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- Premisecitation
Dysregulated α-cell glucagon release, manifest as increased fasting glucagon and failure to suppress after meals, contributes to hyperglycaemia.
“dysregulated α-cell release of glucagon, manifest as increased fasting glucagon concentrations and a failure to adequately suppress glucagon release following meal ingestion, contributes to the development of hyperglycaemia34.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [34] Dunning, 2007, The role of α-cell dysregulation in fasting and postprandial hyperglycemia in type 2 diabetes and therapeutic implications, Endocr Rev source
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- Premisecitation
β-cell function critically determines glucose intolerance and type 2 diabetes in different racial and ethnic groups.
“β-cell function is heritable16 and critically determines glucose intolerance and type 2 diabetes in different racial and ethnic groups17.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [17] Jensen, 2002, Beta-cell function is a major contributor to oral glucose tolerance in high-risk relatives of four ethnic groups in the U.S., Diabetes source
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- Premisecitation
An aging-associated reduction in β-cell responsiveness to carbohydrate partly underlies the decline in glucose tolerance with aging.
“an aging associated reduction in the β-cell’s responsiveness to carbohydrate in part underlies the decline in glucose tolerance with aging25.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [25] Chen, 1988, Insulin resistance and β-cell dysfunction in aging: the importance of dietary carbohydrate, J Clin Endocrinol Metab source
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- Premisereasoning
The nervous system is a key regulator of metabolic processes.
“The nervous system is another key regulator of metabolic processes.”
Quote in the paperNot a substantial claim - Premisecitation
The intestinal microbiome appears important in the pathophysiology of type 2 diabetes.
“The intestinal microbiome also appears to be important in the pathophysiology of type 2 diabetes46.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [46] Diamant, 2011, Do nutrient-gut-microbiota interactions play a role in human obesity, insulin resistance and type 2 diabetes?, Obes Rev source
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- Premisereasoning
Four large intervention studies were designed to examine the effect of more intensive glucose lowering on cardiovascular outcomes.
“thus four large intervention studies were designed to examine the effect of more intensive glucose lowering on cardiovascular outcomes.”
Quote in the paperSubstantial claim - Premisecitation
Lower levels of IL-1Ra may predict who maintains better β-cell function after an intervention to decrease islet inflammation.
“lower levels of IL-1Ra may predict who maintains better β-cell function after an intervention to decrease islet inflammation70.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [70] Larsen, 2009, Sustained effects of interleukin-1 receptor antagonist treatment in type 2 diabetes, Diabetes Care source
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- Premisecitation
The primary UKPDS analysis did not show a clear benefit on macrovascular disease.
“The primary analysis did not show a clear benefit on macrovascular disease”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [120] Burant, 2012, TAK-875 versus placebo or glimepiride in type 2 diabetes mellitus: a phase 2, randomised, double-blind, placebo-controlled trial, Lancet source
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- Premisecitation
In the ACCORD, VADT, ORIGIN, and ADVANCE trials, intensive glucose lowering did not reduce cardiovascular events.
“In none of these studies did intensive glucose lowering reduce cardiovascular events”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [121] Tolhurst, 2012, Short-chain fatty acids stimulate glucagon-like peptide-1 secretion via the G-protein-coupled receptor FFAR2, Diabetes source
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- cites [122] El Ouaamari, 2013, Liver-derived systemic factors drive β cell hyperplasia in insulin-resistant states, Cell Rep source
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- cites [123] Yi, 2013, Betatrophin: a hormone that controls pancreatic β cell proliferation, Cell source
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- Premisecitation
Plasma GLP-1 levels are generally not different in normal glucose tolerance, impaired glucose tolerance, or type 2 diabetes.
“Plasma GLP-1 levels are not in general different in individuals with normal glucose tolerance, impaired glucose tolerance or type 2 diabetes38.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [38] Nauck, 2011, Secretion of glucagon-like peptide-1 (GLP-1) in type 2 diabetes: what is up, what is down?, Diabetologia source
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- Premisecitation
In 1998, the UKPDS reported that improving glucose control primarily with sulphonylureas and insulin reduced microvascular complications in recently diagnosed type 2 diabetes.
“In 1998, the landmark United Kingdom Prospective Diabetes Study (UKPDS) reported that improving glucose control primarily with sulphonylureas and insulin reduced microvascular complications in recently diagnosed patients with type 2 diabetes120.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [120] Burant, 2012, TAK-875 versus placebo or glimepiride in type 2 diabetes mellitus: a phase 2, randomised, double-blind, placebo-controlled trial, Lancet source
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- Premisecitation
The β-cell response to GLP-1 following meal ingestion is deficient in type 2 diabetes.
