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510(k) Data Aggregation
(141 days)
Information Proprietary Name: InflammaDry™ Common Name: Dry eye test Product Code PFQ Regulations: 21CFR 862.1540
K132066
Trade/Device Name: InflammaDry and InflammaDry External Controls Regulation Number: 21 CFR 862.1540
InflammaDry is a rapid, immunoassay test for the visual, qualitative in vitro detection of elevated levels of the MMP-9 protein in human tears from patients suspected of having dry eye to aid in the diagnosis of dry eye in conjunction with other methods of clinical evaluation. This test is intended for prescription use at point-of-care sites.
InflammaDry External Controls are QC materials used for verifying the performance of the InflammaDry test reagents and assay. These controls can also be used to assist in operator training and troubleshoot invalid results.
InflammaDry™ consists of three (3) parts: a sterile Sample Collector, an immunoassay test strip in a plastic Test Cassette housing, and Buffer in a vial. The Sample Collector is used to take a sample of human tears. The separately packaged and sterile Sample Collector has a contoured end with a Dacron fleece to collect the tear sample from the inside of the lower eyelid. The plastic housing of the Test Cassette body protects the strip from unintended physical influence. Additionally, the housing guarantees correct sample transfer onto the lateral flow assay strip. The Buffer vial contains a buffered salt solution containing proteins, detergents and preservatives. The Buffer functions as the solution that initiates the test, carries antigen through a microfiltration process to remove unwanted cellular debris, and transports the immune complex and the control conjugate to the Test and Control Lines on the test strip membrane.
InflammaDry External Controls are to be used with the InflammaDry test only and are intended to verify that the test reagents are working and that the test is performed correctly. Both Negative and Positive external controls for InflammaDrv™ are supplied as lyophilized powder in small glass vials with screw caps. 200 ul of recombinant MMP-9 in Stabilizing buffer solution is quickly frozen and lyophilized under vacuum. A soft and pliable plastic dropper bottle filled with a Dl water diluent is provided with each set of external controls. The InflammaDry external controls are sold as a separate catalog item.
The InflammaDry™ test is based on the principle of lateral flow immunoassays using Direct Sampling Micro-Filtration technology. Matrix metalloproteinase-9 (MMP-9) present in the tear fluid is captured between two (2) highly specific anti-MMP-9 antibodies: a monoclonal mouse anti-MMP-9 antibody and a polyclonal goat antihuman antibody. This antigen-antibody complex is captured at an immobilized Test Line. The formation of a blue color line at the control zone line with a red color line at the test zone line is considered as a positive result, a blue color line at the control zone only is considered as a negative result, if a blue color line in the control zone does not appear the test is considered invalid.
The test is a disposable, rapid test requiring 10-15 minutes for a result.
Here's a summary of the acceptance criteria and study details for the InflammaDry™ device, extracted from the provided text:
Acceptance Criteria and Device Performance
The provided document does not explicitly state pre-defined acceptance criteria for the clinical performance regarding sensitivity, specificity, accuracy, positive predictive value, or negative predictive value. Instead, it presents observed performance metrics. The "Device Performance" section of the clinical study simply states the range of performance demonstrated in the multicenter study.
However, based on the provided data, we can infer that the device demonstrated the following performance ranges in comparison to clinical assessment:
Performance Metric | Range of Performance |
---|---|
Positive Agreement | 66% - 97% |
Negative Agreement | 97% - 98% |
Study Information
1. A table of acceptance criteria and the reported device performance
As mentioned above, explicit acceptance criteria were not listed, but the observed performance is tabulated above.
2. Sample size used for the test set and the data provenance
- Sample Size: 237 patients were initially enrolled, but 17 were excluded due to a protocol deviation, resulting in a test set of 220 patients. (Calculated from 237 - 17 = 220, though the individual site totals sum to 237) Correction: The text explicitly states "N = 237" with individual site totals summing to 237 (90+85+12+50), so the 17 excluded patients are likely accounted for within the 237 enrolled if the protocol deviation led to their exclusion from analysis rather than just the enrollment count.
- Data Provenance: Prospective, sequential, masked, clinical trial conducted at academic centers and private practices from various regions across the United States.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts
- Number of Experts: Not explicitly stated, but clinical assessment for dry eye was performed by "ophthalmic clinician[s]" at each study site. The number of individual clinicians is not specified.
- Qualifications of Experts: "Ophthalmic clinician" - no further specific qualifications (e.g., years of experience, subspecialty) are provided.
4. Adjudication method for the test set
- Adjudication Method: Not explicitly stated. The "clinical assessment" for dry eye was presumably developed and applied by the ophthalmic clinicians. The DEWS criteria, with some modifications, were used to categorize patients. There is no mention of a separate adjudication panel or method for resolving discrepancies among clinicians.
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
- MRMC Study: No. This device is a standalone diagnostic test (immunoassay) for MMP-9 levels, not an AI-assisted interpretation tool for human readers. Therefore, an MRMC comparative effectiveness study regarding human reader improvement with AI assistance is not applicable.
6. If a standalone (i.e., algorithm only without human-in-the-loop performance) was done
- Standalone Performance: Yes, the clinical study directly evaluated the performance of the InflammaDry™ device (algorithm/test strip only) against the clinical assessment (ground truth). The results in the tables for "Device Performance" are based on the device's qualitative output (positive/negative) compared to the clinical assessment.
7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.)
- Ground Truth Type: Clinical assessment of dry eye based on a combination of symptoms and signs, derived from the DEWS criteria. This involved an "ophthalmic clinician" evaluating OSDI score, TBUT, Schirmer tear testing, and corneal staining.
8. The sample size for the training set
- Sample Size: Not explicitly mentioned in the provided text. The document focuses on the performance testing (analytical bench tests and clinical study), implying that any training would have occurred prior to these evaluations.
9. How the ground truth for the training set was established
- Ground Truth Establishment: Not explicitly mentioned in the provided text.
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(198 days)
19103
2 2009 llink
Re: K083184 Trade/Device Name: TearLab Osmolarity System Regulation Number: 21 CFR 862.1540
The TearLab Osmolarity System is intended to measure the osmolarity of human tears to aid in the diagnosis of patients with signs or symptoms of dry eye disease, in conjunction with other methods of clinical evaluation.
The TearLab Osmolarity System is intended to measure the osmolarity of human tears to aid in the cliagnosis of patients with signs or symptoms of dry eye disease, in conjunction with other methods of clinical evaluation. The device consists of the following components and accessories: One Tearl.ab Reader, Two TearLab Pens, Two TearLab Electronic Check Cards, Sinqle Use TearLab Osmolarity Test Cards, and TearLab Control Solutions.
The TearLab Osmolarity Test Card, in conjunction with the TearLab Osmolarity System, provides a quick and simple method for determining tear osmolarity using nanoliter (nL) volumes of tear fluid collected directly from the eyelid margin.
To perform a test, a new Test Card containing a microfluidic capillary channel is attached onto the Pen. The tip of the Test Card is touched to the inferior tear meniscus located above the lower eyelid and collects 40-50 nanoliters of tear fluid by passive capillary action.
After a successful collection, the Pen in conjunction with the electrodes embedded on the Test Card, measures and stores the tear fluid impedance. The Pen is then docked to the Reader.
The Reader downloads impedance data from the Pen in order to calculate and display the final osmolarity as a numerical value displayed in units of mOsms/L.
The TearLab Osmolarity System simplifies the tear collection process by reducing the required specimen volume to nanoliters, eliminating the need to transfer tear fluid and reducing the risk of evaporation.
Acceptance Criteria and Study for TearLab™ Osmolarity System
This document outlines the acceptance criteria and the study conducted to demonstrate the performance of the TearLab™ Osmolarity System.
