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Volumn 49, Issue 4, 2017, Pages 618-624

Fast, scalable prediction of deleterious noncoding variants from functional and population genomic data

Author keywords

[No Author keywords available]

Indexed keywords

ALLELE; ARTICLE; CONTROLLED STUDY; FEMALE; GENE FREQUENCY; GENE MUTATION; GENETIC BACKGROUND; GENETIC CONSERVATION; GENETIC VARIABILITY; HUMAN; HUMAN GENOME; HUMAN TISSUE; MOLECULAR EVOLUTION; PHENOTYPE; PRIORITY JOURNAL; PROMOTER REGION; TISSUE SPECIFICITY; ANIMAL; BIOLOGY; GENETIC VARIATION; GENETICS; GENOME; MAMMAL; METAGENOMICS; NUCLEOTIDE SEQUENCE; PRIMATE; PROCEDURES; VERTEBRATE;

EID: 85015007138     PISSN: 10614036     EISSN: 15461718     Source Type: Journal    
DOI: 10.1038/ng.3810     Document Type: Article
Times cited : (246)

References (59)
  • 1
    • 1542563409 scopus 로고    scopus 로고
    • Initial sequencing and comparative analysis of the mouse genome
    • Mouse Genome Sequencing Consortium
    • Mouse Genome Sequencing Consortium. Initial sequencing and comparative analysis of the mouse genome. Nature 420, 520-562 (2002).
    • (2002) Nature , vol.420 , pp. 520-562
  • 2
    • 67249117049 scopus 로고    scopus 로고
    • Potential etiologic and functional implications of genome-wide association loci for human diseases and traits
    • Hindorff, L.A. et al. Potential etiologic and functional implications of genome-wide association loci for human diseases and traits. Proc. Natl. Acad. Sci. USA 106, 9362-9367 (2009).
    • (2009) Proc. Natl. Acad. Sci. USA , vol.106 , pp. 9362-9367
    • Hindorff, L.A.1
  • 3
    • 84924039302 scopus 로고    scopus 로고
    • A method for calculating probabilities of fitness consequences for point mutations across the human genome
    • Gulko, B., Hubisz, M.J., Gronau, I. & Siepel, A. A method for calculating probabilities of fitness consequences for point mutations across the human genome. Nat. Genet. 47, 276-283 (2015).
    • (2015) Nat. Genet. , vol.47 , pp. 276-283
    • Gulko, B.1    Hubisz, M.J.2    Gronau, I.3    Siepel, A.4
  • 4
    • 23744458086 scopus 로고    scopus 로고
    • Evolutionarily conserved elements in vertebrate, insect, worm, and yeast genomes
    • Siepel, A. et al. Evolutionarily conserved elements in vertebrate, insect, worm, and yeast genomes. Genome Res. 15, 1034-1050 (2005).
    • (2005) Genome Res. , vol.15 , pp. 1034-1050
    • Siepel, A.1
  • 5
    • 56049110263 scopus 로고    scopus 로고
    • Sequencing and comparative analysis of a conserved syntenic segment in the Solanaceae
    • Wang, Y. et al. Sequencing and comparative analysis of a conserved syntenic segment in the Solanaceae. Genetics 180, 391-408 (2008).
    • (2008) Genetics , vol.180 , pp. 391-408
    • Wang, Y.1
  • 6
    • 80054973803 scopus 로고    scopus 로고
    • A high-resolution map of human evolutionary constraint using 29 mammals
    • Lindblad-Toh, K. et al. A high-resolution map of human evolutionary constraint using 29 mammals. Nature 478, 476-482 (2011).
    • (2011) Nature , vol.478 , pp. 476-482
    • Lindblad-Toh, K.1
  • 7
    • 84881028642 scopus 로고    scopus 로고
    • An atlas of over 90,000 conserved noncoding sequences provides insight into crucifer regulatory regions
    • Haudry, A. et al. An atlas of over 90,000 conserved noncoding sequences provides insight into crucifer regulatory regions. Nat. Genet. 45, 891-898 (2013).
    • (2013) Nat. Genet. , vol.45 , pp. 891-898
    • Haudry, A.1
  • 8
    • 34250305146 scopus 로고    scopus 로고
    • Identification and analysis of functional elements in 1% of the human genome by the ENCODE pilot project
    • ENCODE Project Consortium
    • ENCODE Project Consortium. Identification and analysis of functional elements in 1% of the human genome by the ENCODE pilot project. Nature 447, 799-816 (2007).