“the problem has to be that the β-cell response to GLP-1 following meal ingestion is deficient, as shown following intravenous administration of GLP-1 under controlled conditions39.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [39] Quddusi, 2003, Differential effects of acute and extended infusions of glucagon-like peptide-1 on first- and second-phase insulin secretion in diabetic and nondiabetic humans, Diabetes Care source
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- Premisecitation
This deficient GLP-1 response is in keeping with a more global deficiency in β-cell responsiveness to numerous secretagogues including sulphonylureas, amino acids, and β-adrenoreceptor agonists.
“This deficient response is in keeping with a more global deficiency in β-cell responsiveness to numerous secretagogues including sulphonylureas, amino acids, and β- adrenoreceptor agonists40.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [40] Ward, 1984, Pathophysiology of insulin secretion in non-insulin-dependent diabetes mellitus, Diabetes Care source
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- Premisecitation
Bile acids activate TGR5 on intestinal L-cells, leading to GLP-1 secretion.
“Bile acids also activate the G-protein-coupled receptor TGR5 (also known as GPR131) located on intestinal L-cells, leading to GLP-1 secretion44.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [44] Pols, 2011, The bile acid membrane receptor TGR5: a valuable metabolic target, Dig Dis source
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- Premisecitation
In ACCORD and UKPDS, improved glucose control reduced microvascular complications.
“ACCORD, like the UKPDS, demonstrated that improved glucose control reduced microvascular complications126”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [126] Wynne, 2006, Oxyntomodulin increases energy expenditure in addition to decreasing energy intake in overweight and obese humans: a randomised controlled trial, Int J Obes (Lond) source
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- Premisecitation
ORIGIN showed no evidence of increased risk of cancer with glargine.
“Noteworthy from the ORIGIN study was the lack of evidence of an increased risk of cancer with glargine123”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [123] Yi, 2013, Betatrophin: a hormone that controls pancreatic β cell proliferation, Cell source
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- Premisecitation
Two meta-analyses including these and other studies reached similar conclusions.
“Similar conclusions were reached by two meta-analyses that included these and other studies129,130.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [129] Conti, 2011, Selective reversible inhibition of liver carnitine palmitoyl-transferase 1 by teglicar reduces gluconeogenesis and improves glucose homeostasis, Diabetes source
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- cites [130] Alcaín, 2009, Sirtuin activators, Expert Opin Ther Pat source
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- Premisecitation
Intensive glucose lowering may have been harmful in vulnerable patients.
“indeed in the vulnerable patient may have been harmful.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [121] Tolhurst, 2012, Short-chain fatty acids stimulate glucagon-like peptide-1 secretion via the G-protein-coupled receptor FFAR2, Diabetes source
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- Premisecitation
In Look AHEAD, with weight loss a greater proportion of subjects achieved partial or complete diabetes remission.
“with weight loss a greater proportion of subjects achieved either partial or complete diabetes remission134”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [134] Goldfine, 2013, Salicylate (salsalate) in patients with type 2 diabetes: a randomized trial, Ann Intern Med source
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- Premisecitation
In Look AHEAD, improved glucose control required fewer glucose-lowering agents, including insulin.
“improved glucose control required fewer glucose-lowering agents, including insulin”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [135] Larsen, 2007, Interleukin-1-receptor antagonist in type 2 diabetes mellitus, N Engl J Med source
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- Interpretationcitation
Addressing concomitant cardiovascular risk factors such as LDL-cholesterol and blood pressure may be more effective than glucose lowering alone.
“It appears that addressing concomitant cardiovascular risk factors such as LDL-cholesterol and blood pressure may be more effective”
Quote in the paperSubstantial claim - Premisecitation
In Look AHEAD, a greater proportion of participants achieved HbA1c <7%.
“a greater proportion of participants achieved a HbA1c <7%135”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [135] Larsen, 2007, Interleukin-1-receptor antagonist in type 2 diabetes mellitus, N Engl J Med source
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- Premisecitation
In Look AHEAD, those in the intensive lifestyle arm with a history of cardiovascular event at baseline showed a tendency for increased risk of subsequent cardiovascular event.
“Interestingly, those in the intensive lifestyle arm with a history of cardiovascular event at baseline demonstrated a tendency for an increased risk of a subsequent cardiovascular event133”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [133] Adams, 2013, LY2405319, an engineered FGF21 variant, improves the metabolic status of diabetic monkeys, PLoS One source
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- Premisecitation
In Look AHEAD, despite weight loss and addition of medications, the disease progressed based on a continuous increase in HbA1c.
