Abstract
Background:
Glycated albumin is cleared by the Food and Drug Administration (FDA) for clinical use in diabetes care. To understand its performance in the general US population, we conducted measurements in >19 000 samples from the National Health and Nutrition Examination Survey (NHANES). Of these samples, 5.7% had previously undergone at least 2 freeze–thaw cycles and were considered “non-pristine.”
Methods:
We measured glycated albumin and albumin using the Lucica GA-L (Asahi Kasei) assay in stored serum samples from NHANES 1999–2004. Serum albumin (Roche/Beckman) was previously measured. We examined the correlations of percent glycated albumin with hemoglobin A1C (HbA1c)and fasting glucose in the pristine and non-pristine samples. We also measured cystatin C (Siemens) and compared these to cystatin C (Dade Behring) previously obtained in a subsample.
Results:
Glycated albumin (%) was significantly lower in pristine vs non-pristine samples (13.8% vs 23.4%, P < 0.0001). The results from the Asahi Kasei albumin assay (g/dL) were highly correlated with albumin originally measured in NHANES (Pearson’s correlation coefficient, r = 0.76) but values were systematically higher (+0.25 g/dL, P < 0.0001). Cystatin C (Siemens) was similar to previous cystatin C measurements (r = 0.98) and did not differ by pristine status (P = 0.119). Glycated albumin (%) was highly correlated with HbA1c and fasting glucose in pristine samples (r = 0.78 and r = 0.71, respectively) but not in non-pristine samples (r = 0.11 and r = 0.12, respectively).
Conclusions:
The performance of the glycated albumin assay in the pristine samples was excellent. Performance in non-pristine samples was highly problematic. Analyses of glycated albumin in NHANES 1999–2004 should be limited to pristine samples only. These results have major implications for the use of these public data.
INTRODUCTION
Glycated albumin is a short-term (2 to 4 week) marker of glycemia and is a potential alternative to hemoglobin A1C (HbA1c). Glycated albumin was recently cleared by the FDA for clinical use in the US. To rigorously characterize the epidemiology of this emerging biomarker in the general US population, we measured glycated albumin (albumin) using a state-of-the-art method (Lucica GA-L assay, Asahi Kasei Pharma Corp) in 23,095 stored samples from the National Health and Nutrition Examination Survey (NHANES) 1999–2004. We also measured cystatin C (Siemens) in these samples. Samples were obtained from 2 repositories: the CDC Biorepository and SriSai (1, 2). The majority of samples (87.3%) were obtained from the CDC Biorepository and were pristine (i.e., had never undergone a freeze–thaw cycle); the remaining samples were obtained from the SriSai repository and were non-pristine (i.e., had undergone at least 2 freeze–thaw cycles). We measured glycated albumin and cystatin C as a part of a surplus sera project funded by the Biomarkers Consortium of the Foundation for the National Institutes of Health. All data are publicly available (2).
Our objective was to compare the glycated albumin results obtained in the pristine vs non-pristine samples. We conducted direct comparisons of serum albumin measured using the Lucica GA-L method to existing serum albumin data available from NHANES 1999–2004 (Roche Diagnostics/Beckman Coulter). We also compared glycated albumin HbA1c and fasting glucose, which have established correlations with glycated albumin (3). To determine if the pristine vs non-pristine status influenced other biomarkers, we compared our measurements of cystatin C (Siemens) to cystatin C (Dade Behring) previously conducted in a subsample of NHANES 1999–2002 (4). Our goal was to provide recommendations for the use of the glycated albumin data in the pristine and non-pristine samples to investigators interested in using these publicly available data from our NHANES 1999–2004 stored sera study.
MATERIALS AND METHODS
Study Population
The NHANES is a large, cross-sectional survey of the civilian non-institutionalized population in the US (5). Our study population included persons who participated in NHANES 1999–2004 (3 survey cycles; see online Supplemental Methods).
