Feasibility of Using a Factory-Calibrated Continuous Glucose Monitoring System to Diagnose Type 2 Diabetes

被引:2
|
作者
Frank, Spencer [1 ,2 ]
Hames, Kazanna C. [1 ]
Jbaily, Abdulrahman [1 ]
Park, Jee Hye [1 ]
Stroyeck, Chuck [1 ]
Price, David [1 ]
机构
[1] Dexcom Inc, R&D Dept, San Diego, CA USA
[2] Dexcom Inc, 6340 Sequence Dr, San Diego, CA 92121 USA
关键词
Continuous glucose monitoring; Type; 2; diabetes; Glucose variability; Diagnostic tests; TOLERANCE TEST; GLYCEMIC VARIABILITY; REPRODUCIBILITY; QUALITY; HBA(1C);
D O I
10.1089/dia.2022.0189
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Context: Plasma glucose or A1C criteria can be used to establish the diagnosis of type 2 diabetes (T2D).Objective: We examined whether continuous glucose monitoring (CGM) data from a single 10-day wear period could form the basis of an alternative diagnostic test for T2D.Design: We developed a binary classification diagnostic CGM (dCGM) algorithm using a dataset of 716 individual CGM sensor sessions from 563 participants with associated A1C measurements from seven clinical trials. Data from 470 participants were used for training and 93 participants for testing (49 normoglycemic [A1C <5.7%], 27 prediabetes, and 17 T2D [A1C >= 6.5%] not using pharmacotherapy). dCGM performance was evaluated against the accompanying A1C measurement, which was assumed to provide the correct diagnosis.Results: The dCGM algorithm's overall sensitivity, specificity, positive predictive value, and negative predictive value were 71%, 93%, 71%, and 93%, respectively. At other clinically relevant A1C thresholds, dCGM specificity among normoglycemic participants was 98% (48/49 correctly classified), and for participants with suboptimally controlled diabetes (A1C >= 7%, above the American Diabetes Association recommended A1C goal) the sensitivity was 100% (8/8 participants correctly diagnosed with T2D).Conclusions: Classifications based on the dCGM algorithm were in good agreement with traditional methods based on A1C. The dCGM algorithm may provide an alternative method for screening and diagnosing T2D, and warrants further investigation.
引用
收藏
页码:907 / 914
页数:8
相关论文
共 50 条
  • [21] Development of an Error Model for a Factory-Calibrated Continuous Glucose Monitoring Sensor with 10-Day Lifetime
    Vettoretti, Martina
    Battocchio, Cristina
    Sparacino, Giovanni
    Facchinetti, Andrea
    SENSORS, 2019, 19 (23)
  • [22] Analytical Performance of the Factory-Calibrated Flash Glucose Monitoring System FreeStyle Libre2™ in Healthy Women
    Jin, Zhuoxiu
    Thackray, Alice E.
    King, James A.
    Deighton, Kevin
    Davies, Melanie J.
    Stensel, David J.
    SENSORS, 2023, 23 (17)
  • [23] The Benefits of Using Continuous Glucose Monitoring to Diagnose Type 1 Diabetes
    Ayers, Alessandra T.
    Ho, Cindy N.
    Wong, Jenise C.
    Kerr, David
    Mader, Julia K.
    Klonoff, David C.
    JOURNAL OF DIABETES SCIENCE AND TECHNOLOGY, 2024,
  • [24] Regarding "The Performance and Usability of a Factory-Calibrated Flash Glucose Monitoring System," by Bailey et al.
    Weiss, Ray F.
    DIABETES TECHNOLOGY & THERAPEUTICS, 2020, 22 (03) : 239 - 240
  • [25] Factory-Calibrated Continuous Glucose Monitoring: How and Why It Works, and the Dangers of Reuse Beyond Approved Duration of Wear
    Forlenza, Gregory P.
    Kushner, Taisa
    Messer, Laurel H.
    Wadwa, R. Paul
    Sankaranarayanan, Sriram
    DIABETES TECHNOLOGY & THERAPEUTICS, 2019, 21 (04) : 222 - 229
  • [26] Safety and Accuracy of Factory-Calibrated Continuous Glucose Monitoring in Pediatric Patients Undergoing Hematopoietic Stem Cell Transplantation
    Sopfe, Jenna
    Vigers, Tim
    Pyle, Laura
    Giller, Roger H.
    Forlenza, Gregory P.
    DIABETES TECHNOLOGY & THERAPEUTICS, 2020, 22 (10) : 727 - 733
  • [27] Factory-calibrated continuous glucose monitoring and capillary blood glucose monitoring in a case with insulinoma: usefulness and possible pitfall under chronic hyperinsulinemic hypoglycemia
    Suminaga, Keiichiro
    Murakami, Takaaki
    Yabe, Daisuke
    Sone, Masakatsu
    Sugawa, Taku
    Masui, Toshihiko
    Uza, Norimitsu
    Yoshizawa, Akihiko
    Ogura, Masahito
    Yasoda, Akihiro
    Inagaki, Nobuya
    ENDOCRINE JOURNAL, 2020, 67 (03) : 361 - 366
  • [28] Comment on "The Performance and Usability of a Factory-Calibrated Flash Glucose Monitoring System" by Bailey et al.
    Freckmann, Guido
    Pleus, Stefan
    Schlueter, Sandra
    Heinemann, Lutz
    DIABETES TECHNOLOGY & THERAPEUTICS, 2016, 18 (05) : 334 - 335
  • [29] Glucokinase-maturity onset diabetes mellitus in the young suggested by factory-calibrated glucose monitoring data: a case report
    Nomura, Nao
    Iizuka, Katsumi
    Goshima, Eiichi
    Hosomichi, Kazuyoshi
    Tajima, Atsushi
    Kubota, Sodai
    Liu, Yanyan
    Takao, Ken
    Kato, Takehiro
    Mizuno, Masami
    Hirota, Takuo
    Suwa, Tetsuya
    Horikawa, Yukio
    Yabe, Daisuke
    ENDOCRINE JOURNAL, 2022, 69 (04) : 473 - 477
  • [30] Response to the Comment on "The Performance and Usability of a Factory-Calibrated Flash Glucose Monitoring System" by Bailey et al.
    Bailey, Timothy S.
    Alva, Shridhara
    Bode, Bruce W.
    Christiansen, Mark P.
    Klaff, Leslie J.
    DIABETES TECHNOLOGY & THERAPEUTICS, 2016, 18 (05) : 336 - 337