“However, despite weight loss and addition of medications, the disease progressed based on a continuous increase in HbA1c133.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [133] Adams, 2013, LY2405319, an engineered FGF21 variant, improves the metabolic status of diabetic monkeys, PLoS One source
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- Premisecitation
In Look AHEAD, lifestyle change improved other health outcomes including sleep apnoea and mobility.
“other health outcomes associated with better quality of life improved, including sleep apnoea136 and mobility137.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [136] Tomlinson, 2004, 11β-hydroxysteroid dehydrogenase type 1: a tissue-specific regulator of glucocorticoid response, Endocr Rev source
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- cites [137] Masuzaki, 2001, A transgenic model of visceral obesity and the metabolic syndrome, Science source
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- Premisenone given
In Look AHEAD, lifestyle change slowed the progression of nephropathy.
“Second, lifestyle change did slow the progression of nephropathy.”
Quote in the paperNot a substantial claim - Interpretationcitation
The differential effect of these medications on glucose control was largely related to their impact on β-cell function.
“This differential effect was largely related to the impact on β-cell function11,138.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [11] Kahn, 2011, Effects of rosiglitazone, glyburide, and metformin on β-cell function and insulin sensitivity in ADOPT, Diabetes source
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- cites [138] Lindsay, 2003, Subcutaneous adipose 11 beta-hydroxysteroid dehydrogenase type 1 activity and messenger ribonucleic acid levels are associated with adiposity and insulinemia in Pima Indians and Caucasians, J Clin Endocrinol Metab source
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- Premisecitation
Limited data in a small number of subjects suggest that incretin-based therapies may improve β-cell health.
“Limited data in a small number of subjects suggests that incretin-based therapies, which are purported to improve β-cell health, may have such a benefit139.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [139] Goedecke, 2006, Glucocorticoid metabolism within superficial subcutaneous rather than visceral adipose tissue is associated with features of the metabolic syndrome in South African women, Clin Endocrinol (Oxf) source
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- Premisecitation
Prolonged follow up showed that in some instances the benefit of diabetes prevention is retained for 10 years or more.
“Prolonged follow up showed that in some instances the benefit is retained for 10 years or more153–155”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [153] Hemmingsen, 2011, Intensive glycaemic control for patients with type 2 diabetes: systematic review with meta-analysis and trial sequential analysis of randomised clinical trials, BMJ source
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- cites [154] Inzucchi, 2012, Management of hyperglycemia in type 2 diabetes: a patient-centered approach: position statement of the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD), Diabetes Care source
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- cites [155] Gaede, 2008, Effect of a multifactorial intervention on mortality in type 2 diabetes, N Engl J Med source
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- Premisecitation
In the Diabetes Prevention Program, a single restoration to normal fasting and 2-hour glucose levels during the intervention was linked to a lower subsequent diabetes incidence, largely through better β-cell function.
“in the Diabetes Prevention Program (DPP) restoring individuals to normal fasting and 2-hour glucose levels only once during the intervention phase was associated with a reduced rate of subsequently developing diabetes, due largely to improved β-cell function157.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [157] Gregg, 2012, Association of an intensive lifestyle intervention with remission of type 2 diabetes, JAMA source
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- Premisecitation
Cardiovascular safety of glucose-lowering medications has become an essential requirement for registration of new medications.
“Cardiovascular safety of glucose-lowering medications has become an essential requirement for the registration of new medications168”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [168] Chiasson, 2002, Acarbose for prevention of type 2 diabetes mellitus: the STOP-NIDDM randomised trial, Lancet source
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- Premisecitation
Only reports of troglitazone in the DPP and glargine in ORIGIN suggest a residual benefit after prolonged withdrawal of the intervention.
“Only reports of the effects of troglitazone in the DPP149 and glargine in ORIGIN123 suggest a residual benefit after prolonged withdrawal of the intervention.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [149] Ismail-Beigi, 2010, Effect of intensive treatment of hyperglycaemia on microvascular outcomes in type 2 diabetes: an analysis of the ACCORD randomised trial, Lancet source
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- cites [123] Yi, 2013, Betatrophin: a hormone that controls pancreatic β cell proliferation, Cell source
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- Premisecitation
Prolonged follow up showed that interventions can reduce development of severe retinopathy.
“and can reduce development of severe retinopathy156.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [156] Wing, 2013, Cardiovascular effects of intensive lifestyle intervention in type 2 diabetes, N Engl J Med source
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- May combine two claims. 32
- Classified as probably not a substantial claim. 1
May combine two claims.
