human
***TASK*** the task is to summarize an input biomedical literature in six sentences 
    ***INPUT*** the input is a biomedical literature 
    ***OUTPUT*** the output is the summary of an input biomedical literature in six sentences 
    ***DOCUMENTATION*** 
    ***EXAMPLES*** 
    Input: Background The heterogeneity statistic I2 , interpreted as the percentage of variability due to heterogeneity between studies rather than sampling error , depends on precision , that is , the size of the studies included . Methods Based on a real meta- analysis , we simulate artificially ' inflating ' the sample size under the r and om effects model . For a given inflation factor M = 1 , 2 , 3 , ... and for each trial i , we create a M-inflated trial by drawing a treatment effect estimate from the r and om effects model , using si2MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi = xH8viVGI8Gi = hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY = rqGqVepae9pg0db9vqaiVgFr0xfr = xfr = xc9adbaqaaeGaciGaaiaabeqaaeqabiWaaaGcbaGaem4Cam3aa0baaSqaaiabdMgaPbqaaiabikdaYaaaaaa@2FBE@/M as within-trial sampling variance . Results As precision increases , while estimates of the heterogeneity variance τ2 remain unchanged on average , estimates of I2 increase rapidly to nearly 100 % . A similar phenomenon is apparent in a sample of 157 meta-analyses . Conclusion When deciding whether or not to pool treatment estimates in a meta- analysis , the yard-stick should be the clinical relevance of any heterogeneity present . τ2 , rather than I2 , is the appropriate measure for this purpose CONTEXT Obstructive sleep apnea ( OSA ) is strongly related to obesity . Weight loss is recommended as part of the overall management plan for obese patients diagnosed with OSA . OBJECTIVE To determine whether surgically induced weight loss is more effective than conventional weight loss therapy in the management of OSA . DESIGN , SETTING , AND PATIENTS A r and omized controlled trial of 60 obese patients ( body mass index : > 35 and < 55 ) with recently diagnosed ( < 6 months ) OSA and an apnea-hypopnea index ( AHI ) of 20 events/hour or more . These patients had been prescribed continuous positive airway pressure ( CPAP )  therapy to manage OSA and were identified via accredited community sleep clinics . The trial was conducted between September 2006 and March 2009 by university- and teaching hospital-based clinical research ers in Melbourne , Australia . Patients with obesity hypoventilation syndrome , previous bariatric surgery , contraindications to bariatric surgery , or significant cardiopulmonary , neurological , vascular , gastrointestinal , or neoplastic disease were excluded . INTERVENTIONS Patients were r and omized to a conventional weight loss program that included regular consultations with a dietitian and physician , and the use of very low-calorie diets as necessary ( n = 30 ) or to bariatric surgery ( laparoscopic adjustable gastric b and ing ; n = 30 ) . MAIN OUTCOME MEASURES The primary outcome was baseline to 2-year change in AHI on diagnostic polysomnography scored by staff blinded to r and omization . Secondary outcomes were changes in weight , CPAP adherence , and functional status . RESULTS Patients lost a mean of 5.1 kg ( 95 % CI , 0.8 to 9.3 kg ) in the conventional weight loss program compared with 27.8 kg ( 95 % CI , 20.9 to 34.7 kg ) in the bariatric surgery group ( P < .001 ) . The AHI decreased by 14.0 events/hour ( 95 % CI , 3.3 to 24.6 events/hour ) in the conventional weight loss group and by 25.5 events/hour ( 95 % CI , 14.2 to 36.7 events/hour ) in the bariatric surgery group . The between-group difference was -11.5 events/hour ( 95 % CI , -28.3 to 5.3 events/hour ; P = .18 ) . CPAP adherence did not differ between the groups . The bariatric surgery group had greater improvement in the Short Form 36 physical component summary score ( mean , 9.3 [ 95 % CI , 0.5 to 18.0 ] ; P = .04 ) . CONCLUSION Among a group