Use of partial least squares regression analysis to predict physiological glucose concentrations in vitro

Sabbir Liakat; Kevin A. Bors; Tzu Yung Huang; Anna P M Michel; Eric Zanghi; Claire F. Gmachl

Use of partial least squares regression analysis to predict physiological glucose concentrations in vitro

Sabbir Liakat
, Kevin A. Bors
, Tzu Yung Huang
, Anna P M Michel
, Eric Zanghi
, Claire F. Gmachl

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Partial least squares regression is used to predict glucose concentrations in vitro throughout the physiological range using mid-infrared transmission spectra of glucose in water or serum. Concentrations as low as 30 mg/dL are predicted to clinical accuracy.

Original language	English (US)
Title of host publication	Fourier Transform Spectroscopy, FTS 2013
State	Published - Dec 1 2013
Event	Fourier Transform Spectroscopy, FTS 2013 - Arlington, VA, United States Duration: Jun 23 2013 → Jun 24 2013

Publication series

Name	Optics InfoBase Conference Papers
ISSN (Electronic)	2162-2701

Other

Other	Fourier Transform Spectroscopy, FTS 2013
Country/Territory	United States
City	Arlington, VA
Period	6/23/13 → 6/24/13

All Science Journal Classification (ASJC) codes

Instrumentation
Atomic and Molecular Physics, and Optics

Cite this

@inproceedings{0c88a4ce46a141c59335aa19c9ed4db5,

title = "Use of partial least squares regression analysis to predict physiological glucose concentrations in vitro",

abstract = "Partial least squares regression is used to predict glucose concentrations in vitro throughout the physiological range using mid-infrared transmission spectra of glucose in water or serum. Concentrations as low as 30 mg/dL are predicted to clinical accuracy.",

author = "Sabbir Liakat and Bors, \{Kevin A.\} and Huang, \{Tzu Yung\} and Michel, \{Anna P M\} and Eric Zanghi and Gmachl, \{Claire F.\}",

year = "2013",

month = dec,

day = "1",

language = "English (US)",

isbn = "9781557529756",

series = "Optics InfoBase Conference Papers",

booktitle = "Fourier Transform Spectroscopy, FTS 2013",

note = "Fourier Transform Spectroscopy, FTS 2013 ; Conference date: 23-06-2013 Through 24-06-2013",

}

TY - GEN

T1 - Use of partial least squares regression analysis to predict physiological glucose concentrations in vitro

AU - Liakat, Sabbir

AU - Bors, Kevin A.

AU - Huang, Tzu Yung

AU - Michel, Anna P M

AU - Zanghi, Eric

AU - Gmachl, Claire F.

PY - 2013/12/1

Y1 - 2013/12/1

N2 - Partial least squares regression is used to predict glucose concentrations in vitro throughout the physiological range using mid-infrared transmission spectra of glucose in water or serum. Concentrations as low as 30 mg/dL are predicted to clinical accuracy.

AB - Partial least squares regression is used to predict glucose concentrations in vitro throughout the physiological range using mid-infrared transmission spectra of glucose in water or serum. Concentrations as low as 30 mg/dL are predicted to clinical accuracy.

UR - https://www.scopus.com/pages/publications/85086618255

UR - https://www.scopus.com/pages/publications/85086618255#tab=citedBy

M3 - Conference contribution

SN - 9781557529756

T3 - Optics InfoBase Conference Papers

BT - Fourier Transform Spectroscopy, FTS 2013

T2 - Fourier Transform Spectroscopy, FTS 2013

Y2 - 23 June 2013 through 24 June 2013

ER -

Use of partial least squares regression analysis to predict physiological glucose concentrations in vitro

Abstract

Publication series

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All Science Journal Classification (ASJC) codes

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