To improve surge testing capability for a response to a release of
The following assay performance parameters were evaluated: goodness of fit (measured as the mean reference standard r2), accuracy (measured as percent error), precision (measured as coefficient of variance (CV)), lower limit of detection (LLOD), lower limit of quantification (LLOQ), dilutional linearity, diagnostic sensitivity (DSN) and diagnostic specificity (DSP). The paired sets of data for each sample were evaluated by Concordance Correlation Coefficient (CCC) analysis.
The goodness of fit was 0.999; percent error between the expected and observed concentration for each sample ranged from −4.6% to 14.4%. The coefficient of variance ranged from 9.0% to 21.2%. The assay LLOQ was 2.6 μg/mL. The regression analysis results for dilutional linearity data were r2 = 0.952, slope = 1.02 and intercept = −0.03. CCC between assays was 0.974 for the median concentration of serum samples. The accuracy and precision components of CCC were 0.997 and 0.977, respectively.
This high throughput screening assay is precise, accurate, sensitive and specific. Anti-PA IgG concentrations determined using two different assays proved high levels of agreement. The method will improve surge testing capability 18-fold from 4 to 72 sera per assay plate.
The CDC validated ELISA for detection of
The acquisition and use of human test serum in this study were approved by the CDC Human Subjects Institutional Review Board (IRB). Sera from the CDC Anthrax Vaccine Research Program (AVRP) clinical trial participants and clinical trial site IRB approvals were obtained as described previously [
The method of quantitative anti-PA IgG ELISA has been described previously [
A set of five acceptance criteria for assay performance in the high throughput screening format were similar to the acceptance criteria for the CDC validated anti-PA IgG ELISA [
Validation was done in accordance with the Food and Drug Administration guidance [
Accuracy, a measure of the exactness of the assay, was determined by the repeated analysis of nine sera sample with predetermined (expected) anti-PA IgG concentrations ranging from 10.9 μg/mL to 72.9 μg/mL: AVR1489, AVR1490, AVR1491, AVR1492, AVR1493, AVR1494, AVR1495, AVR1496, and AVR1497. Preparation and determination of the expected values for samples AVR1489, AVR1490, AVR1491, AVR1492, and AVR1497 has been described previously [
Inter-assay precision, a measure of the degree of repeatability of the assay between operators under normal operating conditions, was determined by repeated analysis of the same nine sera samples used for determination of accuracy (AVR1489, AVR1490, AVR1491, AVR1492, AVR1493, AVR1494, AVR1495, AVR1496, and AVR1497). Precision was expressed as the coefficient of variation (% CV = standard deviation/mean) of the reported anti-PA IgG concentrations between operators. The acceptable level of inter-assay precision was ≤25%.
Goodness of fit was expressed as the estimated non-linear co-efficient of determination (r2) of the standards data. An r2 value that approaches 1.0 is indicative of a precise fit for the data to the standard curve. The standard’s ODs were fitted to a 4-PL model by SAS program ELISA HT 3.sas. The goodness of fit was determined by averaging the r2 values of 12 independent standard reference curves for AVR801 from the validation experiments.
