1
|
Seager RJ, Senosain MF, Van Roey E, Gao S, DePietro P, Nesline MK, Dash DP, Zhang S, Ko H, Hastings SB, Strickland KC, Previs RA, Jensen TJ, Eisenberg M, Caveney BJ, Severson EA, Ramkissoon S, Conroy JM, Pabla S. Cancer testis antigen burden (CTAB): a novel biomarker of tumor-associated antigens in lung cancer. J Transl Med 2024; 22:141. [PMID: 38326843 PMCID: PMC10851610 DOI: 10.1186/s12967-024-04918-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Accepted: 01/21/2024] [Indexed: 02/09/2024] Open
Abstract
BACKGROUND Cancer-testis antigens (CTAs) are tumor antigens that are normally expressed in the testes but are aberrantly expressed in several cancers. CTA overexpression drives the metastasis and progression of lung cancer, and is associated with poor prognosis. To improve lung cancer diagnosis, prognostic prediction, and drug discovery, robust CTA identification and quantitation is needed. In this study, we examined and quantified the co-expression of CTAs in lung cancer to derive cancer testis antigen burden (CTAB), a novel biomarker of immunotherapy response. METHODS Formalin fixed paraffin embedded (FFPE) tumor samples in discovery cohort (n = 5250) and immunotherapy and combination therapy treated non-small cell lung cancer (NSCLC) retrospective (n = 250) cohorts were tested by comprehensive genomic and immune profiling (CGIP), including tumor mutational burden (TMB) and the mRNA expression of 17 CTAs. PD-L1 expression was evaluated by IHC. CTA expression was summed to derive the CTAB score. The median CTAB score for the discovery cohort of 170 was applied to the retrospective cohort as cutoff for CTAB "high" and "low". Biomarker and gene expression correlation was measured by Spearman correlation. Kaplan-Meier survival analyses were used to detect overall survival (OS) differences, and objective response rate (ORR) based on RECIST criteria was compared using Fisher's exact test. RESULTS The CTAs were highly co-expressed (p < 0.05) in the discovery cohort. There was no correlation between CTAB and PD-L1 expression (R = 0.011, p = 0.45) but some correlation with TMB (R = 0.11, p = 9.2 × 10-14). Kaplan-Meier survival analysis of the immunotherapy-treated NSCLC cohort revealed better OS for the pembrolizumab monotherapy treated patients with high CTAB (p = 0.027). The combination group demonstrated improved OS compared to pembrolizumab monotherapy group (p = 0.04). The pembrolizumab monotherapy patients with high CTAB had a greater ORR than the combination therapy group (p = 0.02). CONCLUSIONS CTA co-expression can be reliably measured using CGIP in solid tumors. As a biomarker, CTAB appears to be independent from PD-L1 expression, suggesting that CTAB represents aspects of tumor immunogenicity not measured by current standard of care testing. Improved OS and ORR for high CTAB NSCLC patients treated with pembrolizumab monotherapy suggests a unique underlying aspect of immune response to these tumor antigens that needs further investigation.