Storage of Samples
We obtained surplus serum samples from the CDC Biorepository (Lawrenceville, GA) and SriSai (Frederick, MD) repositories. The CDC Biorepository (formerly, CDC and the Agency for Toxic Substances and Disease Registry Specimen Packaging, Inventory and Repository (CASPIR)) is a long-term repository for NHANES specimens; these “pristine” samples were stored immediately after collection at −80 °C or below in vapor-phase liquid nitrogen and had never undergone a freeze–thaw cycle (1). Samples from the SriSai laboratory had been stored at −80 °C and had undergone at least 2 freeze–thaw cycles (i.e., non-pristine) prior to being shipped to our laboratory.
Assay Methods
Laboratory testing was completed between 2018 and 2020 at the University of Maryland School of Medicine. Glycated albumin (albumin) was measured in serum using a complex method by Asahi Kasei Pharma (Lucica-GA-L) adapted to the Siemens Dimension Vista 1500 (Siemens Healthcare Diagnostics). The assay requires separate measurements of total albumin (bromocresol purple) and glycated albumin (enzymatic method utilizing ketoamine oxidase and an albumin-specific protease). The glycated albumin result is expressed as a percentage of total albumin: {[(glycated albumin concentration in g/dL)/(serum albumin concentration in g/dL)/1.14] × 100} + 2.9 (6). The CVs for albumin were 2.92% (low, 4.27 to 5.21 g/dL) and 5.12% (high, 4.25 to 5.19 g/dL); the CVs for glycated albumin were 4.93% (low, 0.56 to 0.758 g/dL) and 8.48% (high, 1.59 to 1.944 g/dL). We measured cystatin C using an immunoassay (Siemens Healthcare Diagnostics) on the Siemens Dimension Vista 1500. The lower and upper limits of detection were 0.23 mg/L and 8.00 mg/L, respectively. The CVs for cystatin C were 3.54% (low, 0.77 to 1.15 mg/L) and 4.36% (high, 1.61 to 2.41 mg/L).
Serum albumin, plasma glucose, and HbA1c were measured as part of the original NHANES 1999–2004 protocols (7–9). Albumin was measured with a bromocresol purple method using the Hitachi 917 analyzer (Roche Diagnostics) in 1999–2002 and the Beckman Synchron LX20 (Beckman Coulter) in 2003–2004. Plasma glucose was measured in the subsample of morning fasting participants by a hexokinase enzymatic method using a Cobas Mira Chemistry System (Roche Diagnostic Systems). HbA1c was measured using the Primus Automated HPLC system [models CLC330 (Primus I) or CLC385 (Primus IV)]. Cystatin C was measured in 2006 as part of a prior stored sera study in a subsample of NHANES 1999–2002 participants (4) using the Dade Behring N Latex Cystatin C assay (10).
The protocols for conduct of NHANES were approved by the National Center for Health Statistics (NCHS) ethics review board and informed consent was obtained from all participants (11). Our stored sera study was approved by the ethics review board of the NCHS.
Statistical Analyses
We compared serum albumin results in the pristine and non-pristine surplus samples (Asahi Kasei Lucica-GA-L assay) to serum albumin in the original NHANES (Roche/Beckman) using sunflower plots (a type of scatterplot that is useful for illustrating data density), Bland-Altman plots, and linear regression models. We also generated scatterplots and Pearson’s correlations for glycated albumin with HbA1c and fasting plasma glucose, by pristine status. We conducted similar analyses in the subsample with cystatin C measurements.
RESULTS
Of the 19 067 participants in included in our study [mean (SD) age: 38.6 (22.4) years; 51% female], 94.3% of samples were received from the CDC Biorepository (pristine samples); only 5.7% of samples were non-pristine (SriSai repository; see online Supplemental Table 1).
Glycated albumin (g/dL and %) was substantially higher and more variable in non-pristine samples (Table 1). Albumin (g/dL) was modestly higher using the Asahi Kasei method vs the original albumin assay (Roche/Beckman) in the pristine samples but the two methods were highly correlated in both the pristine and non-pristine samples (Table 1; Supplemental Fig. 1).
Table 1.