LLOD of the assay is the lowest concentration of anti-PA IgG that can be empirically detected in a diluted serum sample independent of criteria for assay accuracy and precision. Because concentrations are not extrapolated outside the range of the reference standard, this is the concentration of the most diluted reference standard (109.4/6400) in a well divided by the dilution of the test serum (1/50). LLOQ of the assay is the lowest concentration of anti-PA IgG that can be measured in a diluted serum sample with a fixed degree of precision and accuracy. The degree of precision and accuracy at LLOQ for this assay was selected as a coefficient of variation (%CV) of ≤25% for the calibrated antibody concentration and ≤50% error (unpublished development data). LLOQ was determined experimentally by testing 14 different serum samples with anti-PA IgG concentrations ranging from 0.3 μg/mL to 7.4 μg/mL (AVR2252, AVR2253, AVR2254, AVR2255, AVR2256, AVR2257, AVR2258, AVR2259, MCR0147, MCR0148, MCR0150, MCR0152, MCR0153, and MCR0155). Preparation of samples AVR2252, AVR2253, AVR2254, AVR2255, AVR2256, AVR2257, AVR2258 and AVR2259 has been described previously [
The dilutional linearity of the assay is its ability to generate results that have a linear concentration response in a particular diluent that is directly, or by a well-defined mathematical transformation, proportional to the concentration of anti-PA IgG in the sample. Note that dilutional linearity is measuring the linearity of concentrations interpolated from the reference standard, and is measure of the reference standard’s ability to accurately determine concentrations across the full range of the assay. Expected and observed anti-PA IgG concentrations in serum samples were log10-transformed for analysis. Twenty-three serum samples with the range of concentrations from 0.3 μg/mL to 72.9 μg/mL were used for determination of dilutional linearity (AVR1489, AVR1490, AVR1491, AVR1492, AVR1493, AVR1494, AVR1495, AVR1496, AVR1497, AVR2252, AVR2253, AVR2254, AVR2255, AVR2256, AVR2257, AVR2258, AVR2259, MCR0147, MCR0148, MCR0150, MCR0152, MCR0153, and MCR0155). Dilutional linearity was determined from regression analysis of empirically observed anti-PA IgG concentrations for the validation serum samples versus the expected concentrations for those samples. The fit of the data to the regression line required a mean r2 ≥ 0.850 with a slope between 0.9 and 1.1 and an intercept between −0.1 and 0.1 in linear scale (unpublished development data).
The assay range was calculated as the interval of anti-PA IgG concentrations that can be interpolated from the standard curve with acceptable accuracy, precision and linearity. The lower limit of the range was established at LLOQ and the upper limit was established at the maximum detectable concentration. The starting dilution of 1/50 of the reference standard serum AVR801 allowed for a detection of a maximum concentration of 109.4 μg/mL.
Serum samples from AVA vaccinated volunteers and control samples (n = 320) were used for calculation of DSP and DSN on sample and on patient levels. At least two experiments were performed by two different operators. A panel of sera from human adult volunteers from the CDC Anthrax Vaccine Research Program (AVRP) clinical trial were chosen to simulate positive and negative samples and patients. Samples from week 0 (pre-vaccination) were chosen to simulate an acute sample, and samples from week 8 were chosen to simulate convalescent samples. There were 80 participants from the control (unvaccinated) group to simulate true negative patients (expected to have no anti-PA IgG at either week 0 or week 8), and 80 participants from the treatment (vaccinated) group to simulate true positive patients (expected to have no anti-PA IgG at week 0, but detectable anti-PA IgG at week 8 after vaccination). At the sample level, all samples from the control group and the week 0 samples from treatment group were defined as negative, and the week 8 samples from the treatment group were defined as positive. At the patient level, the control group were defined as negative and treatment group were defined as positive.
A sample is considered positive if its concentration is greater than or equal to the reactivity threshold (RT). A range of reactivity threshold values were evaluated from 1.7 μg/mL to 13.4 μg/mL (the highest concentration of anti-PA IgG in a false positive sample). The historical RT was 3.7 μg/mL [
Since reactive samples can be caused by vaccination as well as infection, patients are diagnosed as positive if there is a 4-fold or greater increase in concentration between the acute and convalescent samples [
Comparative analysis of anti-PA IgG concentrations (μg/mL) obtained by the High Throughput anti-PA IgG by Enzyme-Linked Immunosorbent Assay (ELISA) for Screening of Human Sera as an Emergency Response to an Anthrax Incident and the validated CDC ELISA for Detection of
The raw data were imported into and analyzed by an ELISA analysis program ELISA for SAS (ELISA HT 3.sas) generated in the laboratory for calculation of the antibody concentration for standard, positive and negative quality control sera, and the validation test samples. Mean anti-PA IgG concentration, standard deviation and coefficient of variation (% CV) s were used to calculate the validation parameters except CCC analysis where the median anti-PA IgG concentration was used. All calculations for regression analyses, DSN/DSP analysis and CCC analysis were performed with log10 transformed data using SAS® (SAS Institute Inc., Cary, NC) version 9.3. The calculation procedure for each validation parameter is described in its respective designated section.
The assay’s results for detection of anti-PA IgG
The mean r2 of the standard’s ODs were fitted to a 4-PL model by SAS program ELISA HT 3.sas. The standard’s data were obtained from all validation experiments performed by four operators. The mean r2 was 0.999 with the range from 0.995 to 1.00. The assay demonstrated high accuracy and precision for this assay. The %E ranged from −4.6% to 14.4% and inter-assay (intermediate) precision expressed as %CV of the reportable value ranged from 9.0% to 21.2%. Each validation sample had a ≤25% E and ≤25% CV. These data are indicative of a high level of accuracy and reproducibility of this assay between four independent operators and met the predetermined assay acceptance criteria (
LLOD of the standard AVR801 has been determined as 1.7 μg/mL [
LLOQ was determined experimentally by testing 14 serum samples. The sample AVR2253 had the lowest expected concentration 2.6 μg/mL that met the validation acceptance criteria and therefore is LLOQ for this assay (≤50% error and CV ≤ 25% for each validation sample) (
The log10 transformed concentrations of anti-PA IgG (μg/mL) for 23 validation serum samples with the range of anti-PA IgG concentrations 0.3–72.9 μg/mL were used for determination of dilutional linearity. The log10 transformed observed concentrations were plotted on the Y-axis and the log10 transformed expected mean value of those serum samples on the X-axis. A line of best fitness was generated to represent the trend of the data points and the slope and intercept of this line was calculated. Observations of 0 were masked as ½ LLOD (0.43 μg/mL). Regression analysis showed the fit of the data with r2 ≥ 0.952, slope = 1.029 and intercept = −0.03 that met the acceptance criteria (r2 ≥ 0.850 with a slope between 0.9 and 1.1 and an intercept between −0.1 and 0.1) (
The assay range was calculated as the interval of anti-PA IgG concentrations that can be interpolated from the standard curve with acceptable accuracy, precision and linearity. The lower limit of the range was established at LLOQ = 2.6 μg and the upper limit was established at the maximum detectable concentration 109.4 μg/mL.
DSP and DSN on a sample level measures the ability of the assay to identify a true negative and a true positive result for a serum sample, respectively. A sample is considered positive if its concentration is greater than or equal to the reactivity threshold of 3.7 μg/mL [
Analysis of serum anti-PA IgG responses from unvaccinated volunteers at week 0 indicated 236 non-reactive samples (True Negative) and four reactive sera (False Positive). Based on these data the assay DSP on a sample level was 98.3%. While increasing the RT above the historical levels could increase the DSP in this set, the historical level of 3.7 μg/mL was retained to maintain high sensitivity. Analysis of serum anti-PA IgG responses of vaccinated volunteers indicated 100% DSN (80 of 80 sera > LLOQ) (
DSP and DSN at the patient level measures the ability of the assay to identify a true negative and a true positive result for a patient, respectively. A patient is diagnosed as positive if there is a 4-fold or greater increase in concentration between the simulated acute (non-vaccinated volunteers, time point 0) and simulated convalescent samples (vaccinated volunteers) [
Comparative analysis of anti-PA IgG concentrations (μg/mL) for 95 serum samples obtained by two assays showed that CCC = 0.974. A CCC value of ≥0.95 was considered an acceptable level of agreement between the data sets [
Serological testing is a necessary part of anthrax diagnostics [
The starting dilution of 1/50 of the reference standard serum AVR801 allows detecting a maximum concentration of 109.4 μg/mL in a serum sample, thus limiting testing of highly concentrated serum samples by the high throughput screening assay. Initial quantifiable anti-PA IgG concentration for four of six patients with bioterrorism-related inhalation anthrax identified during the bio-terrorist attacks of October to November 2001 had concentration lower than 100 μg/mL and only one serum sample out of 10 for patients with cutaneous anthrax had IgG concentration over 100 μg/mL. However, peak detected anti-PA IgG levels in inhalation anthrax patients ranged from 168.5 to 1449.5 μg/mL [
The high throughput assay will be incorporated into a diagnostic algorithm as follows: Initial testing of samples by high throughput ELISA. Acute samples that are >109.4 μg/mL will be tested by standard ELISA in multiple dilutions to determine concentration. Convalescent samples that are >109.4 μg/mL will be compared to the acute sample from the same patient, if the acute sample was <27.4 μg/mL the patient has >4-fold response and is positive with no further testing required. If the acute sample is ≥ 27.4 μg/mL then the sample will be tested by the standard ELISA in multiple dilutions to determine concentration.
