Data processing for noninvasive continuous glucose monitoring with a multisensor device

Journal of Diabetes Science and Technology

Volumn 5, Issue 3, 2011, Pages 694-702

  Mueller, Martin ^a   Talary, Mark S ^a   Falco, Lisa ^a   De Feo, Oscar ^a   Stahel, Werner A ^b   Caduff, Andreas ^a  

^a Solianis Monitoring AG   (Switzerland)

^b ETH ZURICH   (Switzerland)

Author keywords

Basis functions; Dielectric characterization; Functional data analysis; Multiple regression; Personal calibration; Variable selection

Indexed keywords

GLUCOSE;

ADULT; ARTICLE; BLOOD GLUCOSE MONITORING; CLINICAL ARTICLE; DATA PROCESSING; ELECTROCHEMICAL IMPEDANCE SPECTROSCOPY; EXPERIMENTAL STUDY; FEMALE; GLUCOSE SENSOR; HUMAN; MALE; EQUIPMENT DESIGN; GLUCOSE BLOOD LEVEL; IMPEDANCE; MATERIALS TESTING; METABOLISM; METHODOLOGY; MIDDLE AGED; MONTE CARLO METHOD; PERFUSION; PREDICTIVE VALUE; PRINCIPAL COMPONENT ANALYSIS; REGRESSION ANALYSIS; SKIN; STATISTICAL MODEL; TIME;

ADULT; BLOOD GLUCOSE; BLOOD GLUCOSE SELF-MONITORING; DIELECTRIC SPECTROSCOPY; ELECTRIC IMPEDANCE; EQUIPMENT DESIGN; FEMALE; HUMANS; LEAST-SQUARES ANALYSIS; LINEAR MODELS; MALE; MATERIALS TESTING; MIDDLE AGED; MONTE CARLO METHOD; PERFUSION; PREDICTIVE VALUE OF TESTS; PRINCIPAL COMPONENT ANALYSIS; SKIN; TIME FACTORS;

EID: 84858754793     PISSN: None     EISSN: 19322968     Source Type: Journal    
DOI: 10.1177/193229681100500324     Document Type: Article

References (19)

1. Arnold MA, Small GW. Noninvasive glucose sensing. Anal Chem. 2005;77(17):5429-39. (Pubitemid 41266033)
2. Larin KV, Eledrisi MS, Motamedi M, Esenaliev RO. Noninvasive blood glucose monitoring with optical coherence tomography: a pilot study in human subjects. Diabetes Care. 2002;25(12):2263-7. (Pubitemid 41071038)
3. Pfützner A, Caduff A, Larbig M, Schrepfer T, Forst T. Impact of posture and fixation technique on impedance spectroscopy used for continuous and noninvasive glucose monitoring. Diabetes Technol Ther. 2004;6(4):435-41. (Pubitemid 39121366)
4. Forst T, Caduff A, Talary M, Weder M, Brändle M, Kann P, Flacke F, Friedrich C, Pfützner A. Impact of environmental temperature on skin thickness and microvascular blood flow in subjects with and without diabetes. Diabetes Technol Ther. 2006;8(1):94-101.
5. Caduff A, Talary MS, Zakharov P. Cutaneous blood perfusion as a perturbing factor for noninvasive glucose monitoring. Diabetes Technol Ther. 2010;12(1):1-9.
6. Caduff A, Dewarrat F, Talary M, Stalder G, Heinemann L, Feldman Y. Non-invasive glucose monitoring in patients with diabetes: a novel system based on impedance spectroscopy. Biosens Bioelectron. 2006;22(5):598-604. (Pubitemid 44635187)
7. Caduff A, Donath M, Talary M, Haug S, Huber D, Stahel W, Dewarrat F, Jonasson LS, Krebs H-J, Klisic J. Multisensor concept for non-invasive physiological monitoring. Instrumentation and Measurement Technology Conference Proceedings; 2007 May 1-3; Warsaw, Poland. IEEE; 2007. p. 1-4.
8. Caduff A, Hirt E, Feldman Y, Ali Z, Heinemann L. First human experiments with a novel non-invasive, non-optical continuous glucose monitoring system. Biosens Bioelectron. 2003;19(3):209-17. (Pubitemid 37377967)
9. Talary MS, Dewarrat F, Huber D, Caduff A. In vivo life sign application of dielectric spectroscopy and non-invasive glucose monitoring. JNCS. 2007;353(47-51):4515-7.
10. Caduff A, Mueller M, Megej A, Dewarrat F, Suri R, Klisic J, et al. Characteristics of a Multisensor System for non invasive glucose monitoring with external validation and prospective evaluation. Biosens Bioelectron. In press 2011.
11. Foster KR, Schwan HP. Dielectric properties of tissues and biological materials: a critical review. Crit Rev Biomed Eng. 1989;17(1):25-104.
12. Ramsay JO, Silverman BW. Functional data analysis. New York: Springer; 2005.
13. Jolliffe IT. Principal component analysis. New York: Springer; 2002.
14. Hastie T, Tibshirani R, Friedman JH. The elements of statistical learning: data mining, inference, and prediction. Berlin: Springer; 2001.
15. Metropolis N, Ulam S. The Monte Carlo method. J Am Stat Assoc. 1949;44(247):335-41.
16. Gioia F, Celleno L. The dynamics of transepidermal water loss (TEWL) from hydrated skin. Skin Res Technol. 2002;8(3):178-86.
17. Friebe K, Effendy I, Löffler H. Effects of skin occlusion in patch testing with sodium lauryl sulphate. Br J Dermatol. 2003;148(1):65-9. (Pubitemid 36114863)
18. Caduff A, Talary MS, Mueller M, Dewarrat F, Klisic J, Donath M, Heinemann L, Stahel WA. Non-invasive glucose monitoring in patients with type 1 diabetes: a Multisensor system combining sensors for dielectric and optical characterisation of skin. Biosens Bioelectron. 2009;24(9):2778-84.
19. Zakharov P, Talary MS, Kolm I, Caduff A. Full-field optical coherence tomography for the rapid estimation of epidermal thickness: study of patients with diabetes mellitus type 1. Physiol Meas. 2010;31(2):193-205.