Cited by 325Cancer Genomics and DiagnosticsLung Cancer Treatments and MutationsLung Cancer Diagnosis and Treatment

Detection of Therapeutically Targetable Driver and Resistance Mutations in Lung Cancer Patients by Next-Generation Sequencing of Cell-Free Circulating Tumor DNA

Open access
Thompson, Jeffrey C., Yee, Stephanie S., Troxel, Andrea B., Savitch, Samantha L., Fan, Ryan, Balli, David, Lieberman, David B., Morrissette, Jennifer D. +14 more·2016·Clinical Cancer Research

Published version of a preprint

Abstract

Purpose: The expanding number of targeted therapeutics for non–small cell lung cancer (NSCLC) necessitates real-time tumor genotyping, yet tissue biopsies are difficult to perform serially and often yield inadequate DNA for next-generation sequencing (NGS). We evaluated the feasibility of using cell-free circulating tumor DNA (ctDNA) NGS as a complement or alternative to tissue NGS. Experimental Design: A total of 112 plasma samples obtained from a consecutive study of 102 prospectively enrolled patients with advanced NSCLC were subjected to ultra-deep sequencing of up to 70 genes and matched with tissue samples, when possible. Results: We detected 275 alterations in 45 genes, and at least one alteration in the ctDNA for 86 of 102 patients (84%), with EGFR variants being most common. ctDNA NGS detected 50 driver and 12 resistance mutations, and mutations in 22 additional genes for which experimental therapies, including clinical trials, are available. Although ctDNA NGS was completed for 102 consecutive patients, tissue sequencing was only successful for 50 patients (49%). Actionable EGFR mutations were detected in 24 tissue and 19 ctDNA samples, yielding concordance of 79%, with a shorter time interval between tissue and blood collection associated with increased concordance (P = 0.038). ctDNA sequencing identified eight patients harboring a resistance mutation who developed progressive disease while on targeted therapy, and for whom tissue sequencing was not possible. Conclusions: Therapeutically targetable driver and resistance mutations can be detected by ctDNA NGS, even when tissue is unavailable, thus allowing more accurate diagnosis, improved patient management, and serial sampling to monitor disease progression and clonal evolution. Clin Cancer Res; 22(23); 5772–82. ©2016 AACR.

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Crossref · 10.1158/1078-0432.ccr-16-1231

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Claims the paper makes

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  • Findingown data

    At least one alteration was detected in ctDNA for 86 of 102 patients, or 84%.

    “We detected 275 alterations in 45 genes, and at least one alteration in the ctDNA for 86 of 102 patients (84%), with EGFR variants being most common.”
    • Also stated in: § Therapeutically targetable driver and resistance mutations detected in ctDNA · plain
      “In total, 275 variants were detected in the ctDNA of 86 (84.3%) of 102 patients, including SNVs, indels, and fusions.”
    Quote in the paperSubstantial claim
  • Findingown data

    ctDNA sequencing identified 8 patients with a resistance mutation who progressed on targeted therapy and for whom tissue sequencing was not possible.

    “ctDNA sequencing identified 8 patients harboring a resistance mutation who developed progressive disease while on targeted therapy, and for whom tissue sequencing wasn’t possible.”
    • Also stated in: § Therapeutically targetable driver and resistance mutations detected in ctDNA · plain
      “a T790M mutation was detected in the ctDNA of eight patients for whom tissue sequencing could not be performed.”
    Quote in the paperSubstantial claim
  • Findingown data

    ctDNA NGS detected mutations in 22 additional genes for which experimental therapies, including clinical trials, were available.

    “ctDNA NGS detected 50 driver and 12 resistance mutations, and mutations in 22 additional genes for which experimental therapies, including clinical trials, are available.”
    Quote in the paperSubstantial claim
  • Findingown data

    A shorter interval between tissue and blood collection was associated with higher concordance, with p=0.038.

    “with a shorter time interval between tissue and blood collection associated with increased concordance (p=0.038).”
    • Also stated in: § Comparison of tissue and plasma results · plain
      “found the concordance rates (100%, 92%, 94%, and 60%, respectively) to be significantly correlated with time between tissue biopsy and blood draw (p=0.038; Figure 3D).”
    Quote in the paperNot a substantial claim
  • Findingown data

    A total of 275 alterations were detected across 45 genes in ctDNA.

