Literature DB >> 33947391

Glycemic and lipid variability for predicting complications and mortality in diabetes mellitus using machine learning.

Sharen Lee1, Jiandong Zhou2, Wing Tak Wong3, Tong Liu4, William K K Wu5, Ian Chi Kei Wong6,7,8, Qingpeng Zhang9, Gary Tse10,11,12.   

Abstract

INTRODUCTION: Recent studies have reported that HbA1c and lipid variability is useful for risk stratification in diabetes mellitus. The present study evaluated the predictive value of the baseline, subsequent mean of at least three measurements and variability of HbA1c and lipids for adverse outcomes.
METHODS: This retrospective cohort study consists of type 1 and type 2 diabetic patients who were prescribed insulin at outpatient clinics of Hong Kong public hospitals, from 1st January to 31st December 2009. Standard deviation (SD) and coefficient of variation were used to measure the variability of HbA1c, total cholesterol, low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C) and triglyceride. The primary outcome is all-cause mortality. Secondary outcomes were diabetes-related complications. RESULT: The study consists of 25,186 patients (mean age = 63.0, interquartile range [IQR] of age = 15.1 years, male = 50%). HbA1c and lipid value and variability were significant predictors of all-cause mortality. Higher HbA1c and lipid variability measures were associated with increased risks of neurological, ophthalmological and renal complications, as well as incident dementia, osteoporosis, peripheral vascular disease, ischemic heart disease, atrial fibrillation and heart failure (p <  0.05). Significant association was found between hypoglycemic frequency (p <  0.0001), HbA1c (p <  0.0001) and lipid variability against baseline neutrophil-lymphocyte ratio (NLR).
CONCLUSION: Raised variability in HbA1c and lipid parameters are associated with an elevated risk in both diabetic complications and all-cause mortality. The association between hypoglycemic frequency, baseline NLR, and both HbA1c and lipid variability implicate a role for inflammation in mediating adverse outcomes in diabetes, but this should be explored further in future studies.

Entities:  

Year:  2021        PMID: 33947391     DOI: 10.1186/s12902-021-00751-4

Source DB:  PubMed          Journal:  BMC Endocr Disord        ISSN: 1472-6823            Impact factor:   2.763


  54 in total

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2.  Beyond HbA1c: Comparing Glycemic Variability and Glycemic Indices in Predicting Hypoglycemia in Type 1 and Type 2 Diabetes.

Authors:  Suresh Rama Chandran; Wei Lin Tay; Weng Kit Lye; Lee Ling Lim; Jeyakantha Ratnasingam; Alexander Tong Boon Tan; Daphne S L Gardner
Journal:  Diabetes Technol Ther       Date:  2018-04-24       Impact factor: 6.118

3.  Global and regional diabetes prevalence estimates for 2019 and projections for 2030 and 2045: Results from the International Diabetes Federation Diabetes Atlas, 9th edition.

Authors:  Pouya Saeedi; Inga Petersohn; Paraskevi Salpea; Belma Malanda; Suvi Karuranga; Nigel Unwin; Stephen Colagiuri; Leonor Guariguata; Ayesha A Motala; Katherine Ogurtsova; Jonathan E Shaw; Dominic Bright; Rhys Williams
Journal:  Diabetes Res Clin Pract       Date:  2019-09-10       Impact factor: 5.602

Review 4.  Individualized glycaemic targets and pharmacotherapy in type 2 diabetes.

Authors:  Clifford J Bailey; Pablo Aschner; Stefano Del Prato; James LaSalle; Linong Ji; Stephan Matthaei
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5.  Role of Composite Glycemic Indices: A Comparison of the Comprehensive Glucose Pentagon Across Diabetes Types and HbA1c Levels.

Authors:  Suresh Rama Chandran; Robert A Vigersky; Andreas Thomas; Lee Ling Lim; Jeyakantha Ratnasingam; Alexander Tan; Daphne S L Gardner
Journal:  Diabetes Technol Ther       Date:  2019-10-01       Impact factor: 6.118

6.  Fibroblast growth factor 21 in cardio-metabolic disorders: a systematic review and meta-analysis.

Authors:  Ishan Lakhani; Mengqi Gong; Wing Tak Wong; George Bazoukis; Konstantinos Lampropoulos; Sunny Hei Wong; William K K Wu; Martin C S Wong; Kwok-Leung Ong; Tong Liu; Gary Tse
Journal:  Metabolism       Date:  2018-02-02       Impact factor: 8.694

Review 7.  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).

