Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System
K150358 · Gold Standard Diagnostics · GMQ · Nov 12, 2015 · Microbiology
Device Facts
Record ID
K150358
Device Name
Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System
Applicant
Gold Standard Diagnostics
Product Code
GMQ · Microbiology
Decision Date
Nov 12, 2015
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 866.3820
Device Class
Class 2
Attributes
Real-World Evidence
Real-World Evidence
Submission
Device
Sponsor
RWD Sources
RWE Use Summary
Key Tags
K150358 · Nov 12, 2015
Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System
Gold Standard Diagnostics
Retrospective clinical samples from reference laboratories, hospitals, and doctor's offices; Retrospective samples from pregnant women; Retrospective samples from HIV-positive individuals
Retrospective clinical samples were used to evaluate the clinical performance (sensitivity and specificity) of the GSD AIX1000 RPR Automated Test System compared to an FDA-cleared predicate device.
Retrospective comparative study; Study Period: January 2005 - July 2014
Patients referred for syphilis testing (n=2,246); Sample Size: 2,246; Number of Sites: 2
FDA-cleared RPR assay
Positive and negative percent agreement
Retrospective comparative study; Study Period: July 2012 - August 2013
Pregnant women (n=250 non-reactive, 30 spiked reactive); Sample Size: 280; Number of Sites: 1
FDA-cleared RPR assay
Positive and negative percent agreement
Retrospective comparative study; Study Period: February 2012 - June 2015
HIV positive individuals (n=250 non-reactive, 30 reactive); Sample Size: 280; Number of Sites: 4
FDA-cleared RPR assay
Positive and negative percent agreement
Indications for Use
The Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System is a non-treponemal flocculation test that can qualitatively determine the presence of reagin antibodies in human serum. It may be used to aid in the diagnosis of syphilis when used in conjunction with supplemental treponemal laboratory tests and other clinical information. This test may also be used to detect non-treponemal antibodies in samples serially diluted to establish titer information. This test is not intended for screening blood or tissue donors.
Device Story
System automates non-treponemal macroscopic flocculation testing for syphilis diagnosis. Input: human serum samples. Process: AIX1000 Analyzer dispenses serum into test wells, adds modified VDRL carbon antigen suspension, incubates, and shakes. Onboard camera captures high-resolution images of wells. Proprietary software algorithm analyzes images to detect black flocculants (positive) or evenly distributed carbon particles (negative). Output: qualitative reactive/non-reactive results and titer information. Used in clinical laboratories; operated by laboratory personnel. Benefits: standardizes test interpretation, reduces manual processing variability, and provides objective results to aid clinical decision-making.
Clinical Evidence
Clinical performance evaluated via prospective (n=765) and retrospective (n=2,246) studies comparing subject device to an FDA-cleared RPR assay. Prospective study showed 95.5% positive percent agreement (PPA) and 99.9% negative percent agreement (NPA). Retrospective study showed 97.2% PPA and 99.1% NPA. Additional studies in pregnant women (n=280) and HIV-positive individuals (n=280) showed 100% PPA and 100% NPA. Performance also validated against clinically diagnosed syphilis samples (primary, secondary, latent).
Technological Characteristics
Non-treponemal flocculation test using modified VDRL carbon antigen (0.03% cardiolipin, 0.9% cholesterol, 0.21% lecithin). System includes AIX1000 Analyzer (automated microtiter plate processor) and 48-well reaction plates. Sensing via onboard camera and image analysis software. Connectivity: standalone system with pre-installed software. Sterilization: not applicable (reagents/consumables).
Indications for Use
Indicated for qualitative determination of reagin antibodies in human serum to aid in syphilis diagnosis and for detection of non-treponemal antibodies in serially diluted samples to establish titer. For use in conjunction with supplemental treponemal tests and clinical information. Not for blood or tissue donor screening.
Regulatory Classification
Identification
Treponema pallidum nontreponemal test reagents are devices that consist of antigens derived from nontreponemal sources (sources not directly associated with treponemal organisms) and control sera (standardized sera with which test results are compared) used in serological tests to identify reagin, an antibody-like agent, which is produced from the reaction of treponema microorganisms with body tissues. The identification aids in the diagnosis of syphilis caused by microorganisms belonging to the genus Treponema and provides epidemiological information on syphilis.
Predicate Devices
Arlington Scientific Inc. (ASI) RPR Card Test for syphilis on the ASiManager-AT Analyzer (K111356)
Submission Summary (Full Text)
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# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY
A. 510(k) Number:
K150358
B. Purpose for Submission:
The purpose of this submission is to show that the Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System (which consists of the Gold Standard Diagnostics RPR reagents and the AIX1000® Analyzer) is substantially equivalent to the Arlington Scientific Inc. (ASI) RPR Card Test for syphilis on the ASiManager-AT Analyzer.
C. Measurand:
Serum antibodies (cardiolipin and lecithin) against rapid plasma reagin
D. Type of Test:
Non-treponemal macroscopic flocculation test
E. Applicant:
Gold Standard Diagnostics (GSD)
F. Proprietary and Established Names:
Proprietary Name: Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System
Common Name: Rapid Plasma Reagin (RPR) Test
G. Regulatory Information:
1. Regulation section:
21 CFR 866.3820, Treponema pallidum nontreponemal test reagents
2. Classification:
Class II
3. Product codes:
GMQ
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4. Panel:
Microbiology (83)
H. Intended Use:
1. Intended use(s):
The Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System is a non-treponemal flocculation test that can qualitatively determine the presence of reagin antibodies in human serum. It may be used to aid in the diagnosis of syphilis when used in conjunction with supplemental treponemal laboratory tests and other clinical information. This test may also be used to detect non-treponemal antibodies in samples serially diluted to establish titer information. This test is not intended for screening blood or tissue donors.
2. Indication(s) for use:
Same as intended use
3. Special conditions for use statement(s):
Prescription use only
4. Special instrument requirements:
The GSD AIX1000 RPR Automated Test System uses the AIX1000 Analyzer. The AIX instrument automates sample preparation and results interpretation.
I. Device Description:
The GSD AIX1000 RPR Automated Test System is a non-treponemal test for the qualitative determination of reagin antibodies in human serum to aid in the diagnosis of syphilis. The test is also used to detect non-treponemal antibodies in samples serially diluted to establish titer information. The system consists of the AIX1000 Analyzer and RPR test reagents. The AIX1000 Analyzer delivers serum from collection tubes into test wells. After the antigen suspension is added, the test wells are then incubated while being shaken. An onboard camera is used to create a high resolution image. This image is analyzed by the proprietary software algorithm to interpret the results.
The RPR test reagents consist of a reactive control, a non-reactive control, and the antigen suspended in a carbon solution. When the antigen is mixed with sera, if antibodies are present, they will bind to the antigen and form black flocculants due to the presence of carbon particles. If no antibodies are present, then the carbon particles remain evenly distributed.
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The antigen used in the GSD AIX1000 RPR Automated Test System is a modified VDRL carbon antigen. The formulation is the same as that established by the Centers for Disease Control and Prevention (CDC)¹ containing 0.03% cardiolipin, 0.9% cholesterol, and 0.21% lecithin.
The kit also includes untreated sterile 48 well reaction plates, a reactive control, and a non-reactive control.
## J. Substantial Equivalence Information:
1. Predicate device name(s):
ASI RPR Card Test for syphilis on the ASiManager-AT Analyzer
2. Predicate 510(k) number(s):
K111356
3. Comparison with predicate:
| Similarities | | |
| --- | --- | --- |
| Item | Subject Device: Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System (K150358) | Predicate Device: Arlington Scientific Inc. (ASI) RPR Card Test for syphilis on the ASiManager-AT Analyzer (K111356) |
| Intended Use | The Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System is a non-treponemal flocculation test that can qualitatively determine the presence of reagin antibodies in human serum. It may be used to aid in the diagnosis of syphilis when used in conjunction with supplemental treponemal laboratory tests and other clinical information. This test may also be used to detect non-treponemal antibodies in samples serially diluted to establish titer information. | The ASiManger-AT is intended to be used as an integrated digital particle analyzer to objectively interpret the ASI RPR Card Test for syphilis. The ASiManger-AT is designed to provide standardized test interpretation, an initial predictive titer analysis, and provides for storage, retrieval and transmittal of the test results. It is intended to be acquired, possessed and used only by healthcare professionals. For in vitro Diagnostic Use |
¹ Kennedy, E.J. and Creighton, E.T. Venereal Disease Research Laboratory (VDRL) Slide Test. Syphilis Manual, Chapter 8. 1998. http://www.cdc.gov/std/syphilis/manual-1998/CHAPT8.pdf
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| Similarities | | |
| --- | --- | --- |
| Item | Subject Device: Gold Standard Diagnostics AIX1000 Rapid Plasma Reagin (RPR) Automated Test System (K150358) | Predicate Device: Arlington Scientific Inc. (ASI) RPR Card Test for syphilis on the ASiManager-AT Analyzer (K111356) |
| | This test is not intended for screening blood or tissue donors. | Only, not intended for screening blood and tissue donors. |
| Assay Format | Reports qualitative results and titer of non-treponemal antibodies in serially diluted samples | Same |
| Technology | Flocculation test | Same |
| Antigen | Modified VDRL carbon antigen | Same |
| Reported Results | Reactive, non-reactive, titer results | Same |
| Interpretation | Automated | Same |
| Differences | | |
| Item | Subject Device: Cepheid Xpert TV Assay (K151565) | Predicate Device: Gen-Probe APTIMA Trichomonas vaginalis Assay (K122062) |
| Sample Processing | Automated | Manual |
| Sample Matrix | Serum | Serum or Plasma |
| Controls | Reactive and non-reactive | Reactive, weak reactive, non-reactive |
# K. Standard/Guidance Documents Referenced (if applicable):
1. CLSI EP7-A2, Interference Testing in Clinical Chemistry, Approved Guideline – Second Edition; 2004.
# L. Test Principle:
This is a non-treponemal macroscopic flocculation test that uses image capture and analysis to detect the presence of reagin. When reagin antibodies are present in a sample, they bind to their lipid antigens. Charcoal particles added to the solution co-agglutinate with these complexes and form black clumps that are macroscopically visible.
# M. Performance Characteristics (if/when applicable):
1. Analytical performance:
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# a. Precision/Reproducibility:
# Precision
The within-laboratory precision study was conducted in-house with clinical samples diluted at the following concentrations: low RPR reactivity (<1:8), moderately reactive (1:16), reactive (1:64), highly reactive (1:128), and non-reactive serum (the highly reactive sample was a pooled sample while all the other samples were individual patient sera). Each concentration level was tested in replicates of nine. These nine replicates were spread across five panels (as shown in Table 1 below) that were tested every day for five consecutive days by one operator using one instrument (9 replicates x 5 days = 45 measurements for each concentration tested). The sample panels were masked and randomized. Reactive and non-reactive controls were run each day of testing.
Table 1 - Panel Member Randomization Configuration (Each Cell Denotes a Single Test Replicate)
| Panel ID | Sample # 1 | Sample # 2 | Sample # 3 | Sample # 4 | Sample # 5 | Sample # 6 | Sample # 7 | Sample # 8 | Sample # 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Panel I | N | MR | MR | N | HR | LR | R | HR | LR |
| Panel II | MR | HR | N | R | LR | N | MR | LR | N |
| Panel III | LR | N | R | R | N | MR | LR | R | HR |
| Panel IV | HR | LR | MR | R | HR | HR | N | LR | MR |
| Panel V | R | N | LR | MR | HR | R | MR | R | HR |
LR = Low RPR Reactivity (< 1:8); MR = Moderately Reactive (1:16); R = Reactive (1:64), HR = Highly Reactive (1:256); and N = Non-Reactive
The acceptance criteria for this study was $95\%$ agreement within $+/- 1$ dilution for each panel member with a lower bound of the two-sided confidence interval of $90\%$ or greater. Results of the highest dilution ("end point titer results") detected by the GSD AIX1000 RPR Automated Test System are shown below in Table 2.
Table 2 - Results from In-House Precision Study
| | End Point Titer Results | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Sample Reactivity | Non-reactive | Neat | 1:2 | 1:4 | 1:8 | 1:16 | 1:32 | 1:64 | 1:128 | ≥1:256 | % Agreement within ± 1 titer (95% C.I.) |
| Non-reactive | 45 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 100% (93.6% - 100%) |
| Low Reactive (1:4) | 0 | 0 | 2 | 38 | 5 | 0 | 0 | 0 | 0 | 0 | 100% (93.6% - 100%) |
| Moderate Reactive (1:16) | 0 | 0 | 0 | 0 | 27 | 18 | 0 | 0 | 0 | 0 | 100% (93.6% - 100%) |
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The data presented in Table 2 demonstrates acceptable precision when multiple samples of various concentrations are run on the GSD AIX1000 RPR Automated Test System by a single operator on a single instrument over multiple days.
# Reproducibility
To investigate operator-to-operator and instrument-to-instrument variability, six operators, three instruments, and two runs were tested each day over five consecutive days as outlined in the testing schedule below (3 instruments x 6 operators x 2 runs per day x 5 days = 180 observations per panel).
Reproducibility Study Testing Schedule
| Operator & Instrument ID | Day 1 | | Day 2 | | Day 3 | | Day 4 | | Day 5 | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | Run 1 | Run 2 | Run 1 | Run 2 | Run 1 | Run 2 | Run 1 | Run 2 | Run 1 | Run 2 |
| Operator 1, Instrument 1 | Panel I | | Panel II | | Panel III | | Panel IV | | Panel V | |
| Operator 2, Instrument 1 | | Panel II | | Panel III | | Panel IV | | Panel V | | Panel I |
| Operator 3, Instrument 2 | Panel III | | Panel IV | | Panel V | | Panel I | | Panel II | |
| Operator 4, Instrument 2 | | Panel IV | | Panel V | | Panel I | | Panel II | | Panel III |
| Operator 5, Instrument 3 | Panel V | | Panel I | | Panel II | | Panel III | | Panel IV | |
| Operator 6, Instrument 3 | | Panel I | | Panel II | | Panel III | | Panel IV | | Panel V |
Each operator tested the five sample panels described in Table 1 above. The identity of panel members were masked and randomized. A reactive and a non-reactive control were run on each day of testing. The acceptance criteria for this study was $95\%$ agreement within $+/- 1$ dilution for each panel member with a lower bound of the two-sided confidence interval of $90\%$ or greater. Results are shown below in Table 3.
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Table 3 –Reproducibility Study Results
| | End Point Titer Results | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Sample Reactivity | Non-reactive | Neat | 1:2 | 1:4 | 1:8 | 1:16 | 1:32 | 1:64 | 1:128 | ≥1:256 | % Agreement within ± 1 titer (95% C.I.) |
| Non-reactive | 54 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 100% (94.5% - 100%) |
| Low Reactive (1:4) | 0 | 0 | 0 | 23 | 31 | 0 | 0 | 0 | 0 | 0 | 100% (94.5% - 100%) |
| Moderate Reactive (1:16) | 0 | 0 | 0 | 0 | 7 | 42 | 5 | 0 | 0 | 0 | 100% (94.5% - 100%) |
| Reactive (1:64) | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 12 | 0 | 0 | 100% (94.5% - 100%) |
| High Reactive (1:128) | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 28 | 20 | 5 | 98.1% (90.1% - 99.9%) |
| Reactive control | 0 | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 100% (90.5% - 100%) |
| Non-reactive control | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 100% (90.5% - 100%) |
The results agreements (within ± 1 titer) between runs, between days, between operators, and between instruments are summarized in Table 4 below.
Table 4 - Sources of Variability in the Reproducibility Study
| Sample Reactivity | Between-Runs | Between-Days | Between-Operators | Between-Instruments |
| --- | --- | --- | --- | --- |
| Non-Reactive Serum | 100% | 100% | 100% | 100% |
| Low RPR Reactivity | 100% | 100% | 100% | 100% |
| Moderately Reactive (1:16) | 100% | 100% | 100% | 100% |
| Reactive (1:64) | 100% | 97.8% | 100% | 100% |
| Highly Reactive (1:128) | 100% | 100% | 98.1% | 100% |
The data presented in Tables 3 and 4 demonstrate acceptable reproducibility between runs, days, operators, and instruments.
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b. Linearity/assay reportable range:
N/A
c. Traceability, Stability, Expected values (controls, calibrators, or methods):
## External Controls
The kit contains an external control set, consisting of a non-reactive control (human serum) and a reactive control (human serum reactive for syphilis). The controls are preserved with sodium azide (1mg/ml).
## Shipping and Storage Stability
### 1. Fresh vs. Frozen
A fresh vs. frozen study was conducted to demonstrate that freezing does not alter the performance of human serum samples in the GSD AIX1000 RPR Automated Test System. In this study, 65 RPR non-reactive serum samples were collected within 52 hours from bleed time, refrigerated, and delivered to GSD. Sixty (60) of the RPR non-reactive samples were spiked to create RPR reactive samples. Each concentration was spiked using a single RPR reactive patient sample (e.g., the five 1:8 samples were created using five individual RPR non-reactive samples spiked with one RPR reactive sample). The 65 member panel consisted of 40 samples (40/65 = 61.5%) having low reactivity (20 samples at 1:2 and 20 samples at 1:4), five samples having a titer of 1:8, five samples having a titer of 1:16, five samples having a titer of 1:32, five samples having a titer of 1:64, and five non-reactive samples.
All "fresh" testing was conducted on samples tested within 72 hours from bleed time. All "frozen" testing was conducted on samples that had been stored at -20°C for 24 hours and then thawed at room temperature. The qualitative (non-titer) results from frozen samples were compared with the qualitative results from the fresh samples. Results are summarized in Table 5.
Table 5 – Results from the Fresh vs. Frozen Study
| Concentration Level | Percent Agreement | 95% Confidence Interval |
| --- | --- | --- |
| Non-reactive | 5/5 = 100% | 54.9% - 100% |
| Low reactivity (1:2) | 20/20 = 100% | 96.1% - 100% |
| Low reactivity (1:4) | 20/20 = 100% | 96.1% - 100% |
| Moderately reactive (1:8) | 5/5 = 100% | 54.9% - 100% |
| Moderately reactive (1:16) | 5/5 = 100% | 54.9% - 100% |
| Reactive (1:32) | 5/5 = 100% | 54.9% - 100% |
| Reactive (1:62) | 5/5 = 100% | 54.9% - 100% |
These results indicate that it is acceptable to use frozen serum samples as part of the clinical evaluation for K150358 as their performance was similar to that of freshly collected human serum.
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# 2. Long and Short Term Sample Storage
The conditions claimed for specimen transport and storage were evaluated for human serum tested with the GSD AIX1000 RPR Automated Test System. In this study, RPR non-reactive serum samples were collected within 52 hours from bleed time, refrigerated, and delivered to GSD. The RPR non-reactive samples were spiked with individual RPR reactive samples to create a four-member panel of low reactivity samples (two samples with a titer of 1:2 and two samples with a titer of 1:4). These four samples were tested "fresh" (within 72 hours from bleed time) and then split into two groups that were stored at different conditions (short term storage at 2-8°C or long term storage at -20°C). For each of the four panel members, three aliquots were evaluated per storage condition.
- Samples stored at 2-8°C were tested at selected time points up to 11 days (t = 0, 4, 7, and 11 days).
- Samples stored at -20°C were tested at selected time points up to 18 days (t = 0, 4, 11, and 18 days).
The qualitative (non-titer) results were compared to the results at day 0 ("fresh"). Results are included in Tables 6 and 7.
Table 6 – Results from the Short Term Sample Stability Study
| Short Term (2-8°C) | | |
| --- | --- | --- |
| Time Point | Percent Agreement | 95% Confidence Interval |
| Day 0 | 4/4 = 100% | 47.3% - 100% |
| Day 4 | 4/4 = 100% | 47.3% - 100% |
| Day 7 | 4/4 = 100% | 47.3% - 100% |
| Day 11 | 4/4 = 100% | 47.3% - 100% |
Table 7 – Results from the Long Term Sample Stability Study
| Long Term (-20°C) | | |
| --- | --- | --- |
| Time Point | Percent Agreement | 95% Confidence Interval |
| Day 0 | 4/4 = 100% | 47.3% - 100% |
| Day 4 | 4/4 = 100% | 47.3% - 100% |
| Day 11 | 4/4 = 100% | 47.3% - 100% |
| Day 18 | 4/4 = 100% | 47.3% - 100% |
The results of this study support the following claims for specimen shipping and storage:
- Human serum stored at refrigerated at 2-8°C for 7 days.
- Human serum stored frozen at -20°C for 14 days.
# 3. Multiple Freeze Thaw Cycles
Stability after multiple freeze thaw cycles was evaluated for human serum tested with the GSD AIX1000 RPR Automated Test System. In this study, RPR non-reactive serum samples were collected within 52 hours from bleed time, refrigerated, and delivered to GSD. The RPR non-
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reactive samples were spiked to create an 80 member panel at the following concentrations: 20 samples each at titer levels 1:2 and 1:4, 10 samples each at titer levels 1:8, 1:16, 1:32, and 1:64, and 10 non-reactive samples. Each concentration was spiked using one RPR reactive sample (e.g., the ten 1:8 samples were created using ten individual RPR non-reactive samples spiked with one RPR reactive sample).
All "fresh" testing was conducted on samples tested within 72 hours from bleed time. All "frozen" testing was conducted on samples that had been stored at -20°C for 24 hours and then thawed at room temperature. This cycle was repeated twice more for a total of three freeze thaw cycles. For each freeze-thaw cycle an aliquot was removed and tested. The qualitative (non-titer) results of each freeze thaw cycle were compared with the freshly tested results. Results are included in Table 8.
Table 8 – Results from the Multiple Freeze Thaw Stability Study
| Freeze-thaw Cycle | Percent Agreement | 95% Confidence Interval |
| --- | --- | --- |
| 1 | 90/90 = 100% | 96.7% - 100% |
| 2 | 90/90 = 100% | 96.7% - 100% |
| 3 | 90/90 = 100% | 96.7% - 100% |
These results support a claim of stability after two freeze thaw cycles.
d. Detection limit:
N/A
e. Analytical specificity:
Cross Reactivity
This study was conducted to evaluate potential cross reactivity in the GSD AIX1000 RPR Automated Test System when non-target antibodies are present (e.g., due to infection or autoimmune disease). A panel of antibodies from 17 different conditions (10 viral, 3 bacterial, and 4 autoimmune conditions) was obtained from serum brokers who confirmed the presence of each disease marker. For each condition, 10-16 individual patient samples were tested. Reactive and non-reactive controls were run on each day of testing. Results are summarized in Table 9 below.
Table 9 - Cross Reactivity
| Antibody Source | Number Tested | Number Reactive |
| --- | --- | --- |
| Rubella | 10 | 0 |
| Varicella Zoster Virus (VZV) | 10 | 0 |
| Human Immunodeficiency Virus (HIV) | 10 | 0 |
| Hepatitis B | 16 | 0 |
| Hepatitis C | 11 | 0 |
| Epstein Barr Virus (EBV) | 10 | 0 |
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# Interfering Substances
An interfering substance study was conducted to examine if substances that may be present in serum at high concentrations would affect the performance of the GSD AIX1000 RPR Automated Test System. The panel consisted of seven endogenous substances and two prescription drugs that could be used to treat syphilis patients. Five samples, one non-reactive and four reactive samples from four individual patients (with titers of 1:2, 1:4, 1:16, and 1:64), were obtained from a serum broker and were tested in the presence (interferents spiked in-house at the concentration described in Table 6 below) or absence of interferents. The qualitative (non-titer) result was recorded for each sample. The concentrations selected were recommended in CLSI EP7-A2 document. Reactive and non-reactive controls were run on each day of testing. For all interfering substances tested, the RPR reactive samples remained reactive and RPR non-reactive samples remained non-reactive, therefore, the tested substances did not affect the performance of the GSD AIX1000 RPR Automated Test System. Results are shown in Table 10.
Table 10 - Potentially Interfering Substances in Serum
| Substance | Concentration | Interference |
| --- | --- | --- |
| Hemoglobin | 20 g/dL | None Observed |
| Bilirubin (unconjugated) | 15 mg/dL | None Observed |
| Cholesterol | 250 mg/dL | None Observed |
| Albumin | 5 g/dL | None Observed |
| Gamma Globulin | 60 mg/dL | None Observed |
| Glucose | 120 mg/dL | None Observed |
| Triglyceride | 500 mg/dL | None Observed |
| Antibiotic (Cephalexin) | 337 umol/L | None Observed |
| Antibiotic (Tetracycline) | 34 umol/L | None Observed |
# Carry-over
The purpose of the carry-over study was to uncover the presence of contamination in negative specimens due to carry-over of RPR antibodies during sample processing on the GSD AIX1000
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RPR Automated Test System. The study was conducted over three consecutive days on a single AIX1000 Analyzer. One reactive (1:64), one highly reactive (1:128) and two negative samples were tested over five runs. The samples used were from individual patients (not pooled). The qualitative (non-titer) result was recorded for each sample. Highly reactive samples were alternated with non-reactive samples 96 times per run. All 480 replicates of the negative samples were reported as non-reactive, therefore, no evidence of carry-over was observed.
f. Assay cut-off:
No numerical value is given by the GSD AIX1000 RPR Automated Test System. The instrument captures an image and the assay software uses an interpretation algorithm to analyze it. The samples used to validate the assay interpretation algorithm were purchased; reactive samples obtained from serum brokers and non-reactive samples obtained from a clinical laboratory. The samples obtained from the serum brokers contained different concentration (titers) of antibodies. The samples from the clinical laboratory were samples routinely submitted for syphilis test. In all, 560 samples (280 reactive and 280 non-reactive) were used to demonstrate that the algorithm correctly identified RPR reactive and non-reactive samples.
2. Comparison studies:
a. Method comparison with predicate device:
Method comparison was based on the results from the GSD AIX1000 RPR Automated Test System (which consists of the GSD RPR reagents and the AIX1000 Analyzer) compared to the ASI RPR Card Test for syphilis on the ASiManager-AT Analyzer. The testing description and data are listed below in the Clinical Studies section.
b. Matrix comparison:
N/A
3. Clinical studies:
a. Clinical Sensitivity and Specificity
Clinical Studies
i. Prospectively Collected Samples
Prospective sample collection was conducted at two geographically distinct (Southeastern and Western United States) reference laboratories that received samples from local clinics, hospitals, and doctor's offices. Testing was conducted at three sites (one in house and two locations that represented the intended use sites for the GSD AIX1000 RPR Automated Test System). For all testing sites, reactive and non-reactive controls were run on each day of testing. All 765 serum samples were collected prospectively from patient samples with a physician's order to perform syphilis testing. Samples were stored frozen at -20°C for a maximum of 5 months before testing.
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All samples that were shipped were transported and stored frozen until testing. All sites performed their own comparator testing.
All prospectively collected samples were "de-identified," therefore only pregnancy and HIV status were recorded. No information regarding gender, age, syphilis stage, or antibiotic use was available.
Seven hundred and sixty five (765) serum samples were tested on both the GSD AIX1000 RPR Automated Test System and the comparator device (a commercially available FDA cleared RPR assay). The initial tests resulted in 26 invalid results (invalid rate = 26/765 = 3.4% with 95% CI: 2.33%-4.93%). All 26 samples were re-tested and gave non-reactive results. The results for the prospectively collected clinical samples are summarized in Tables 11 and 12 below.
Table 11 - Performance of Prospectively Collected Samples (Non-Treponemal Comparator)
| Prospective Samples | Comparator Device | | | |
| --- | --- | --- | --- | --- |
| | | Reactive | Non-reactive | Total |
| GSD AIX1000 | Reactive | 21 | 1* | 22 |
| RPR Test System | Non-reactive | 1* | 742 | 743 |
| | Total | 22 | 743 | 765 |
*The two discrepant samples were tested on a third FDA cleared RPR assay. Both samples were non-reactive on the third RPR assay.
The positive percent agreement and negative percent agreement of the GSD AIX1000 RPR Automated Test System with the comparator device (along with their 95% confidence intervals) are 95.5% (95%CI 77.2% - 99.9%) and 99.9% (95% CI 99.3% - 100%), respectively.
To further investigate the serologic status of the non-treponemal antibody positive samples (NT+), the samples that gave a reactive result either by the GSD AIX1000 RPR Automated Test System or by the comparator device were further tested on an FDA cleared treponemal (TP) assay. Of the 21 samples that were non-treponemal antibody reactive on both the GSD AIX1000 RPR Automated Test System and on the comparator device, only 18 (18/21 = 85.7%) had enough volume for further testing; all 18 samples were positive for TP antibodies. The one sample that was NT+ on the GSD AIX1000 Automated Test System and RPR non-reactive (NT-) on the comparator device was negative for TP antibodies. The one sample that was NT- on the GSD AIX1000 Automated Test System and NT+ on the comparator device was negative for TP antibodies. The 742 samples that were concordant non-reactive with the test device and the comparator device did not receive further TP testing (742/765 = 97.0%).
ii. Retrospectively Collected Samples
In addition, 2,246 retrospectively collected samples from patients referred for syphilis testing were tested on the GSD AIX1000 RPR Automated Test System and on the comparator device. The samples were obtained from two geographically distinct reference laboratories that received samples from local clinics, hospitals, and doctor's offices. The samples were collected between January 2005 and July 2014 (the collection dates for 195 samples were not disclosed) and stored at -20°C until the time of testing. Samples included 607 men and 666 women 10 to 98 years of
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age (mean = 35 years). The age range was known for 2,021 of the samples; the gender and age of the remaining samples were not disclosed. No information regarding syphilis stage or antibiotic use was available. All samples were tested in-house by a single operator. Reactive and non-reactive controls were run on each day of testing. The initial tests resulted in six invalid results (percent invalid = 6/2,246 = 0.27%). All six samples were re-tested and gave one reactive and five non-reactive results. The results are summarized in Table 13 below.
Table 13 – Performance of Retrospectively Collected Samples (Non-Treponemal Comparator)
| Retrospective Samples | Comparator Device | | | |
| --- | --- | --- | --- | --- |
| | | Reactive | Non-reactive | Total |
| GSD AIX1000 | Reactive | 556 | 15* | 571 |
| RPR Test System | Non-reactive | 16* | 1659 | 1675 |
| | Total | 572 | 1674 | 2246 |
*The 31 discrepant samples were tested on a third FDA cleared RPR assay. Of the 16 GSD non-reactive and comparator device reactive samples, the third RPR assay called 12 reactive and 4 non-reactive. Of the 15 GSD reactive and comparator device non-reactive samples, the third RPR assay called 11 reactive and 4 non-reactive.
The positive percent agreement and negative percent agreement of the GSD AIX1000 RPR Automated Test System with the comparator device (along with their 95% confidence intervals) are 97.2% (95%CI 95.5% - 98.4%) and 99.1% (95%CI 98.5% - 99.5%), respectively.
To further investigate the serologic status of the non-treponemal antibody positive samples (NT+), the samples that gave a reactive result either by the GSD AIX1000 RPR Automated Test System or the comparator device were further tested on an FDA cleared treponemal (TP) assay. Of the 556 samples that were non-treponemal antibody reactive on both the GSD AIX1000 RPR Automated Test System and on the comparator device, only 404 had enough volume for further TP testing (404/556 = 72.7%). Of the 15 samples that were NT+ on the GSD AIX1000 RPR Automated Test System and RPR non-reactive (NT-) on the comparator device, only three had enough volume for further TP testing (3/15 = 20%). Of the 16 samples that were NT- on the GSD AIX1000 RPR Automated Test System and NT+ on the comparator device, only nine had enough volume for further TP testing (9/16 = 56.3%). A total of 416 samples that were reactive by either the test device or the comparator device received further TP testing. Samples that were concordant non-reactive with the test device and the comparator device did not receive further TP testing. The results of this testing is included in Table 14 below.
Table 14 - Retrospectively Collected Samples (Serologic Status)
| | | Comparator Device NT + / Trep + | Comparator Device NT + / Trep - | Comparator Device NT - / Trep + | Comparator Device NT - / Trep - |
| --- | --- | --- | --- | --- | --- |
| GSD AIX1000 NT Assay Result | Reactive | 366 | 38 | 1 | 2 |
| | Non-Reactive | 5 | 4 | N/A* | N/A* |
Samples with concordant non-reactive results by the comparator device and the GSD AIX1000 RPR Automated Test System did not receive further TP testing.
Three hundred thirty (330) of the retrospective collected samples were tested for titer level (330/587 samples collected = 56.2%). The frequency distribution of titer results from samples
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that are RPR reactive on the GSD AIX1000 RPR Automated Test System is shown in Figure 1 below.

Figure 1 - Distribution of Titer Results from Samples Designated as RPR Reactive on the GSD AIX1000 RPR Automated Test System.
# iii. Retrospectively Collected Samples from Special Populations
# Pregnant Women
In addition, 250 samples that were non-reactive for non-treponemal antibodies (NT-) were retrospectively collected from pregnant women at one site (Southeastern United States). The age of these women ranged from 15-44 years old (median = 29 years old) for 163 samples (the age of the remaining samples were not disclosed). The samples were collected between July 2012 and August 2013 (the collection dates for 25 samples were not disclosed) and stored at $-20^{\circ}\mathrm{C}$ until the time of testing. To create non-treponemal antibody reactive $(\mathrm{NT}+)$ samples, sera from 30 individual pregnant women were collected and spiked with a pool created by combining highly reactive RPR positive samples.
Sera from 30 pregnant women were obtained and were tested on an FDA cleared Human Chorionic Gonadotropin (HCG) test to confirm the pregnancy status. All sera gave a positive HCG result. The 30 sera were then spiked with a pool of highly reactive (1:128 and 1:64) RPR positive samples. No more than $10\%$ of the volume from the sera of pregnant women was supplanted by spiking. The spiked sera were tested again on the HCG test to confirm a positive result.
These samples were tested on the GSD AIX1000 RPR Automated Test System and on the comparator device. All samples were tested in-house by a single operator. The identity of the samples was masked. For all testing sites, reactive and non-reactive controls were tested with the assay on each day of testing. No invalid results were obtained. The results are summarized in Table 15 below.
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16
Table 15 – Performance in Pregnant Women (Non-Treponemal Comparator)
| Pregnant Women | Comparator Device | | | |
| --- | --- | --- | --- | --- |
| | | Reactive | Non-reactive | Total |
| GSD AIX1000 RPR Test System | Reactive | 30 | 0 | 30 |
| | Non-reactive | 0 | 250 | 250 |
| | Total | 30 | 250 | 280 |
The positive percent agreement and negative percent agreement of the GSD AIX1000 RPR Automated Test System with the comparator device (along with their 95% confidence intervals) are 100% (95%CI 90.5% - 100%) and 100% (95%CI 98.8% - 100%), respectively.
## HIV Positive Individuals
In addition, 250 samples that were non-reactive for non-treponemal antibodies (NT-) and 30 samples that were reactive for non-treponemal antibodies (NT+) were retrospectively collected from HIV positive individuals at four sites (one Southeastern, one Mid-Western, and two Western States). The age ranged from 19-60 years old (median = 41 years). Sixteen (16) women and 71 men were included in this group (the age and gender of the other samples were not disclosed). The samples were collected between February 2012 and June 2015 (the collection dates for 156 samples were not disclosed) and stored at -20°C until the time of testing.
These samples were tested on the GSD AIX1000 RPR Automated Test System and the comparator device. All samples were tested in-house by a single operator. The identity of the samples was masked and the samples from HIV positive individuals were randomized with samples collected from HIV negative individuals. For all testing sites, reactive and non-reactive controls were tested with the assay on each day of testing. No invalid results were obtained. The results are summarized in Table 16 below:
Table 16 – Performance in HIV Positive Individuals (Non-Treponemal Comparator)
| HIV Positive | Comparator Device | | | |
| --- | --- | --- | --- | --- |
| | | Reactive | Non-reactive | Total |
| GSD AIX1000 RPR Test System | Reactive | 30 | 0 | 30 |
| | Non-reactive | 0 | 250 | 250 |
| | Total | 30 | 250 | 280 |
The positive percent agreement and negative percent agreement of the GSD AIX1000 RPR Automated Test System with the comparator device (along with their 95% confidence intervals) are 100% (95%CI 90.5% - 100%) and 100% (95%CI 98.8% - 100%), respectively.