    “We detected 275 alterations in 45 genes, and at least one alteration in the ctDNA for 86 of 102 patients (84%), with EGFR variants being most common.”
    • Also stated in: § Therapeutically targetable driver and resistance mutations detected in ctDNA · plain
      “Variants were detected in 45 genes with EGFR mutations the most prevalent at 20% of total variants (Figure 2, Supplemental Table 3).”
    Quote in the paperSubstantial claim
  • May combine two claims. 41
  • Classified as probably not a substantial claim. 25
  • The quote only partly states this claim. 1
  • May combine two claims.

    Findingown data

    ctDNA NGS detected 50 driver mutations and 12 resistance mutations.

    “ctDNA NGS detected 50 driver and 12 resistance mutations, and mutations in 22 additional genes for which experimental therapies, including clinical trials, are available.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    EGFR mutations were the most common variants detected, making up 20% of all ctDNA variants.

    “with EGFR variants being most common”
    • Also stated in: § Therapeutically targetable driver and resistance mutations detected in ctDNA · plain
      “Variants were detected in 45 genes with EGFR mutations the most prevalent at 20% of total variants (Figure 2, Supplemental Table 3).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Actionable EGFR mutations were found in 24 tissue samples and 19 ctDNA samples, with 79% concordance.

    “Actionable EGFR mutations were detected in 24 tissue and 19 ctDNA samples, yielding concordance of 79%”
    • Also stated in: § Comparison of tissue and plasma results · plain
      “Among the 50 patients with matched tDNA and ctDNA, 24 therapeutically targetable driver EGFR mutations were detected in tDNA and 19 in ctDNA samples, yielding an overall concordance of 79%.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    ctDNA NGS was completed for all 102 consecutive patients, whereas tissue sequencing succeeded for only 50 patients, or 49%.

    “While ctDNA NGS was completed for 102 consecutive patients, tissue sequencing was only successful for 50 patients (49%).”
    • Also stated in: § Patient characteristics and study design · plain
      “While ctDNA analysis was successfully completed for all 112 samples obtained from 102 consecutively enrolled patients, tissue NGS could only be completed for 50 (49.0%) patients.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Ten ERBB2 mutations were detected, including 5 exon 20 insertions.

    “Ten ERBB2 mutations were detected, including 5 exon 20 insertions shown to confer sensitivity to ERBB2-targeted therapies (36).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    60% of variants detected in ctDNA had an allelic fraction below 4.0%, which is below the tDNA sequencing platform threshold.

    “60% of variants detected in ctDNA were at an AF less than 4.0%, which is below the threshold at which calls can be made for the tDNA sequencing platform (detailed AF results for 50 patients with matched ctDNA and tissue shown in Supplemental Table 6).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Patient #23 had one of the lowest total cfDNA yields (14.5 ng versus median 32.1 ng; range 6-390 ng), and the LOD for EGFR variants was set at 0.2% rather than 0.1%.

    “the total cfDNA yield was one of the lowest among our patients (14.5 ng versus a median of 32.1 ng (range 6–390 ng); Supplemental Figure 1), and the level of detection (LOD) for EGFR variants was therefore set at 0.2% rather than 0.1%.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The most common reason for ordering the ctDNA test was initial detection of targetable mutations, for 52 patients.

    “the most common reason for ordering the ctDNA test was for initial detection of targetable mutations for 52 patients who either had no previous therapy (n=27), chemotherapy (n=18), or chemotherapy and immunotherapy (n=7).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Digital ctDNA sequencing was performed on 112 samples from 102 total patients, including 100 with advanced NSCLC and two with cancer of unknown primary.

    “Digital ctDNA sequencing was performed for 112 samples obtained from 102 total patients, including 100 patients with advanced NSCLC plus two patients (patients 37 and 51) with cancer of unknown primary who were treated at the University of Pennsylvania Abramson Cancer Center between February 2015 and March 2016 (Table 1).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Sufficient cfDNA was obtained and sequenced, but no somatic variants and thus no ctDNA were detected for 16 patients.

