Utility of a ready-to-use PCR system for neuroendocrine tumor diagnosis.

BACKGROUND:Multigene-based PCR tests are time-consuming and limiting aspects of the protocol include increased risk of operator-based variation. In addition, such protocols are complex to transfer and reproduce between laboratories. AIMS:Evaluate the clinical utility of a pre-spotted PCR plate (PSP)...

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Main Authors: Mark Kidd, Ignat A Drozdov, Somer Matar, Nicole Gurunlian, Nicholas J Ferranti, Anna Malczewska, Philip Bennett, Lisa Bodei, Irvin M Modlin
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0218592
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spelling doaj-e26ca457818043c9a8830433ce6ce5b42021-03-03T21:44:51ZengPublic Library of Science (PLoS)PLoS ONE1932-62032019-01-01146e021859210.1371/journal.pone.0218592Utility of a ready-to-use PCR system for neuroendocrine tumor diagnosis.Mark KiddIgnat A DrozdovSomer MatarNicole GurunlianNicholas J FerrantiAnna MalczewskaPhilip BennettLisa BodeiIrvin M ModlinBACKGROUND:Multigene-based PCR tests are time-consuming and limiting aspects of the protocol include increased risk of operator-based variation. In addition, such protocols are complex to transfer and reproduce between laboratories. AIMS:Evaluate the clinical utility of a pre-spotted PCR plate (PSP) for a novel multigene (n = 51) blood-based gene expression diagnostic assay for neuroendocrine tumors (NETs). METHODS:A pilot study (n = 44; 8 controls and 36 NETs) was undertaken to compare CQ, normalized gene expression and algorithm-based output (NETest score). Gene expression was then evaluated between matched blood:tumor tissue samples (n = 7). Thereafter, two prospective sets (diagnostic: n = 167; clinical validation: n = 48, respectively) were evaluated for diagnostic and clinical utility value. Two independent molecular diagnostics facilities were used to assess assay reproducibility and inter-laboratory metrics. Samples were collected (per CLIA protocol) processed to mRNA and cDNA and then either run per standard assay (liquid primers) or on PSPs. Separately, matching plasma samples were analyzed for chromogranin A (CgA). Statistics included non-parametric testing, Pearson-concordance, Predictive Modeling and AUROC analyses. RESULTS:In the pilot study (n = 44), CQ values were highly concordant (r: 0.82, p<0.0001) and normalized gene expression data significantly related (p<0.0001) (Pearson-pairwise correlation). NETest values were not different (49.7±33 standard vs. 48.5±31.5 PSP) and the overall concordance in output 96%. Predictive modelling confirmed this concordance (F1 score = 0.95). Gene expression levels were highly correlated between blood and tumor tissue (R: 0.71-0.83). In the diagnostic cohort (n = 30 controls, n = 87 non-NET controls, n = 50 NET), NETest was significantly lower (p<0.0001) in controls (11±6.5) and non-NET controls (13±18) than NETs (61±31). The AUROCs were 0.93-0.97 and the diagnostic accuracy was 90-97.5%. As a diagnostic, the PSP-NETest was significantly better than CgA (accuracy: 56%, p<0.0001). For clinical samples, the PSP generated robust and accurate (>96%) scores and was significantly better (p<0.0001) than CgA. The assay protocol was consistent (r: 0.97) and reproducible (co-efficient of variation: 1.3-4.2%) across the two facilities. CONCLUSION:The PSP protocol for the NETest has been established and prospectively tested in clinical samples. It is highly reproducible, has similar metrics (CV, categorization by control or NET) to the standard PCR assay and generates clinically concordant (>96%) NETest results. Moreover, it functions significantly more accurately than CgA.https://doi.org/10.1371/journal.pone.0218592
collection DOAJ
language English
format Article
sources DOAJ
author Mark Kidd
Ignat A Drozdov
Somer Matar
Nicole Gurunlian
Nicholas J Ferranti
Anna Malczewska
Philip Bennett
Lisa Bodei
Irvin M Modlin
spellingShingle Mark Kidd
Ignat A Drozdov
Somer Matar
Nicole Gurunlian
Nicholas J Ferranti
Anna Malczewska
Philip Bennett
Lisa Bodei
Irvin M Modlin
Utility of a ready-to-use PCR system for neuroendocrine tumor diagnosis.