The method of quantitative anti-PA IgG ELISA of the high throughput screening assay has the same procedures, reagents, and similar calculation of the assay endpoint as the CDC anti-PA IgG ELISA used as the primary serological laboratory test for confirmatory diagnosis of human anthrax during the bioterrorist attacks of October to November 2001 [
This research was performed in the Microbial Pathogenesis and Immune Response Laboratory at the Centers for Disease Control and Prevention within the Meningitis and Vaccine Preventable Diseases Branch, Division of Bacterial Diseases, National Center for Immunization and Respiratory Diseases. It was funded by CDC’s Office of Public Health Preparedness and Emergency Response.
The findings and conclusions in this report are those of the author(s) and do not necessarily represent the views of the Centers for Disease Control and Prevention.
Plate layout for performance of validation experiments for high throughput screening of human sera for detection of anti-PA IgG as an emergency response to an anthrax incident.
The Standard Reference serum AVR801 (S) was loaded in duplicated in the first two columns (1–2). The test serum was diluted 1/50 in Master Plate Diluent (PBS containing 5% Skim Milk and 0.5% Tween-20, pH 7.4) and loaded into the 72 wells of the plate in (columns 3–11). The last column on the plate was designated for three positive (QC1, QC2 and QC3) and one negative QC (N1).
Dilutional linearity of high throughput screening of human sera for detection of anti-PA IgG by ELISA.
Twenty three serum samples with a range of concentrations from 0.3 to 72.9 μg/mL (LLOQ = 2.6 μg/mL; downward arrow) were used in experiments for determination of dilutional linearity. Dilutional linearity was determined from regression analysis of empirically observed anti-PA IgG concentrations for the serum samples versus the expected concentrations for those samples. Regression analysis showed the fit of the data with r2 ≥ 0.952, slope = 1.029 and intercept = −0.03 that met the acceptance criteria (r2 ≥ 0.850 with a slope between 0.9 and 1.1 and an intercept between −0.1 and 0.1). Three experiments were performed by 4 different operators over at least 3 non-consecutive days.
Analysis of Sample Diagnostic Specificity (DSP) and Diagnostic Sensitivity (DSN)
Serum samples from AVA vaccinated volunteers and control samples (n=320) were used to calculate DSP and DSN for a range of RT values from 1.7 μg/mL (the empirical Lower Limit of Detection (LLOD) for the Standard Reference serum AVR801) to 13.4 μg/mL (the highest concentration of anti- PA IgG in a negative sample, beyond which DSP is 100% and cannot increase further). DSP and DSN were plotted up to RT = 15 μg/mL to demonstrate the continuity in their trend).
Comparative analysis of anti-PA IgG concentrations (μg/mL) obtained by two assays: the high throughput anti-PA IgG by ELISA for screening of human sera and the validated CDC ELISA for detection of Bacillus anthracis PA-Specific IgG in human sera
Selected Selected samples consisted of a panel of 95 human sera from AVA vaccinated volunteers. The samples encompassed a range of anti-PA IgG concentrations from acute and convalescent sera. The paired sets of data for each sample were evaluated by Concordance Correlation Coefficient (CCC = 0.9741; accuracy = 0.997 and precision = 0.977).
Summary of assay performance characteristics as determined during validation process.
| Parameter | Acceptance Criteria | Performance |
|---|---|---|
| Goodness of Fit | Mean standard | |
| r2 = 0.999 (0.999–1.000) | r2 = 0.999 (0.995–1.000) | |
| Accuracy | Percent Error ≤ 25% between the observed and expected concentration for each validation sample | −4.6%–14.4% |
| Precision | CV ≤25% for each validation sample | CV = 9.0%–21.2% |
| The lower limit of detection (LLOD) | The lowest dilution of the reference standard curve, which is the lowest concentration possible to interpolate. No established accuracy and precision limits | 0.85 μg/mL |
| Lower limit of quantification (LLOQ) | 2.6 μg/mL | |
| •Accuracy | ≤ 50% Error | −9.6% Error |
| •Precision | CV ≤ 25% for each validation sample | CV = 23.5% |
| Dilutional linearity | ||
| - r2 | ≥0.850 | r2 = 0.952 |
| - Slope | 0.9 ≤ slope ≤ 1.1 | Slope = 1.02 |
| - Intercept | −0.1 ≤ Intercept ≤ 0.1 | Intercept = −0.03 |
| Range | ≥LLOQ-≤109.4 | 2.4–109.4 μg/mL |
Assay validation parameters, acceptance criteria and observed results for detection of anti-PA IgG
Assessment of accuracy, precision, LLOQ and accuracy and precision at LLOQ.