    “Sufficient input cfDNA was obtained and sequenced but no somatic variants, and thus no ctDNA, detected for 16 patients.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    When only variants covered by both panels were considered, 55 variants were detected by tDNA and 67 by ctDNA, with 41 detected by both.

    “When only the variants covered by both panels were considered, the difference narrowed to 55 and 67 variants respectively, while 41 mutations were detected by both (Figure 3A).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Concordance between ctDNA and tDNA was higher for metastatic tissue (79%) than primary tumor tissue (51%), but the difference was not statistically significant, p=0.063.

    “While overall concordance between ctDNA and tDNA was higher when tDNA was obtained for metastatic (79%) versus primary tumor tissue (51%), this difference was not statistically significant (p=0.063; Figure 3C).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The mean number of variants detected per patient was 2.8 by ctDNA and 1.5 by tDNA.

    “the mean number of variants detected per patient by ctDNA was 2.8, compared to 1.5 using tDNA.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    For 12 patients, tissue DNA was insufficient for the full 47-gene panel, so a smaller 20-gene Penn Precision Panel was used.

    “For the remaining 12 patients, the DNA extracted from submitted tissue was of insufficient quantity for the full 47-gene panel; these samples were assessed using the Penn Precision Panel for mutations in a smaller panel of 20 commonly mutated genes (Supplemental Table 2).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Other reasons for ordering ctDNA testing were detection of resistance mutations to targeted therapy (36 patients), identification of actionable mutations in progressive disease (12 patients), and tracking a tDNA mutation to monitor response (2 patients).

    “Other reasons for ordering the ctDNA test included: detection of resistance mutations to targeted therapy (36 patients), identification of actionable mutations in patients with progressive disease (12 patients), and tracking a mutation identified in tDNA to monitor response to therapy (2 patients).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Most patients were women (68%), had adenocarcinoma (81%), and had stage IV disease (96%).

    “Most were women (68%) with adenocarcinoma (81%) and stage IV disease (96%).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Among 8 patients with discordant EGFR T790M calls, patient #23 had tDNA and ctDNA testing 18 days apart, with EGFR L858R detected in both but T790M detected at lower frequency in tDNA and not in ctDNA.

    “one patient (#23) had undergone tDNA and ctDNA testing 18 days apart, with the driver EGFR L858R mutation detected in both samples but T790M detected at a lower frequency in the tDNA but not the ctDNA.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Eleven KRAS mutations were detected, including G12C, G12D, and G12H variants.

    “Eleven KRAS mutations were detected, including the G12C, G12D, and G12H variants shown to be associated with primary resistance to EGFR inhibitors in lung cancer (38).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For patient #30, T790M was detected in tissue but not plasma, 7 months elapsed between tests, and the patient received afatinib during that time.

    “For patient #30, for whom EGFR T790M was detected in the tissue but not the plasma, 7 months had elapsed between the two tests and the patient had received afatinib during that time.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In patients #2 and #24, no EGFR T790M mutation was detected in ctDNA at either of two timepoints, so a third-line TKI was not prescribed.

    “However, no EGFR T790M mutation was detected for either timepoint or patient, so a third-line TKI was not prescribed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In patient #82, serial ctDNA detected emergence of EGFR T790M, and changes in EGFR G719A and T790M allele fractions correlated with imaging response and progression.

    “ctDNA analysis performed at that time confirmed EGFR G719A (24.1% AF), and also detected the emergence of a T790M mutation (0.5% AF).”
    • Also stated in: § Real-time serial molecular monitoring of patients on therapy · plain
      “Afatanib was initiated and repeat ctDNA testing 2 months later showed a decrease in the AF of EGFR G719A to 0.4% and EGFR T790M to 0.4%, which correlated with imaging response.”
    • Also stated in: § Real-time serial molecular monitoring of patients on therapy · boosted
      “ctDNA analysis two months later showed a further increase in the AF of EGFR G719A to 23.7% and EGFR T790M to 18.1% with clear progression on PET CT, and the patient was placed on osimertinib based on the EGFR T790M mutation detected only in blood.”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    In patient #15, serial ctDNA identified EGFR L858R, TP53 D281N, and emergence of EGFR T790M; rising allele fractions correlated with progression, and after osimertinib all three variants became undetectable.