PremisecitationIndividuals with early maturity onset diabetes produce insulin and secrete it in response to nutrient ingestion.
“individuals with “early maturity onset diabetes” produced insulin and secreted this hormone in response to nutrient ingestion2.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [2] Yalow, 1960, Immunoassay of endogenous plasma insulin in man, J Clin Invest source
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PremisecitationInsulin insensitivity contributes to increased hepatic glucose production and decreased glucose uptake in muscle and adipose tissue.
“this contributed to increased glucose production by the liver and decreased glucose uptake in muscle and adipose tissue5.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [5] Reaven, 1988, Banting lecture 1988. Role of insulin resistance in human disease, Diabetes source
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InterpretationreasoningThe disturbances of prediabetes and diabetes are a continuum in which the magnitude of β-cell function reduction determines the degree of plasma glucose elevation.
“the reality is that these disturbances are a continuum in which the magnitude of the reduction in β-cell function determines the degree of elevation in plasma glucose.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationThe basis for β-cell loss is multifactorial, including glucolipotoxicity and amyloid deposition causing apoptosis through oxidative and ER stress.
“The basis for this loss is multifactorial, and includes glucolipotoxicity32 and amyloid deposition that result in β-cell apoptosis through oxidative as well as endoplasmic reticulum stress31.”
Quote in the paperNot a substantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationTogether these genes do not explain much of the genetic basis of type 2 diabetes; genotype risk scores only slightly improve prediction compared to common clinical risk factors.
“Together these genes do not appear to explain much of the genetic basis of the disease with the use of genotype risk scores only slightly improving prediction of subsequent diabetes compared to common clinical risk factors22,23.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [22] Meigs, 2008, Genotype score in addition to common risk factors for prediction of type 2 diabetes, N Engl J Med source
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- cites [23] Lyssenko, 2008, Clinical risk factors, DNA variants, and the development of type 2 diabetes, N Engl J Med source
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PremisecitationThe vast majority of type 2 diabetes gene loci are linked to the β-cell, while a few are associated with obesity and insulin resistance.
“While a few loci are associated with obesity and insulin resistance, the vast majority are linked to the β-cell21.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [21] McCarthy, 2010, Genomics, type 2 diabetes, and obesity, N Engl J Med source
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Probably not a substantial claim: may not pass S4 (based).
Interpretationnone givenThe disease process of type 2 diabetes is heterogeneous, including other pathogenic factors.
“it is clear that the disease process is heterogeneous, including other pathogenic factors discussed subsequently.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationObesity is frequently characterized by systemic inflammation, and preclinical evidence links systemic inflammation to β-cell dysfunction.
“Obesity is frequently characterized by systemic inflammation and preclinical evidence links systemic inflammation to β-cell dysfunction63,64.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [63] Dula, 2010, Evidence that low-grade systemic inflammation can induce islet dysfunction as measured by impaired calcium handling, Cell Calcium source
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- cites [64] Nicol, 2013, Pancreatic inflammation and increased islet macrophages in insulin-resistant juvenile primates, J Endocrinol source
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PremisecitationBile acids are endogenous ligands of FXR, and their activation results in release of FGF19.
“They are endogenous ligands of the farnesoid X receptor (FXR), their activation of FXR resulting in the release of fibroblast growth factor (FGF) 1943.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [43] Potthoff, 2012, Endocrine fibroblast growth factors 15/19 and 21: from feast to famine, Genes Dev source
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PremisecitationGLP-1 is the more important incretin acting on both β- and α-cells to enhance insulin and suppress glucagon secretion.
“GLP-1 is the more important of these hormones acting on both β- and α-cells to enhance insulin and suppress glucagon secretion, respectively37.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [37] Drucker, 2006, The biology of incretin hormones, Cell Metab source
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PremisecitationDirect effects of inflammation on β-cells arise from activation of the intra-islet immune response, with strongest support for IL-1β.
“Direct effects of inflammation on β-cells arise from activation of the intra-islet immune response, the strongest support being for a role for interleukin-1β (IL-1β)71.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [71] Donath, 2003, Inflammatory mediators and islet β-cell failure: a link between type 1 and type 2 diabetes, J Mol Med (Berl) source
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PremisecitationIn ACCORD, the patients at greatest risk of adverse outcomes from aggressive glucose lowering had longer diabetes duration, poor glucose control at start of intensive insulin therapy, and no immediate glucose lowering response.
