학술논문

Detection of cryptogenic malignancies from metagenomic whole genome sequencing of body fluids
Document Type
article
Source
Genome Medicine. 13(1)
Subject
Rare Diseases
Human Genome
Cancer
Genetics
Lung
Clinical Research
4.2 Evaluation of markers and technologies
4.1 Discovery and preclinical testing of markers and technologies
Detection
screening and diagnosis
Infection
Good Health and Well Being
Body Fluids
Case-Control Studies
Computational Biology
Cytogenetic Analysis
Disease Management
Disease Susceptibility
Flow Cytometry
Histocytochemistry
Humans
In Situ Hybridization
Fluorescence
Liquid Biopsy
Metagenome
Metagenomics
Neoplasms
Reproducibility of Results
Sensitivity and Specificity
Clinical Sciences
Language
Abstract
BackgroundMetagenomic next-generation sequencing (mNGS) of body fluids is an emerging approach to identify occult pathogens in undiagnosed patients. We hypothesized that metagenomic testing can be simultaneously used to detect malignant neoplasms in addition to infectious pathogens.MethodsFrom two independent studies (n = 205), we used human data generated from a metagenomic sequencing pipeline to simultaneously screen for malignancies by copy number variation (CNV) detection. In the first case-control study, we analyzed body fluid samples (n = 124) from patients with a clinical diagnosis of either malignancy (positive cases, n = 65) or infection (negative controls, n = 59). In a second verification cohort, we analyzed a series of consecutive cases (n = 81) sent to cytology for malignancy workup that included malignant positives (n = 32), negatives (n = 18), or cases with an unclear gold standard (n = 31).ResultsThe overall CNV test sensitivity across all studies was 87% (55 of 63) in patients with malignancies confirmed by conventional cytology and/or flow cytometry testing and 68% (23 of 34) in patients who were ultimately diagnosed with cancer but negative by conventional testing. Specificity was 100% (95% CI 95-100%) with no false positives detected in 77 negative controls. In one example, a patient hospitalized with an unknown pulmonary illness had non-diagnostic lung biopsies, while CNVs implicating a malignancy were detectable from bronchoalveolar fluid.ConclusionsMetagenomic sequencing of body fluids can be used to identify undetected malignant neoplasms through copy number variation detection. This study illustrates the potential clinical utility of a single metagenomic test to uncover the cause of undiagnosed acute illnesses due to cancer or infection using the same specimen.