Abstract:
:Standardized benchmarking approaches are required to assess the accuracy of variants called from sequence data. Although variant-calling tools and the metrics used to assess their performance continue to improve, important challenges remain. Here, as part of the Global Alliance for Genomics and Health (GA4GH), we present a benchmarking framework for variant calling. We provide guidance on how to match variant calls with different representations, define standard performance metrics, and stratify performance by variant type and genome context. We describe limitations of high-confidence calls and regions that can be used as truth sets (for example, single-nucleotide variant concordance of two methods is 99.7% inside versus 76.5% outside high-confidence regions). Our web-based app enables comparison of variant calls against truth sets to obtain a standardized performance report. Our approach has been piloted in the PrecisionFDA variant-calling challenges to identify the best-in-class variant-calling methods within high-confidence regions. Finally, we recommend a set of best practices for using our tools and evaluating the results.
journal_name
Nat Biotechnoljournal_title
Nature biotechnologyauthors
Krusche P,Trigg L,Boutros PC,Mason CE,De La Vega FM,Moore BL,Gonzalez-Porta M,Eberle MA,Tezak Z,Lababidi S,Truty R,Asimenos G,Funke B,Fleharty M,Chapman BA,Salit M,Zook JM,Global Alliance for Genomics and Health Benchmadoi
10.1038/s41587-019-0054-xsubject
Has Abstractpub_date
2019-05-01 00:00:00pages
555-560issue
5eissn
1087-0156issn
1546-1696pii
10.1038/s41587-019-0054-xjournal_volume
37pub_type
杂志文章abstract::Evolution of eukaryotes is mediated by sexual recombination of parental genomes. Crossovers occur in random, but homologous, positions at a frequency that depends on DNA length. As exons occupy only 1% of the human genome and introns about 24%, by far most of the crossovers occur between exons, rather than inside. The...
journal_title:Nature biotechnology
pub_type: 杂志文章,评审
doi:10.1038/88084
更新日期:2001-05-01 00:00:00
abstract::We have evaluated inhibition of the plasmid-born chloramphenicol acetyl transferase gene (CAT) by the hammerhead ribozyme and antisense RNA in Escherichia coli where the translation and transcription rates have been modified. Whereas neither antisense nor the hammerhead had an inhibitory effect on CAT activity in wild...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt0597-432
更新日期:1997-05-01 00:00:00
abstract::The construction of synthetic cell-cell communication networks can improve our quantitative understanding of naturally occurring signaling pathways and enhance our capabilities to engineer coordinated cellular behavior in cell populations. Towards accomplishing these goals in eukaryotes, we developed and analyzed two ...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt1162
更新日期:2005-12-01 00:00:00
abstract::Field tests of corn co-expressing two new delta-endotoxins from Bacillus thuringiensis (Bt) have demonstrated protection from root damage by western corn rootworm (Diabrotica virgifera virgifera LeConte). The level of protection exceeds that provided by chemical insecticides. In the bacterium, these proteins form crys...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/90282
更新日期:2001-07-01 00:00:00
abstract::We constructed an immunotoxin, composed of an antibody directed against the high-affinity IgG receptor CD64 and Ricin-A, with the aim of resolving chronic inflammation through elimination of activated macrophages. In vitro, this immunotoxin proved very efficient in inducing apoptosis in activated macrophages, leaving ...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/71908
更新日期:2000-01-01 00:00:00
abstract::The density and long-term stability of DNA make it an appealing storage medium, particularly for long-term data archiving. Existing DNA storage technologies involve the synthesis and sequencing of multiple nominally identical molecules in parallel, resulting in information redundancy. We report the development of enco...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/s41587-019-0240-x
更新日期:2019-10-01 00:00:00
abstract::We describe tethered conformation capture (TCC), a method for genome-wide mapping of chromatin interactions. By performing ligations on solid substrates rather than in solution, TCC substantially enhances the signal-to-noise ratio, thereby facilitating a detailed analysis of interactions within and between chromosomes...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt.2057