“Analyses from ACCORD suggest that the individual likely to be at greatest risk of an adverse outcome to aggressive glucose lowering had a longer duration of diabetes, poor glucose control at the time of commencing intensive insulin therapy, and did not demonstrate an immediate glucose lowering response125.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [125] Gelling, 2003, Lower blood glucose, hyperglucagonemia, and pancreatic α cell hyperplasia in glucagon receptor knockout mice, Proc Natl Acad Sci USA source
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PremisecitationIn Look AHEAD, an intensive lifestyle intervention failed to lower cardiovascular events relative to diabetes support and education, even though it produced sustained weight loss over 10 years and improved several cardiovascular risk factors.
“Despite differential weight loss for over 10 years and improvements in many cardiovascular risk factors, including blood pressure and lipids, lifestyle change did not reduce cardiovascular events compared to diabetes support and education (control)133.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [133] Adams, 2013, LY2405319, an engineered FGF21 variant, improves the metabolic status of diabetic monkeys, PLoS One source
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May combine two claims.
PremisecitationThe Steno 2 Study found that a multifactorial intervention lowered both cardiovascular and microvascular events, with the benefit persisting after the initial glucose, blood pressure, and lipid treatments were stopped.
“consistent with the multifactorial approach in the Steno 2 Study that demonstrated a reduction in both cardiovascular and microvascular events which was sustained even after cessation of the initial glucose, blood pressure and lipid lowering regimens132.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [132] Kliewer, 2010, Fibroblast growth factor 21: from pharmacology to physiology, Am J Clin Nutr source
Not checked in the free run.
May combine two claims.
PremisecitationIn ADVANCE, microvascular benefit was shown, with magnitude related to degree of glucose control and affecting largely renal outcomes (reduction in microalbuminuria).
“Such a microvascular benefit was also shown in ADVANCE, the magnitude being related to the degree of glucose control and affecting largely renal outcomes (essentially a reduction in microalbuminuria)124.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [124] Talchai, 2012, Pancreatic β cell dedifferentiation as a mechanism of diabetic β cell failure, Cell source
Not checked in the free run.
May combine two claims.
InterpretationcitationAcross five studies, intensifying glucose control appears beneficial for microvascular complications but ineffective for cardiovascular events, and possibly harmful in advanced type 2 diabetes.
“Thus, based on five separate studies, it would seem that current approaches involving intensification of glucose control are valuable for reducing microvascular complications but are not effective in reducing cardiovascular events, possibly even being harmful in those with advanced type 2 diabetes.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningIn Look AHEAD, large proportions of subjects in both groups received medical treatment for risk factors, which may explain the lack of cardiovascular benefit.
“This may have been because large proportions of subjects in both groups received medical treatment for these risk factors.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationIn type 2 diabetic patients, serum after glargine treatment activates insulin receptors A and B to a similar extent as NPH insulin and does not enhance IGF-1 receptor signalling.
“serum from type 2 diabetic patients treated with glargine activates insulin receptors A and B similarly to NPH insulin and does not increase signalling through the IGF-1 receptor128.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [128] Agius, 2007, New hepatic targets for glycaemic control in diabetes, Best Pract Res Clin Endocrinol Metab source
Not checked in the free run.
May combine two claims.
PremisecitationIn ADOPT, onset of glucose lowering with metformin and rosiglitazone was slower, but most sustained with rosiglitazone, with metformin intermediate.
“Whereas the onset of glucose lowering with the other two medications was slower, it was most sustained with rosiglitazone, with metformin demonstrating an intermediate pattern.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [138] Lindsay, 2003, Subcutaneous adipose 11 beta-hydroxysteroid dehydrogenase type 1 activity and messenger ribonucleic acid levels are associated with adiposity and insulinemia in Pima Indians and Caucasians, J Clin Endocrinol Metab source
Not checked in the free run.
May combine two claims.
PremisecitationIn ADOPT, glibenclamide produced the greatest initial reduction in glycaemia but was poorest in maintaining glucose control.
“Glibenclamide produced the greatest initial reduction in glycaemia, but was poorest in maintaining glucose control.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [138] Lindsay, 2003, Subcutaneous adipose 11 beta-hydroxysteroid dehydrogenase type 1 activity and messenger ribonucleic acid levels are associated with adiposity and insulinemia in Pima Indians and Caucasians, J Clin Endocrinol Metab source
Not checked in the free run.
May combine two claims.
PremisecitationStudies testing lifestyle and drug interventions to delay diabetes onset have generally shown benefit, with lifestyle outperforming all medications except thiazolidinediones.
“These trials have more or less uniformly demonstrated a benefit, with lifestyle more efficacious than all medications with the exception of the thiazolidinediones140–152.”
