| Literature DB >> 28771597 |
Julie L Lucas1, Erin A Tacheny1, Allison Ferris1, Michelle Galusha1, Apurva K Srivastava2, Aniruddha Ganguly3, P Mickey Williams4, Michael C Sachs5, Magdalena Thurin3, James V Tricoli6, Winnie Ricker7, Jeffrey C Gildersleeve8.
Abstract
Cancer therapies can provide substantially improved survival in some patients while other seemingly similar patients receive little or no benefit. Strategies to identify patients likely to respond well to a given therapy could significantly improve health care outcomes by maximizing clinical benefits while reducing toxicities and adverse effects. Using a glycan microarray assay, we recently reported that pretreatment serum levels of IgM specific to blood group A trisaccharide (BG-Atri) correlate positively with overall survival of cancer patients on PROSTVAC-VF therapy. The results suggested anti-BG-Atri IgM measured prior to treatment could serve as a biomarker for identifying patients likely to benefit from PROSTVAC-VF. For continued development and clinical application of serum IgM specific to BG-Atri as a predictive biomarker, a clinical assay was needed. In this study, we developed and validated a Luminex-based clinical assay for measuring serum IgM specific to BG-Atri. IgM levels were measured with the Luminex assay and compared to levels measured using the microarray for 126 healthy individuals and 77 prostate cancer patients. This assay provided reproducible and consistent results with low %CVs, and tolerance ranges were established for the assay. IgM levels measured using the Luminex assay were found to be highly correlated to the microarray results with R values of 0.93-0.95. This assay is a Laboratory Developed Test (LDT) and is suitable for evaluating thousands of serum samples in CLIA certified laboratories that have validated the assay. In addition, the study demonstrates that discoveries made using neoglycoprotein-based microarrays can be readily migrated to a clinical assay.Entities:
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Year: 2017 PMID: 28771597 PMCID: PMC5542629 DOI: 10.1371/journal.pone.0182739
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Overview of neoglycoproteins and assay formats.
Glycans or glycopeptides are covalently coupled to albumin to produce neoglycoproteins, which are then printed onto a microarray surface and used to detect IgM to BG-Atri. Neoglycoproteins immobilized on Luminex microspheres mimic glycan presentation on the microarray surface.
Selection of sample dilution.
| %CV | Low | MedLo | Med | High |
|---|---|---|---|---|
| ALL | 32.12% | 24.73% | 6.72% | 13.14% |
| 1:25, 1:50, 1:100 | 8.05% | 6.08% | 5.67% | 17.41% |
| 1:50, 1:100, 1:200 | 16.39% | 10.50% | 5.08% | 5.24% |
| 1:100, 1:200, 1:400 | 26.46% | 21.63% | 2.28% | 4.31% |
Four samples with previously characterized anti-BG-Atri IgM levels of low, medium-low, medium and high values were tested at five different dilutions (1:25, 1:50, 1:100, 1:200 and 1:400). Each result was interpolated to the standard curve, adjusted for dilution, and %CVs were calculated in comparison to all four dilutions or a subset. Two dilutions at 1:50 and 1:100, provided good agreement (after adjusting for dilution factor) across all four samples, with %CV under 6% for all samples.
Assay specificity.
| Serum dilution | Signal:Background | Fold change | |
|---|---|---|---|
| −BG-A | +BG-A | ||
| 1:20,000 | 5.1 | 1.5 | 3.3 |
| 1:10,000 | 18.0 | 1.2 | 15.1 |
| 1:5,000 | 39.1 | 1.5 | 25.5 |
| 1:4,000 | 47.7 | 2.4 | 20.3 |
| 1:1,000 | 197.7 | 4.6 | 42.6 |
Assay specificity. When positive serum was pre-incubated with 25mg/mL BG-A, a substantial, dose-dependent decrease in signal is observed.
Fig 2Comparison of singleplex and multiplex measurements of IgM to BG-Atri.
BG-Atri signals were measured in triplicate across a range of serum concentrations (MX—multiplex; SX—singleplex).
Analytical validation summary.
For the analytical validation, for each sample dilution, we ran eight plates with twelve replicates on each plate (n = 96).
| Sample | Anti-BGAtri designation | DF | mIU | Precision (%CV) | Notes | |
|---|---|---|---|---|---|---|
| Intraplate | Interplate | |||||
| n = 96 | n = 12 | n = 96 | ||||
| A | Positive | 1:100 | 2,198.5 | 4.6% | 8.5% | |
| 1:50 | 2,072.9 | 6.4% | 11.2% | |||
| B | Positive | 1:100 | 6,152.1 | 7.0% | 11.8% | validated assay ULOD |
| 1:50 | 7,687.2 | 32.4% | 54.8% | above assay dynamic range | ||
| C | Positive | 1:100 | 444.3 | 1.6% | 10.7% | |
| 1:50 | 452.0 | 3.5% | 10.4% | |||
| D | Positive | 1:100 | 591.2 | 1.8% | 4.7% | |
| 1:50 | 560.1 | 3.3% | 7.3% | |||
| E | Negative | 1:100 | 16.9 | 3.6% | 35.0% | below LLOD |
| 1:50 | 12.3 | 2.9% | 20.7% | below LLOD | ||
| F | Positive | 1:100 | 53.5 | 3.8% | 10.8% | validated assay LLOD |
| 1:50 | 54.5 | 2.6% | 14.2% | |||
*value shown is the mean %CV of the intraplate precision from all eight plates.
Tolerance ranges for the assay.
| Antigen | Serum Sample | Mean | SD | Min | Max |
|---|---|---|---|---|---|
| BG-Atri | Neg Serum 1:50 | 12.6 | 11.0 | 0 | 47 |
| BG-Atri | High Pos Serum 1:50 | 2,799 | 418 | 1,545 | 4,053 |
| BG-Atri | Low Pos Serum 1:50 | 40.8 | 6.6 | 20 | 61 |
| Galili | Neg Serum 1:50 | 46.3 | 6.1 | 28 | 65 |
| Galili | High Pos Serum 1:50 | 3,127 | 392 | 1,951 | 4,303 |
| Galili | Low Pos Serum 1:50 | 59.5 | 7.1 | 38 | 81 |
aTolerance ranges were defined by the mean (mIU) plus/minus 3 standard deviations
Fig 3Comparison of BG-Atri signals measured using the Luminex assay and the microarray assay.