1. Acceptance Criteria and Reported Device Performance
The provided document focuses on substantiating the device's performance through comparison with a predicate device and diagnostic accuracy for dry eye disease. The acceptance criteria are implicitly derived from these performance metrics.
Performance Metric | Acceptance Criteria (Implied) | Reported Device Performance | Study Section |
---|---|---|---|
Precision | Consistent osmolarity measurements across various conditions (within-run, between-instrument, lot-to-lot, between-site) with low variability. | Single Instrument (CV%): Low: 1.34%, Normal: 1.85%, Moderate: 1.41%, High: 1.30% (Within Run); Low: 1.87%, Normal: 2.47%, Moderate: 2.08%, High: 2.33% (Total) | Section VI, Precision Studies, 1 |
Between Instrument (CV%): Normal: 1.64%, Moderate: 1.68% | Section VI, Precision Studies, 2 | ||
Lot-to-Lot (CV%): Low: 1.39%, Normal: 1.65%, Moderate: 2.15%, High: 2.28% | Section VI, Precision Studies, 3 | ||
Between Site (CV%): Low: 1.59%, Normal: 2.09%, Moderate: 2.05%, High: 2.61% | Section VI, Precision Studies, 4 | ||
Method Comparison (Internal) vs. Predicate (Wescor 5520 Vapro® Osmometer) | Strong correlation and agreement with the predicate device. | Regression Equation: y = 0.9146x + 23.061 | Section VI, Internal Method Comparison |
Concordance Coefficient: 0.9588 | Section VI, Internal Method Comparison | ||
R-squared: 0.9443 (from scatter plot) | Page 3, Figure 5 | ||
Method Comparison (External) vs. Predicate (Wescor 5520 Vapro® Osmometer) | Strong correlation and agreement with the predicate device in external settings. | Regression Equation: y = 0.9402x + 12.512 | Section VI, External Method Comparison |
R-squared: 0.9515 (from scatter plot) | Page 4, Figure 4 | ||
Diagnostic Performance for Dry Eye Disease | Adequate sensitivity and specificity for dry eye disease diagnosis. | Sensitivity: 64% | Section VI, Performance on patients with objective signs of dry eye, Table 2 |
Specificity: 71% | Section VI, Performance on patients with objective signs of dry eye, Table 2 | ||
PPV (Positive Predictive Value): 82% | Section VI, Performance on patients with objective signs of dry eye, Table 2 | ||
NPV (Negative Predictive Value): 48% | Section VI, Performance on patients with objective signs of dry eye, Table 2 |
2. Sample Size Used for the Test Set and Data Provenance
- Precision Studies: Contrived tear specimens across concentrations of 275–400 mOsms/L were used. The number of individual measurements or specimens per run/instrument/lot/site is not explicitly stated, but "Tear samples were analyzed over 20 consecutive days" for single instrument precision, and "Seven levels of contrived tear solution" for method comparison studies.
- Performance on Patients with Objective Signs of Dry Eye: 140 subjects (45 Normal, 95 Dry Eye) were enrolled.
- Data Provenance:
- Precision Studies: Not explicitly stated, but likely laboratory-controlled settings given the use of "contrived tear specimens."
- Method Comparison Studies (Internal & External): "Seven levels of contrived tear solution" were prepared. The external comparison was done "At each of three physician office sites."
- Performance on Patients with Objective Signs of Dry Eye: "multicenter study." Country of origin is not specified but given the FDA 510(k) submission, it is likely that studies complied with US regulations. The study appears to be prospective for collecting data on device performance with human subjects.
3. Number of Experts Used to Establish Ground Truth for the Test Set and Their Qualifications
- For the "Performance on patients with objective signs of dry eye" study:
- Ground truth for "Dry Eye patient" vs. "Normal" was established based on clinical criteria: a positive score on the Ocular Surface Disease Index (OSDI) and 2 or more positive indications from a set of tests (Tear Film Breakup Time (TBUT), Schirmer Test, Corneal Staining, Conjunctival Staining, or Meibomian Gland Dysfunction).