    “ctDNA sequencing performed 7 days later identified EGFR L858R (1.4% AF), TP53 D281N (1.9% AF), and the emergence of EGFR T790M (0.2% AF).”
    • Also stated in: § Real-time serial molecular monitoring of patients on therapy · plain
      “However, simultaneous ctDNA analysis noted a rising AF for all three variants: EGFR L858R 17.9%, EGFR T790M 5.7%, and TP53 D281N 31.4%.”
    • Also stated in: § Real-time serial molecular monitoring of patients on therapy · plain
      “A two-month follow up CT scan exhibited an interval response to therapy, and a simultaneous ctDNA test revealed that all 3 variants were now undetectable in the patient’s plasma.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The minimum input DNA of at least 5 ng was successfully extracted from all samples and libraries were prepared.

    “The minimum input DNA (≥ 5 ng) was successfully extracted from all samples and libraries prepared.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For 6 patients with T790M detected in plasma but not tumor, the ctDNA allelic fraction was well below the 4.0% tissue NGS LOD, and 5 had received EGFR-targeting therapy between tests.

    “For the 6 patients for whom EGFR T790M was detected in the plasma but not the tumor, the ctDNA allelic fraction was well below the 4.0% level of detection for the tissue NGS panel, and 5 of the patients had received an EGFR-targeting therapy between tests, thus providing a possible explanation for the emergence of the T790M resistance mutation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Patient #15 had T790M detected in plasma but not tDNA, received no EGFR-targeted therapy during the 7 days between tests, and imaging showed multiple metastatic sites.

    “The sixth patient, #15, in whom the variant was detected in plasma but not tDNA, received no EGFR-targeted therapy during the 7 days that elapsed between ctDNA and tDNA testing. Imaging in this patient showed multiple metastatic sites.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Among 98 patients with metastatic disease, median overall survival from metastatic diagnosis was 46 months for those with at least 3 plasma variants versus 62 months for those with fewer than 3 variants, but the difference was not statistically significant (p=0.09).

    “For the 98 patients with metastatic disease, the median overall survival from time of metastatic diagnosis in patients with ≥3 variants detected in plasma was 46 months versus 62 months for those with <3 variants, although this result did not reach statistical significance (p=0.09; Figure 4A).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In patient #72, ctDNA revealed an EML4-ALK fusion and a TP53 variant; after crizotinib, repeat ctDNA showed decreased EML4-ALK allele fraction and undetectable TP53, with concurrent imaging decrease.

    “Upon referral to our hospital, ctDNA testing revealed an EML4-ALK fusion (0.4% AF) and a TP53 variant (0. 8 % AF), and the patient was initiated on crizotinib monotherapy with significant improvement in symptoms.”
    • Also stated in: § Real-time serial molecular monitoring of patients on therapy · plain
      “Two months following therapy, a repeat ctDNA test showed a decrease in the EML4-ALK AF to 0.1%, and the TP53 mutation was undetectable.”
    • Also stated in: § Real-time serial molecular monitoring of patients on therapy · plain
      “A CT scan performed the same day demonstrated a decrease in size of the primary lung lesion as well as liver metastatic disease.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    In patient #6, ctDNA performed twice for initial mutation screening detected no variants, and subsequent tissue NGS confirmed the absence of detectable somatic variants.

    “Initial tissue testing yielded insufficient DNA, therefore ctDNA was performed twice for initial mutation screening but no variants were detected, and the patient was put on chemotherapy. Subsequent tissue NGS confirmed the lack of detectable somatic variants.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    ctDNA NGS can allow more accurate diagnosis, improved patient management, and serial sampling to monitor disease progression and clonal evolution.

    “Therapeutically targetable driver and resistance mutations can be detected by ctDNA NGS, even when tissue is unavailable, thus allowing more accurate diagnosis, improved patient management, and serial sampling to monitor disease progression and clonal evolution.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    NCCN guidelines recommend repeat tissue biopsies to identify resistance mechanisms in patients whose cancers progress on first-line targeted therapeutics.

    “the NCCN guidelines now recommend repeat tissue biopsies to identify resistance mechanisms in patients whose cancers progress on first-line targeted therapeutics (14).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [14] Ettinger, 2015, Non-small cell lung cancer, version 6.2015, J Natl Compr Canc Netw source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Multiple molecular resistance mechanisms to ALK-TKIs have been identified.