    • (2007) Nature , vol.447 , pp. 799-816
  • 9
    • 78650410139 scopus 로고    scopus 로고
    • Integrative analysis of the Caenorhabditis elegans genome by the modENCODE project
    • Gerstein, M.B. et al. Integrative analysis of the Caenorhabditis elegans genome by the modENCODE project. Science 330, 1775-1787 (2010).
    • (2010) Science , vol.330 , pp. 1775-1787
    • Gerstein, M.B.1
  • 10
    • 78650331647 scopus 로고    scopus 로고
    • Identification of functional elements and regulatory circuits by Drosophila modENCODE
    • Roy, S. et al. Identification of functional elements and regulatory circuits by Drosophila modENCODE. Science 330, 1787-1797 (2010).
    • (2010) Science , vol.330 , pp. 1787-1797
    • Roy, S.1
  • 11
    • 84865790047 scopus 로고    scopus 로고
    • An integrated encyclopedia of DNA elements in the human genome
    • Dunham, I. et al. An integrated encyclopedia of DNA elements in the human genome. Nature 489, 57-74 (2012).
    • (2012) Nature , vol.489 , pp. 57-74
    • Dunham, I.1
  • 12
    • 84923362619 scopus 로고    scopus 로고
    • Integrative analysis of 111 reference human epigenomes
    • Roadmap Epigenomics Consortium
    • Roadmap Epigenomics Consortium. Integrative analysis of 111 reference human epigenomes. Nature 518, 317-330 (2015).
    • (2015) Nature , vol.518 , pp. 317-330
  • 13
    • 84895510920 scopus 로고    scopus 로고
    • Functional annotation of noncoding sequence variants
    • Ritchie, G.R.S., Dunham, I., Zeggini, E. & Flicek, P. Functional annotation of noncoding sequence variants. Nat. Methods 11, 294-296 (2014).
    • (2014) Nat. Methods , vol.11 , pp. 294-296
    • Ritchie, G.R.S.1    Dunham, I.2    Zeggini, E.3    Flicek, P.4
  • 14
    • 84929628542 scopus 로고    scopus 로고
    • An integrative approach to predicting the functional effects of noncoding and coding sequence variation
    • Shihab, H.A. et al. An integrative approach to predicting the functional effects of noncoding and coding sequence variation. Bioinformatics 31, 1536-1543 (2015).
    • (2015) Bioinformatics , vol.31 , pp. 1536-1543
    • Shihab, H.A.1
  • 15
    • 84938888109 scopus 로고    scopus 로고
    • Predicting the sequence specificities of DNA- and RNA-binding proteins by deep learning
    • Alipanahi, B., Delong, A., Weirauch, M.T. & Frey, B.J. Predicting the sequence specificities of DNA- and RNA-binding proteins by deep learning. Nat. Biotechnol. 33, 831-838 (2015).
    • (2015) Nat. Biotechnol. , vol.33 , pp. 831-838
    • Alipanahi, B.1    Delong, A.2    Weirauch, M.T.3    Frey, B.J.4
  • 16
    • 84958257565 scopus 로고    scopus 로고
    • Predicting effects of noncoding variants with deep-learning-based sequence model
    • Zhou, J. & Troyanskaya, O.G. Predicting effects of noncoding variants with deep-learning-based sequence model. Nat. Methods 12, 931-934 (2015).
    • (2015) Nat. Methods , vol.12 , pp. 931-934
    • Zhou, J.1    Troyanskaya, O.G.2
  • 17
    • 84976908652 scopus 로고    scopus 로고
    • Basset: Learning the regulatory code of the accessible genome with deep convolutional neural networks
    • Kelley, D.R., Snoek, J. & Rinn, J.L. Basset: learning the regulatory code of the accessible genome with deep convolutional neural networks. Genome Res. 26, 990-999 (2016).
    • (2016) Genome Res. , vol.26 , pp. 990-999
    • Kelley, D.R.1    Snoek, J.2    Rinn, J.L.3
  • 18
    • 84895858942 scopus 로고    scopus 로고
    • A general framework for estimating the relative pathogenicity of human genetic variants
    • Kircher, M. et al. A general framework for estimating the relative pathogenicity of human genetic variants. Nat. Genet. 46, 310-315 (2014).
    • (2014) Nat. Genet. , vol.46 , pp. 310-315
    • Kircher, M.1
  • 19
    • 84928997067 scopus 로고    scopus 로고
    • DANN: A deep-learning approach for annotating the pathogenicity of genetic variants
    • Quang, D., Chen, Y. & Xie, X. DANN: a deep-learning approach for annotating the pathogenicity of genetic variants. Bioinformatics 31, 761-763 (2015).