PLoS ONE
author_facet Mark Kidd
Ignat A Drozdov
Somer Matar
Nicole Gurunlian
Nicholas J Ferranti
Anna Malczewska
Philip Bennett
Lisa Bodei
Irvin M Modlin
author_sort Mark Kidd
title Utility of a ready-to-use PCR system for neuroendocrine tumor diagnosis.
title_short Utility of a ready-to-use PCR system for neuroendocrine tumor diagnosis.
title_full Utility of a ready-to-use PCR system for neuroendocrine tumor diagnosis.
title_fullStr Utility of a ready-to-use PCR system for neuroendocrine tumor diagnosis.
title_full_unstemmed Utility of a ready-to-use PCR system for neuroendocrine tumor diagnosis.
title_sort utility of a ready-to-use pcr system for neuroendocrine tumor diagnosis.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2019-01-01
description BACKGROUND:Multigene-based PCR tests are time-consuming and limiting aspects of the protocol include increased risk of operator-based variation. In addition, such protocols are complex to transfer and reproduce between laboratories. AIMS:Evaluate the clinical utility of a pre-spotted PCR plate (PSP) for a novel multigene (n = 51) blood-based gene expression diagnostic assay for neuroendocrine tumors (NETs). METHODS:A pilot study (n = 44; 8 controls and 36 NETs) was undertaken to compare CQ, normalized gene expression and algorithm-based output (NETest score). Gene expression was then evaluated between matched blood:tumor tissue samples (n = 7). Thereafter, two prospective sets (diagnostic: n = 167; clinical validation: n = 48, respectively) were evaluated for diagnostic and clinical utility value. Two independent molecular diagnostics facilities were used to assess assay reproducibility and inter-laboratory metrics. Samples were collected (per CLIA protocol) processed to mRNA and cDNA and then either run per standard assay (liquid primers) or on PSPs. Separately, matching plasma samples were analyzed for chromogranin A (CgA). Statistics included non-parametric testing, Pearson-concordance, Predictive Modeling and AUROC analyses. RESULTS:In the pilot study (n = 44), CQ values were highly concordant (r: 0.82, p<0.0001) and normalized gene expression data significantly related (p<0.0001) (Pearson-pairwise correlation). NETest values were not different (49.7±33 standard vs. 48.5±31.5 PSP) and the overall concordance in output 96%. Predictive modelling confirmed this concordance (F1 score = 0.95). Gene expression levels were highly correlated between blood and tumor tissue (R: 0.71-0.83). In the diagnostic cohort (n = 30 controls, n = 87 non-NET controls, n = 50 NET), NETest was significantly lower (p<0.0001) in controls (11±6.5) and non-NET controls (13±18) than NETs (61±31). The AUROCs were 0.93-0.97 and the diagnostic accuracy was 90-97.5%. As a diagnostic, the PSP-NETest was significantly better than CgA (accuracy: 56%, p<0.0001). For clinical samples, the PSP generated robust and accurate (>96%) scores and was significantly better (p<0.0001) than CgA. The assay protocol was consistent (r: 0.97) and reproducible (co-efficient of variation: 1.3-4.2%) across the two facilities. CONCLUSION:The PSP protocol for the NETest has been established and prospectively tested in clinical samples. It is highly reproducible, has similar metrics (CV, categorization by control or NET) to the standard PCR assay and generates clinically concordant (>96%) NETest results. Moreover, it functions significantly more accurately than CgA.
url https://doi.org/10.1371/journal.pone.0218592
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