Quote in the paperSubstantial claim0 of 10 sources checked- cites [140] Gathercole, 2013, 11β-hydroxysteroid dehydrogenase 1: translational and therapeutic aspects, Endocr Rev source
Not checked in the free run.
- cites [141] Tschöp, 2012, Outstanding Scientific Achievement Award Lecture 2011: defeating diabesity: the case for personalized combinatorial therapies, Diabetes source
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- cites [142] Tan, 2013, Coadministration of glucagon-like peptide-1 during glucagon infusion in humans results in increased energy expenditure and amelioration of hyperglycemia, Diabetes source
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- cites [143] 1998, Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33), Lancet source
Not checked in the free run.
- cites [144] Gerstein, 2008, Effects of intensive glucose lowering in type 2 diabetes, N Engl J Med source
Not checked in the free run.
- cites [145] Duckworth, 2009, Glucose control and vascular complications in veterans with type 2 diabetes, N Engl J Med source
Not checked in the free run.
- cites [146] Gerstein, 2012, Basal insulin and cardiovascular and other outcomes in dysglycemia, N Engl J Med source
Not checked in the free run.
- cites [147] Patel, 2008, Intensive blood glucose control and vascular outcomes in patients with type 2 diabetes, N Engl J Med source
Not checked in the free run.
- cites [148] Riddle, 2010, Epidemiologic relationships between A1C and all-cause mortality during a median 3·4-year follow-up of glycemic treatment in the ACCORD trial, Diabetes Care source
Not checked in the free run.
- cites [149] Ismail-Beigi, 2010, Effect of intensive treatment of hyperglycaemia on microvascular outcomes in type 2 diabetes: an analysis of the ACCORD randomised trial, Lancet source
Not checked in the free run.
May combine two claims.
InterpretationreasoningIntensive lifestyle change in type 2 diabetes yields benefits but does not improve cardiovascular outcomes, which are still the leading cause of premature death in this condition.
“Thus, intensive lifestyle change in patients with type 2 diabetes has benefits, but unfortunately not on cardiovascular outcomes which remain the major determinant of premature mortality in type 2 diabetes.”
Quote in the paperSubstantial claim- Rests on an assumption: Cardiovascular outcomes remain the major determinant of premature mortality in type 2 diabetes.
May combine two claims.
PremisecitationIn youth with type 2 diabetes, both microalbuminuria and retinopathy increase with diabetes duration, and severity is related to glycaemic control.
“Both microalbuminuria and retinopathy increase with diabetes duration and severity is related to glycaemic control163,164.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [163] Pan, 1997, Effects of diet and exercise in preventing NIDDM in people with impaired glucose tolerance. The Da Qing IGT and Diabetes Study, Diabetes Care source
Not checked in the free run.
- cites [164] Tuomilehto, 2001, Prevention of type 2 diabetes mellitus by changes in lifestyle among subjects with impaired glucose tolerance, N Engl J Med source
Not checked in the free run.
May combine two claims.
PremisecitationSAVOR-TIMI 53 and EXAMINE showed no increased risk of cardiovascular events with the DPP-4 inhibitors saxagliptin and alogliptin.
“The results of SAVOR-TIMI 53 (NCT01107886) and EXAMINE (NCT00968708) were recently released and showed no increased risk of cardiovascular events with the DPP-4 inhibitors saxagliptin96 and alogliptin97, respectively.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [96] Scirica, 2013, Saxagliptin and cardiovascular outcomes in patients with type 2 diabetes mellitus, N Engl J Med source
Not checked in the free run.
- cites [97] White, 2013, Alogliptin after acute coronary syndrome in patients with type 2 diabetes, N Engl J Med source
Not checked in the free run.
May combine two claims.
InterpretationcitationType 2 diabetes in youth seems to progress more aggressively than in adults, and the differing effects of interventions stem from a larger improvement in β-cell function.
“The disease’s course in youth appears to be more aggressive than in adults, with the differential impact of the interventions being the result of a greater improvement in β-cell function160.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [160] Rejeski, 2012, Lifestyle change and mobility in obese adults with type 2 diabetes, N Engl J Med source
Not checked in the free run.
May combine two claims.
PremisecitationIn SAVOR-TIMI 53 and EXAMINE, the number of pancreas-related events was too small to be definitive, but there was no evidence for a marked excess of such events with either medication.
“While the number of pancreas-related events in SAVOR-TIMI 53 and EXAMINE were too small to be definitive, there was no evidence for a marked excess of such events with either medication.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [96] Scirica, 2013, Saxagliptin and cardiovascular outcomes in patients with type 2 diabetes mellitus, N Engl J Med source
Not checked in the free run.