## Apparently Healthy Individuals
To determine the percentage of RPR reactivity with the GSD AIX1000 RPR Automated Test System in a population of apparently healthy individuals, 100 serum samples prospectively collected from healthy individuals not at risk for syphilis and for whom a syphilis test had not been ordered (samples were submitted to the source laboratories for routine chemistry testing) were tested with the GSD AIX1000 RPR Automated Test System. All 100 samples were non-reactive with the GSD AIX1000 RPR Automated Test System.
{16}
The percentage of RPR reactivity with the GSD AIX1000 RPR Automated Test system in the 765 prospective serum samples collected from two geographically distinct regions of the United States from patients with a physician's order to perform syphilis testing, 2.9% (22/765) were reactive with the GSD AIX1000 RPR Automated Test System.
## Correlation with Clinically Diagnosed Syphilis Sera – Various Stages
A panel of sera samples collected from patients clinically positive for syphilis at various stages of the disease was purchased from the University of Washington. The sera consisted of treated and untreated samples at the primary, secondary, and latent stages of syphilis. The age, gender, and collection dates for the samples were not disclosed. The primary syphilis samples given were characterized by documented genital lesion with positive dark field microscopy (if performed) and with reactive treponemal test. The secondary syphilis samples were characterized by documented rash or mucous patches or candylomata lata with reactive treponemal test. And the latent syphilis samples were characterized by having reactive treponemal and non-treponemal test with a non-reactive non-treponemal test for more than a year or for an unknown duration of infection.
The sera were tested on both the GSD AIX1000 RPR Automated Test System and on the comparator device. The sample panel members were masked and the order of testing was randomized. There were no invalid results reported for any of the samples tested. The results are summarized in Table 17 below.
Table 17 – Performance with Clinically Diagnosed Sera (Non-Treponemal Comparator)
| | GSD AIX1000 RPR Test System and Comparator Device Results | | | |
| --- | --- | --- | --- | --- |
| Clinical Diagnosis | # Reactive* | # Non-reactive* | % Agreement | 95% C.I. |
| Primary Treated | 13 | 0 | 100% | 79.4% - 100% |
| Primary Untreated | 12 | 0 | 100% | 77.9% - 100% |
| Secondary Treated | 25 | 0 | 100% | 88.7% - 100% |
| Secondary Untreated | 25 | 0 | 100% | 88.7% - 100% |
| Latent Treated | 25 | 0 | 100% | 88.7% - 100% |
| Latent Untreated | 25 | 0 | 100% | 88.7% - 100% |
*Note: The results of the sample population tested may not be consisted with what has been reported in the literature. It is important to perform follow-up testing on patients suspected of having syphilis.
4. Clinical cut-off:
N/A
5. Expected values/Reference range:
N/A
{17}
18
N. Instrument Name:
AIX1000 Analyzer
O. System Description:
The AIX1000 is a combination device with a single intended use. The instrument is intended to be used as general purpose laboratory equipment which is labeled or promoted for a specific medical use. The instrument is intended to duplicate manual analytical procedures of a flocculation test by automating all necessary procedural steps. The instrument alone is intended to perform as an ‘accessory’ which is intended to be used with a device to enable that device to be used in accordance with its intended purpose. The GSD RPR Test is flocculation test kit intended to be used with the AIX 1000 Automated RPR Processor. The kit is intended to be a consumable in vitro diagnostic device for the instrument. The complete system (instrument and test kit) is labeled and promoted by GSD for this specific medical use. The System is a qualitative non-treponemal flocculation test to aid in the diagnosis of syphilis using human serum. This test detects non-treponemal antibodies in samples serially diluted to establish their titer information. This test is not intended for screening blood or tissue donors.
1. Modes of Operation:
Does the applicant’s device contain the ability to transmit data to a computer, webserver, or mobile device?
Yes ☐ X ☐ or No ☐
Does the applicant’s device transmit data to a computer, webserver, or mobile device using wireless transmission?
Yes ☐ X ☐ or No ☐
2. Software:
The AIX1000 system includes a software package that is required in order for the AIX1000 instrument to operate. The necessary software applications are: AIX1000 Server, AIX1000 System Settings, and AIX1000 Instrument GUI (Graphical User Interface).
The AIX1000 System Settings software is used to configure the AIX1000 Server (these two software components must always be installed together on the same computer). The AIX1000 Server controls the configurations of each GUI to which it is connected (in the GUI settings the user specifies which Server each GUI is connected to). All software components are pre-installed on the computer included with the AIX1000 instrument.
FDA has reviewed applicant’s Hazard Analysis and software development processes for
{18}
this line of product types:
Yes ☐ X ☐ or No ☐
3. Specimen Identification:
Specimens are identified by scanning a barcode or by manual entry.
4. Specimen Sampling and Handling:
Sample processing is automated by the AIX1000. The AIX1000 is a fully automated microtiter plate processor that is able to completely perform sample processing steps, including dilutions, dispenses, and incubations.
5. Calibration:
Daily, weekly and monthly calibration and maintenance is required by the end user. These actions include instrument priming, instrument alignment, camera alignment, wash pump calibration, light intensity and camera integration time.
6. Quality Control:
Quality control is addressed by external reactive and non-reactive controls that are provided with the Gold Standard RPR Assay.
P. Other Supportive Instrument Performance Characteristics Data Not Covered In The "Performance Characteristics" Section above:
N/A
Q. Proposed Labeling:
The labeling is sufficient and it satisfies the requirements of 21 CFR Part 809.10.
R. Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
19
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Learn the FDA Browser
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.