更新日期:2011-12-25 00:00:00
abstract::We describe wavelength-shifting molecular beacons, which are nucleic acid hybridization probes that fluoresce in a variety of different colors, yet are excited by a common monochromatic light source. The twin functions of absorption of energy from the excitation light and emission of that energy in the form of fluores...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/81192
更新日期:2000-11-01 00:00:00
abstract::Transgenic crops are approved for release in some countries, while many more countries are wrestling with the issue of how to conduct risk assessments. Controls on field trials often include monitoring of horizontal gene transfer (HGT) from crops to surrounding soil microorganisms. Our analysis of antibiotic-resistant...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt1009
更新日期:2004-09-01 00:00:00
abstract::Methods used to sequence the transcriptome often produce more than 200 million short sequences. We introduce StringTie, a computational method that applies a network flow algorithm originally developed in optimization theory, together with optional de novo assembly, to assemble these complex data sets into transcripts...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt.3122
更新日期:2015-03-01 00:00:00
abstract::We established a catalog of the mouse gut metagenome comprising ∼2.6 million nonredundant genes by sequencing DNA from fecal samples of 184 mice. To secure high microbiome diversity, we used mouse strains of diverse genetic backgrounds, from different providers, kept in different housing laboratories and fed either a ...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt.3353
更新日期:2015-10-01 00:00:00
abstract::The recently decided eBay and MedImmune cases interject both reassurance and uncertainty into the present patent licensing landscape, affecting the strategic decisions to be considered during negotiations. ...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt0208-183
更新日期:2008-02-01 00:00:00
abstract::The scale and capabilities of single-cell RNA-sequencing methods have expanded rapidly in recent years, enabling major discoveries and large-scale cell mapping efforts. However, these methods have not been systematically and comprehensively benchmarked. Here, we directly compare seven methods for single-cell and/or si...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/s41587-020-0465-8
更新日期:2020-06-01 00:00:00
abstract::A problem in analyzing microarray-based gene expression data is the separation of genes causally involved in a disease from innocent bystander genes, whose expression levels have been secondarily altered by primary changes elsewhere. To investigate this issue systematically in the context of a class of complex human d...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt965
更新日期:2004-05-01 00:00:00
abstract::Lipid production in the industrial microalga Nannochloropsis gaditana exceeds that of model algal species and can be maximized by nutrient starvation in batch culture. However, starvation halts growth, thereby decreasing productivity. Efforts to engineer N. gaditana strains that can accumulate biomass and overproduce ...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt.3865
更新日期:2017-07-01 00:00:00
abstract::Systemic lupus erythematosus (SLE) is a multisystem chronic inflammatory disease of unknown etiology that affects many organs, including the kidney. The presence of multiple autoantibodies and other immunological abnormalities point to basic defects in immunoregulatory controls that normally maintain self-tolerance. T...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/77296
更新日期:2000-07-01 00:00:00
abstract::Selectable marker genes are required to ensure the efficient genetic modification of crops. Economic incentives and safety concerns have prompted the development of several strategies (site-specific recombination, homologous recombination, transposition, and co-transformation) to eliminate these genes from the genome ...
journal_title:Nature biotechnology
pub_type: 杂志文章,评审
doi:10.1038/nbt0602-575
更新日期:2002-06-01 00:00:00
abstract::Nucleotide variants, especially those related to epigenetic functions, provide critical regulatory information beyond simple genomic sequence, and they define cell status in higher organisms. 5-Methylcytosine, which is found in DNA, was until recently the only nucleotide variant studied in terms of epigenetics in euka...
