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1.
JAMA Oncol ; 4(11): 1527-1534, 2018 11 01.
Article in English | MEDLINE | ID: mdl-30073261

ABSTRACT

Importance: Osimertinib mesylate is used globally to treat EGFR-mutant non-small cell lung cancer (NSCLC) with tyrosine kinase inhibitor resistance mediated by the EGFR T790M mutation. Acquired resistance to osimertinib is a growing clinical challenge that is poorly understood. Objective: To understand the molecular mechanisms of acquired resistance to osimertinib and their clinical behavior. Design, Setting, and Participants: Patients with advanced NSCLC who received osimertinib for T790M-positive acquired resistance to prior EGFR tyrosine kinase inhibitor were identified from a multi-institutional cohort (n = 143) and a confirmatory trial cohort (NCT01802632) (n = 110). Next-generation sequencing of tumor biopsies after osimertinib resistance was performed. Genotyping of plasma cell-free DNA was studied as an orthogonal approach, including serial plasma samples when available. The study and analysis were finalized on November 9, 2017. Main Outcomes and Measures: Mechanisms of resistance and their association with time to treatment discontinuation on osimertinib. Results: Of the 143 patients evaluated, 41 (28 [68%] women) had tumor next-generation sequencing after acquired resistance to osimertinib. Among 13 patients (32%) with maintained T790M at the time of resistance, EGFR C797S was seen in 9 patients (22%). Among 28 individuals (68%) with loss of T790M, a range of competing resistance mechanisms was detected, including novel mechanisms such as acquired KRAS mutations and targetable gene fusions. Time to treatment discontinuation was shorter in patients with T790M loss (6.1 vs 15.2 months), suggesting emergence of pre-existing resistant clones; this finding was confirmed in a validation cohort of 110 patients with plasma cell-free DNA genotyping performed after osimertinib resistance. In studies of serial plasma levels of mutant EGFR, loss of T790M at resistance was associated with a smaller decrease in levels of the EGFR driver mutation after 1 to 3 weeks of therapy (100% vs 83% decrease; P = .01). Conclusions and Relevance: Acquired resistance to osimertinib mediated by loss of the T790M mutation is associated with early resistance and a range of competing resistance mechanisms. These data provide clinical evidence of the heterogeneity of resistance in advanced NSCLC and a need for clinical trial strategies that can overcome multiple concomitant resistance mechanisms or strategies for preventing such resistance.


Subject(s)
Acrylamides/therapeutic use , Aniline Compounds/therapeutic use , Lung Neoplasms/drug therapy , Acrylamides/pharmacology , Aniline Compounds/pharmacology , Drug Resistance, Neoplasm , Female , Humans , Lung Neoplasms/pathology
2.
Methods Mol Biol ; 1768: 193-207, 2018.
Article in English | MEDLINE | ID: mdl-29717445

ABSTRACT

The identification of oncogenic driver mutations has led to the rapid rise of genotype-directed treatments. However, genetic analysis of tumors remains cumbersome and a morbid experience for patients. Noninvasive assessment of tumor genotype, so-called "liquid biopsy," such as plasma genotyping represents a potentially transformative tool. Here we describe a genotyping protocol of cell-free plasma DNA (cfDNA) using Droplet Digital™ PCR (ddPCR™). ddPCR emulsifies DNA into ~20,000 droplets in which PCR is performed to endpoint in each droplet for both mutant and wild-type DNA. Droplets are run through a modified flow cytometer where mutant and wild-type DNA emit different colored signals. The count of these signals upon Poisson distribution analysis allows sensitive quantification of allelic prevalence.


Subject(s)
Circulating Tumor DNA/isolation & purification , Drug Resistance, Neoplasm/genetics , Lung Neoplasms/genetics , Polymerase Chain Reaction/methods , Alleles , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Circulating Tumor DNA/genetics , ErbB Receptors/antagonists & inhibitors , ErbB Receptors/genetics , Genotype , Humans , Liquid Biopsy/instrumentation , Liquid Biopsy/methods , Lung Neoplasms/blood , Lung Neoplasms/drug therapy , Lung Neoplasms/pathology , Mutation , Poisson Distribution , Polymerase Chain Reaction/instrumentation , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , Specimen Handling/instrumentation , Specimen Handling/methods , Treatment Outcome
3.
Clin Cancer Res ; 24(18): 4437-4443, 2018 09 15.
Article in English | MEDLINE | ID: mdl-29567812