- The number and qualifications of experts (e.g., ophthalmologists, optometrists) involved in performing these diagnostic tests and classifying subjects are not explicitly mentioned in the provided text.
4. Adjudication Method for the Test Set
The adjudication method for categorizing subjects as "Normal" or "Dry Eye" in the clinical performance study is based on a fixed set of objective and subjective clinical criteria (OSDI score and 2+ positive indications from a list of tests). It does not appear to involve a consensus process among multiple independent human readers in the traditional sense of image interpretation, but rather the application of established clinical definitions.
5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study
No, a multi-reader multi-case (MRMC) comparative effectiveness study assessing how much human readers improve with AI vs. without AI assistance was not conducted or reported. This device is a standalone diagnostic measurement system, not an AI-assisted interpretation tool for human readers.
6. Standalone Performance Study
Yes, a standalone performance study of the algorithm (the TearLab Osmolarity System) was conducted. This is evidenced by:
- Precision Studies: Demonstrated the device's consistency and reproducibility in measuring osmolarity (Section VI, Precision Studies).
- Method Comparison Studies: Compared the TearLab system's measurements directly against the predicate Wescor 5520 Vapro® Osmometer (Section VI, Internal Method Comparison, External Method Comparison).
- Performance on Patients with Objective Signs of Dry Eye: Evaluated the device's diagnostic accuracy (sensitivity, specificity, PPV, NPV) against clinically established ground truth for dry eye disease, without human intervention in the osmolarity measurement itself (Section VI, Performance on patients with objective signs of dry eye).
7. Type of Ground Truth Used
- Precision and Method Comparison Studies: For these studies, the ground truth was based on contrived tear specimens with known or established osmolarity values, often referenced against a gold standard osmometer (Wescor 5520 Vapro® Osmometer).
- Performance on Patients with Objective Signs of Dry Eye: The ground truth for classifying patients as "Normal" or "Dry Eye" was established through a consensus of clinical evaluation criteria, specifically a positive score on the Ocular Surface Disease Index (OSDI) and 2 or more positive indications from a combination of Tear Film Breakup Time (TBUT), Schirmer Test, Corneal Staining, Conjunctival Staining, or Meibomian Gland Dysfunction. This represents clinically defined outcomes/indicators.
8. Sample Size for the Training Set
The document does not explicitly mention a training set in the context of machine learning or AI algorithm development. The TearLab Osmolarity System uses an "electrical impedance measurement to provide an indirect assessment of osmolarity," and "after applying a lot-specific calibration curve, osmolarity is calculated." This suggests a deterministic algorithm or a model that uses calibration data rather than a machine learning model that requires a distinct "training set" in the common sense.
The "calibration data" mentioned refers to a meta-analysis of historical published data (n=1,436 subjects: 815 normal, 621 dry eye) which was used to determine an osmolarity referent (316 mOsms/L) and its associated sensitivity and specificity for dry eye diagnosis, but this was not for training the device's core osmolarity measurement algorithm. It was for establishing diagnostic thresholds based on osmolarity values, not for training the device's internal impedance-to-osmolarity conversion.
9. How the Ground Truth for the Training Set Was Established
As noted above, a distinct "training set" for an AI algorithm is not explicitly described. However, if considering the "calibration data" from the meta-analysis as a form of reference data to establish clinical thresholds:
- Meta-analysis Ground Truth: The ground truth for the meta-analysis (n=1,436) was derived from "historical published data" on tear osmolarity in normal and dry eye subjects using "earlier osmolarity devices." This implies that the classification of "Normal" or "Dry Eye" in those historical studies would have been based on their respective clinical diagnostic criteria prevalent at the time. Further details on how this ground truth was established within the original studies are not provided in this document.
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