Summary statistics of serum samples by pristine status, NHANES 1999–2004 (n = 19 067).a
| Pristine | Non-pristine | |
|---|---|---|
| Albumin and glycated albumin | n = 17 978 (94.3%) | n = 1089 (5.7%) |
| Asahi Kasei assay: serum albumin, g/dL | 4.6 (0.52) | 4.4 (0.58) |
| Roche/Beckman assay: serum albumin, g/dL | 4.3 (0.38) | 4.4 (0.40) |
| Difference (SD) | 0.263b (0.329) | 0.023 (0.424) |
| Pearson correlation (r) | 0.77 | 0.68 |
| Asahi Kasei assay: glycated albumin, g/dL | 0.56 (0.15) | 1.01 (0.66) |
| Asahi Kasei assay: percent glycated albumin, % | 13.8 (3.1) | 23.4 (14.8) |
| Cystatin C | n = 5187 (95.4%) | n = 251 (4.6%) |
| Siemens assay: Cystatin C, mg/L | 0.89 (0.45) | 0.85 (0.55) |
| Dade Behring: Cystatin Cc, mg/L | 0.97 (0.56) | 0.87 (0.59) |
| Difference (SD) | −0.077b (0.145) | −0.021b (0.081) |
| Pearson correlation (r) | 0.98 | 0.99 |
Mean (SD) unless otherwise indicated.
P < 0.05.
Calibrated: IFCC standard cystatin C = 1.12 × [(NHANES 1999–2002 reported cystatin C) − 0.12].
There were 31 potential outliers (0.16% of pristine samples and 0.18% of non-pristine samples) where the difference between albumin measurements were >3 SDs below the mean. Cystatin C in the surplus serum samples (Siemens Vista) compared to the earlier cystatin C measurements (Dade Behring) were similar in pristine (Pearson’s correlation coefficient, r = 0.98) and non-pristine (r = 0.99) samples.
Percent glycated albumin was highly correlated with HbA1c (r = 0.78) and fasting plasma glucose (r = 0.71) in the pristine samples but not in the non-pristine samples (r < 0.13) (Fig. 1).
Fig. 1.
Sunflower plots of glycated albumin vs HbA1c and fasting plasma glucose in pristine and non-pristine samples. (A), Sunflower plot comparing glycated albumin (%) and HbA1c (%) in pristine samples; (B), sunflower plot comparing glycated albumin (%) and HbA1c (%) in non-pristine samples; (C), sunflower plot comparing glycated albumin (%) and fasting plasma glucose (mg/dL) in pristine samples; (D), sunflower plot comparing glycated albumin (%) and fasting plasma glucose (mg/dL) in non-pristine samples.
DISCUSSION AND CONCLUSION
Using the Asahi Kasei assay, glycated albumin measured in non-pristine stored samples that had undergone multiple freeze–thaw cycles was unexpectedly and substantially higher than in pristine samples. Serum albumin measured as part of the Asahi Kasei assay was slightly higher than the original serum albumin (Roche/Beckman) measurements in the pristine samples but highly correlated. The weak correlation between glycated albumin (%) and HbA1c and fasting plasma glucose in the non-pristine samples strongly suggests a lack of validity of glycated albumin results in non-pristine samples. Cystatin C in the pristine and non-pristine samples were similar to prior measurements conducted in 2006.
Our results demonstrated that measurements of glycated albumin from the non-pristine NHANES 1999–2004 stored samples are not valid and should not be used in epidemiologic analyses of these data. We recommend limiting analyses of NHANES 1999–2004 glycated albumin to measurements obtained in the pristine samples. The reasonable stability of albumin and cystatin C in the pristine and non-pristine samples indicates that this issue was biomarker-specific.
