Raman Spectroscopy Provides a Powerful Diagnostic Tool for Accurate Determination of Albumin Glycation

We present the first demonstration of glycated albumin detection and quantification using Raman spectroscopy without the addition of reagents. Glycated albumin is an important marker for monitoring the long-term glycemic history of diabetics, especially as its concentrations, in contrast to glycated hemoglobin levels, are unaffected by changes in erythrocyte life times. Clinically, glycated albumin concentrations show a strong correlation with the development of serious diabetes complications including nephropathy and retinopathy. In this article, we propose and evaluate the efficacy of Raman spectroscopy for determination of this important analyte. By utilizing the pre-concentration obtained through drop-coating deposition, we show that glycation of albumin leads to subtle, but consistent, changes in vibrational features, which with the help of multivariate classification techniques can be used to discriminate glycated albumin from the unglycated variant with 100% accuracy. Moreover, we demonstrate that the calibration model developed on the glycated albumin spectral dataset shows high predictive power, even at substantially lower concentrations than those typically encountered in clinical practice. In fact, the limit of detection for glycated albumin measurements is calculated to be approximately four times lower than its minimum physiological concentration. Importantly, in relation to the existing detection methods for glycated albumin, the proposed method is also completely reagent-free, requires barely any sample preparation and has the potential for simultaneous determination of glycated hemoglobin levels as well. Given these key advantages, we believe that the proposed approach can provide a uniquely powerful tool for quantification of glycation status of proteins in biopharmaceutical development as well as for glycemic marker determination in routine clinical diagnostics in the future.

[1]  Zoya I. Volynskaya,et al.  Raman spectroscopy: a real-time tool for identifying microcalcifications during stereotactic breast core needle biopsies , 2011, Biomedical optics express.

[2]  Marek Procházka,et al.  Drop‐coating deposition Raman spectroscopy of liposomes , 2011 .

[3]  Michael S. Feld,et al.  Combined confocal Raman and quantitative phase microscopy system for biomedical diagnosis , 2011, Biomedical optics express.

[4]  Michael S Feld,et al.  Wavelength selection-based nonlinear calibration for transcutaneous blood glucose sensing using Raman spectroscopy. , 2011, Journal of biomedical optics.

[5]  A. Tokmakoff,et al.  Anharmonic vibrational modes of nucleic acid bases revealed by 2D IR spectroscopy. , 2011, Journal of the American Chemical Society.

[6]  Royston Goodacre,et al.  Monitoring the glycosylation status of proteins using Raman spectroscopy. , 2011, Analytical chemistry.

[7]  R. Dasari,et al.  Investigation of the specificity of Raman spectroscopy in non-invasive blood glucose measurements , 2011, Analytical and bioanalytical chemistry.

[8]  E. Bourdon,et al.  The glycation of albumin: structural and functional impacts. , 2011, Biochimie.

[9]  Å. Lernmark,et al.  Guidelines and Recommendations for Laboratory Analysis in the Diagnosis and Management of Diabetes Mellitus , 2002, Diabetes Care.

[10]  Effect of photobleaching on calibration model development in biological Raman spectroscopy. , 2011, Journal of biomedical optics.

[11]  Adam Wax,et al.  Design and validation of an angle-resolved low-coherence interferometry fiber probe for in vivo clinical measurements of depth-resolved nuclear morphology. , 2011, Journal of biomedical optics.

[12]  Michael S Feld,et al.  Development of robust calibration models using support vector machines for spectroscopic monitoring of blood glucose. , 2010, Analytical chemistry.

[13]  Vladislav V Yakovlev,et al.  Structural changes of human serum albumin in response to a low concentration of heavy ions , 2010, Journal of biophotonics.

[14]  R. Dasari,et al.  Accurate spectroscopic calibration for noninvasive glucose monitoring by modeling the physiological glucose dynamics. , 2010, Analytical chemistry.

[15]  M. Leone,et al.  Thermal aggregation of glycated bovine serum albumin. , 2010, Biochimica et biophysica acta.

[16]  B. Freedman,et al.  COMPARISON OF GLYCATED ALBUMIN AND HEMOGLOBIN A1c CONCENTRATIONS IN DIABETIC SUBJECTS ON PERITONEAL AND HEMODIALYSIS , 2010, Peritoneal Dialysis International.

[17]  S. U M M A R Y O F R E V I S I O N S Summary of Revisions for the 2010 Clinical Practice Recommendations , 2010, Diabetes Care.

[18]  Vladislav V Yakovlev,et al.  Detection of picomolar concentrations of lead in water using albumin-based fluorescence sensor. , 2009, Applied physics letters.

[19]  Farhang Raaii,et al.  Raman spectroscopy of synovial fluid as a tool for diagnosing osteoarthritis. , 2009, Journal of biomedical optics.

[20]  H. Saito,et al.  Effects of thyroid hormone on serum glycated albumin levels: study on non-diabetic subjects. , 2009, Diabetes research and clinical practice.