    “Multiple molecular resistance mechanisms to ALK-TKIs have also been identified (9).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [9] Awad, 2014, ALK inhibitors in non-small cell lung cancer: crizotinib and beyond, Clin Adv Hematol Oncol

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Primary and acquired resistance to EGFR-TKI therapy can involve MET and ERBB2 amplification, EGFR, KRAS, BRAF, and PIK3CA deletions or point mutations, and PTEN loss or inactivation.

    “Mechanisms of primary and acquired resistance to EGFR-TKI therapy have been identified including amplifications in MET and ERBB2, deletions or point mutations in EGFR, KRAS, BRAF, and PIK3CA, and loss or inactivation of PTEN (10, 11).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [10] Spaans, 2014, Drug resistance to molecular targeted therapy and its consequences for treatment decisions in non-small-cell lung cancer, Front Oncol source

      Not checked in the free run.

    • cites [11] Wheeler, 2010, Understanding resistance to EGFR inhibitors-impact on future treatment strategies, Nat Rev Clin Oncol source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    A sensitizing EGFR mutation usually predicts a high likelihood of response to first-generation TKIs, but most patients develop resistance within 12 to 24 months.

    “The presence of a sensitizing EGFR mutation usually indicates a high likelihood of response to first-generation tyrosine kinase inhibitors (TKIs), but most patients will develop resistance within 12–24 months of treatment initiation (7–9).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [7] Mok, 2009, Gefitinib or carboplatin-paclitaxel in pulmonary adenocarcinoma, N Engl J Med source

      Not checked in the free run.

    • cites [8] Sequist, 2013, Phase III study of afatinib or cisplatin plus pemetrexed in patients with metastatic lung adenocarcinoma with EGFR mutations, J Clin Oncol source

      Not checked in the free run.

    • cites [9] Awad, 2014, ALK inhibitors in non-small cell lung cancer: crizotinib and beyond, Clin Adv Hematol Oncol

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    EML4-ALK fusion confers sensitivity to the ALK TKI crizotinib.

    “The EML4-ALK fusion, which confers sensitivity to the ALK TKI crizotinib (1), was detected in 2 samples.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [1] Solomon, 2014, First-line crizotinib versus chemotherapy in ALK-positive lung cancer, N Engl J Med source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Libraries were prepared and sequenced on an Illumina MiSeq instrument and always included a no-template negative control.

    “Libraries were prepared and sequenced on an Illumina MiSeq instrument, and always included a no template negative control.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductnone given

    The ctDNA assay can detect 1 to 2 mutant fragments in 10 mL of blood with analytic specificity greater than 99.9999%.

    “allowing the detection of 1–2 mutant fragments in 10 mL of blood with an analytic specificity greater than 99.9999%.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The study was approved by the University of Pennsylvania Institutional Review Board.

    “The study was approved by the University of Pennsylvania Internal Review Board (IRB).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    BRAF D594G is associated with resistance to EGFR-targeted therapy.

    “In addition, the BRAF D594G mutation, which has been associated with resistance to EGFR-targeted therapy (35), was detected for one patient.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [35] Stewart, 2015, Known and putative mechanisms of resistance to EGFR targeted therapies in NSCLC patients with EGFR mutations-a review, Transl Lung Cancer Res

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Clinically significant somatic alterations were distinguished from germline polymorphisms by referencing multiple SNP databases and COSMIC.

    “Clinically significant somatic alterations were distinguished from germline polymorphisms by referencing multiple SNP databases and by their annotation in COSMIC (Catalogue of Somatic Mutations in Cancer; http://cancer.sanger.ac.uk/cosmic).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Tissue samples were processed at the CAP/CLIA-certified University of Pennsylvania Center for Personalized Diagnostics clinical laboratory.

    “All tissue samples were processed at the CAP/CLIA-certified University of Pennsylvania Center for Personalized Diagnostics clinical laboratory.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Digital PCR assays for ctDNA have high sensitivity and specificity but are typically limited to hotspot mutations in a few genes and cannot interrogate the full spectrum of acquired resistance mutations.