    • (2015) Bioinformatics , vol.31 , pp. 761-763
    • Quang, D.1    Chen, Y.2    Xie, X.3
  • 20
    • 84964696143 scopus 로고    scopus 로고
    • FunSeq2: A framework for prioritizing noncoding regulatory variants in cancer
    • Fu, Y. et al. FunSeq2: a framework for prioritizing noncoding regulatory variants in cancer. Genome Biol. 15, 480 (2014).
    • (2014) Genome Biol. , vol.15 , pp. 480
    • Fu, Y.1
  • 21
    • 84876561639 scopus 로고    scopus 로고
    • Inference of natural selection from interspersed genomic elements based on polymorphism and divergence
    • Gronau, I., Arbiza, L., Mohammed, J. & Siepel, A. Inference of natural selection from interspersed genomic elements based on polymorphism and divergence. Mol. Biol. Evol. 30, 1159-1171 (2013).
    • (2013) Mol. Biol. Evol. , vol.30 , pp. 1159-1171
    • Gronau, I.1    Arbiza, L.2    Mohammed, J.3    Siepel, A.4
  • 22
    • 84879684637 scopus 로고    scopus 로고
    • Genome-wide inference of natural selection on human transcription factor binding sites
    • Arbiza, L. et al. Genome-wide inference of natural selection on human transcription factor binding sites. Nat. Genet. 45, 723-729 (2013).
    • (2013) Nat. Genet. , vol.45 , pp. 723-729
    • Arbiza, L.1
  • 23
    • 84891837451 scopus 로고    scopus 로고
    • The human gene mutation database: Building a comprehensive mutation repository for clinical and molecular genetics, diagnostic testing, and personalized genomic medicine
    • Stenson, P.D. et al. The human gene mutation database: building a comprehensive mutation repository for clinical and molecular genetics, diagnostic testing, and personalized genomic medicine. Hum. Genet. 133, 1-9 (2013).
    • (2013) Hum. Genet. , vol.133 , pp. 1-9
    • Stenson, P.D.1
  • 24
    • 84891809093 scopus 로고    scopus 로고
    • ClinVar: Public archive of relationships among sequence variation and human phenotype
    • Landrum, M.J. et al. ClinVar: public archive of relationships among sequence variation and human phenotype. Nucleic Acids Res. 42, D980-D985 (2014).
    • (2014) Nucleic Acids Res. , vol.42 , pp. D980-D985
    • Landrum, M.J.1
  • 25
    • 74949092081 scopus 로고    scopus 로고
    • Detection of nonneutral substitution rates on mammalian phylogenies
    • Pollard, K.S., Hubisz, M.J., Rosenbloom, K.R. & Siepel, A. Detection of nonneutral substitution rates on mammalian phylogenies. Genome Res. 20, 110-121 (2010).
    • (2010) Genome Res. , vol.20 , pp. 110-121
    • Pollard, K.S.1    Hubisz, M.J.2    Rosenbloom, K.R.3    Siepel, A.4
  • 26
    • 0022471098 scopus 로고
    • Learning representations by back-propagating errors
    • Rumelhart, D., Hinton, G. & Williams, R. Learning representations by back-propagating errors. Nature 323, 533-536 (1986).
    • (1986) Nature , vol.323 , pp. 533-536
    • Rumelhart, D.1    Hinton, G.2    Williams, R.3
  • 28
    • 50849144848 scopus 로고    scopus 로고
    • Selective constraints in experimentally defined primate regulatory regions
    • Gaffney, D.J., Blekhman, R. & Majewski, J. Selective constraints in experimentally defined primate regulatory regions. PLoS Genet. 4, e1000157 (2008).
    • (2008) PLoS Genet. , vol.4 , pp. e1000157
    • Gaffney, D.J.1    Blekhman, R.2    Majewski, J.3
  • 29
    • 2442555497 scopus 로고    scopus 로고
    • The share of human genomic DNA under selection estimated from human-mouse genomic alignments
    • Chiaromonte, F. et al. The share of human genomic DNA under selection estimated from human-mouse genomic alignments. Cold Spring Harb. Symp. Quant. Biol. 68, 245-254 (2003).
    • (2003) Cold Spring Harb. Symp. Quant. Biol. , vol.68 , pp. 245-254
    • Chiaromonte, F.1
  • 30
    • 78149408021 scopus 로고    scopus 로고
    • Massive turnover of functional sequence in human and other mammalian genomes
    • Meader, S.J., Ponting, C.P. & Lunter, G. Massive turnover of functional sequence in human and other mammalian genomes. Genome Res. 20, 1335-1343 (2010).