Prior studies have found glycated albumin in serum to be stable under common laboratory conditions (12, 13). Sample stability studies conducted by the manufacturer demonstrated that glycated albumin measured in serum was stable for eight days at 2 to 8 °C and for at least 6 freeze–thaw cycles when stored at −80 °C (14). Prior studies have demonstrated the validity and reliability of glycated albumin measured in serum samples stored for up to 23 years (12). The poor performance of the glycated albumin measurements in the NHANES non-pristine samples is presumably due to unknown issues related to sampling handling, storage, and/or temperature. Samples not stored at the proper deep freeze temperature (i.e., −80 °C) will undergo glycation of albumin at temperatures above the freezing point of −30 °C (15). While the sample would appear frozen at −20 °C, for example, it would likely have nonfreezing water on the surface, allowing the glycation reaction to proceed and resulting in an increase in the concentration of glycated albumin. Since glycated albumin results from a nonenzymatic chemical reaction rather than a measurement of protein alone (i.e., serum albumin), the assay may be more sensitive to storage conditions and sample handling as compared to other laboratory tests such as cystatin C. Investigators measuring glycated albumin in stored samples should be aware of potential issues following multiple freeze–thaw cycles.
In summary, we found that the performance of the glycated albumin assay in the NHANES non-pristine samples was problematic. Results in pristine samples appeared highly valid, with robust correlations with HbA1c and fasting glucose. Analyses of glycated albumin in NHANES 1999–2004 should be limited to pristine samples only. These results have major implications for the use of this large, publicly available dataset.
Supplementary Material
IMPACT STATEMENT.
Glycated albumin is of growing interest as a biomarker of diabetes control and was cleared for clinical use by the FDA in 2020. We measured glycated albumin in stored serum samples from the nationally representative NHANES. Most samples were pristine (had never undergone a freeze–thaw cycle), but some were non-pristine. We demonstrated that the performance of glycated albumin was excellent in pristine samples but problematic in non-pristine samples. Our results have major implications for the use of glycated albumin data in NHANES, a publicly available data set. Analyses of glycated albumin in NHANES 1999–2004 should be limited to pristine samples only.
Acknowledgments
Research Funding: This research was supported by a grant from the Biomarkers Consortium of the Foundation for the National Institutes of Health (FNIH) to E. Selvin. E. Selvin was also supported by National Institutes of Health (NIH)/National Heart, Lung, and Blood Institute (NHLBI) grant K24 HL152440; M.R. Rooney was supported by NIH/NHLBI grant T32 HL007024; O. Tang was supported by NIH/National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) grant F30DK120160; J. Coresh was supported by the NIH/National Kidney Foundation (NKF); R.H. Christenson has funded contracts with Roche Diagnostics, Siemens Healthineers, Becton Dickinson, Quidel Medical, Abbott Diagnostics, Beckman Coulter, and Spingotech. R.H. Christenson receives payment from Quidel Medical, Roche Diagnostics, Siemens Healthineers, Becton Dickinson, Beckman Coulter, and Spingotech; University of Maryland School of Medicine receives payments on R.H. Christenson’s behalf from Babson Medical and the American Association for Clinical Chemistry (AACC); N. Daya, T32 training grant. Reagents for the glycated albumin assay were donated by the Asahi Kasei Pharma Corporation. Reagents for the cystatin C assay were donated by the Siemens Diagnostics Corporation.
Expert Testimony: None declared.
Patents: None declared.
Other Remuneration: R.H. Christenson, support for attending meetings and/or travel from AACC.
Role of Sponsor: The funding organizations played no role in the design of study, choice of enrolled patients, review and interpretation of data, preparation of manuscript, or final approval of manuscript.
Footnotes
Authors’ Disclosures or Potential Conflicts of Interest: Upon manuscript submission, all authors completed the author disclosure form. Disclosures and/or potential conflicts of interest:
Employment or Leadership: R.H. Christenson, The Journal of Applied Laboratory Medicine, AACC, and Accreditation Management Board of the American College of Cardiology.
Consultant or Advisory Role: J. Coresh, Scientific Advisory Board for Healthy.io; R.H. Christenson, Quidel Medical, Roche Diagnostics, Siemens Healthineers, Becton Dickinson, Beckman Coulter, and Spingotech.
Stock Ownership: J. Coresh, Healthy.io.
Honoraria: E. Selvin receives payments from Wolters Kluwer for chapters and laboratory monographs in UpToDate on measurements of glycemic control and screening tests for type 2 diabetes; R.H. Christenson, Babson Medical.
SUPPLEMENTAL MATERIAL
Supplemental material is available at The Journal of Applied Laboratory Medicine online.