- cites [97] White, 2013, Alogliptin after acute coronary syndrome in patients with type 2 diabetes, N Engl J Med source
Not checked in the free run.
May combine two claims.
PremisecitationDespite good rationale for approval of interventions to delay onset of diabetes, no medication has yet received official sanction as a preventative treatment.
“However, despite good rationale for approval of interventions to delay the onset of diabetes159, no medication has yet received official sanction as a preventative treatment.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [159] Foster, 2009, A randomized study on the effect of weight loss on obstructive sleep apnea among obese patients with type 2 diabetes: the Sleep AHEAD study, Arch Intern Med source
Not checked in the free run.
May combine two claims.
PremisecitationIn youth with type 2 diabetes, dyslipidaemia and hypertension are common and worsen over time.
“Further analyses from TODAY show that in youth with type 2 diabetes dyslipidaemia162 and hypertension163 are common and worsen over time.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [162] Bunck, 2011, Effects of exenatide on measures of β-cell function after 3 years in metformin-treated patients with type 2 diabetes, Diabetes Care source
Not checked in the free run.
- cites [163] Pan, 1997, Effects of diet and exercise in preventing NIDDM in people with impaired glucose tolerance. The Da Qing IGT and Diabetes Study, Diabetes Care source
Not checked in the free run.
May combine two claims.
PremisecitationIn children, type 2 diabetes pathogenesis is critically driven by loss of β-cell function, and residual β-cell function determines glucose control in those recently diagnosed.
“The pathogenesis of the syndrome in children is also critically determined by β-cell function loss with the degree of residual β-cell function determining glucose control in recently diagnosed patients160.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [160] Rejeski, 2012, Lifestyle change and mobility in obese adults with type 2 diabetes, N Engl J Med source
Not checked in the free run.
May combine two claims.
PremisecitationIn the TODAY study, glycaemia in youth with type 2 diabetes was best managed by the combination of rosiglitazone and metformin, with the addition of lifestyle to metformin being no better than metformin alone.
“The TODAY (Treatment Options for Type 2 Diabetes in Adolescents and Youth) study examined the impact of lifestyle and medications in a young cohort with diabetes duration of less than a year and found glycaemia to be best managed by the combination of rosiglitazone and metformin, with the addition of lifestyle to metformin being no better than metformin alone161.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [161] Kahn, 2006, Glycemic durability of rosiglitazone, metformin, or glyburide monotherapy, N Engl J Med source
Not checked in the free run.
May combine two claims.
InterpretationreasoningGiven that current treatment approaches do not prevent or slow the loss of β-cell function, there is an urgent need for alternative approaches.
“Given that current treatment approaches do not prevent or slow the loss of β-cell function, there is clearly an urgent need for alternative approaches.”
Quote in the paperSubstantial claim- Rests on an assumption: Type 2 diabetes is a progressive disease driven by advancing β-cell dysfunction.
May combine two claims.
PremisecitationCurrent treatment algorithms are less prescriptive than before and advocate a more personalized approach to the choice of medications and treatment targets for type 2 diabetes.
“While current treatment algorithms are less prescriptive than before and advocate a more personalized approach to the choice of medications and treatment targets for type 2 diabetes131”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [131] Ma, 2011, PTP1B inhibitor improves both insulin resistance and lipid abnormalities in vivo and in vitro, Mol Cell Biochem source
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Study design and conductcitationIn the Swedish Obese Subjects Study, subjects were not randomized, the control group was contemporaneously matched, only received conventional treatment, and differed by a number of characteristics at baseline.
“However, these hypotheses are based on results from the Swedish Obese Subjects Study in which subjects were not randomized and the control group was contemporaneously matched, only received conventional treatment, and differed by a number of characteristics at baseline.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [173] Gerstein, 2006, Effect of rosiglitazone on the frequency of diabetes in patients with impaired glucose tolerance or impaired fasting glucose: a randomised controlled trial, Lancet source
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- cites [174] DeFronzo, 2011, Pioglitazone for diabetes prevention in impaired glucose tolerance, N Engl J Med source
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- cites [175] Zinman, 2010, Low-dose combination therapy with rosiglitazone and metformin to prevent type 2 diabetes mellitus (CANOE trial): a double-blind randomised controlled study, Lancet source
Not checked in the free run.
The paper relies on this without support.
The human gene pool has not changed in recent times.
“As our gene pool has not changed in recent times, environmental changes have been critical in determining the type 2 diabetes epidemic.”
The paper relies on this without support.
