Performance Comparison of CGM Systems: MARD Values Are Not Always a Reliable Indicator of CGM System Accuracy. (1st September 2015)
- Record Type:
- Journal Article
- Title:
- Performance Comparison of CGM Systems: MARD Values Are Not Always a Reliable Indicator of CGM System Accuracy. (1st September 2015)
- Main Title:
- Performance Comparison of CGM Systems
- Authors:
- Kirchsteiger, Harald
Heinemann, Lutz
Freckmann, Guido
Lodwig, Volker
Schmelzeisen-Redeker, Günther
Schoemaker, Michael
del Re, Luigi - Abstract:
- Background: The ongoing progress of continuous glucose monitoring (CGM) systems results in an increasing interest in comparing their performance, in particular in terms of accuracy, that is, matching CGM readings with reference values measured at the same time. Most often accuracy is evaluated by the mean absolute relative difference (MARD). It is frequently overseen that MARD does not only reflect accuracy, but also the study protocol and evaluation procedure, making a cross-study comparison problematic. Methods: We evaluate the effect of several factors on the MARD statistical properties: number of paired reference and CGM values, distribution of the paired values, accuracy of the reference measurement device itself and the time delay between data pairs. All analysis is done using clinical data from 12 patients wearing 6 sensors each. Results: We have found that a few paired points can have a potentially high impact on MARD. Leaving out those points for evaluation thus reduces the MARD. Similarly, accuracy of the reference measurements greatly affects the MARD as numerical and graphical data show. Results also show that a log-normal distribution of the paired references provides a significantly different MARD than, for example, a uniform distribution. Conclusions: MARD is a reasonable parameter to characterize the performance of CGM systems when keeping its limitations in mind. To support clinicians and patients in selecting which CGM system to use in a clinical setting,Background: The ongoing progress of continuous glucose monitoring (CGM) systems results in an increasing interest in comparing their performance, in particular in terms of accuracy, that is, matching CGM readings with reference values measured at the same time. Most often accuracy is evaluated by the mean absolute relative difference (MARD). It is frequently overseen that MARD does not only reflect accuracy, but also the study protocol and evaluation procedure, making a cross-study comparison problematic. Methods: We evaluate the effect of several factors on the MARD statistical properties: number of paired reference and CGM values, distribution of the paired values, accuracy of the reference measurement device itself and the time delay between data pairs. All analysis is done using clinical data from 12 patients wearing 6 sensors each. Results: We have found that a few paired points can have a potentially high impact on MARD. Leaving out those points for evaluation thus reduces the MARD. Similarly, accuracy of the reference measurements greatly affects the MARD as numerical and graphical data show. Results also show that a log-normal distribution of the paired references provides a significantly different MARD than, for example, a uniform distribution. Conclusions: MARD is a reasonable parameter to characterize the performance of CGM systems when keeping its limitations in mind. To support clinicians and patients in selecting which CGM system to use in a clinical setting, care should be taken to make MARD more comparable by employing a standardized evaluation procedure. … (more)
- Is Part Of:
- Journal of diabetes science and technology. Volume 9:Number 5(2015:Sept.)
- Journal:
- Journal of diabetes science and technology
- Issue:
- Volume 9:Number 5(2015:Sept.)
- Issue Display:
- Volume 9, Issue 5 (2015)
- Year:
- 2015
- Volume:
- 9
- Issue:
- 5
- Issue Sort Value:
- 2015-0009-0005-0000
- Page Start:
- 1030
- Page End:
- 1040
- Publication Date:
- 2015-09-01
- Subjects:
- continuous glucose monitoring -- CGM -- MARD -- accuracy -- precision -- performance evaluation -- performance comparison
Diabetes -- Periodicals
Medical technology -- Periodicals
Diabetes Mellitus -- Periodicals
616.462005 - Journal URLs:
- http://ejournals.ebsco.com/direct.asp?JournalID=712321 ↗
http://www.jodsat.org/about.html ↗
http://online.sagepub.com/ ↗ - DOI:
- 10.1177/1932296815586013 ↗
- Languages:
- English
- ISSNs:
- 1932-2968
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 6583.xml