Dataset Information

Blood test shows high accuracy in detecting stage I non-small cell lung cancer.

ABSTRACT: BACKGROUND:In a previous study (Goebel et. al, Cancer Genomics Proteomics 16:229-244, 2019), we identified 33 biomarkers for an early stage (I-II) Non-Small Cell Lung Cancer (NSCLC) test with 90% accuracy, 80.3% sensitivity, and 95.4% specificity. For the current study, we used a narrowed ensemble of 21 biomarkers while retaining similar accuracy in detecting early stage lung cancer. METHODS:A multiplex platform, 486 human plasma samples, and 21 biomarkers were used to develop and validate our algorithm which detects early stage NSCLC. The training set consisted of 258 human plasma with 79 Stage I-II NSCLC samples. The 21 biomarkers with the statistical model (Lung Cancer Detector Test 1, LCDT1) was then validated using 228 novel samples which included 55 Stage I NSCLC. RESULTS:The LCDT1 exhibited 95.6% accuracy, 89.1% sensitivity, and 97.7% specificity in detecting Stage I NSCLC on the blind set. When only NSCLC cancers were analyzed, the specificity increased to 99.1%. CONCLUSIONS:Compared to current approved clinical methods for diagnosing NSCLC, the LCDT1 greatly improves accuracy while being non-invasive; a simple, cost-effective, early diagnostic blood test should result in expanding access and increase survival rate.

SUBMITTER: Goebel C

PROVIDER: S-EPMC7035746 | biostudies-literature | 2020 Feb

REPOSITORIES: biostudies-literature

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Blood test shows high accuracy in detecting stage I non-small cell lung cancer.

Goebel Cherylle C Louden Christopher L CL Mckenna Robert R Onugha Osita O Wachtel Andrew A Long Thomas T

BMC cancer 20200221 1

<h4>Background</h4>In a previous study (Goebel et. al, Cancer Genomics Proteomics 16:229-244, 2019), we identified 33 biomarkers for an early stage (I-II) Non-Small Cell Lung Cancer (NSCLC) test with 90% accuracy, 80.3% sensitivity, and 95.4% specificity. For the current study, we used a narrowed ensemble of 21 biomarkers while retaining similar accuracy in detecting early stage lung cancer.<h4>Methods</h4>A multiplex platform, 486 human plasma samples, and 21 biomarkers were used to develop and ...[more]

PMID: 32085733

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Project description:ObjectiveConcern exists regarding surgery after thoracic radiation. We aimed to assess early results of anatomic resection following induction therapy with platinum-based chemotherapy and full-dose thoracic radiation for resectable N2+ stage IIIA non-small cell lung cancer.MethodsTwo prospective trials were recently conducted by NRG Oncology in patients with resectable N2+ stage IIIA non-small cell lung cancer with the primary end point of mediastinal node sterilization following concurrent full-dose chemoradiotherapy (Radiation Therapy Oncology Group trials 0229 and 0839). All surgeons demonstrated postinduction resection expertise. Induction consisted of weekly carboplatin (area under the curve, 2.0) and paclitaxel (50 mg/m2) and concurrent thoracic radiation 60 Gy (0839)/61.2 Gy (0229) in 30 fractions. Patients in study 0839 were randomized 2:1 to weekly panitumumab + chemoradiotherapy or chemoradiotherapy alone during induction. Primary results were similar in all treatment arms and reported previously. Short-term surgical outcomes are reported here.ResultsOne hundred twenty-six patients enrolled; 93 (74%) had anatomic resection, 77 underwent lobectomy, and 16 underwent extended resection. Microscopically margin-negative resections occurred in 85 (91%). Fourteen (15%) resections were attempted minimally invasively, including 2 converted without event. Grade 3 or 4 surgical adverse events were reported in 26 (28%), 30-day mortality in 4 (4%) and 90-day mortality in 5 (5%). Patients undergoing extended resection experienced similar rates of grade 3 or 4 adverse events (odds ratio, 0.95; 95% confidence interval, 0.42-3.8) but higher 30-day (1.3% vs 18.8%) (odds ratio, 17.54; 95% confidence interval, 1.75-181.8) and 90-day mortality (2.6% vs 18.8%) (odds ratio, 8.65; 95% confidence interval, 1.3-56.9).ConclusionsLobectomy was performed safely following full-dose concurrent chemoradiotherapy in these multi-institutional prospective trials; however, increased mortality was noted with extended resections.

Project description:ObjectiveTo evaluate the diagnostic accuracy of a single CEA (carcinoembryonic antigen) blood test in detecting colorectal cancer recurrence.BackgroundPatients who have undergone curative resection for primary colorectal cancer are typically followed up with scheduled CEA testing for 5 years. Decisions to investigate further (usually by CT imaging) are based on single test results, reflecting international guidelines.MethodsA secondary analysis was undertaken of data from the FACS trial (two arms included CEA testing). The composite reference standard applied included CT-CAP imaging, clinical assessment and colonoscopy. Accuracy in detecting recurrence was evaluated in terms of sensitivity, specificity, likelihood ratios, predictive values, time-dependent area under the ROC curves, and operational performance when used prospectively in clinical practice are reported.ResultsOf 582 patients, 104 (17.9%) developed recurrence during the 5 year follow-up period. Applying the recommended threshold of 5μg/L achieves at best 50.0% sensitivity (95% CI: 40.1-59.9%); in prospective use in clinical practice it would lead to 56 missed recurrences (53.8%; 95% CI: 44.2-64.4%) and 89 false alarms (56.7% of 157 patients referred for investigation). Applying a lower threshold of 2.5μg/L would reduce the number of missed recurrences to 36.5% (95% CI: 26.5-46.5%) but would increase the false alarms to 84.2% (924/1097 referred). Some patients are more prone to false alarms than others-at the 5μg/L threshold, the 89 episodes of unnecessary investigation were clustered in 29 individuals.ConclusionOur results demonstrated very low sensitivity for CEA, bringing to question whether it could ever be used as an independent triage test. It is not feasible to improve the diagnostic performance of a single test result by reducing the recommended action threshold because of the workload and false alarms generated. Current national and international guidelines merit re-evaluation and options to improve performance, such as making clinical decisions on the basis of CEA trend, should be further assessed.

Dataset Information

Blood test shows high accuracy in detecting stage I non-small cell lung cancer.

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Blood test shows high accuracy in detecting stage I non-small cell lung cancer.

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