REFERENCES
- 1.McQuillan GM, McLean JE, Chiappa M, et al. National Health and Nutrition Examination Survey Biospecimen Program: NHANES III (1988–1994) and NHANES 1999–2014. Vital Health Stat 2015;2:1–14. [PubMed] [Google Scholar]
- 2.National Center for Health Statistics. National Health and Nutrition Examination Survey, 1999–2004 Data Documentation, Codebook, and Frequencies: Glycated albumin, Beta-2 Microglobulin, Cystatin C (SSCARD_A). https://wwwn.cdc.gov/Nchs/Nhanes/1999-2000/SSCARD_A.htm (Accessed May 2021). [Google Scholar]
- 3.Parrinello CM, Selvin E. Beyond HbA1c and glucose: the role of nontraditional glycemic markers in diabetes diagnosis, prognosis, and management. Curr Diab Rep 2014;14:548. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.National Center for Health Statistics. National Health and Nutrition Examination Survey, 1999–2000 Data Documentation, Codebook, and Frequencies: Cystatin C Serum (Surplus) (SSCYST_A).https://wwwn.cdc.gov/Nchs/Nhanes/1999-2000/SSCYST_A.htm (Accessed May 2021). [Google Scholar]
- 5.Johnson CL, Paulose-Ram R, Ogden CL, et al. National health and nutrition examination survey: analytic guidelines. Vital Health Stat 1999–2010;2:1–24. [PubMed] [Google Scholar]
- 6.Kohzuma T, Yamamoto T, Uematsu Y, Shihabi ZK, Freedman BI. Basic performance of an enzymatic method for glycated albumin and reference range determination. J Diabetes Sci Technol 2011;5:1455–62. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.National Center for Health Statistics. National Health and Nutrition Examination Survey, 1999–2000 data documentation, codebook, and frequencies: glycohemoglobin (LAB10). https://wwwn.cdc.gov/Nchs/Nhanes/1999-2000/LAB10.htm (Accessed May 2021). [Google Scholar]
- 8.National Center for Health Statistics. National Health and Nutrition Examination Survey, 2001–2002 data documentation, codebook, and frequencies: glycohemoglobin (L10_B). https://wwwn.cdc.gov/Nchs/Nhanes/2001-2002/L10_B.htm (Accessed May 2021) [Google Scholar]
- 9.National Center for Health Statistics. National Health and Nutrition Examination Survey, 2003–2004 data documentation, codebook, and frequencies: glycohemoglobin (L10_C). https://wwwn.cdc.gov/Nchs/Nhanes/2003-2004/L10_C.htm (Accessed May 2021). [Google Scholar]
- 10.Selvin E, Juraschek SP, Eckfeldt J, Levey AS, Inker LA, Coresh J, et al. Calibration of cystatin C in the National Health and Nutrition Examination Surveys (NHANES). Am J Kidney Dis 2013;61:353–4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.National Center for Health Statistics, Centers for Disease Control. National Health and Nutrition Examination Survey: Plan and Operations, 1999–2010. https://www.cdc.gov/nchs/data/series/sr_01/sr01_056.pdf (Accessed May 2021). [Google Scholar]
- 12.Nathan DM, Steffes MW, Sun W, Rynders GP, Lachin JM. Determining stability of stored samples retrospectively: the validation of glycated albumin. Clin Chem 2011;57: 286–90. [DOI] [PubMed] [Google Scholar]
- 13.Juraschek SP, Steffes MW, Selvin E. Associations of alternative markers of glycemia with hemoglobin A(1c) and fasting glucose. Clin Chem 2012;58:1648–55. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.US FDA. 510(k) substantial equivalence determination decision summary assay only template. https://www.accessdata.fda.gov/cdrh_docs/reviews/K170147.pdf (Accessed May 4, 2021). [Google Scholar]
- 15.Jeffs JW, Ferdosi S, Yassine HN, Borges CR. Ex vivo instability of glycated albumin: A role for autoxidative glycation. Arch Biochem Biophys 2017;629:36–42. [DOI] [PMC free article] [PubMed] [Google Scholar]
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