Collapse
Affiliation(s)
- R J Seager
- OmniSeq (Labcorp Oncology), Buffalo, NY, USA
| | | | | | - Shuang Gao
- OmniSeq (Labcorp Oncology), Buffalo, NY, USA
| | | | | | | | | | - Heidi Ko
- Labcorp Oncology, Durham, NC, USA
| | | | - Kyle C Strickland
- Labcorp Oncology, Durham, NC, USA
- Duke University Medical Center, Duke Cancer Institute, Durham, NC, USA
| | - Rebecca A Previs
- Labcorp Oncology, Durham, NC, USA
- Duke University Medical Center, Duke Cancer Institute, Durham, NC, USA
| | | | | | | | | | - Shakti Ramkissoon
- Labcorp Oncology, Durham, NC, USA
- Wake Forest Comprehensive Cancer Center, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | | | | |
Collapse
|
2
|
Verner EL, Jackson JB, Severson E, Valkenburg KC, Greer AE, Riley DR, Sausen M, Maddox C, McGregor PM, Karandikar A, Hastings SB, Previs RA, Reddy VP, Jensen TJ, Ramkissoon SH. Validation of the Labcorp Plasma Focus Test to Facilitate Precision Oncology Through Cell-Free DNA Genomic Profiling of Solid Tumors. J Mol Diagn 2023; 25:477-489. [PMID: 37068734 DOI: 10.1016/j.jmoldx.2023.03.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 02/28/2023] [Accepted: 03/30/2023] [Indexed: 04/19/2023] Open
Abstract
Genomic profiling is critical for precision oncology to guide treatment decisions. Liquid biopsy testing is a complementary approach to tissue testing, particularly when tissue is not readily available. The Labcorp Plasma Focus test is a circulating cell-free DNA genomic profiling test that identifies actionable variants in solid cancers, including non-small-cell lung, colorectal, melanoma, breast, esophageal, gastroesophageal junction, and gastric cancers. This study highlights the analytical validation of the test, including accuracy compared with orthogonal methods, as well as sensitivity, specificity, precision, reproducibility, and repeatability. Concordance with orthogonal methods showed percent positive agreement of 98.7%, 89.3%, and 96.2% for single nucleotide variants (SNVs), insertion/deletions (indels), and copy number amplifications (CNAs), respectively, and 100.0% for translocations and microsatellite instability (MSI). Analytical sensitivity revealed a median limit of detection of 0.7% and 0.6% for SNVs and indels, 1.4-fold for CNAs, 0.5% variant allele frequency for translocations, and 0.6% for MSI. Specificity was >99% for SNVs/indels and 100% for CNAs, translocations, and MSI. Average positive agreement from precision, reproducibility, and repeatability experiments was 97.5% and 88.9% for SNVs/indels and CNAs, and 100% for translocations and MSI. Taken together, these data show that the Labcorp Plasma Focus test is a highly accurate, sensitive, and specific approach for cell-free DNA genomic profiling to supplement tissue testing and inform treatment decisions.
Collapse
Affiliation(s)
- Ellen L Verner
- Personal Genome Diagnostics (PGDx), Baltimore, Maryland.
| | | | - Eric Severson
- Enterprise Oncology, Labcorp, Durham, North Carolina
| | | | - Amy E Greer
- Personal Genome Diagnostics (PGDx), Baltimore, Maryland
| | - David R Riley
- Personal Genome Diagnostics (PGDx), Baltimore, Maryland
| | - Mark Sausen
- Personal Genome Diagnostics (PGDx), Baltimore, Maryland
| | | | | | | | | | | | | | | | | |
Collapse
|
3
|
Abstract
Abstract
While tissue biopsies and imaging techniques remain the current standard of care, minimally invasive liquid biopsy tests are emerging as compelling complements in the clinical management of cancer patients. The ability to accurately detect low frequency somatic mutations, tumor mutational burden (TMB) and microsatellite instability (MSI) biomarkers from a single plasma sample using a broad-based NGS panel is of high value for biomarker discovery, detection and monitoring. Herein we report the results of our analytical validation of Illumina's TruSight Oncology 500 (TSO500) ctDNA assay which employs a hybrid-capture approach for target enrichment of 523 clinically-relevant cancer genes with unique molecular indices (UMIs) to enable detection of low frequency variants, CNVs, DNA fusions, TMB and MSI analysis.
To characterize performance of small variant detection (SNVs and indels) and TMB analysis using the TSO500 ctDNA assay, we utilized various contrived reference standards with >1,500 unique variants below 5% variant allele frequency (VAF) and over 50 uncharacterized diseased and 20 healthy plasma samples. Cell-free DNA (cfDNA) isolates from healthy donors were used to evaluate the false positive (FP) rate as well as to evaluate potential impacts of blood collection tube (BCT) type on variant calling. For the tube type comparison, we procured 5 matched sets of healthy donor blood in both EDTA and Streck cfDNA BCTs. Where possible, unexpected somatic variants detected in healthy donor samples were orthogonally confirmed using droplet digital PCR (ddPCR). Additionally, to evaluate robustness of input on variant detection and TMB precision, cfDNA isolates from late stage cancer patients were tested at varying input amounts (10, 20, 30ng) in the TSO500 ctDNA assay.
