| Literature DB >> 28778171 |
Kristen M Plasseraud1, Jeff K Wilkinson2, Kristen M Oelschlager2, Trisha M Poteet2, Robert W Cook1, John F Stone2, Federico A Monzon3.
Abstract
BACKGROUND: A 15-gene expression profile test has been clinically validated and is widely utilized in newly diagnosed uveal melanoma (UM) patients to assess metastatic potential of the tumor. As most patients are treated with eye-sparing radiotherapy, there is limited tumor tissue available for testing, and technical reliability and success of prognostic testing are critical. This study assessed the analytical performance of the 15-gene expression test for UM and the correlation of molecular class with pathologic characteristics.Entities:
Keywords: Analytic validity; Gene expression profiling; Prognosis; Uveal melanoma
Mesh:
Substances:
Year: 2017 PMID: 28778171 PMCID: PMC5545042 DOI: 10.1186/s13000-017-0650-3
Source DB: PubMed Journal: Diagn Pathol ISSN: 1746-1596 Impact factor: 2.644
Fig. 1Overview of DecisionDx-UM testing and analytic validation. Fine-needle aspirate biopsies are collected prior to plaque or proton beam clip placement, snap-frozen in RNA stabilization buffer, and shipped frozen. Alternatively, six 5-μm section slides containing tumor tissue from enucleations can be used. RNA is extracted and reverse transcribed into cDNA. The cDNA is pre-amplified followed by qPCR for 12 discriminating genes and 3 control genes. A support vector machine (SVM) algorithm assigns a Class 1 or 2 call comparing the patient sample to a locked-down training set. The summation of CDH1 and RAB31 is used to determine Class 1A or 1B subclassification
Summary of results from repeatability and proficiency studies
| Study | Design summary | Molecular class calls (n) | Concordance | Bias discriminant scores between replicates (95% CI) | Discriminant score R2 |
|---|---|---|---|---|---|
| Inter-assay (consecutive days) | 16 samples, 1 instrument, 2 operators, 3 runs, 3 consecutive days, 1 manufacturing reagent lot | 48 | 100% | −0.0295 | 0.9944 |
| Inter-assay (long term) | 46 samples run on 2 separate days, 2 instruments, multiple runs, multiple operators, multiple manufacturing reagent lots | 92 | 100% | 0.0049 | 0.9747 |
| Intra-assay | 12 tumors with 2 replicates on 2 plates each, 1 instrument, 1 operator, 3 runs, 3 consecutive days, 1 manufacturing reagent lot | 48 | 100% | 0.0145 | 0.9934 |
| Inter-site | 29 samples, two instruments, two operators, 2 manufacturing reagent lots | 58 | 100% | 0.0233 | 0.9818 |
| Inter-operator/ instrument | 28 samples, 2 instruments, 2 operators, 2 runs, 1 day, 1 manufacturing reagent lot | 56 | 96% | −0.0540 | 0.9636 |
Fig. 2Inter- and intra-assay reliability of DecisionDx-UM. a Inter-assay correlation of discriminant scores for 16 samples run on 3 consecutive days. b Bland-Altman plot showing the difference in discriminant scores between runs and the 95% confidence interval (dashed lines). The estimated bias (or mean difference in discriminant values) is represented as the red line. c Inter-assay correlation of discriminant scores of 46 samples run twice during a one-year period for proficiency testing or instrument verification. d Bland-Altman plot of proficiency testing and instrument verification samples. e Intra-assay correlation of discriminant scores of 12 samples tested in duplicate on two cards. f Bland-Altman plot showing differences in paired discriminant scores within each card
Fig. 3Inter-lab and inter-instrument/operator reliability of DecisionDx-UM. a Correlation of 29 paired discriminant scores from samples run at two CLIA-certified laboratories. b Bland-Altman plot of the estimated bias (average difference between discriminant scores, red line) between labs and the 95% confidence interval (dashed lines). c Correlation analysis of 28 paired inter-instrument/operator discriminant values. d Bland-Altman plot paired inter-instrument/operator discriminant values
Fig. 4Clinical experience with DecisionDx-UM testing. a Proportions of tissue type received for testing. b Proportions of Class 1A, 1B, and 2 results in clinical setting from January 2010-May 2016. c Technical success of DecisionDx-UM testing and proportions of technical failures due to multi-gene failures, out-of-specification samples, and insufficient tumor density
Clinical experience of DecisionDx-UM testing
| Sample Type | Received | Successfully reported | Multi-gene Failures (MGF) | Insufficient tissue | |
|---|---|---|---|---|---|
| within specs | Outside specs | ||||
| FNAB (n, % of row) | 4829 | 4678 (97%) | 133 (2.7%) | 18 (0.3%) | N/A |
| FFPE (n,% of row) | 687 | 637 (93%) | 29 (4%) | N/A | 21 (3%) |
| Total (n, % of row) | 5516 | 5315 (96.3%) | 180 (3.3%) | 21 (0.4%) | |
Fig. 5Distribution of discriminant scores. The distribution of discriminant scores that have been reported clinically. The output of the SVM algorithm is negative for Class 1, but reported as a positive number. The 50th percentile is represented by the blue box and the black bars indicate the 90th percentile. The blue line is the median of each group and the red stars indicate the minimum and maximum observed scores of each Class
Morphologic characteristics and correlation with molecular class result in enucleated cases
| Class 1A | Class 1B | Class 2 | |
|---|---|---|---|
| Largest basal diameter (mm), median (range) | 11.5 (1.5-28) | 14 (1.1-35) | 16 (1.4-39) |
| ≤12 mm (n, %) | 47 (53%) | 75 (37%) | 57 (24%) |
| > 12 mm (n, %) | 29 (33%) | 109 (54%) | 165 (69%) |
| Not addressed (n, %) | 12 (14%) | 17 (9%) | 16 (7%) |
| Tumor height (mm), median (range) | 6 (0.4-20) | 8 (0.5-29) | 9.45 (1-36) |
| ≤ 5.5 mm (n, %) | 34 (39%) | 47 (23.5%) | 51 (21%) |
| > 5.5 mm (n, %) | 42 (47%) | 135 (67%) | 166 (70%) |
| Not addressed | 12 (14%) | 19 (9.5%) | 21 (9%) |
| Cell type (n, %) | |||
| Spindle predominant | 40 (45.5%) | 92 (46%) | 65 (27%) |
| Mixed/epithelioid predominant | 40 (45.5%) | 102 (51%) | 158 (66%) |
| Not addressed | 8 (9%) | 7 (3%) | 15 (6%) |
| Ciliary body involvement (n,%) | |||
| No | 35 (40%) | 104 (52%) | 84 (35%) |
| Yes | 23 (26%) | 45 (22%) | 111 (47%) |
| Not addressed | 30 (34%) | 52 (26%) | 43 (18%) |
| Extra-scleral/ocular extension (n,%) | |||
| No | 59 (67%) | 145 (72%) | 176 (74%) |
| Yes | 14 (16%) | 34 (17%) | 42 (18%) |
| Not addressed | 15 (17%) | 22 (11%) | 20 (8%) |
Statistical comparisons between molecular class and tumor pathology in enucleated cases
| Class 1 vs. Class 2 | Class 1A vs. Class 1B | Class 1B vs. Class 2 | Class 1A vs. Class 2 | |
|---|---|---|---|---|
| Largest basal diametera |
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| Tumor heighta |
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| Cell typeb |
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| Ciliary body involvementb |
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| Extra-scleral/ocular extension | n.s. | n.s. | n.s. | n.s. |
aMann-Whitney test; bFisher’s exact test