    • (2010) Genome Res. , vol.20 , pp. 1335-1343
    • Meader, S.J.1    Ponting, C.P.2    Lunter, G.3
  • 31
    • 84905455429 scopus 로고    scopus 로고
    • 8.2% of the human genome is constrained: Variation in rates of turnover across functional element classes in the human lineage
    • Rands, C.M., Meader, S., Ponting, C.P. & Lunter, G. 8.2% of the human genome is constrained: variation in rates of turnover across functional element classes in the human lineage. PLoS Genet. 10, e1004525 (2014).
    • (2014) PLoS Genet. , vol.10 , pp. e1004525
    • Rands, C.M.1    Meader, S.2    Ponting, C.P.3    Lunter, G.4
  • 32
    • 84976866487 scopus 로고    scopus 로고
    • ORegAnno 3.0: A community-driven resource for curated regulatory annotation
    • Lesurf, R. et al. ORegAnno 3.0: a community-driven resource for curated regulatory annotation. Nucleic Acids Res. 44, D126-D132 (2016).
    • (2016) Nucleic Acids Res. , vol.44 , pp. D126-D132
    • Lesurf, R.1
  • 33
    • 78651237647 scopus 로고    scopus 로고
    • Identifying a high fraction of the human genome to be under selective constraint using GERP
    • Davydov, E.V. et al. Identifying a high fraction of the human genome to be under selective constraint using GERP. PLOS Comput. Biol. 6, e1001025 (2010).
    • (2010) PLOS Comput. Biol. , vol.6 , pp. e1001025
    • Davydov, E.V.1
  • 34
    • 84956688641 scopus 로고    scopus 로고
    • A spectral approach integrating functional genomic annotations for coding and noncoding variants
    • Ionita-Laza, I., McCallum, K., Xu, B. & Buxbaum, J.D. A spectral approach integrating functional genomic annotations for coding and noncoding variants. Nat. Genet. 48, 214-220 (2016).
    • (2016) Nat. Genet. , vol.48 , pp. 214-220
    • Ionita-Laza, I.1    McCallum, K.2    Xu, B.3    Buxbaum, J.D.4
  • 35
    • 84897459814 scopus 로고    scopus 로고
    • An atlas of active enhancers across human cell types and tissues
    • Andersson, R. et al. An atlas of active enhancers across human cell types and tissues. Nature 507, 455-461 (2014).
    • (2014) Nature , vol.507 , pp. 455-461
    • Andersson, R.1
  • 36
    • 84927559450 scopus 로고    scopus 로고
    • Analysis of nascent RNA identifies a unified architecture of transcription initiation regions at mammalian promoters and enhancers
    • Core, L.J. et al. Analysis of nascent RNA identifies a unified architecture of transcription initiation regions at mammalian promoters and enhancers. Nat. Genet. 46, 1311-1320 (2014).
    • (2014) Nat. Genet. , vol.46 , pp. 1311-1320
    • Core, L.J.1
  • 37
    • 84938287359 scopus 로고    scopus 로고
    • A unified architecture of transcriptional regulatory elements
    • Andersson, R., Sandelin, A. & Danko, C.G. A unified architecture of transcriptional regulatory elements. Trends Genet. 31, 426-433 (2015).
    • (2015) Trends Genet. , vol.31 , pp. 426-433
    • Andersson, R.1    Sandelin, A.2    Danko, C.G.3
  • 38
    • 0033977618 scopus 로고    scopus 로고
    • Determinants of substitution rates in mammalian genes: Expression pattern affects selection intensity but not mutation rate
    • Duret, L. & Mouchiroud, D. Determinants of substitution rates in mammalian genes: expression pattern affects selection intensity but not mutation rate. Mol. Biol. Evol. 17, 68-74 (2000).
    • (2000) Mol. Biol. Evol. , vol.17 , pp. 68-74
    • Duret, L.1    Mouchiroud, D.2
  • 40
    • 50849122974 scopus 로고    scopus 로고
    • Patterns of positive selection in six mammalian genomes
    • Kosiol, C. et al. Patterns of positive selection in six mammalian genomes. PLoS Genet. 4, e1000144 (2008).
    • (2008) PLoS Genet. , vol.4 , pp. e1000144
    • Kosiol, C.1
  • 42
    • 84922295278 scopus 로고    scopus 로고
    • Enhancer evolution across 20 mammalian species
    • Villar, D. et al. Enhancer evolution across 20 mammalian species. Cell 160, 554-566 (2015).
    • (2015) Cell , vol.160 , pp. 554-566
    • Villar, D.1
  • 43
    • 84919949716 scopus 로고    scopus 로고
    • A 3D map of the human genome at kilobase resolution reveals principles of chromatin looping
    • Rao, S.S. et al. A 3D map of the human genome at kilobase resolution reveals principles of chromatin looping. Cell 159, 1665-1680 (2014).