of obese patients with OSA , the use of bariatric surgery compared with conventional weight loss therapy did not result in a statistically greater reduction in AHI despite major differences in weight loss . TRIAL REGISTRATION anzctr.org Identifier : 12605000161628 CONTEXT Observational studies suggest that surgically induced loss of weight may be effective therapy for type 2 diabetes . OBJECTIVE To determine if surgically induced weight loss results in better glycemic control and less need for diabetes medications than conventional approaches to weight loss and diabetes control . DESIGN , SETTING , AND PARTICIPANTS Unblinded r and omized controlled trial conducted from December 2002 through December 2006 at the University Obesity Research Center in Australia , with general community recruitment to established treatment programs . Participants were 60 obese patients ( BMI > 30 and < 40 ) with recently diagnosed ( < 2 years ) type 2 diabetes . INTERVENTIONS Conventional diabetes therapy with a focus on weight loss by lifestyle change vs laparoscopic adjustable gastric b and ing with conventional diabetes care . MAIN OUTCOME MEASURES Remission of type 2 diabetes ( fasting glucose level < 126 mg/dL [ 7.0 mmol/L ] and glycated hemoglobin [ HbA1c ] value < 6.2 % while taking no glycemic therapy ) . Secondary measures included weight and components of the metabolic syndrome . Analysis was by intention-to-treat . RESULTS Of the 60 patients enrolled , 55 ( 92 % ) completed the 2-year follow-up . Remission of type 2 diabetes was achieved by 22 ( 73 % ) in the surgical group and 4 ( 13 % ) in the conventional-therapy group . Relative risk of remission for the surgical group was 5.5 ( 95 % confidence interval , 2.2 - 14.0 ) . Surgical and conventional-therapy groups lost a mean ( SD ) of 20.7 % ( 8.6 % ) and 1.7 % ( 5.2 % ) of weight , respectively , at 2 years ( P < .001 ) . Remission of type 2 diabetes was related to weight loss ( R2 = 0.46 , P < .001 ) and lower baseline HbA1c levels ( combined R2 = 0.52 , P < .001 ) . There were no serious complications in either group . CONCLUSIONS Participants r and omized to surgical therapy were more likely to achieve remission of type 2 diabetes through greater weight loss . These results need to be confirmed in a larger , more diverse population and have long-term efficacy assessed . TRIAL REGISTRATION actr.org Identifier : ACTRN012605000159651 IMPORTANCE Controlling glycemia , blood pressure , and cholesterol is important for patients with diabetes . How best to achieve this goal is unknown . OBJECTIVE To compare Roux-en-Y gastric bypass with lifestyle and intensive medical management to achieve control of comorbid risk factors . DESIGN , SETTING , AND PARTICIPANTS A 12-month , 2-group unblinded r and omized trial at 4 teaching hospitals in the United States and Taiwan involving 120 participants who had a hemoglobin A1c ( HbA1c ) level of 8.0 % or higher , body mass index ( BMI ) between 30.0 and 39.9 , C peptide level of more than 1.0 ng/mL , and type 2 diabetes for at least 6 months . The study began in April 2008 . INTERVENTIONS Lifestyle-intensive medical management intervention and Roux-en-Y gastric bypass surgery . Medications for hyperglycemia , hypertension , and dyslipidemia were prescribed according to protocol and surgical techniques that were st and ardized . MAIN OUTCOMES AND MEASURES Composite goal of HbA1c less than 7.0 % , low-density lipoprotein cholesterol less than 100 mg/dL , and systolic blood pressure less than 130 mm Hg . RESULTS All 120 patients received the intensive lifestyle-medical management protocol and 60 were r and omly assigned to undergo Roux-en-Y gastric bypass . After 12-months , 28 participants ( 49 % ; 95 % CI , 36%-63 % ) in the gastric bypass group and 11 ( 19 % ; 95 % CI , 10%-32 % ) in the lifestyle-medical management group achieved the primary end points ( odds ratio [ OR ] , 4.8 ; 95 % CI , 1.9 - 11.7 ) . Participants in the gastric