Analytical sensitivity, specificity and positive predictive value (PPV) were evaluated using reference standards. We observed >99% sensitivity for detecting SNVs and >98% for indels at or above 0.5% VAF. Additionally, we observed very high specificity and PPV (>99%), with a false positive rate of < 2 FP per 1.3 Mb down to 0.2% VAF. Further support for high specificity was observed in healthy donor samples where 25/26 apparent false positive somatic variants (0.2-0.7% VAF) were confirmed using ddPCR. Robustness of input studies revealed comparable coverage depth and uniformity can be achieved with 20 - 30 ng of cfDNA. Precision of variant detection and TMB will be reported for a subset of the diseased plasma sample cohort. In conclusion, the TSO500 ctDNA assay enables robust detection of low frequency variants and other clinically relevant biomarkers in EDTA and Streck derived plasma samples with at least 20ng of cfDNA input.
Citation Format: Kirsten C. Verhein, Gunjan Hariani, Stephanie B. Hastings, Patrick Hurban. Analytical validation of Illumina's TruSight Oncology 500 ctDNA assay [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 3114.
Collapse
|
4
|
Hastings SB, Hariani G, Weigman VJ, Jiang T, Zhao C, Raja R, Pawlowski T, Brohawn P, Hurban P. Abstract 1346: Panel-based tumor mutational burden (TMB) analysis of matched tumor and plasma specimens using Illumina’s TruSight Oncology 500 next-generation sequencing assay. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-1346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Checkpoint inhibitor (CPI) therapy demonstrates a remarkable clinical benefit in many cancer types. However, the ability to successfully select patients who will benefit from CPIs is still limited. Tumor mutational burden (TMB), a measure of the number of somatic mutations per coding area of tumor genome, is a putative biomarker of response showing great promise in CPI and immunotherapy combination trials. The ability to measure TMB from tumor biopsies or plasma samples will be important for clinical adoption of this biomarker. Herein we report on initial performance evaluation of Illumina’s TruSight™ Oncology 500 gene (TSO500) NGS assay for the analysis of TMB in FFPE tissue and plasma cell-free (cf)DNA specimens. Illumina’s TSO500 assay employs hybrid-capture based approach for target enrichment coupled with unique molecular indices to enable low frequency variant detection of single nucleotide variants and indels. This comprehensive cancer panel interrogates relevant cancer biomarkers in >500 cancer genes (~2 Mb) from as little as 40 ng of FFPE DNA or 30 ng of cfDNA. In addition to variant calls, Illumina’s analysis pipeline reports a TMB score and microsatellite instability (MSI) status. Results obtained with the TSO500 TMB assay were compared to our validated whole exome sequencing (WES) TMB assessment for FFPE tissue specimens, with and without matched normal. As previously reported, the WES TMB tumor-only pipeline uses somatic variant classifications determined using a random forest model to generate TMB scores from analysis of tumor FFPE specimens. TSO500 TMB and MSI statues were evaluated in a set of 50 tumor FFPE specimens obtained from late-stage (III+) colorectal and bladder cancer patients. TSO500 TMB results correlated well with the WES-derived TMB results, although some differences were observed in the magnitude of high TMB scores. TSO500 TMB levels correlated strongly with the MSI status, with 100% of MSI-high tumors demonstrating high TMB scores (> 20), and greater than 85% of MSI-low tumors characterized as TMB-low (<20%). Additionally, correlations between tissue and blood-based TMB assessments in matched FFPE and plasma specimens are reported. Overall, our results demonstrate a strong correlation between TSO500 panel-based and whole exome sequencing-based TMB results in tissue and report comparisons to TMB calling in liquid biopsies. Our data further confirm that tumor mutational load is strongly connected to DNA damage repair deficiency in colorectal and bladder cancer patients.
Citation Format: Stephanie B. Hastings, Gunjan Hariani, Victor J. Weigman, Tingting Jiang, Chen Zhao, Rajiv Raja, Traci Pawlowski, Philip Brohawn, Patrick Hurban. Panel-based tumor mutational burden (TMB) analysis of matched tumor and plasma specimens using Illumina’s TruSight Oncology 500 next-generation sequencing assay [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 1346.