journal_title:Nature biotechnology
pub_type: 杂志文章,评审
doi:10.1038/nbt.2398
更新日期:2012-11-01 00:00:00
abstract::A major challenge for fluorescence imaging of living mammalian cells is maintaining viability following prolonged exposure to excitation illumination. We have monitored the dynamics of mitochondrial distribution in hamster embryos at frequent intervals over 24 h using two-photon microscopy (1,047 nm) while maintaining...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/11698
更新日期:1999-08-01 00:00:00
abstract::The tubular gland of the chicken oviduct is an attractive system for protein expression as large quantities of proteins are deposited in the egg, the production of eggs is easily scalable and good manufacturing practices for therapeutics from eggs have been established. Here we examined the ability of upstream and dow...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt1132
更新日期:2005-09-01 00:00:00
abstract::While the use of enzymes as biocatalysts to assist in the industrial manufacture of fine chemicals and pharmaceuticals has enormous potential, application is frequently limited by evolution-led catalyst traits. The advent of designer biocatalysts, produced by informed selection and mutation through recombinant DNA tec...
journal_title:Nature biotechnology
pub_type: 杂志文章,评审
doi:10.1038/nbt0102-37
更新日期:2002-01-01 00:00:00
abstract::We report the use of an atomic force microscopy (AFM)-based force spectroscopy technique to identify, at the single-molecule level, the components of mixtures of polysaccharides. Previously, we showed that the elasticity of certain types of polysaccharides is governed by force-induced conformational transitions of the...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/85712
更新日期:2001-03-01 00:00:00
abstract::Debates on patenting DNA must evolve to reflect the global decline in filings and regional disparities in patenting activity. ...
journal_title:Nature biotechnology
pub_type: 杂志文章,评审
doi:10.1038/nbt0207-185
更新日期:2007-02-01 00:00:00
abstract::Transcriptomic analyses have revealed an unexpected complexity to the human transcriptome, whose breadth and depth exceeds current RNA sequencing capability. Using tiling arrays to target and sequence select portions of the transcriptome, we identify and characterize unannotated transcripts whose rare or transient exp...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt.2024
更新日期:2011-11-13 00:00:00
abstract::The study of induced pluripotency often relies on experimental approaches that average measurements across a large population of cells, the majority of which do not become pluripotent. Here we used high-resolution, time-lapse imaging to trace the reprogramming process over 2 weeks from single mouse embryonic fibroblas...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt.1632
更新日期:2010-05-01 00:00:00
abstract::Most microorganisms from all taxonomic levels are uncultured. Single-cell genomes and metagenomes continue to increase the known diversity of Bacteria and Archaea; however, while 'omics can be used to infer physiological or ecological roles for species in a community, most of these hypothetical roles remain unvalidate...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/s41587-019-0260-6
更新日期:2019-11-01 00:00:00
abstract::We describe protein interaction quantitation (PIQ), a computational method for modeling the magnitude and shape of genome-wide DNase I hypersensitivity profiles to identify transcription factor (TF) binding sites. Through the use of machine-learning techniques, PIQ identified binding sites for >700 TFs from one DNase ...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt.2798
更新日期:2014-02-01 00:00:00
abstract::Rice is a staple crop that has undergone substantial phenotypic and physiological changes during domestication. Here we resequenced the genomes of 40 cultivated accessions selected from the major groups of rice and 10 accessions of their wild progenitors (Oryza rufipogon and Oryza nivara) to >15 × raw data coverage. W...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/nbt.2050
更新日期:2011-12-11 00:00:00
abstract::An amendment to this paper has been published and can be accessed via a link at the top of the paper. ...
journal_title:Nature biotechnology
pub_type: 已发布勘误
doi:10.1038/s41587-019-0167-2
更新日期:2019-07-01 00:00:00
abstract::The ability to produce monoclonal antibodies (Mabs) in plants offers the opportunity for the development of an inexpensive method of mucosal immunoprotection against sexually transmitted diseases. To investigate the suitability of plant-expressed Mabs for vaginal preventive applications, we compared a humanized anti-h...
journal_title:Nature biotechnology
pub_type: 杂志文章
doi:10.1038/4344
更新日期:1998-12-01 00:00:00