bypass group required 3.0 fewer medications ( mean , 1.7 vs 4.8 ; 95 % CI for the difference , 2.3 - 3.6 ) and lost 26.1 % vs 7.9 % of their initial body weigh compared with the lifestyle-medical management group ( difference , 17.5 % ; 95 % CI , 14.2%-20.7 % ) . Regression analyses indicated that achieving the composite end point was primarily attributable to weight loss . There were 22 serious adverse events in the gastric bypass group , including 1 cardiovascular event , and 15 in the lifestyle-medical management group . There were 4 perioperative complications and 6 late postoperative complications . The gastric bypass group experienced more nutritional deficiency than the lifestyle-medical management group . CONCLUSIONS AND RELEVANCE In mild to moderately obese patients with type 2 diabetes , adding gastric bypass surgery to lifestyle and medical management was associated with a greater likelihood of achieving the composite goal . Potential benefits of adding gastric bypass surgery to the best lifestyle and medical management strategies of diabetes must be weighed against the risk of serious adverse events . TRIAL REGISTRATION clinical trials.gov Identifier : NCT00641251 BACKGROUND In the 2.8 years of the Diabetes Prevention Program ( DPP ) r and omised clinical trial ,  diabetes incidence  in high-risk adults was reduced by 58 % with intensive lifestyle intervention and by 31 % with metformin , compared with placebo . We investigated the persistence of these effects in the long term . METHODS All active DPP participants were eligible for continued follow-up . 2766 of 3150 ( 88 % ) enrolled for a median additional follow-up of 5.7 years ( IQR 5.5 - 5.8 ) . 910 participants were from the lifestyle , 924 from the metformin , and 932 were from the original placebo groups .  On the basis of the benefits from the intensive lifestyle intervention in the DPP , all three groups were offered group-implemented lifestyle intervention . Metformin treatment was continued in the original metformin group ( 850 mg twice daily as tolerated ) , with participants unmasked to assignment , and the original lifestyle intervention group was offered additional lifestyle support . The primary outcome was development of diabetes according to American Diabetes Association criteria . Analysis was by intention-to-treat . This study is registered with Clinical Trials.gov , number NCT00038727 . FINDINGS During the 10.0-year ( IQR 9.0 - 10.5 ) follow-up since r and omisation to DPP , the original lifestyle group lost , then partly regained weight . The modest weight loss with metformin was maintained . Diabetes incidence rates during the DPP were 4.8 cases per 100 person-years ( 95 % CI 4.1 - 5.7 ) in the intensive lifestyle intervention group , 7.8 ( 6.8 - 8.8 ) in the metformin group , and 11.0 ( 9.8 - 12.3 ) in the placebo group . Diabetes incidence rates in this follow-up study were similar between treatment groups : 5.9 per 100 person-years ( 5.1 - 6.8 ) for lifestyle , 4.9 ( 4.2 - 5.7 ) for metformin , and 5.6 ( 4.8 - 6.5 ) for placebo . Diabetes incidence in the 10 years since DPP r and omisation was reduced by 34 % ( 24 - 42 ) in the lifestyle group and 18 % ( 7 - 28 ) in the metformin group compared with placebo . INTERPRETATION During follow-up after DPP , incidences in the former placebo and metformin groups fell to equal those in the former lifestyle group , but the cumulative incidence of diabetes remained lowest in the lifestyle group . Prevention or delay of diabetes with lifestyle intervention or metformin can persist for at least 10 years . FUNDING National Institute of Diabetes and Digestive and Kidney Diseases ( NIDDK ) Context Observational studies have shown sustained weight loss after surgery for extreme obesity . No r 
    Output:
    
agent
Compared with non-surgical treatment of obesity , bariatric surgery leads to greater body weight loss and higher remission rates of type 2 diabetes and metabolic syndrome .