Collapse
|
5
|
DeMarini DM, Hastings SB, Brooks LR, Eischen BT, Bell DA, Watson MA, Felton JS, Sandler R, Kohlmeier L. Pilot study of free and conjugated urinary mutagenicity during consumption of pan-fried meats: possible modulation by cruciferous vegetables, glutathione S-transferase-M1, and N-acetyltransferase-2. Mutat Res 1997; 381:83-96. [PMID: 9403034 DOI: 10.1016/s0027-5107(97)00152-8] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Epidemiological and experimental evidence indicates that consumption of fried meats in conjunction with certain genotypes of phase I and II metabolism genes poses an elevated risk for colorectal cancer. Parallel to this, the consumption of cruciferous vegetables is associated with a reduced risk of colon cancer. Therefore, we designed a 6-week pilot feeding study to evaluate the effect of these variables on urinary mutagenicity, which is a biomarker associated with fried-meat consumption. Eight subjects were fed fried meats daily for six weeks; four ate cruciferous vegetables, and four ate non-cruciferous vegetables. Urinary mutagenicity was evaluated in the presence of S9 in strain YG1024 of Salmonella, which is a frameshift strain that overproduces acetyltransferase. C18/methanol extracts of 24-h urines collected once each week were tested unhydrolyzed (free mutagenicity) and hydrolyzed (total mutagenicity); the difference between the two was the conjugated mutagenicity. Although not significant, the levels of conjugated urinary mutagenicity doubled among crucifera consumers and decreased to 30% of the initial levels among non-crucifera consumers, suggesting the possibility that crucifera may enhance the level of conjugated urinary mutagenicity resulting from consumption of fried meats. Such an effect would be consistent with the documented ability of cruciferous vegetables to induce phase II enzymes. The NAT2 rapid phenotype was significantly associated with approximately 2-fold increases in conjugated (p = 0.05) and total (p = 0.004) urinary mutagenicity relative to NAT2 slow subjects, consistent with the elevated risk confirmed by the NAT2 rapid phenotype for colorectal cancer among meat consumers. An approximately 2-fold increase in urinary mutagenicity among the GSTM1- subjects relative to the GSTM1+ subjects approached significance for free (p = 0.18) and total (p = 0.13) urinary mutagenicity. This is the first report on (a) the mutagenicity of hydrolyzed urine, which was consistently more mutagenic than unhydrolyzed urine; (b) the potential enhancement of conjugated urinary mutagenicity by crucifera; and (c) the association of the rapid NAT2 and possibly the GSTM1- phenotype with elevated levels of fried meat-associated urinary mutagenicity.
Collapse
Affiliation(s)
- D M DeMarini
- Environmental Carcinogenesis Division, U.S. Environmental Protection Agency, Research Triangle Park, NC 27711, USA.
| | | | | | | | | | | | | | | | | |
Collapse
|
6
|
Abstract
The tremendous chemical potential of the highly conjugated double bonds in carotenoids has driven research into their protective role in cardiovascular disease development. Prevention of low-density-lipoprotein oxidation and reduction of oxidative stress at the plaque formation are popular hypotheses underlying this research. Many epidemiologic studies have examined relations between beta-carotene exposure and cardiovascular disease risk. These studies used different measures to determine carotenoid exposure: semiquantitative food-frequency questionnaires, carotenoid concentrations in serum taken before the onset of disease and analyzed after diagnosis, and carotenoid concentrations in adipose tissue. Although the epidemiologic evidence is consistent with a protective association between beta-carotene and cardiovascular disease, findings from the first single intervention trial conducted in a large free-living population cast doubts on the utility of beta-carotene for all high-risk populations. Beta-Carotene may only represent a marker of dietary behavior conductive to lower risk of cardiovascular disease. Research on other carotenoids is needed.
Collapse
Affiliation(s)
- L Kohlmeier
- Department of Nutrition, School of Medicine, University of North Carolina at Chapel Hill 27599-7400, USA
| | | |
Collapse
|