[21]  C. Lindsell,et al.  Red cell life span heterogeneity in hematologically normal people is sufficient to alter HbA1c. , 2008, Blood.

[22]  M. Inaba,et al.  Significant correlation of glycated albumin, but not glycated haemoglobin, with arterial stiffening in haemodialysis patients with type 2 diabetes , 2008, Clinical endocrinology.

[23]  M. Koga,et al.  CLD (chronic liver diseases)-HbA1C as a suitable indicator for estimation of mean plasma glucose in patients with chronic liver diseases. , 2008, Diabetes research and clinical practice.

[24]  David B Sacks,et al.  A new look at screening and diagnosing diabetes mellitus. , 2008, The Journal of clinical endocrinology and metabolism.

[25]  H. Kaneto,et al.  Glycated albumin is a better indicator for glucose excursion than glycated hemoglobin in type 1 and type 2 diabetes. , 2008, Endocrine journal.

[26]  B. Freedman,et al.  Comparison of glycated albumin and hemoglobin A(1c) levels in diabetic subjects on hemodialysis. , 2008, Kidney international.

[27]  G. Horowitz,et al.  Misleading glycated hemoglobin results in a patient with hemoglobin SC disease. , 2007, Clinical chemistry.

[28]  T. Harada,et al.  Glycated Albumin Induces Activation of Activator Protein-1 in Retinal Glial Cells , 2007, Japanese Journal of Ophthalmology.

[29]  N. Stone,et al.  Drop coating deposition Raman spectroscopy of protein mixtures. , 2007, The Analyst.

[30]  M. Inaba,et al.  Glycated albumin is a better glycemic indicator than glycated hemoglobin values in hemodialysis patients with diabetes: effect of anemia and erythropoietin injection. , 2007, Journal of the American Society of Nephrology : JASN.

[31]  R. Ali,et al.  Biochemical, biophysical, and thermodynamic analysis of in vitro glycated human serum albumin , 2007, Biochemistry (Moscow).

[32]  M. Strano,et al.  Reversible control of carbon nanotube aggregation for a glucose affinity sensor. , 2006, Angewandte Chemie.

[33]  Vladimír Baumruk,et al.  Structure of the ring in drop coating deposited proteins and its implication for Raman spectroscopy of biomolecules , 2006 .

[34]  E. Bourdon,et al.  Effects of oxidative modifications induced by the glycation of bovine serum albumin on its structure and on cultured adipose cells. , 2006, Biochimie.

[35]  Pavel Matousek,et al.  Noninvasive Raman Spectroscopy of Human Tissue in vivo , 2006, Applied spectroscopy.

[36]  Dor Ben-Amotz,et al.  Validation of the drop coating deposition Raman method for protein analysis. , 2006, Analytical biochemistry.

[37]  Martha B. Adams,et al.  Glycemic Monitoring in Diabetics with Sickle Cell Plus β-Thalassemia Hemoglobinopathy , 2005, The Annals of pharmacotherapy.

[38]  R. Dasari,et al.  Diagnosing breast cancer by using Raman spectroscopy. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[39]  N Stone,et al.  The use of Raman spectroscopy to differentiate between different prostatic adenocarcinoma cell lines , 2005, British Journal of Cancer.

[40]  Joseph Chaiken,et al.  Effect of hemoglobin concentration variation on the accuracy and precision of glucose analysis using tissue modulated, noninvasive, in vivo Raman spectroscopy of human blood: a small clinical study. , 2005, Journal of biomedical optics.

[41]  David E. Booth,et al.  Chemometrics: Data Analysis for the Laboratory and Chemical Plant , 2004, Technometrics.

[42]  K. Vajdová,et al.  The pyridoindole antioxidant stobadine inhibited glycation-induced absorbance and fluorescence changes in albumin , 1996, Acta Diabetologica.

[43]  P. Néve,et al.  Thiobarbiturate and fructosamine assays: significance and interest of the borohydride blank , 1994, Acta Diabetologica.

[44]  A. Mahadevan-Jansen,et al.  Automated Method for Subtraction of Fluorescence from Biological Raman Spectra , 2003, Applied spectroscopy.

[45]  P. D. de Groot,et al.  Glycation Induces Formation of Amyloid Cross-β Structure in Albumin* , 2003, Journal of Biological Chemistry.

[46]  Dor Ben-Amotz,et al.  Raman detection of proteomic analytes. , 2003, Analytical chemistry.

[47]  R. V. Van Duyne,et al.  Toward a glucose biosensor based on surface-enhanced Raman scattering. , 2003, Journal of the American Chemical Society.

[48]  P. D. de Groot,et al.  Glycation induces formation of amyloid cross-beta structure in albumin. , 2003, Journal of Biological Chemistry.

[49]  R. He,et al.  A convenient assay of glycoserum by nitroblue tetrazolium with iodoacetamide. , 2002, Clinica chimica acta; international journal of clinical chemistry.

[50]  W. Cefalu,et al.  Long-term glycemic control measurements in diabetic patients receiving hemodialysis. , 2002, American journal of kidney diseases : the official journal of the National Kidney Foundation.