    “Digital polymerase chain reaction assays have been developed with high sensitivity and specificity for detection of variants in ctDNA (24, 27), however, these approaches are typically limited to hotspot mutations in a few genes, and cannot interrogate the full spectrum of mutations that may emerge in the setting of acquired resistance during targeted therapy (28).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [24] Oxnard, 2014, Noninvasive detection of response and resistance in EGFR-mutant lung cancer using quantitative next-generation genotyping of cell-free plasma DNA, Clin Cancer Res source

      Not checked in the free run.

    • cites [27] Bettegowda, 2014, Detection of circulating tumor DNA in early- and late-stage human malignancies, Sci Transl Med source

      Not checked in the free run.

    • cites [28] Drilon, 2015, Broad, hybrid capture-based next-generation sequencing identifies actionable genomic alterations in lung adenocarcinomas otherwise negative for such alterations by other genomic testing approaches, Clin Cancer Res source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    For patient #23, because L858R was detected at 0.3% AF in ctDNA and EGFR resistance mutations are typically at lower frequency in blood than the original driver mutation, T790M may have been present but below the plasma LOD.

    “Since the L858R mutation was detected at 0.3% AF in the ctDNA, and EGFR resistance mutations are typically seen at a lower frequency in the blood compared to the originally detected EGFR driver mutations (24), it is possible that the T790M resistance mutation was present but below the LOD in the plasma.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Oxnard, 2014, Noninvasive detection of response and resistance in EGFR-mutant lung cancer using quantitative next-generation genotyping of cell-free plasma DNA, Clin Cancer Res source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The level of detection for the tissue NGS panel is 4.0%.

    “The level of detection for the tissue NGS panel is 4.0%.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductcitation

    A clinically validated bioinformatics pipeline was used for tumor DNA sequencing analysis, with reads mapped to hg19.

    “A clinically validated bioinformatics pipeline was used for tumor DNA (tDNA) sequencing analysis (33), with reads mapped to the hg19 genome build.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [33] Daber, 2013, Understanding the limitations of next generation sequencing informatics, an approach to clinical pipeline validation using artificial data sets, Cancer Genet source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductown data

    ctDNA sequencing was performed at a CLIA-certified, CAP-accredited laboratory.

    “shipped overnight at ambient temperature to Guardant Health, Inc, a CLIA-certified, CAP-accredited laboratory facility.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The average coverage depth of the ctDNA panel was 10,000X.

    “The average coverage depth was 10,000X.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    EGFR resistance mutations are typically seen at lower frequency in blood than the originally detected EGFR driver mutations.

    “and EGFR resistance mutations are typically seen at a lower frequency in the blood compared to the originally detected EGFR driver mutations (24)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [24] Oxnard, 2014, Noninvasive detection of response and resistance in EGFR-mutant lung cancer using quantitative next-generation genotyping of cell-free plasma DNA, Clin Cancer Res source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    ctDNA can be readily detected in advanced NSCLC patients, and sensitive genotyping assays can detect mutations in ctDNA.

    “ctDNA can be readily detected in advanced NSCLC patients, and several studies have shown that highly sensitive genotyping assays can detect mutations in ctDNA (20–26).”
    Quote in the paperSubstantial claim0 of 7 sources checked
    • cites [20] Newman, 2014, An ultrasensitive method for quantitating circulating tumor DNA with broad patient coverage, Nat Med source

      Not checked in the free run.

    • cites [21] Diaz, 2012, The molecular evolution of acquired resistance to targeted EGFR blockade in colorectal cancers, Nature source

      Not checked in the free run.

    • cites [22] Dawson, 2013, Analysis of circulating tumor DNA to monitor metastatic breast cancer, N Engl J Med source

      Not checked in the free run.

    • cites [23] Couraud, 2014, Noninvasive diagnosis of actionable mutations by deep sequencing of circulating free DNA in lung cancer from never-smokers: a proof-of-concept study from BioCAST/IFCT-1002, Clin Cancer Res source

      Not checked in the free run.

    • cites [24] Oxnard, 2014, Noninvasive detection of response and resistance in EGFR-mutant lung cancer using quantitative next-generation genotyping of cell-free plasma DNA, Clin Cancer Res source

      Not checked in the free run.

