CGManalyzer: an R package for analyzing continuous glucose monitoring studies

被引:47
作者
Zhang, Xiaohua Douglas [1 ]
Zhang, Zhaozhi [2 ]
Wang, Dandan [1 ]
机构
[1] Univ Macau, Fac Hlth Sci, Taipa, Macao, Peoples R China
[2] Duke Univ, Dept Stat Sci, Durham, NC 27708 USA
关键词
QUALITY;
D O I
10.1093/bioinformatics/btx826
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The R package CGManalyzer contains functions for analyzing data from a continuous glucose monitoring (CGM) study. It covers a wide and comprehensive range of data analysis methods including reading a series of datasets, obtaining summary statistics of glucose levels, plotting data, transforming the time stamp format, fixing missing values, evaluating the mean of daily difference and continuous overlapping net glycemic action, calculating multiscale sample entropy, conducting pairwise comparison, displaying results using various plots including a new type of plot called an antenna plot, etc. This package has been developed from our work in directly analyzing data from various CGM devices such as the FreeStyle Libre, Glutalor, Dexcom and Medtronic CGM. Thus, this package should greatly facilitate the analysis of various CGM studies.
引用
收藏
页码:1609 / 1611
页数:3
相关论文
共 13 条
[1]   Complexity Change in Cardiovascular Disease [J].
Chen, Chang ;
Jin, Yu ;
Lo, Iek Long ;
Zhao, Hansen ;
Sun, Baoqing ;
Zhao, Qi ;
Zheng, Jun ;
Zhang, Xiaohua Douglas .
INTERNATIONAL JOURNAL OF BIOLOGICAL SCIENCES, 2017, 13 (10) :1320-1328
[2]   Dynamical glucometry: Use of multiscale entropy analysis in diabetes [J].
Costa, Madalena D. ;
Henriques, Teresa ;
Munshi, Medha N. ;
Segal, Alissa R. ;
Goldberger, Ary L. .
CHAOS, 2014, 24 (03)
[3]   Defining digital medicine [J].
Elenko, Eric ;
Underwood, Lindsay ;
Zohar, Daphne .
NATURE BIOTECHNOLOGY, 2015, 33 (05) :456-461
[4]   Glucose Variability in a 26-Week Randomized Comparison of Mealtime Treatment With Rapid-Acting Insulin Versus GLP-1 Agonist in Participants With Type 2 Diabetes at High Cardiovascular Risk [J].
Probstfield J.L. ;
Hirsch I.B. ;
Davis B.R. ;
Ahmann A. ;
Bergenstal R. ;
Gilbert M. ;
Kingry C. ;
Khakpour D. ;
Lai D. ;
Pressel S.L. ;
Branch K.R. ;
Riddle M. ;
O'Brien K.D. .
DIABETES CARE, 2016, 39 (06) :973-981
[5]   Differential HbA1c response in the placebo arm of DPP-4 inhibitor clinical trials conducted in China compared to other countries: a systematic review and meta-analysis [J].
He, Lingyu ;
Liu, Shu ;
Shan, Chun ;
Tu, Yingmei ;
Li, Zhengqing ;
Zhang, Xiaohua Douglas .
BMC PHARMACOLOGY & TOXICOLOGY, 2016, 17
[6]   Entropy change of biological dynamics in COPD [J].
Jin, Yu ;
Chen, Chang ;
Cao, Zhixin ;
Sun, Baoqing ;
Lo, Iek Long ;
Liu, Tzu-Ming ;
Zheng, Jun ;
Sun, Shixue ;
Shi, Yan ;
Zhang, Xiaohua Douglas .
INTERNATIONAL JOURNAL OF CHRONIC OBSTRUCTIVE PULMONARY DISEASE, 2017, 12 :2997-3005
[7]  
McDonnell C M, 2005, Diabetes Technol Ther, V7, P253, DOI 10.1089/dia.2005.7.253
[8]   Detection of sputum by interpreting the time-frequency distribution of respiratory sound signal using image processing techniques [J].
Niu, Jinglong ;
Shi, Yan ;
Cai, Maolin ;
Cao, Zhixin ;
Wang, Dandan ;
Zhang, Zhaozhi ;
Zhang, Xiaohua Douglas .
BIOINFORMATICS, 2018, 34 (05) :820-827
[9]   Improved Quality of Glycemic Control and Reduced Glycemic Variability with Use of Continuous Glucose Monitoring [J].
Rodbard, David ;
Bailey, Timothy ;
Jovanovic, Lois ;
Zisser, Howard ;
Kaplan, Roy ;
Garg, Satish K. .
DIABETES TECHNOLOGY & THERAPEUTICS, 2009, 11 (11) :717-723
[10]  
Zhang X.D., 2011, OPTIMAL HIGH THROUGH