| Parameter | Sample | n | Expected Concentration (μg/mL) | Observed Concentration (μg/mL) | Observed Concentration Range (μg/mL) | Standard Deviation (μg/mL) | CV (%) | % Error |
|---|---|---|---|---|---|---|---|---|
| Accuracy and Precision | AVR1497 | 12 | 72.9 | 69.5 | 56.2–92.0 | 10.4 | 15.0 | − 4.6 |
| AVR1496 | 12 | 65.6 | 75.1 | 60.4–100.5 | 12.6 | 16.7 | 14.4 | |
| AVR1489 | 12 | 43.7 | 43.3 | 37.4–52.4 | 4.1 | 9.5 | −1.0 | |
| AVR1492 | 12 | 32.8 | 33.6 | 27.1–39.3 | 3.3 | 10.0 | 2.4 | |
| AVR1494 | 12 | 32.8 | 37.5 | 27.7–57.4 | 7.9 | 21.2 | 14.3 | |
| AVR1491 | 12 | 21.8 | 23.2 | 20.0–27.3 | 2.1 | 9.0 | 6.0 | |
| AVR1493 | 12 | 21.8 | 24.6 | 19.8–31.0 | 3.3 | 13.4 | 12.4 | |
| AVR1490 | 12 | 10.9 | 10.9 | 8.6–12.6 | 1.3 | 12.1 | −0.2 | |
| AVR1495 | 12 | 10.9 | 10.4 | 7.0–13.8 | 1.7 | 16.0 | −4.5 | |
| LLOQ | AVR2259 | 12 | 7.4 | 7.2 | 5.7–8.9 | 1.1 | 14.9 | −2.6 |
| AVR2258 | 12 | 6.3 | 5.9 | 4.6–7.9 | 0.9 | 15.2 | −6.7 | |
| AVR2257 | 12 | 5.3 | 5.1 | 3.9–6.9 | 0.9 | 17.3 | −4.6 | |
| AVR2256 | 12 | 4.2 | 3.9 | 2.7–6.2 | 1.0 | 25.0 | −7.0 | |
| AVR2255 | 12 | 3.7 | 4.4 | 3.7–5.8 | 0.7 | 14.9 | 18.6 | |
| AVR2254 | 12 | 3.1 | 2.8 | 2.0–3.7 | 0.5 | 17.5 | −10.7 | |
| AVR2253 | 12 | 2.6 | 2.4 | 1.6–3.4 | 0.6 | 23.5 | −9.6 | |
| AVR2252 | 12 | 2.1 | 1.9 | 0.4–2.7 | 0.7 | 38.4 | −10.1 | |
| MCR0148 | 12 | 1.7 | 2.1 | 0.4–3.2 | 0.7 | 33.3 | 22.1 | |
| MCR0147 | 12 | 1.5 | 1.9 | 0.4–3.4 | 0.9 | 48.0 | 29.6 | |
| MCR0155 | 12 | 1.0 | 0.5 | 0.4–0.9 | 0.2 | 36.2 | −49.2 | |
| MCR0150 | 12 | 0.8 | 1.1 | 0.4–2.3 | 0.8 | 71.6 | 37.1 | |
| MCR0153 | 12 | 0.5 | 0.4 | 0.4–0.4 | 0 | 0 | 14.0 | |
| MCR0152 | 12 | 0.3 | 0.4 | 0.4–0.4 | 0 | 0 | 43.3 |
AVR2253 is the LLOQ (2.6 μg/mL).
The reported percent error was calculated based on unrounded values of observed concentration.
Note that the lowest concentration of the Standard Reference Serum AVR801 on the plate is 0.85 μg/mL. Results below that read as 0 and were masked at one ½ of 0.85 μg/mL (i.e. 0.43 μg/mL). MCR0152 and MCR0152 were below the LLOD, all results read as 0.