    • cites [25] Punnoose, 2012, Evaluation of circulating tumor cells and circulating tumor DNA in non-small cell lung cancer: association with clinical endpoints in a phase II clinical trial of pertuzumab and erlotinib, Clin Cancer Res source

      Not checked in the free run.

    • cites [26] Kuang, 2009, Noninvasive detection of EGFR T790M in gefitinib or erlotinib resistant non-small cell lung cancer, Clin Cancer Res source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    KRAS G12C, G12D, and G12H variants are associated with primary resistance to EGFR inhibitors in lung cancer.

    “Eleven KRAS mutations were detected, including the G12C, G12D, and G12H variants shown to be associated with primary resistance to EGFR inhibitors in lung cancer (38).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [38] Pao, 2005, KRAS mutations and primary resistance of lung adenocarcinomas to gefitinib or erlotinib, PLoS Med source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Monitoring response to targeted therapy by measuring changes in the targeted mutation or identifying resistance mutations cannot be consistently achieved through repeat biopsy.

    “However, monitoring response to targeted therapy by assaying changes in the frequency of the targeted mutation, or identifying resistance mutations cannot be consistently achieved through repeat biopsy.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    The growing number of targeted therapies for lung cancer has created a need for companion diagnostics that detect therapeutically targetable genetic lesions in real time.

    “The ever-expanding number of targeted therapies available for lung cancer patient treatment has been accompanied by a need for companion diagnostics for real-time detection of therapeutically targetable genetic lesions (44, 45).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [44] Neal, 2015, Developing biomarker-specific end points in lung cancer clinical trials, Nat Rev Clin Oncol source

      Not checked in the free run.

    • cites [45] Carpenter, 2012, Targeting ALK in neuroblastoma—preclinical and clinical advancements, Nat Rev Clin Oncol source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    If T790M was present only in some metastases but not the biopsied site, tumor heterogeneity might explain the discordant result for patient #15.

    “If the T790M mutation had been present only in some metastases, but not the site that was biopsied, this tumor heterogeneity might provide an explanation for the discordant result.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    ctDNA testing alone will be insufficient to detect histological sources of therapy resistance, such as a small cell phenotype.

    “While ctDNA testing alone will be insufficient to detect histological sources of therapy resistance, such as a small cell phenotype, a liquid biopsy may complement histological analysis by providing additional tumor molecular characterization.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    ddPCR is typically used to detect hotspots in 3 to 5 genes.

    “While the results we have reported are based on a panel of up to 70 clinically relevant genes, including 30 with full exon coverage, ddPCR is typically used to detect hotspots in 3 to 5 genes.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Molecular heterogeneity has been associated with poor patient outcome.

    “Because molecular heterogeneity has also been associated with poor patient outcome (42, 43), we next sought to assess the prognostic significance of ctDNA molecular heterogeneity.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [42] Mroz, 2013, High intratumor genetic heterogeneity is related to worse outcome in patients with head and neck squamous cell carcinoma, Cancer source

      Not checked in the free run.

    • cites [43] Mahrooghy, 2015, Pharmacokinetic tumor heterogeneity as a prognostic biomarker for classifying breast cancer recurrence risk, IEEE Trans Biomed Eng source

      Not checked in the free run.

  • May combine two claims.

    Premisenone given

    The reported results are based on a panel of up to 70 clinically relevant genes, including 30 with full exon coverage.

    “While the results we have reported are based on a panel of up to 70 clinically relevant genes, including 30 with full exon coverage, ddPCR is typically used to detect hotspots in 3 to 5 genes.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Plasma-based ctDNA testing is non-invasive and offers the advantage of testing without the risks of invasive biopsies.

    “Plasma-based ctDNA testing is a non-invasive means of patient monitoring and thus offers the advantage of testing without the risks associated with invasive biopsies.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    In NSCLC patients, liquid biopsies can identify resistance mutations that allow treatment with second- and third-line TKIs, or cytotoxic chemotherapy when no targetable mutation is identified.

    “When applied to the blood of NSCLC patients, liquid biopsies can identify resistance mutations that allow for the treatment of patients with second- and third-line TKIs, or cytotoxic chemotherapy when no targetable mutation is identified.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Possible explanations for detecting no mutations in cfDNA include the tumor not actively shedding ctDNA, disease being adequately controlled by therapy, or variants not being covered by the 70-gene panel or being below the assay's 0.01% detection level.

