GLU: a software package for analysing continuously measured glucose levels in epidemiology.


Journal

International journal of epidemiology
ISSN: 1464-3685
Titre abrégé: Int J Epidemiol
Pays: England
ID NLM: 7802871

Informations de publication

Date de publication:
01 06 2020
Historique:
received: 13 12 2019
accepted: 09 01 2020
entrez: 2 8 2020
pubmed: 2 8 2020
medline: 30 3 2021
Statut: ppublish

Résumé

Continuous glucose monitors (CGM) record interstitial glucose levels 'continuously', producing a sequence of measurements for each participant (e.g. the average glucose level every 5 min over several days, both day and night). To analyse these data, researchers tend to derive summary variables such as the area under the curve (AUC), to then use in subsequent analyses. To date, a lack of consistency and transparency of precise definitions used for these summary variables has hindered interpretation, replication and comparison of results across studies. We present GLU, an open-source software package for deriving a consistent set of summary variables from CGM data. GLU performs quality control of each CGM sample (e.g. addressing missing data), derives a diverse set of summary variables (e.g. AUC and proportion of time spent in hypo-, normo- and hyper- glycaemic levels) covering six broad domains, and outputs these (with quality control information) to the user. GLU is implemented in R and is available on GitHub at https://github.com/MRCIEU/GLU. Git tag v0.2 corresponds to the version presented here.

Identifiants

pubmed: 32737505
pii: 5735553
doi: 10.1093/ije/dyaa004
pmc: PMC7394960
doi:

Substances chimiques

Blood Glucose 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

744-757

Subventions

Organisme : Medical Research Council
ID : MC_PC_19009
Pays : United Kingdom
Organisme : Department of Health
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00011/6
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_PC_15018
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00011/3
Pays : United Kingdom
Organisme : Wellcome Trust
ID : 102215/2/13/2
Pays : United Kingdom

Informations de copyright

© The Author(s) 2020. Published by Oxford University Press on behalf of the International Epidemiological Association.

Références

Wellcome Open Res. 2019 Feb 20;4:36
pubmed: 31984238
Diabetes Technol Ther. 2017 Jul;19(7):391-399
pubmed: 28530490
PLoS One. 2017 Jul 6;12(7):e0177283
pubmed: 28683068
Cardiovasc Diabetol. 2012 Aug 06;11:92
pubmed: 22867630
Diabetes Care. 2017 Dec;40(12):1631-1640
pubmed: 29162583
Diabetes Technol Ther. 2011 Sep;13(9):921-8
pubmed: 21714681
J Matern Fetal Neonatal Med. 2012 Jul;25(7):1171-5
pubmed: 22384865
N Engl J Med. 1993 Sep 30;329(14):977-86
pubmed: 8366922
Diabetologia. 2015 Jun;58(6):1167-74
pubmed: 25773405
Nat Rev Endocrinol. 2017 Jul;13(7):425-436
pubmed: 28304392
IEEE Rev Biomed Eng. 2009 Jan 1;2:54-96
pubmed: 20936056
Diabetes Technol Ther. 2017 Jun;19(S3):S25-S37
pubmed: 28585879
Diabetes Care. 2017 Jan;40(1):155-157
pubmed: 27872155
Ann Epidemiol. 2016 Jan;26(1):77-80.e1-2
pubmed: 26590476
Diabetes Technol Ther. 2009 Nov;11(11):717-23
pubmed: 19905888
Diabetes Obes Metab. 2015 Apr;17(4):343-9
pubmed: 25132320
Diabetes Technol Ther. 2015 Nov;17(11):787-94
pubmed: 26171659
Diabetes Technol Ther. 2013 Feb;15(2):172-9
pubmed: 23268584
Diabetes Care. 2010 Jun;33(6):1297-9
pubmed: 20215454
Int J Epidemiol. 2008 Apr;37(2):234-44
pubmed: 18381398
Int J Epidemiol. 2013 Feb;42(1):111-27
pubmed: 22507743
J Diabetes Sci Technol. 2016 Nov 1;10(6):1372-1381
pubmed: 27170632
Diabetes Care. 2016 Apr;39(4):502-10
pubmed: 27208366
Bioinformatics. 2018 May 1;34(9):1609-1611
pubmed: 29315360
Obesity (Silver Spring). 2006 Jan;14(1):139-47
pubmed: 16493132
Diabetes Care. 2010 Mar;33(3):676-82
pubmed: 20190296
J Clin Med. 2018 Oct 22;7(10):
pubmed: 30360376
Diabetes Care. 2011 Oct;34(10):2198-204
pubmed: 21775754
Diabetes Res Clin Pract. 2013 Nov;102(2):86-95
pubmed: 24128999
BMJ. 2001 Jan 27;322(7280):226-31
pubmed: 11159626
Eur J Obstet Gynecol Reprod Biol. 2008 Jul;139(1):46-52
pubmed: 18262325
Int J Epidemiol. 2013 Feb;42(1):97-110
pubmed: 22507742
Lancet Diabetes Endocrinol. 2015 Oct;3(10):795-804
pubmed: 26355010
Diabetes Care. 2011 Jul;34(7):1660-8
pubmed: 21709299
J Diabetes Sci Technol. 2014 Sep;8(5):1042-7
pubmed: 24876453
Diabetes Care. 2013 Jul;36(7):1877-83
pubmed: 23349548
Stat Med. 2010 Dec 10;29(28):2920-31
pubmed: 20842622
J Diabetes Sci Technol. 2012 Nov 01;6(6):1478-85
pubmed: 23294795
Diabetes Care. 1998 Apr;21(4):518-24
pubmed: 9571335
Diabetes Technol Ther. 2009 Jun;11 Suppl 1:S55-67
pubmed: 19469679
Diabetes Care. 2019 Jan;42(Suppl 1):S71-S80
pubmed: 30559233
Diabetes Technol Ther. 2018 Jan;20(1):6-16
pubmed: 29227755
Diabetes Technol Ther. 2013 Jun;15(6):461-5
pubmed: 23631606
Diabetes Metab J. 2015 Aug;39(4):273-82
pubmed: 26301188
Diabetes Care. 1997 Nov;20(11):1655-8
pubmed: 9353603
Biomed Eng Online. 2015 Apr 24;14:37
pubmed: 25907677
Diabetes Care. 2019 Aug;42(8):1593-1603
pubmed: 31177185
Diabetes Technol Ther. 2009 Jun;11 Suppl 1:S45-54
pubmed: 19469677
Diabetologia. 2017 Dec;60(12):2319-2328
pubmed: 29067486
Biosensors (Basel). 2018 Mar 09;8(1):
pubmed: 29522429

Auteurs

Louise A C Millard (LAC)

MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK.
Intelligent Systems Laboratory, Department of Computer Science, University of Bristol, Bristol, UK.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.

Nashita Patel (N)

Department of Women and Children's Health, School of Life Course Sciences, King's College London, UK.

Kate Tilling (K)

MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.

Melanie Lewcock (M)

Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.

Peter A Flach (PA)

Intelligent Systems Laboratory, Department of Computer Science, University of Bristol, Bristol, UK.

Debbie A Lawlor (DA)

MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, UK.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
Bristol NIHR Biomedical Research Centre, Bristol, UK.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH