Search Results
Found 2 results
510(k) Data Aggregation
(136 days)
| | |
| Classification | Class II, Special Controls§ 21 CFR 866.3336
California 90630
Re: K120986
Trade/Device Name: STRATIFY JCV @ DxSelect™ Regulation Number: 21 CFR 866.3336
The Focus Diagnostics' STRATIFY JCV® DxSelect™ assay is intended for the qualitative detection of antibodies to JC virus in human serum or plasma. The assay is intended for use in conjunction with other clinical data, in multiple sclerosis patients receiving or considering natalizumab therapy, as an aid in risk stratification for progressive multifocal leukoencephalopathy development. The assay is for professional use only.
The assay is not intended for donor screening. The performance of this assay has not been established for use in other immunocompromised patient populations or patients with different disease conditions or undergoing other treatments or in neonates and pediatric patient populations.
The Focus Diagnostics' STRATIFY JCV® DxSelect™ test is an ELISA assay. JC virus-like particles (VLP) are pre-coated onto 96-well microiter plates. Diluted serum or plasma specimens and controls are incubated in the wells to allow JCV-specific antibodies present in the specimens to react with the JC VLP antigen. Nonspecific reactants are removed by washing. Peroxidase-conjugated anti-human antibodies are added to react with JCV-specific antibodies. Excess conjugate is removed by washing. Enzyme substrate and chromogen are added, and the color is allowed to develop. After adding the Stop Reagent, the resultant color change is quantified by a spectrophotometric reading of optical density (OD). Specimen OD readings are compared with Cut-Off Calibrator OD readings to determine results. Each specimen result is reported as an index value. A specimen with an index value that is greater than a specified upper cut-off is reported as positive for detectable JCV-specific antibodies, whereas a specimen with an index value less than the specified lower cut-off is reported as negative for detectable JCV-specific antibodies. A specimen with an index value that is equal to or between the upper and lower cut-off values is reported as indeterminate. An indeterminate result requires further evaluation in the confirmation (inhibition) assay.
In the confirmation assay, soluble JC VLP antigen will compete with plate bound JC VLP antigen for the JCV-specific antibodies present in the serum or plasma specimens. After washing away the unbound antibodies, peroxidase-conjugated anti-human antibodies are added and bind to any captured JCVspecific antibodies. Excess conjugate is removed by washing. Enzyme substrate and chromagen are added, and the color is allowed to develop. After adding the Stop Reagent, the resultant color change is quantified by a spectrophotometric reading of OD. The percent inhibition is calculated to confirm presence of JCV-specific antibodies in the specimens with a percent inhibition value that is greater than the specified cut-off are reported as positive for detectable JCV-specific antibodies, whereas specimens with percent inhibition values less than or equal to the cut-off are reported as negative for detectable JCV-specific antibodies.
Here's a breakdown of the acceptance criteria and the study that proves the device meets them, based on the provided text:
Acceptance Criteria and Device Performance for STRATIFY JCV® DxSelect™
1. Table of Acceptance Criteria and Reported Device Performance
The document does not explicitly present a "table of acceptance criteria" in the traditional sense, but rather demonstrates performance against the predicate device and established clinical guidelines. The key performance metrics evaluated are Positive Percent Agreement (PPA) and Negative Percent Agreement (NPA) with a validated laboratory methodology (the predicate device) and JCV antibody positivity rate in certain patient populations.
| Metric | Acceptance Criteria (Implicit from Predicate & Clinical Relevance) | Reported Device Performance |
|---|---|---|
| Agreement with Predicate (Pre-PML Samples) | High positive agreement (especially for pre-PML samples, as JCV antibody positivity is a necessary step for PML development). The predicate device itself serves as the benchmark. | 100% Positive Agreement (31/31) with the validated assay (95% CI: 89.0% to 100%) for pre-PML samples. |
| Agreement with Predicate (Patients Receiving Natalizumab) | High Positive Percent Agreement and Negative Percent Agreement with the validated laboratory methodology used in clinical studies. | Positive Percent Agreement (PPA): 97.0% (385/397) (95% CI: 94.8% to 98.3%)Negative Percent Agreement (NPA): 90.6% (281/310) (95% CI: 86.9% to 93.4%) |
| Agreement with Predicate (Patients Considering Natalizumab) | High Positive Percent Agreement and Negative Percent Agreement with the validated laboratory methodology used in clinical studies. | Positive Percent Agreement (PPA): 98.5% (326/331) (95% CI: 96.5% to 99.4%)Negative Percent Agreement (NPA): 91.8% (268/292) (95% CI: 88.1% to 94.4%) |
| PML Risk Stratification (Clinical Utility) | The assay should be statistically informative, meaning the percentage of positive results in patients with PML (pre-PML) is significantly higher than in the general MS population. | The 100% JCV antibody positivity in 31 natalizumab-treated PML patients (pre-PML) was significantly different from the 58.7% JCV antibody positivity in the MS population, representing an approximately 2-fold increased risk of PML for JCV antibody positive individuals compared to the overall natalizumab-treated population. The relative risk of PML for JCV positive patients treated with ≥18 months of natalizumab was 30.4 (95% CI: 5.3 to 437.4) compared to JCV negative patients. |
| Reproducibility (Qualitative Results) | Consistency in qualitative results (Negative, Indeterminate, Positive) across sites, days, runs/operators, and within the assay. | High qualitative agreement (e.g., Negative Control: 89/90 ND, Positive Control: 90/90 D, Indeterminate Control: 90/90 I). Individual sample types (Plasma Low Positive, Serum Indeterminate) also showed high agreement, with varying levels of qualitative outcomes depending on the sample type's proximity to the cut-off. |
| Reproducibility (Quantitative Results) | Low coefficient of variation (%CV) for quantitative results (OD and Index values) across sites, days, runs/operators, and within the assay. | Overall %CV for Index values generally below 17%, with many values significantly lower (e.g., Positive Control Index: 3.7% total %CV; Indeterminate Control Index: 8.3% total %CV). For %Inhibition, total %CV generally below 12%. |
| Reproducibility at Lower Cut Point (%CV) | Low %CV near the lower cut-point to demonstrate precision. | Plasma: 2.3% %CV for Detection Assay (Index) and 2.2% %CV for Confirmation Assay (%Inhibition) near the lower cut-point.Serum: 2.6% %CV for Detection Assay (Index) and 2.0% %CV for Confirmation Assay (%Inhibition) near the lower cut-point. |
| Cross-Reactivity (Specific Antibodies) | No detected reactivity with common antibodies (e.g., E. coli, M. tuberculosis, P. jiroveci). | 0/3 detected for all three antibodies tested (Antibody to Escherichia coli, Antibody to Mycobacterium tuberculosis, Antibody to Pneumocystis jiroveci). |
| Cross-Reactivity (Polyoma Viruses) | No significant change in OD signal when spiked with BKV VLP, indicating no cross-reactivity with BKV. | No samples exhibited >45% change in OD signal when spiked with BKV VLP (ranged from -15% to 27%), indicating no cross-reactivity with BKV. |
| Interference (Endogenous Substances) | Observed differences in signal should not cause changes in interpretation for most common interferents (%Change from Baseline < 20%). | Most interferents showed < 20% change from baseline (Albumin, Ascorbic Acid, Bilirubin, Cholesterol, Hemoglobin, Triglycerides).Gamma Globulin showed significant interference (831.6% in plasma, 758.5% in serum), which is expected due to high JCV antibody seroprevalence in normal human serum used for its production. |
| Hook Effect | No Hook Effect should be observed. | No Hook Effect observed in the tested panel of serum samples ranging from negative to strong positive reactivity. |
| Sample Matrix Comparison (Sera vs. Plasma) | High Positive and Negative Percent Agreement between serum and plasma, and a slope of 1 in Passing-Bablok regression. | Positive Percent Agreement = 96.7% (58/60), 95% CI: (88.6 to 99.1%)Negative Percent Agreement = 97.9% (47/48), 95% CI: (89.1 to 99.6%)Passing-Bablok regression: slope of 1 (95% CI: 0.9928 to 1.0167) and intercept of 0 (95% CI: -0.0068 to 0.0016). |
| Sample Comparison (Fresh vs. Frozen) | High Positive and Negative Percent Agreement between fresh and frozen samples, and a slope of 1 in Passing-Bablok regression. | Positive Percent Agreement = 96% (72/75), 95% CI: (88.9 to 98.6%)Negative Percent Agreement = 96.7% (29/30), 95% CI: (83.3 to 99.4%)Passing-Bablok regression: slope of 1 (95% CI: 0.9900 to 1.0221) and intercept of 0 (95% CI: -0.0090 to 0.0028). |
2. Sample Size Used for the Test Set and Data Provenance
- PML Risk Stratification / Pre-PML samples:
- Sample Size: 31 available serum samples from confirmed PML patients.
- Data Provenance: Data collected from both clinical trial and post-marketing reports of confirmed cases of PML (retrospective, likely international given the nature of clinical trials for natalizumab, but not explicitly stated). Samples were collected at least 6 months prior to clinical diagnosis of PML.
- Archived Clinical Specimens (Comparison to Predicate):
- Sample Size:
- Patients Receiving Natalizumab: 707 samples (resulted in 414 positive, 293 negative, for a total of 707 evaluable samples based on the table).
- Patients Considering Natalizumab: 623 samples (resulted in 350 positive, 273 negative, for a total of 623 evaluable samples based on the table).
- Data Provenance: Prospectively collected and archived clinical samples obtained from the STRATIFY-2 and AFFIRM clinical studies. The AFFIRM study included patients from "North America and EU/Rest of World," while STRATIFY-2 was conducted in the "US." This indicates a multi-national, prospective collection.
- Sample Size:
- Reproducibility:
- Sample Size: A panel consisting of four levels of sera and four levels of plasma (EDTA) samples, plus low and high positive controls. Each panel member was tested in three replicates, two runs a day for five days. The total number of quantitative results for Controls and plasma/serum samples listed in Table 5 is typically 90 or 120 per specific parameter, representing replicates across conditions.
- Data Provenance: Not explicitly stated, but it describes a laboratory study, likely an internal development/validation study by Focus Diagnostics.
- Reproducibility at the Lower Cut Point:
- Sample Size: One contrived serum sample and one contrived plasma (EDTA) sample. Each was diluted 20 times and tested. (N=20 for plasma, N=19 for serum in the table, likely referring to the number of replicates after dilution).
- Data Provenance: Laboratory study, likely internal.
- Cross-Reactivity (Part One - Spiked Antibodies):
- Sample Size: 3 replicates for each of 3 antibodies (total of 9 tests).
- Data Provenance: Laboratory study.
- Cross-Reactivity (Part Two - Sero-prevalence Comparison):
- Sample Size: Remnant specimens for 13 different potential cross-reactants, with sample sizes ranging from 17 to 48 (Total 334 samples).
- Data Provenance: Not explicitly stated, but these are "remnant specimens that previously tested positive for each potential cross reacting antibody," implying clinical samples.
- Cross-Reactivity (Part Three - Polyoma Viruses):
- Sample Size: 40 clinical specimens previously tested positive for JCV antibodies.
- Data Provenance: Clinical samples.
- Interferences:
- Sample Size: Sera and plasma samples containing JCV antibody near the cut-off. Each interferent was tested (N not explicitly stated for each, but inferred from the "Average Index" values).
- Data Provenance: Laboratory study.
- Hook Effect:
- Sample Size: A panel of serum samples "ranging from negative reactivity to strong positive reactivity" (not a specific number given).
- Data Provenance: Laboratory study.
- Sample Matrix Comparison:
- Sample Size: 109 paired sera and plasma samples.
- Data Provenance: Not explicitly stated, but likely clinical samples.
- Sample Comparison - Fresh vs. Frozen:
- Sample Size: 53 pairs of fresh and frozen plasma specimens and 53 pairs of fresh and frozen sera specimens (total 106 pairs).
- Data Provenance: Not explicitly stated, but likely clinical samples.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Their Qualifications
The document does not mention the use of experts to establish the ground truth for the test set.
- For the comparative agreement studies, the "ground truth" for the test set (pre-PML samples and archived clinical specimens) was established by comparison to a "validated laboratory methodology" (the predicate device, STRATIFY JCV™ Antibody ELISA).
- For PML risk stratification, clinical diagnosis of PML based on existing medical criteria was used as the outcome for the "pre-PML" samples.
- The "control" samples for reproducibility and cross-reactivity studies were internally prepared or sourced as part of the laboratory validation process.
4. Adjudication Method for the Test Set
The document does not describe an adjudication method involving multiple readers for the test set. The comparison studies rely on the results generated by the predicate device as the reference, which presumably has its own established interpretation and quality control.
5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done, and Effect Size of Human Improvement with AI vs. Without AI Assistance
No MRMC comparative effectiveness study was done. This device is an in vitro diagnostic (IVD) assay (ELISA-based), not an AI-assisted diagnostic imaging or interpretation tool. Therefore, the concept of "human readers improve with AI vs. without AI assistance" does not apply to this specific device.
6. If a Standalone (Algorithm Only Without Human-in-the-Loop Performance) Was Done
The device is an immunoassay (ELISA) intended for "professional use only". It produces quantitative results (OD, Index values, %Inhibition) that are then interpreted against established cut-offs to yield qualitative results (Positive, Negative, Indeterminate). While the interpretation logic (cut-offs) is algorithmic, the test requires human involvement for sample preparation, running the assay, and reading the results from a spectrophotometer. The final interpretation of the test result (especially for indeterminate results requiring confirmation) and its use in risk stratification in conjunction with other clinical data explicitly involves a human healthcare professional. Therefore, it's not a standalone "algorithm only" device in the sense of a fully automated AI system rendering a diagnosis.
7. The Type of Ground Truth Used
The ground truth used varies based on the type of study:
- Clinical Performance (PML Risk Stratification):
- For pre-PML samples: Clinical diagnosis of PML (confirmed cases) combined with the patient's JCV antibody status by the predicate device.
- For risk estimation: Outcomes data (incidence of PML) from natalizumab clinical trials and post-marketing reports, stratified by JCV serological status.
- Comparative Agreement Studies (Archived Clinical Specimens):
- Results from the predicate device (STRATIFY JCV™ Antibody ELISA), which is a validated laboratory methodology.
- Reproducibility, Cross-Reactivity, Interferences, Hook Effect, Sample Matrix/Fresh vs. Frozen:
- Reference materials, contrived samples, or previously characterized clinical samples with known (or expected) JCV antibody status or presence of interfering/cross-reacting substances. These are essentially "expert consensus" or "reference method" results for analytical performance.
8. The Sample Size for the Training Set
The document does not explicitly describe a "training set" in the context of machine learning. As this is an ELISA assay, the development and optimization process would involve analytical studies to determine optimal reagent concentrations, incubation times, and optical density (OD) readings. The cut-off values (Index < 0.2, negative; Index ≥ 0.4, positive; 0.2-0.4 indeterminate) and Confirmation Assay cut-offs are likely established through extensive analytical validation and clinical correlation studies, but these are not explicitly termed "training set" data.
9. How the Ground Truth for the Training Set Was Established
As noted above, there is no explicit "training set" described as such. The establishment of cut-off values and assay parameters would typically be done through:
- Extensive testing of characterized clinical samples: This involves samples with known JCV antibody status (determined by a gold standard or comprehensive clinical assessment), alongside samples representing different levels of antibody reactivity.
- Statistical analysis: To define thresholds that optimize sensitivity and specificity.
- Correlation with clinical outcomes: As demonstrated by the PML risk stratification data, where the assay's results correlated with the incidence of PML, thus validating the clinical relevance of the chosen cut-offs.
The predicate device and its established performance also served as a critical benchmark in defining the desired performance characteristics during the development of STRATIFY JCV® DxSelect™.
Ask a specific question about this device
(14 days)
Regulation section:
21 CFR 866.3336: John Cunningham Virus serological reagents
The device is classified as Class II under regulation 21 CFR 866.3336 with special controls.
The STRATIFY JCVTM Antibody ELISA testing service provided by Focus Diagnostics is intended for the qualitative detection of antibodies to John Cunningham virus in human serum or plasma. The assay is intended for use in conjunction with other clinical data, in multiple sclerosis and Crohn's disease patients receiving natalizumab therapy, as an aid in risk stratification for progressive multifocal leukoencephalopathy development. The assay is for professional use only and is to be performed only at Focus Diagnostics' Reference Laboratory.
The assay is not intended for donor screening. The performance of this assay has not been established for use in other immunocompromised patient populations or in neonates and pediatrics patient populations.
The STRATIFY JCV™ Antibody ELISA consists of two devices. The first is an initial detection ELISA and the second device is a confirmatory (inhibition) ELISA. Both tests utilize the same recombinant antigen which is used in two different formats as described in section L. The devices include the following reagents; Recombinant JC virus like particles (VLP), a JCV high and low positive controls, consisting of human sera that is positive for JCV antibodies, and JCV negative control consisting of human sera that is negative for JCV antibodies. The conjugate, substrate, wash buffers and blocking buffers needed for the test are not supplied with the device and are listed together with other reagents and consumables in the device labeling.
Here's a breakdown of the acceptance criteria and the studies that support the performance of the STRATIFY JCV™ Antibody ELISA, based on the provided 510(k) summary:
Acceptance Criteria and Reported Device Performance
| Acceptance Criteria Category | Acceptance Criteria | Reported Device Performance (Summary) |
|---|---|---|
| Precision (Detection Assay) | Total % CV should be acceptable for intended clinical use. | Total % CV ranged from 7.0% to 18.3% for plasma, and 9.1% to 12.9% for serum. |
| Precision (Detection Assay - Indeterminate) | Indeterminate samples should consistently yield indeterminate results. | Serum indeterminate pool returned indeterminate 96.7% (87/90) of the time; plasma indeterminate pool returned indeterminate 100% of the time. |
| Precision (Confirmation Assay) | Indeterminate samples, when confirmed, should consistently yield positive results. | Serum indeterminate pool confirmed positive 100% (86/86) of the time; plasma indeterminate pool confirmed positive 100% (90/90) of the time. |
| Analytical Specificity (Cross-Reactivity - Spiked Antibodies) | No observed reactivity with common cross-reacting antibodies. | No observed reactivity (0/3 detected for each) with antibodies to E. coli, M. tuberculosis, and Pneumocystis jiroveci. |
| Analytical Specificity (Cross-Reactivity - Seroprevalence) | JCV seroprevalence in groups with other antibodies should not be significantly higher than expected background. | Three groups (C. pneumoniae, HSV1, T. pallidum) exhibited slightly higher positivity than expected the normal population, but no direct cross-reactivity was explicitly proven in this study design. M. pneumoniae showed lower. |
| Analytical Specificity (Interferences - Endogenous Substances) | Signal change due to interferents should not alter result interpretation. | Most interferents (Albumin, Ascorbic Acid, Cholesterol) showed acceptable shifts. Triglyceride, Hemoglobin, and Bilirubin in plasma, and Hemoglobin and Bilirubin in serum, demonstrated >20% shift from baseline, indicating potential interference. |
| Analytical Specificity (Interferences - Concomitant Medications) | Concomitant medications should not interfere with JCV antibody detection. | No potential interfering effect was observed for commonly used medications (Paracetamol, Ibuprofen, Methylprednisolone, Amoxicillin, Acetylsalicylic Acid, Multi-Vitamin, Amantadine, Diclofenac) based on longitudinal analysis in patient cohorts. |
| False Negative Rate (JCV Viruric Patients) | False negative rate should be low and acceptable. | Initial assessment from STRATA study: 2.5% (95% CI: 0.5 to 4.9%) based on 5/204 viruric patients. Confirmed in STRATIFY-1 study: 2.7% (95% CI: 0.9 to 6.2%) based on 5/186 viruric patients. |
| Method Comparison (with LDT) | Acceptable agreement with a laboratory-developed test. | Positive Percent Agreement (PPA) of 91.0% (122/134) with 95% CI: 85.0% to 94.8%. Negative Percent Agreement (NPA) of 89.4% (59/66) with 95% CI: 79.7% to 94.8%. |
| Matrix Comparison (Serum vs. Plasma) | Qualitative results from serum and plasma should show equivalence. | 100% (50/50) qualitative agreement between paired serum and plasma samples. Mean % difference for nOD values was 4.9%. Regression slope was 0.99 (95% CI: 0.9695 to 1.0103) and intercept 0.0 (95% CI: -0.0034 to 0.0043). |
| Clinical Performance (PML Risk Stratification) | High sensitivity for JCV antibodies in PML patients prior to diagnosis. Ability to stratify PML risk. | 100% sensitivity (37/37) with 95% CI: 90.6% to 100% in pre-PML samples from natalizumab-treated patients. JCV antibody positive status results in a 1.82-fold increased risk of PML. |
Study Details
2. Sample size used for the test set and the data provenance:
- Precision Studies (Detection & Confirmation):
- Sample Size: 90 aliquots for each plasma and serum level (High Positive, Indeterminate, Low Positive, Negative) in the detection assay. The indeterminate pools then subjected to confirmation (90 plasma indeterminate, 86 serum indeterminate).
- Data Provenance: Not explicitly stated, but likely from laboratory internal samples/controls, potentially spiked to achieve different concentrations.
- Analytical Specificity (Cross-Reactivity - Spiked Antibodies):
- Sample Size: 3 replicates for each of 3 spiked antibodies (total 9 tests for serum, 9 for plasma).
- Data Provenance: Laboratory, using commercially available human antibodies spiked into JCV negative serum/plasma.
- Analytical Specificity (Cross-Reactivity - Seroprevalence):
- Sample Size: Panels of up to twenty remnant specimens (e.g., 20 for C. pneumoniae, HSV6, VZV, Candida, HSV1, HSV2; 4 for T. pallidum; 9 for M. pneumoniae; 15 for CMV; 20 for HIV1). Total 188 samples across various sero-positive groups.
- Data Provenance: Remnant clinical specimens, likely retrospective from various patient populations.
- Analytical Specificity (Interferences - Endogenous Substances):
- Sample Size: Not explicitly stated as a number of samples, but involved spiking a single low-concentration JCV antibody native serum and plasma panel with various interferents and comparing to baseline.
- Data Provenance: Laboratory, using native serum/plasma samples and spiked interferents.
- Analytical Specificity (Interferences - Concomitant Medications):
- Sample Size: Subset of 585 MS patients from the AFFIRM study.
- Data Provenance: Prospective clinical trial (AFFIRM study) data, with serial samples collected over 30 months. Patients were treated for Multiple Sclerosis.
- False Negative Rate (JCV Viruric Patients):
- STRATA Study: 204 viruric patients.
- STRATIFY-1 Study: 186 urinary JCV DNA positive subjects (out of 1073 total subjects).
- Data Provenance: Prospective clinical studies (STRATA and STRATIFY-1), involving MS patients.
- Method Comparison with LDT:
- Sample Size: 200 samples (62 negative, 71 low positives near cut-point, 67 positive).
- Data Provenance: Not explicitly stated, but presumably clinical samples, likely retrospective.
- Matrix Comparison:
- Sample Size: 50 paired plasma and serum samples.
- Data Provenance: Clinical samples (presumably from patients).
- Clinical Performance (PML Risk Stratification - Pre-PML Samples):
- Sample Size: 37 available serum samples from confirmed PML patients.
- Data Provenance: Retrospective collection of serum samples from patients who developed PML, collected specifically from clinical trials and post-marketing reports prior to PML diagnosis.
- Clinical Performance (PML Risk Stratification - MS Population JCV Positivity):
- Sample Size: 5,896 MS patients.
- Data Provenance: Clinical trials (AFFIRM, TYGRIS-US, STRATIFY-1) and a national MS registry (Sweden). This is a large, geographically diverse, retrospective and potentially prospective (from ongoing studies) cohort of MS patients.
- Clinical Performance (JCV Antibody Prevalence - CD Patients):
- Sample Size: 313 CD patients.
- Data Provenance: Two completed Phase 3 clinical trials (CD301 and CD303) of natalizumab in Crohn's disease patients. Retrospective.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:
- The document does not mention the use of experts to establish ground truth for the test sets (patient samples, viruric samples, etc.). The ground truth for these studies relies on other laboratory methods (e.g., urinary JCV DNA positivity for viruric patients) or clinical diagnoses (e.g., confirmed PML diagnosis for the pre-PML samples).
4. Adjudication method for the test set:
- The document does not describe an adjudication method involving experts for any of the test sets. Ground truth is established by laboratory results (e.g., confirmed urinary JCV DNA positivity) or clinical diagnosis of PML, not by expert consensus on the samples themselves.
5. If a multi reader multi case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance:
- No. This is an ELISA (Enzyme-Linked Immunosorbent Assay) for detecting antibodies, not an imaging device or AI-assisted diagnostic tool that would involve human readers. Therefore, an MRMC study is not applicable and was not performed.
6. If a standalone (i.e. algorithm only without human-in-the loop performance) was done:
- Yes, effectively. The STRATIFY JCV™ Antibody ELISA is a laboratory assay. Its performance characteristics (precision, specificity, false negative rates, and clinical performance) are evaluated as a standalone test, meaning the results are generated directly by the assay without real-time human interpretation or modification of the assay output. Human intervention occurs in performing the assay and interpreting the final quantitative (nOD, % Inhibition) or qualitative (Positive/Negative/Indeterminate) results based on predefined cut-offs.
7. The type of ground truth used:
- JCV Viruric Patients: JCV DNA positivity in urine (confirmed infection).
- PML Risk Stratification: Clinical diagnosis of Progressive Multifocal Leukoencephalopathy (PML), along with historical records of natalizumab treatment and prior immunosuppressant use.
- Method Comparison: The Laboratory Developed Test (LDT) served as the comparative method, acting as a de facto reference in that specific study.
- For other analytical studies (precision, cross-reactivity, interference), ground truth was established by known concentrations/statuses of analytes or known presence/absence of cross-reactants/interferents.
8. The sample size for the training set:
- The document does not explicitly describe a "training set" in the context of a machine learning algorithm. This is a traditional IVD ELISA kit.
- However, the cut-off for the assay (nOD > 0.25 positive, < 0.1 negative, 0.1-0.25 indeterminate) was established based on the distribution of serological responses from JCV viruric patients. Specifically, "None of the JC viruric subjects had a reactivity below 0.1, which was therefore selected as the lower cut point..."
- The "training" data for establishing the initial cut-off therefore involved an unspecified number of "JCV viruric patients" as a positive reference. For the false negative rate, 204 viruric patients from the STRATA study and 186 viruric patients from the STRATIFY-1 study were used to validate the cut-off.
9. How the ground truth for the training set was established:
- As mentioned above, the primary ground truth for setting the initial cut-off was based on samples from JCV viruric patients. These patients were confirmed as viruric through detection of JCV DNA in their urine. The rationale is that JCV infection is often asymptomatic and hard to confirm by other means, but urinary shedding of JCV DNA is a clear indicator of infection.
Ask a specific question about this device
Page 1 of 1