Authors:  Silvio E Inzucchi; Richard M Bergenstal; John B Buse; Michaela Diamant; Ele Ferrannini; Michael Nauck; Anne L Peters; Apostolos Tsapas; Richard Wender; David R Matthews
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Review 8.  Serum glycated hemoglobin level as a predictor of atrial fibrillation: A systematic review with meta-analysis and meta-regression.

Authors:  Wenwei Qi; Nixiao Zhang; Panagiotis Korantzopoulos; Konstantinos P Letsas; Min Cheng; Fusheng Di; Gary Tse; Tong Liu; Guangping Li
Journal:  PLoS One       Date:  2017-03-07       Impact factor: 3.240

9.  A Machine Learning Aided Systematic Review and Meta-Analysis of the Relative Risk of Atrial Fibrillation in Patients With Diabetes Mellitus.

Authors:  Zhaohan Xiong; Tong Liu; Gary Tse; Mengqi Gong; Patrick A Gladding; Bruce H Smaill; Martin K Stiles; Anne M Gillis; Jichao Zhao
Journal:  Front Physiol       Date:  2018-07-03       Impact factor: 4.566

10.  Trends in oral anticoagulant prescribing in individuals with type 2 diabetes mellitus: a population-based study in the UK.

Authors:  Hassan Alwafi; Li Wei; Abdallah Y Naser; Pajaree Mongkhon; Gary Tse; Kenneth K C Man; J Simon Bell; Jenni Ilomaki; Gang Fang; Ian C K Wong
Journal:  BMJ Open       Date:  2020-05-15       Impact factor: 2.692

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Journal:  J Endocr Soc       Date:  2022-09-05

Review 2.  HbA1c Variability and the Risk of Dementia in Patients with Diabetes: A Meta-Analysis.

Authors:  Jingjing Song; Hongying Bai; Hui Xu; Yuanyuan Xing; Si Chen
Journal:  Int J Clin Pract       Date:  2022-01-31       Impact factor: 3.149

3.  Risk stratification of cardiac arrhythmias and sudden cardiac death in type 2 diabetes mellitus patients receiving insulin therapy: A population-based cohort study.

Authors:  Sharen Lee; Kamalan Jeevaratnam; Tong Liu; Dong Chang; Carlin Chang; Wing Tak Wong; Ian Chi Kei Wong; Gregory Y H Lip; Gary Tse
Journal:  Clin Cardiol       Date:  2021-09-21       Impact factor: 2.882

4.  Lipid variability and risk of microvascular complications in Action to Control Cardiovascular Risk in Diabetes (ACCORD) trial: A post hoc analysis.

Authors:  Daniel Nyarko Hukportie; Fu-Rong Li; Rui Zhou; Jia-Zhen Zheng; Xiao-Xiang Wu; Meng-Chen Zou; Xian-Bo Wu
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5.  Hard Voting Ensemble Approach for the Detection of Type 2 Diabetes in Mexican Population with Non-Glucose Related Features.

Authors:  Jorge A Morgan-Benita; Carlos E Galván-Tejada; Miguel Cruz; Jorge I Galván-Tejada; Hamurabi Gamboa-Rosales; Jose G Arceo-Olague; Huizilopoztli Luna-García; José M Celaya-Padilla
Journal:  Healthcare (Basel)       Date:  2022-07-22

6.  Association of Visit-to-Visit Variability in Fasting Plasma Glucose with Digestive Cancer Risk.

Authors:  Nan Zhang; Yueying Wang; Gary Tse; Guangping Li; Shouling Wu; Tong Liu
Journal:  Oxid Med Cell Longev       Date:  2022-07-13       Impact factor: 7.310

7.  Development of a predictive risk model for all-cause mortality in patients with diabetes in Hong Kong.

Authors:  Sharen Lee; Jiandong Zhou; Keith Sai Kit Leung; William Ka Kei Wu; Wing Tak Wong; Tong Liu; Ian Chi Kei Wong; Kamalan Jeevaratnam; Qingpeng Zhang; Gary Tse
Journal:  BMJ Open Diabetes Res Care       Date:  2021-06

8.  The Effect of Berberine on Metabolic Profiles in Type 2 Diabetic Patients: A Systematic Review and Meta-Analysis of Randomized Controlled Trials.

Authors:  Jing Guo; Hongdong Chen; Xueqin Zhang; Wenjiao Lou; Pingna Zhang; Yuheng Qiu; Chao Zhang; Yaoxian Wang; Wei Jing Liu
Journal:  Oxid Med Cell Longev       Date:  2021-12-15       Impact factor: 6.543

  8 in total

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