***TASK*** the task is to summarize an input biomedical literature in six sentences 
    ***INPUT*** the input is a biomedical literature 
    ***OUTPUT*** the output is the summary of an input biomedical literature in six sentences 
    ***DOCUMENTATION*** 
    ***EXAMPLES*** 
    Input: Background The heterogeneity statistic I2 , interpreted as the percentage of variability due to heterogeneity between studies rather than sampling error , depends on precision , that is , the size of the studies included . Methods Based on a real meta- analysis , we simulate artificially ' inflating ' the sample size under the r and om effects model . For a given inflation factor M = 1 , 2 , 3 , ... and for each trial i , we create a M-inflated trial by drawing a treatment effect estimate from the r and om effects model , using si2MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi = xH8viVGI8Gi = hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY = rqGqVepae9pg0db9vqaiVgFr0xfr = xfr = xc9adbaqaaeGaciGaaiaabeqaaeqabiWaaaGcbaGaem4Cam3aa0baaSqaaiabdMgaPbqaaiabikdaYaaaaaa@2FBE@/M as within-trial sampling variance . Results As precision increases , while estimates of the heterogeneity variance τ2 remain unchanged on average , estimates of I2 increase rapidly to nearly 100 % . A similar phenomenon is apparent in a sample of 157 meta-analyses . Conclusion When deciding whether or not to pool treatment estimates in a meta- analysis , the yard-stick should be the clinical relevance of any heterogeneity present . τ2 , rather than I2 , is the appropriate measure for this purpose CONTEXT Obstructive sleep apnea ( OSA ) is strongly related to obesity . Weight loss is recommended as part of the overall management plan for obese patients diagnosed with OSA . OBJECTIVE To determine whether surgically induced weight loss is more effective than conventional weight loss therapy in the management of OSA . DESIGN , SETTING , AND PATIENTS A r and omized controlled trial of 60 obese patients ( body mass index : > 35 and < 55 ) with recently diagnosed ( < 6 months ) OSA and an apnea-hypopnea index ( AHI ) of 20 events/hour or more . These patients had been prescribed continuous positive airway pressure ( CPAP )  therapy to manage OSA and were identified via accredited community sleep clinics . The trial was conducted between September 2006 and March 2009 by university- and teaching hospital-based clinical research ers in Melbourne , Australia . Patients with obesity hypoventilation syndrome , previous bariatric surgery , contraindications to bariatric surgery , or significant cardiopulmonary , neurological , vascular , gastrointestinal , or neoplastic disease were excluded . INTERVENTIONS Patients were r and omized to a conventional weight loss program that included regular consultations with a dietitian and physician , and the use of very low-calorie diets as necessary ( n = 30 ) or to bariatric surgery ( laparoscopic adjustable gastric b and ing ; n = 30 ) . MAIN OUTCOME MEASURES The primary outcome was baseline to 2-year change in AHI on diagnostic polysomnography scored by staff blinded to r and omization . Secondary outcomes were changes in weight , CPAP adherence , and functional status . RESULTS Patients lost a mean of 5.1 kg ( 95 % CI , 0.8 to 9.3 kg ) in the conventional weight loss program compared with 27.8 kg ( 95 % CI , 20.9 to 34.7 kg ) in the bariatric surgery group ( P < .001 ) . The AHI decreased by 14.0 events/hour ( 95 % CI , 3.3 to 24.6 events/hour ) in the conventional weight loss group and by 25.5 events/hour ( 95 % CI , 14.2 to 36.7 events/hour ) in the bariatric surgery group . The between-group difference was -11.5 events/hour ( 95 % CI , -28.3 to 5.3 events/hour ; P = .18 ) . CPAP adherence did not differ between the groups . The bariatric surgery group had greater improvement in the Short Form 36 physical component summary score ( mean , 9.3 [ 95 % CI , 0.5 to 18.0 ] ; P = .04 ) . CONCLUSION Among a group of obese patients with OSA , the use of bariatric surgery compared with conventional weight loss therapy did not result in a statistically greater reduction in AHI despite major differences in weight loss . TRIAL REGISTRATION anzctr.org Identifier : 12605000161628 CONTEXT Observational studies suggest that surgically induced loss of weight may be effective therapy for type 2 diabetes . OBJECTIVE To determine if surgically induced weight loss results in better glycemic control and less need for diabetes medications than conventional approaches to weight loss and diabetes control . DESIGN , SETTING , AND PARTICIPANTS Unblinded r and omized controlled trial conducted from December 2002 through December 2006 at the University Obesity Research Center in Australia , with general community recruitment to established treatment programs . Participants were 60 obese patients ( BMI > 30 and < 40 ) with recently diagnosed ( < 2 years ) type 2 diabetes . INTERVENTIONS Conventional diabetes therapy with a focus on weight loss by lifestyle change vs laparoscopic adjustable gastric b and ing with conventional diabetes care . MAIN OUTCOME MEASURES Remission of type 2 diabetes ( fasting glucose level < 126 mg/dL [ 7.0 mmol/L ] and glycated hemoglobin [ HbA1c ] value < 6.2 % while taking no glycemic therapy ) . Secondary measures included weight and components of the metabolic syndrome . Analysis was by intention-to-treat . RESULTS Of the 60 patients enrolled , 55 ( 92 % ) completed the 2-year follow-up . Remission of type 2 diabetes was achieved by 22 ( 73 % ) in the surgical group and 4 ( 13 % ) in the conventional-therapy group . Relative risk of remission for the surgical group was 5.5 ( 95 % confidence interval , 2.2 - 14.0 ) . Surgical and conventional-therapy groups lost a mean ( SD ) of 20.7 % ( 8.6 % ) and 1.7 % ( 5.2 % ) of weight , respectively , at 2 years ( P < .001 ) . Remission of type 2 diabetes was related to weight loss ( R2 = 0.46 , P < .001 ) and lower baseline HbA1c levels ( combined R2 = 0.52 , P < .001 ) . There were no serious complications in either group . CONCLUSIONS Participants r and omized to surgical therapy were more likely to achieve remission of type 2 diabetes through greater weight loss . These results need to be confirmed in a larger , more diverse population and have long-term efficacy assessed . TRIAL REGISTRATION actr.org Identifier : ACTRN012605000159651 IMPORTANCE Controlling glycemia , blood pressure , and cholesterol is important for patients with diabetes . How best to achieve this goal is unknown . OBJECTIVE To compare Roux-en-Y gastric bypass with lifestyle and intensive medical management to achieve control of comorbid risk factors . DESIGN , SETTING , AND PARTICIPANTS A 12-month , 2-group unblinded r and omized trial at 4 teaching hospitals in the United States and Taiwan involving 120 participants who had a hemoglobin A1c ( HbA1c ) level of 8.0 % or higher , body mass index ( BMI ) between 30.0 and 39.9 , C peptide level of more than 1.0 ng/mL , and type 2 diabetes for at least 6 months . The study began in April 2008 . INTERVENTIONS Lifestyle-intensive medical management intervention and Roux-en-Y gastric bypass surgery . Medications for hyperglycemia , hypertension , and dyslipidemia were prescribed according to protocol and surgical techniques that were st and ardized . MAIN OUTCOMES AND MEASURES Composite goal of HbA1c less than 7.0 % , low-density lipoprotein cholesterol less than 100 mg/dL , and systolic blood pressure less than 130 mm Hg . RESULTS All 120 patients received the intensive lifestyle-medical management protocol and 60 were r and omly assigned to undergo Roux-en-Y gastric bypass . After 12-months , 28 participants ( 49 % ; 95 % CI , 36%-63 % ) in the gastric bypass group and 11 ( 19 % ; 95 % CI , 10%-32 % ) in the lifestyle-medical management