[51]  J. Lakowicz Topics in fluorescence spectroscopy , 2002 .

[52]  Max L. Warshauer,et al.  Lecture Notes in Mathematics , 2001 .

[53]  A. Gugliucci Glycation as the glucose link to diabetic complications , 2000, The Journal of the American Osteopathic Association.

[54]  L. Currie International Recommendations Offered on Analytical Detection and Quantification Concepts and Nomenclature: Preamble, in Validation of Analytical Methods , 1999 .

[55]  L. A. Currie,et al.  International recommendations offered on analytical detection and quantification concepts and nomenclature1“Contribution of the National Institute of Standards and Technology; not subject to copyright”.1 , 1999 .

[56]  G. Coté,et al.  The use of polarized laser light through the eye for noninvasive glucose monitoring. , 1999, Diabetes technology & therapeutics.

[57]  J. Chan,et al.  Combined Use of a Fasting Plasma Glucose Concentration and HbA1c or Fructosamine Predicts the Likelihood of Having Diabetes in High-Risk Subjects , 1998, Diabetes Care.

[58]  B. Ettinger,et al.  Comparison of serum fructosamine vs glycohemoglobin as measures of glycemic control in a large diabetic population , 1998, Acta Diabetologica.

[59]  M A Arnold,et al.  Phantom glucose calibration models from simulated noninvasive human near-infrared spectra. , 1998, Analytical chemistry.

[60]  T. Dupont,et al.  Capillary flow as the cause of ring stains from dried liquid drops , 1997, Nature.

[61]  R. He,et al.  Effect of thiols on fructosamine assay , 1997, Biochemistry and molecular biology international.

[62]  H. Makino,et al.  What is the best index of glycemic control in patients with diabetes mellitus on hemodialysis? , 1996, Nihon Jinzo Gakkai shi.

[63]  Edward R. Ashwood,et al.  Tietz Fundamentals of Clinical Chemistry , 1996 .

[64]  Kuniaki Nagayama,et al.  Stripe patterns formed on a glass surface during droplet evaporation , 1995 .

[65]  S. Genuth,et al.  The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. , 1993, The New England journal of medicine.

[66]  Adam Heller,et al.  Electrical Connection of Enzyme Redox Centers to Electrodes , 1992 .

[67]  D. Anderson,et al.  Determination of the lower limit of detection. , 1989, Clinical chemistry.

[68]  Y. Ohe,et al.  Radioimmunoassay of glycosylated albumin with monoclonal antibody to glucitol-lysine. , 1987, Clinica chimica acta; international journal of clinical chemistry.

[69]  R. Flückiger,et al.  Nonenzymatic glycosylation of albumin in vivo. Identification of multiple glycosylated sites. , 1986, The Journal of biological chemistry.

[70]  J. Davidson Clinical diabetes mellitus : a problem oriented approach , 1986 .

[71]  S. Tsuchiya,et al.  New fluorescence of nonenzymatically glucosylated human serum albumin , 1984, FEBS letters.

[72]  H. Bunn,et al.  Nonenzymatic glycosylation of human serum albumin alters its conformation and function. , 1984, The Journal of biological chemistry.

[73]  R. Garlick,et al.  The principal site of nonenzymatic glycosylation of human serum albumin in vivo. , 1983, The Journal of biological chemistry.

[74]  Anthony T. Tu,et al.  Raman spectroscopy in biology: Principles and applications , 1982 .

[75]  J. Baynes,et al.  Enhanced nonenzymatic glucosylation of human serum albumin in diabetes mellitus. , 1979, Proceedings of the National Academy of Sciences of the United States of America.

[76]  M. Pézolet,et al.  Laser Raman investigation of the conformation of human immunoglobulin G. , 1976, Biochimica et biophysica acta.

[77]  R. Jones,et al.  Red cell age-related changes of hemoglobins AIa+b and AIc in normal and diabetic subjects. , 1976, The Journal of clinical investigation.

[78]  R. Lord,et al.  Laser-excited Raman spectroscopy of biomolecules. VIII. Conformational study of bovine serum albumin. , 1976, Journal of the American Chemical Society.

[79]  J. Koenig,et al.  Raman studies of bovine serum albumin , 1976, Biopolymers.

[80]  V. Miskowski,et al.  RESONANCE RAMAN SCATTERING FROM IRON(III)- AND COPPER(II)-TRANSFERRIN AND AN IRON(III) MODEL COMPOUND. A SPECTROSCOPIC INTERPRETATION OF THE TRANSFERRIN BINDING SITE , 1975 .

[81]  V. Miskowski,et al.  Resonance Raman scattering from iron(3)- and copper(II)-transferrin and an iron(3) model compound. A spectroscopic interpretation of the transferrin binding site. , 1974, Journal of the American Chemical Society.

[82]  N. Yu,et al.  Laser-excited Raman spectroscopy of biomolecules: II. Native ribonuclease and α-chymotrypsin☆☆☆ , 1970 .