ABSTRACT

Purpose: Plasma cell-free DNA (cfDNA) genotyping is increasingly used in cancer care, but assay accuracy has been debated. Because most cfDNA is derived from peripheral blood cells (PBC), we hypothesized that nonmalignant mutations harbored by hematopoietic cells (clonal hematopoiesis, CH) could be a cause of false-positive plasma genotyping.Experimental Design: We identified patients with advanced non-small cell lung cancer (NSCLC) with KRAS, JAK2, or TP53 mutations identified in cfDNA. With consent, PBC DNA was tested using droplet digital PCR (ddPCR) or next-generation sequencing (NGS) to test for CH-derived mutations.Results: We first studied plasma ddPCR results from 58 patients with EGFR-mutant NSCLC. Two had KRAS G12X detected in cfDNA, and both were present in PBC, including one where the KRAS mutation was detected serially for 20 months. We then studied 143 plasma NGS results from 122 patients with NSCLC and identified 5 JAK2 V617F mutations derived from PBC. In addition, 108 TP53 mutations were detected in cfDNA; for 33 of the TP53 mutations, PBC and tumor NGS were available for comparison, and 5 were present in PBC but absent in tumor, consistent with CH.Conclusions: We find that most JAK2 mutations, some TP53 mutations, and rare KRAS mutations detected in cfDNA are derived from CH not tumor. Clinicians ordering plasma genotyping must be prepared for the possibility that mutations detected in plasma, particularly in genes mutated in CH, may not represent true tumor genotype. Efforts to use plasma genotyping for cancer detection may need paired PBC genotyping so that CH-derived mutations are not misdiagnosed as occult malignancy. Clin Cancer Res; 24(18); 4437-43. ©2018 AACRSee related commentary by Bauml and Levy, p. 4352.


Subject(s)
Carcinoma, Non-Small-Cell Lung/blood , Hematopoiesis/genetics , Janus Kinase 2/blood , Proto-Oncogene Proteins p21(ras)/blood , Tumor Suppressor Protein p53/blood , Carcinoma, Non-Small-Cell Lung/classification , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Cell-Free Nucleic Acids/blood , DNA, Neoplasm/blood , DNA, Neoplasm/genetics , ErbB Receptors/genetics , Female , Gene Expression Regulation, Neoplastic , Genotype , High-Throughput Nucleotide Sequencing , Humans , Janus Kinase 2/genetics , Male , Mutation , Proto-Oncogene Proteins p21(ras)/genetics , Tumor Suppressor Protein p53/genetics
4.
Clin Cancer Res ; 23(23): 7351-7359, 2017 Dec 01.
Article in English | MEDLINE | ID: mdl-28947568

ABSTRACT

Purpose: Plasma cell-free DNA (cfDNA) analysis is increasingly used clinically for cancer genotyping, but may lead to incidental identification of germline-risk alleles. We studied EGFR T790M mutations in non-small cell lung cancer (NSCLC) toward the aim of discriminating germline and cancer-derived variants within cfDNA.Experimental Design: Patients with EGFR-mutant NSCLC, some with known germline EGFR T790M, underwent plasma genotyping. Separately, deidentified genomic data and buffy coat specimens from a clinical plasma next-generation sequencing (NGS) laboratory were reviewed and tested.Results: In patients with germline T790M mutations, the T790M allelic fraction (AF) in cfDNA approximates 50%, higher than that of EGFR driver mutations. Review of plasma NGS results reveals three groups of variants: a low-AF tumor group, a heterozygous group (∼50% AF), and a homozygous group (∼100% AF). As the EGFR driver mutation AF increases, the distribution of the heterozygous group changes, suggesting increased copy number variation from increased tumor content. Excluding cases with high copy number variation, mutations can be differentiated into somatic variants and incidentally identified germline variants. We then developed a bioinformatic algorithm to distinguish germline and somatic mutations; blinded validation in 21 cases confirmed a 100% positive predictive value for predicting germline T790M. Querying a database of 31,414 patients with plasma NGS, we identified 48 with germline T790M, 43 with nonsquamous NSCLC (P < 0.0001).Conclusions: With appropriate bioinformatics, plasma genotyping can accurately predict the presence of incidentally detected germline risk alleles. This finding in patients indicates a need for genetic counseling and confirmatory germline testing. Clin Cancer Res; 23(23); 7351-9. ©2017 AACR.


Subject(s)
Carcinoma, Non-Small-Cell Lung/genetics , Cell-Free Nucleic Acids/genetics , ErbB Receptors/genetics , Germ-Line Mutation , Lung Neoplasms/genetics , Carcinoma, Non-Small-Cell Lung/blood , DNA Copy Number Variations , Gene Frequency , Genotype , High-Throughput Nucleotide Sequencing/methods , Humans , Lung Neoplasms/blood
5.
JCI Insight ; 1(14): e89014, 2016 09 08.
Article in English | MEDLINE | ID: mdl-27699239

ABSTRACT

BACKGROUND. Immune checkpoint blockade improves survival in a subset of patients with non-small-cell lung cancer (NSCLC), but robust biomarkers that predict response to PD-1 pathway inhibitors are lacking. Furthermore, our understanding of the diversity of the NSCLC tumor immune microenvironment remains limited. METHODS. We performed comprehensive flow cytometric immunoprofiling on both tumor and immune cells from 51 NSCLCs and integrated this analysis with clinical and histopathologic characteristics, next-generation sequencing, mRNA expression, and PD-L1 immunohistochemistry (IHC). RESULTS. Cytometric profiling identified an immunologically "hot" cluster with abundant CD8+ T cells expressing high levels of PD-1 and TIM-3 and an immunologically "cold" cluster with lower relative abundance of CD8+ T cells and expression of inhibitory markers. The "hot" cluster was highly enriched for expression of genes associated with T cell trafficking and cytotoxic function and high PD-L1 expression by IHC. There was no correlation between immunophenotype and KRAS or EGFR mutation, or patient smoking history, but we did observe an enrichment of squamous subtype and tumors with higher mutation burden in the "hot" cluster. Additionally, approximately 20% of cases had high B cell infiltrates with a subset producing IL-10. CONCLUSIONS. Our results support the use of immune-based metrics to study response and resistance to immunotherapy in lung cancer. FUNDING. The Robert A. and Renée E. Belfer Family Foundation, Expect Miracles Foundation, Starr Cancer Consortium, Stand Up to Cancer Foundation, Conquer Cancer Foundation, International Association for the Study of Lung Cancer, National Cancer Institute (R01 CA205150), and the Damon Runyon Cancer Research Foundation.


Subject(s)
Carcinoma, Non-Small-Cell Lung/classification , Immunophenotyping , Lung Neoplasms/classification , B7-H1 Antigen/immunology , Biomarkers, Tumor/immunology , CD8-Positive T-Lymphocytes/immunology , Humans , Immunohistochemistry , Lung , Mutation
6.
Clin Cancer Res ; 22(24): 6010-6020, 2016 Dec 15.
Article in English | MEDLINE | ID: mdl-27281561

ABSTRACT

PURPOSE: Genotype-directed therapy is the standard of care for advanced non-small cell lung cancer (NSCLC), but obtaining tumor tissue for genotyping remains a challenge. Circulating tumor cell (CTC) or cell-free DNA (cfDNA) analysis may allow for noninvasive evaluation. This prospective trial evaluated CTCs and cfDNA in EGFR-mutant NSCLC patients treated with erlotinib until progression. EXPERIMENTAL DESIGN: EGFR-mutant NSCLC patients were enrolled in a phase II trial of erlotinib. Blood was collected at baseline, every 2 months on study, and at disease progression. Plasma genotyping was performed by droplet digital PCR for EGFR19del, L858R, and T790M. CTCs were isolated by CellSave, enumerated, and analyzed by immunofluorescence for CD45 and pan-cytokeratin and EGFR and MET FISH were also performed. Rebiopsy was performed at disease progression. RESULTS: Sixty patients were enrolled; 44 patients discontinued therapy for disease progression. Rebiopsy occurred in 35 of 44 patients (80%), with paired CTC/cfDNA analysis in 41 of 44 samples at baseline and 36 of 44 samples at progression. T790M was identified in 23 of 35 (66%) tissue biopsies and 9 of 39 (23%) cfDNA samples. CTC analysis at progression identified MET amplification in 3 samples in which tissue analysis could not be performed. cfDNA analysis identified T790M in 2 samples in which rebiopsy was not possible. At diagnosis, high levels of cfDNA but not high levels of CTCs correlated with progression-free survival. CONCLUSIONS: cfDNA and CTCs are complementary, noninvasive assays for evaluation of acquired resistance to first-line EGFR TKIs and may expand the number of patients in whom actionable genetic information can be obtained at acquired resistance. Serial cfDNA monitoring may offer greater clinical utility than serial monitoring of CTCs. Clin Cancer Res; 22(24); 6010-20. ©2016 AACR.