    “No mutations were detected in the cfDNA for 16 of 102 patients, suggesting the tumor was not actively shedding ctDNA, the patient’s disease was adequately controlled by therapy, or plasma-based somatic variants were either not covered by the 70-gene panel or below the 0.01% level of detection for the assay.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    As resistance mechanisms and approved therapies increase, NGS may become more clinically useful than ddPCR for identifying actionable targets.

    “As the number of molecular mechanisms of resistance and associated approved therapies increases, however, NGS may emerge as the more clinically useful assay for identification of actionable targets.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The study demonstrates the feasibility and utility of plasma testing for a large subset of patients in whom matched tissue sequencing was not feasible.

    “and demonstrate the feasibility and utility of plasma testing for a large subset of patients in whom matched tissue sequencing was not feasible.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The EGFR T790M mutation would be detected by many current ddPCR platforms.

    “The EGFR T790M mutation accounts for more than 50% of cases of acquired resistance to EGFR-TKI therapy and would certainly be detected by many current ddPCR platforms (35).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [35] Stewart, 2015, Known and putative mechanisms of resistance to EGFR targeted therapies in NSCLC patients with EGFR mutations-a review, Transl Lung Cancer Res

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The EGFR T790M mutation accounts for more than 50% of cases of acquired resistance to EGFR-TKI therapy.

    “The EGFR T790M mutation accounts for more than 50% of cases of acquired resistance to EGFR-TKI therapy and would certainly be detected by many current ddPCR platforms (35).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [35] Stewart, 2015, Known and putative mechanisms of resistance to EGFR targeted therapies in NSCLC patients with EGFR mutations-a review, Transl Lung Cancer Res

      Not checked in the free run.

63 of 63

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Two patients classified as having advanced NSCLC had an unknown primary

    Minor

    The abstract describes all 102 enrolled patients as having advanced NSCLC, whereas the results identify two of the 102 as having cancer of unknown primary.

1 of 1

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Authors
Thompson, J. C., Yee, S. S., Troxel, A. B., Savitch, S. L., Fan, R., Balli, D., Lieberman, D. B., Morrissette, J. D., Evans, T. L., Bauml, J., Aggarwal, C., Kosteva, J. A., Alley, E., Ciunci, C., Cohen, R. B., Bagley, S., Stonehouse-Lee, S., Sherry, V. E., Gilbert, E., Langer, C., Vachani, A., & Carpenter, E. L.
Affiliations
  • University of Pennsylvania (US)
  • Hospital of the University of Pennsylvania (US)
Corresponding author
Carpenter, Erica L.
Venue
Clinical Cancer Research
Published
2016-11-30
Volume
22
Issue
23
Pages
5772-5782
ISSN
  • 1078-0432 (ISSN-L)
  • 1557-3265
OpenAlex
W2508716485
Cited by
325
References
53
Citations by year
2026: 7 · 2025: 24 · 2024: 12 · 2023: 22 · 2022: 29 · 2021: 52 · 2020: 38 · 2019: 44 · 2018: 50 · 2017: 41 · 2016: 4 · 2012: 1
FWCI
19.33
Type
journal article
Language
en
Open access
Locations
  • Clinical Cancer Research (publishedVersion)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • Abramson Cancer Center
  • National Heart, Lung, and Blood Institute (T32HL007586)
  • National Cancer Institute (T32CA009679, P30CA016520)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
  • Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Lung Cancer Treatments and Mutations
  • Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Lung Cancer Diagnosis and Treatment
Keywords
circulating tumor DNA, liquid biopsy, non-small cell lung cancer, driver mutations, resistance mutations, EGFR mutation, targeted therapy, clonal evolution, serial sampling, ultra-deep sequencing
MeSH terms
Circulating Tumor DNA, Adult, Aged, Aged, 80 and over, Carcinoma, Non-Small-Cell Lung, DNA, Neoplasm, Female, Genotype, Humans, Lung Neoplasms, Male, Middle Aged, Mutation, Prospective Studies, Biomarkers, Tumor, Drug Resistance, Neoplasm, High-Throughput Nucleotide Sequencing

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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-06.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-06.

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