The reduction in β-cell mass in type 2 diabetes is insufficient to explain the degree of impairment in insulin release.
“While a reduction in β-cell mass exists in type 2 diabetes, it is clear that the magnitude of this abnormality is insufficient to explain the degree of impairment in insulin release.”
The paper relies on this without support.
The current treatment armamentarium does not readily attain and maintain normal glucose levels as β-cell function progressively declines.
“As the current treatment armamentarium does not readily attain and maintain normal glucose levels as β-cell function progressively declines, new and novel approaches are being developed.”
The paper relies on this without support.
Type 2 diabetes is a progressive disease driven by advancing β-cell dysfunction.
“As type 2 diabetes is a progressive disease due to advancing β-cell dysfunction”
The paper relies on this without support.
People with impaired glucose tolerance and/or impaired fasting glucose are at high risk of developing type 2 diabetes.
“Slowing disease progression has also focused on individuals with impaired glucose tolerance and/or impaired fasting glucose because of their high risk of developing type 2 diabetes.”
The paper relies on this without support.
Current treatment algorithms are based largely on industry-conducted studies that typically compare no more than two medications and are short term.
“Current treatment algorithms are based largely on industry-conducted studies, which typically do not compare more than two medications and are short term.”
The paper relies on this without support.
Cardiovascular outcomes remain the major determinant of premature mortality in type 2 diabetes.
“which remain the major determinant of premature mortality in type 2 diabetes.”
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?
Type 2 diabetes onset is primarily driven by weight gain to an excessive level for that individual, in a complex disease process involving gut hormones, low-grade inflammation and metabolites, possibly including some from the gut microbiota.
“Its onset is primarily driven by weight gain to an excessive level for that individual, in a complex disease process involving gut hormones, low-grade inflammation and metabolites, possibly including some from the gut microbiota [1].”
Type 2 diabetes is a metabolic disease largely characterised by impaired insulin secretion and action.
“Type 2 diabetes (T2D), which has currently become a global pandemic, is a metabolic disease largely characterised by impaired insulin secretion and action.”
From A review of current trends with type 2 diabetes epidemiology, aetiology, pathogenesis, treatments and future perspectives (2021) · cites this paper as [5]
T2D is largely caused by impaired insulin production and secretion by pancreatic beta-cells, as well as peripheral tissue insulin resistance.
“T2D is largely caused by impaired insulin production and secretion by pancreatic beta-cells, as well as peripheral tissue insulin resistance.5,6”
From A review of current trends with type 2 diabetes epidemiology, aetiology, pathogenesis, treatments and future perspectives (2021) · cites this paper as [5]
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- Authors
- Kahn, S. E., Cooper, M. E., & Del Prato, S.
- Affiliations
- University of Washington (US)
- Baker Heart and Diabetes Institute (AU)
- Corresponding author
- Kahn, Steven E
- Venue
- The Lancet
- Publisher
- Elsevier BV
- Published
- 2014-03
- Volume
- 383
- Issue
- 9922
- Pages
- 1068-1083
- ISSN
- 0099-5355 (ISSN-L)
- 0140-6736
- PMC
- PMC4226760
- OpenAlex
- W2153399820
- Cited by
- 1,743
- References
- 224
- Citations by year
- 2026: 88 · 2025: 129 · 2024: 141 · 2023: 162 · 2022: 159 · 2021: 184 · 2020: 169 · 2019: 157 · 2018: 151 · 2017: 123 · 2016: 137 · 2015: 97 · 2014: 41 · 2013: 2 · 2012: 1
- FWCI
- 13.66
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- The Lancet (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- CINECA IRIS Institutial research information system (University of Pisa) (submittedVersion)
- Funders
- Ministero dell’Istruzione, dell’Università e della Ricerca
- National Institutes of Health (DK-017047)
- U.S. Department of Veterans Affairs
- National Health and Medical Research Council (2010YK7Z5K_006)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Surgery › Pancreatic function and diabetes
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Keywords
- type 2 diabetes, insulin resistance, beta-cell dysfunction, glucose metabolism, insulin secretion, glucose tolerance, gut microbiota, fatty acids, amino acids, hexoses, diabetes prevention, diabetes treatment, bariatric surgery
- MeSH terms
- Diabetes Mellitus, Type 2, Glucose, Humans, Inflammation, Insulin, Insulin Resistance, Obesity, Genetic Predisposition to Disease, Epigenesis, Genetic, Bariatric Surgery, Glucagon-Secreting Cells, Insulin-Secreting Cells, Gene-Environment Interaction
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.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-05.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-05.
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 ›
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