Subject(s)
Antineoplastic Agents/therapeutic use , Carcinoma, Non-Small-Cell Lung/drug therapy , Cell-Free Nucleic Acids/drug effects , ErbB Receptors/deficiency , Erlotinib Hydrochloride/therapeutic use , Lung Neoplasms/drug therapy , Neoplastic Cells, Circulating/drug effects , Adult , Aged , Aged, 80 and over , Carcinoma, Non-Small-Cell Lung/blood , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Cell-Free Nucleic Acids/genetics , DNA, Neoplasm/drug effects , DNA, Neoplasm/genetics , Disease Progression , Disease-Free Survival , Drug Resistance, Neoplasm/drug effects , Drug Resistance, Neoplasm/genetics , Female , Humans , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Male , Middle Aged , Mutation/genetics , Neoplastic Cells, Circulating/pathology , Prospective Studies , Protein Kinase Inhibitors/therapeutic use
7.
JAMA Oncol ; 2(8): 1014-22, 2016 Aug 01.
Article in English | MEDLINE | ID: mdl-27055085

ABSTRACT

IMPORTANCE: Plasma genotyping of cell-free DNA has the potential to allow for rapid noninvasive genotyping while avoiding the inherent shortcomings of tissue genotyping and repeat biopsies. OBJECTIVE: To prospectively validate plasma droplet digital PCR (ddPCR) for the rapid detection of common epidermal growth factor receptor (EGFR) and KRAS mutations, as well as the EGFR T790M acquired resistance mutation. DESIGN, SETTING, AND PARTICIPANTS: Patients with advanced nonsquamous non-small-cell lung cancer (NSCLC) who either (1) had a new diagnosis and were planned for initial therapy or (2) had developed acquired resistance to an EGFR kinase inhibitor and were planned for rebiopsy underwent initial blood sampling and immediate plasma ddPCR for EGFR exon 19 del, L858R, T790M, and/or KRAS G12X between July 3, 2014, and June 30, 2015, at a National Cancer Institute-designated comprehensive cancer center. All patients underwent biopsy for tissue genotyping, which was used as the reference standard for comparison; rebiopsy was required for patients with acquired resistance to EGFR kinase inhibitors. Test turnaround time (TAT) was measured in business days from blood sampling until test reporting. MAIN OUTCOMES AND MEASURES: Plasma ddPCR assay sensitivity, specificity, and TAT. RESULTS: Of 180 patients with advanced NSCLC (62% female; median [range] age, 62 [37-93] years), 120 cases were newly diagnosed; 60 had acquired resistance. Tumor genotype included 80 EGFR exon 19/L858R mutants, 35 EGFR T790M, and 25 KRAS G12X mutants. Median (range) TAT for plasma ddPCR was 3 (1-7) days. Tissue genotyping median (range) TAT was 12 (1-54) days for patients with newly diagnosed NSCLC and 27 (1-146) days for patients with acquired resistance. Plasma ddPCR exhibited a positive predictive value of 100% (95% CI, 91%-100%) for EGFR 19 del, 100% (95% CI, 85%-100%) for L858R, and 100% (95% CI, 79%-100%) for KRAS, but lower for T790M at 79% (95% CI, 62%-91%). The sensitivity of plasma ddPCR was 82% (95% CI, 69%-91%) for EGFR 19 del, 74% (95% CI, 55%-88%) for L858R, and 77% (95% CI, 60%-90%) for T790M, but lower for KRAS at 64% (95% CI, 43%-82%). Sensitivity for EGFR or KRAS was higher in patients with multiple metastatic sites and those with hepatic or bone metastases, specifically. CONCLUSIONS AND RELEVANCE: Plasma ddPCR detected EGFR and KRAS mutations rapidly with the high specificity needed to select therapy and avoid repeat biopsies. This assay may also detect EGFR T790M missed by tissue genotyping due to tumor heterogeneity in resistant disease.


Subject(s)
Adenocarcinoma/genetics , Carcinoma, Non-Small-Cell Lung/genetics , Clinical Decision-Making , DNA, Neoplasm/blood , Drug Resistance, Neoplasm , ErbB Receptors/genetics , Lung Neoplasms/genetics , Polymerase Chain Reaction/methods , Proto-Oncogene Proteins p21(ras)/genetics , Adenocarcinoma/diagnosis , Adenocarcinoma/drug therapy , Adult , Aged , Aged, 80 and over , Antineoplastic Agents/therapeutic use , Carcinoma, Non-Small-Cell Lung/diagnosis , Carcinoma, Non-Small-Cell Lung/drug therapy , DNA, Neoplasm/analysis , ErbB Receptors/antagonists & inhibitors , Erlotinib Hydrochloride/therapeutic use , Female , Genotype , High-Throughput Nucleotide Sequencing , Humans , Lung Neoplasms/diagnosis , Lung Neoplasms/drug therapy , Male , Middle Aged , Mutation , Precision Medicine , Prospective Studies , Protein Kinase Inhibitors/therapeutic use , Reproducibility of Results , Sensitivity and Specificity , Sequence Analysis, DNA
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