group achieved the primary end points ( odds ratio [ OR ] , 4.8 ; 95 % CI , 1.9 - 11.7 ) . Participants in the gastric bypass group required 3.0 fewer medications ( mean , 1.7 vs 4.8 ; 95 % CI for the difference , 2.3 - 3.6 ) and lost 26.1 % vs 7.9 % of their initial body weigh compared with the lifestyle-medical management group ( difference , 17.5 % ; 95 % CI , 14.2%-20.7 % ) . Regression analyses indicated that achieving the composite end point was primarily attributable to weight loss . There were 22 serious adverse events in the gastric bypass group , including 1 cardiovascular event , and 15 in the lifestyle-medical management group . There were 4 perioperative complications and 6 late postoperative complications . The gastric bypass group experienced more nutritional deficiency than the lifestyle-medical management group . CONCLUSIONS AND RELEVANCE In mild to moderately obese patients with type 2 diabetes , adding gastric bypass surgery to lifestyle and medical management was associated with a greater likelihood of achieving the composite goal . Potential benefits of adding gastric bypass surgery to the best lifestyle and medical management strategies of diabetes must be weighed against the risk of serious adverse events . TRIAL REGISTRATION clinical trials.gov Identifier : NCT00641251 BACKGROUND In the 2.8 years of the Diabetes Prevention Program ( DPP ) r and omised clinical trial ,  diabetes incidence  in high-risk adults was reduced by 58 % with intensive lifestyle intervention and by 31 % with metformin , compared with placebo . We investigated the persistence of these effects in the long term . METHODS All active DPP participants were eligible for continued follow-up . 2766 of 3150 ( 88 % ) enrolled for a median additional follow-up of 5.7 years ( IQR 5.5 - 5.8 ) . 910 participants were from the lifestyle , 924 from the metformin , and 932 were from the original placebo groups .  On the basis of the benefits from the intensive lifestyle intervention in the DPP , all three groups were offered group-implemented lifestyle intervention . Metformin treatment was continued in the original metformin group ( 850 mg twice daily as tolerated ) , with participants unmasked to assignment , and the original lifestyle intervention group was offered additional lifestyle support . The primary outcome was development of diabetes according to American Diabetes Association criteria . Analysis was by intention-to-treat . This study is registered with Clinical Trials.gov , number NCT00038727 . FINDINGS During the 10.0-year ( IQR 9.0 - 10.5 ) follow-up since r and omisation to DPP , the original lifestyle group lost , then partly regained weight . The modest weight loss with metformin was maintained . Diabetes incidence rates during the DPP were 4.8 cases per 100 person-years ( 95 % CI 4.1 - 5.7 ) in the intensive lifestyle intervention group , 7.8 ( 6.8 - 8.8 ) in the metformin group , and 11.0 ( 9.8 - 12.3 ) in the placebo group . Diabetes incidence rates in this follow-up study were similar between treatment groups : 5.9 per 100 person-years ( 5.1 - 6.8 ) for lifestyle , 4.9 ( 4.2 - 5.7 ) for metformin , and 5.6 ( 4.8 - 6.5 ) for placebo . Diabetes incidence in the 10 years since DPP r and omisation was reduced by 34 % ( 24 - 42 ) in the lifestyle group and 18 % ( 7 - 28 ) in the metformin group compared with placebo . INTERPRETATION During follow-up after DPP , incidences in the former placebo and metformin groups fell to equal those in the former lifestyle group , but the cumulative incidence of diabetes remained lowest in the lifestyle group . Prevention or delay of diabetes with lifestyle intervention or metformin can persist for at least 10 years . FUNDING National Institute of Diabetes and Digestive and Kidney Diseases ( NIDDK ) Context Observational studies have shown sustained weight loss after surgery for extreme obesity . No r 
    Output:
    