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The advanced-DiaRem score improves prediction of diabetes remission 1 year post-Roux-en-Y gastric bypass
by
Bouillot, Jean-Luc
, Liu, Yuejun
, Rudich, Assaf
, Clément, Karine
, Genser, Laurent
, Sokolovska, Nataliya
, Oppert, Jean-Michel
, Dicker, Dror
, Vinker, Shlomo
, Pecht, Tal
, Poitou, Christine
, Aron-Wisnewsky, Judith
, Comaneshter, Doron S.
, Zucker, Jean-Daniel
in
Accuracy
/ Adiposity - physiology
/ Adult
/ Blood Glucose - analysis
/ Classification
/ Diabetes
/ Diabetes mellitus
/ Diabetes Mellitus, Type 2 - blood
/ Diabetes Mellitus, Type 2 - surgery
/ Female
/ France
/ Gastric Bypass
/ Gastrointestinal surgery
/ Human Physiology
/ Humans
/ Insulin Resistance - physiology
/ Internal Medicine
/ Lipids - blood
/ Male
/ Medicine
/ Medicine & Public Health
/ Metabolic Diseases
/ Middle Aged
/ Obesity
/ Obesity, Morbid - blood
/ Obesity, Morbid - surgery
/ Precision medicine
/ Prognosis
/ Remission
/ Remission Induction
/ Retrospective Studies
/ Surgery
/ Treatment Outcome
2017
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The advanced-DiaRem score improves prediction of diabetes remission 1 year post-Roux-en-Y gastric bypass
by
Bouillot, Jean-Luc
, Liu, Yuejun
, Rudich, Assaf
, Clément, Karine
, Genser, Laurent
, Sokolovska, Nataliya
, Oppert, Jean-Michel
, Dicker, Dror
, Vinker, Shlomo
, Pecht, Tal
, Poitou, Christine
, Aron-Wisnewsky, Judith
, Comaneshter, Doron S.
, Zucker, Jean-Daniel
in
Accuracy
/ Adiposity - physiology
/ Adult
/ Blood Glucose - analysis
/ Classification
/ Diabetes
/ Diabetes mellitus
/ Diabetes Mellitus, Type 2 - blood
/ Diabetes Mellitus, Type 2 - surgery
/ Female
/ France
/ Gastric Bypass
/ Gastrointestinal surgery
/ Human Physiology
/ Humans
/ Insulin Resistance - physiology
/ Internal Medicine
/ Lipids - blood
/ Male
/ Medicine
/ Medicine & Public Health
/ Metabolic Diseases
/ Middle Aged
/ Obesity
/ Obesity, Morbid - blood
/ Obesity, Morbid - surgery
/ Precision medicine
/ Prognosis
/ Remission
/ Remission Induction
/ Retrospective Studies
/ Surgery
/ Treatment Outcome
2017
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The advanced-DiaRem score improves prediction of diabetes remission 1 year post-Roux-en-Y gastric bypass
by
Bouillot, Jean-Luc
, Liu, Yuejun
, Rudich, Assaf
, Clément, Karine
, Genser, Laurent
, Sokolovska, Nataliya
, Oppert, Jean-Michel
, Dicker, Dror
, Vinker, Shlomo
, Pecht, Tal
, Poitou, Christine
, Aron-Wisnewsky, Judith
, Comaneshter, Doron S.
, Zucker, Jean-Daniel
in
Accuracy
/ Adiposity - physiology
/ Adult
/ Blood Glucose - analysis
/ Classification
/ Diabetes
/ Diabetes mellitus
/ Diabetes Mellitus, Type 2 - blood
/ Diabetes Mellitus, Type 2 - surgery
/ Female
/ France
/ Gastric Bypass
/ Gastrointestinal surgery
/ Human Physiology
/ Humans
/ Insulin Resistance - physiology
/ Internal Medicine
/ Lipids - blood
/ Male
/ Medicine
/ Medicine & Public Health
/ Metabolic Diseases
/ Middle Aged
/ Obesity
/ Obesity, Morbid - blood
/ Obesity, Morbid - surgery
/ Precision medicine
/ Prognosis
/ Remission
/ Remission Induction
/ Retrospective Studies
/ Surgery
/ Treatment Outcome
2017
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The advanced-DiaRem score improves prediction of diabetes remission 1 year post-Roux-en-Y gastric bypass
Journal Article
The advanced-DiaRem score improves prediction of diabetes remission 1 year post-Roux-en-Y gastric bypass
2017
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Overview
Aims/hypothesis
Not all people with type 2 diabetes who undergo bariatric surgery achieve diabetes remission. Thus it is critical to develop methods for predicting outcomes that are applicable for clinical practice. The DiaRem score is relevant for predicting diabetes remission post-Roux-en-Y gastric bypass (RYGB), but it is not accurate for all individuals across the entire spectrum of scores. We aimed to develop an improved scoring system for predicting diabetes remission following RYGB (the Advanced-DiaRem [Ad-DiaRem]).
Methods
We used a retrospective French cohort (
n
= 1866) that included 352 individuals with type 2 diabetes followed for 1 year post-RYGB. We developed the Ad-DiaRem in a test cohort (
n
= 213) and examined its accuracy in independent cohorts from France (
n
= 134) and Israel (
n
= 99).
Results
Adding two clinical variables (diabetes duration and number of glucose-lowering agents) to the original DiaRem and modifying the penalties for each category led to improved predictive performance for Ad-DiaRem. Ad-DiaRem displayed improved area under the receiver operating characteristic curve and predictive accuracy compared with DiaRem (0.911 vs 0.856 and 0.841 vs 0.789, respectively;
p =
0.03); thus correcting classification for 8% of those initially misclassified with DiaRem. With Ad-DiaRem, there were also fewer misclassifications of individuals with mid-range scores. This improved predictive performance was confirmed in independent cohorts.
Conclusions/interpretation
We propose the Ad-DiaRem, which includes two additional clinical variables, as an optimised tool with improved accuracy to predict diabetes remission 1 year post-RYGB. This tool might be helpful for personalised management of individuals with diabetes when considering bariatric surgery in routine care, ultimately contributing to precision medicine.
Publisher
Springer Berlin Heidelberg,Springer Nature B.V
Subject
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