    • (2014) Cell , vol.159 , pp. 1665-1680
    • Rao, S.S.1
  • 44
    • 84939246295 scopus 로고    scopus 로고
    • CRISPR inversion of CTCF sites alters genome topology and enhancer-promoter function
    • Guo, Y. et al. CRISPR inversion of CTCF sites alters genome topology and enhancer-promoter function. Cell 162, 900-910 (2015).
    • (2015) Cell , vol.162 , pp. 900-910
    • Guo, Y.1
  • 45
    • 84951567954 scopus 로고    scopus 로고
    • CTCF-mediated human 3D genome architecture reveals chromatin topology for transcription
    • Tang, Z. et al. CTCF-mediated human 3D genome architecture reveals chromatin topology for transcription. Cell 163, 1611-1627 (2015).
    • (2015) Cell , vol.163 , pp. 1611-1627
    • Tang, Z.1
  • 46
    • 84942834004 scopus 로고    scopus 로고
    • Kruppel expression levels are maintained through compensatory evolution of shadow enhancers
    • Wunderlich, Z. et al. Kruppel expression levels are maintained through compensatory evolution of shadow enhancers. Cell Rep. 12, 1740-1747 (2015).
    • (2015) Cell Rep. , vol.12 , pp. 1740-1747
    • Wunderlich, Z.1
  • 47
    • 66349086264 scopus 로고    scopus 로고
    • Identifying novel constrained elements by exploiting biased substitution patterns
    • Garber, M. et al. Identifying novel constrained elements by exploiting biased substitution patterns. Bioinformatics 25, i54-i62 (2009).
    • (2009) Bioinformatics , vol.25 , pp. i54-i62
    • Garber, M.1
  • 48
    • 84976451720 scopus 로고    scopus 로고
    • CEGA-a catalog of conserved elements from genomic alignments
    • Dousse, A., Junier, T. & Zdobnov, E.M. CEGA-a catalog of conserved elements from genomic alignments. Nucleic Acids Res. 44, D96-D100 (2016).
    • (2016) Nucleic Acids Res. , vol.44 , pp. D96-D100
    • Dousse, A.1    Junier, T.2    Zdobnov, E.M.3
  • 49
    • 0036079158 scopus 로고    scopus 로고
    • The human genome browser at UCSC
    • Kent, W.J. et al. The human genome browser at UCSC. Genome Res. 12, 996-1006 (2002).
    • (2002) Genome Res. , vol.12 , pp. 996-1006
    • Kent, W.J.1
  • 50
    • 84880993473 scopus 로고    scopus 로고
    • Whole-genome rVISTA: A tool to determine enrichment of transcription factor binding sites in gene promoters from transcriptomic data
    • Dubchak, I. et al. Whole-genome rVISTA: a tool to determine enrichment of transcription factor binding sites in gene promoters from transcriptomic data. Bioinformatics 29, 2059-2061 (2013).
    • (2013) Bioinformatics , vol.29 , pp. 2059-2061
    • Dubchak, I.1
  • 51
    • 84876580265 scopus 로고    scopus 로고
    • SwissRegulon a database of genome-wide annotations of regulatory sites: Recent updates
    • Pachkov, M., Balwierz, P.J., Arnold, P., Ozonov, E. & van Nimwegen, E. SwissRegulon, a database of genome-wide annotations of regulatory sites: recent updates. Nucleic Acids Res. 41, D214-D220 (2013).
    • (2013) Nucleic Acids Res. , vol.41 , pp. D214-D220
    • Pachkov, M.1    Balwierz, P.J.2    Arnold, P.3    Ozonov, E.4    Van Nimwegen, E.5
  • 52
    • 84923276179 scopus 로고    scopus 로고
    • The human splicing code reveals new insights into the genetic determinants of disease
    • Xiong, H.Y. et al. The human splicing code reveals new insights into the genetic determinants of disease. Science 347, 1254806 (2014).
    • (2014) Science , vol.347 , pp. 1254806
    • Xiong, H.Y.1
  • 53
    • 84941087952 scopus 로고    scopus 로고
    • DIANA-TarBase v7.0: Indexing more than half a million experimentally supported miRNA:mRNA interactions
    • Vlachos, I.S. et al. DIANA-TarBase v7.0: indexing more than half a million experimentally supported miRNA:mRNA interactions. Nucleic Acids Res. 43, D153-D159 (2015).
    • (2015) Nucleic Acids Res. , vol.43 , pp. D153-D159
    • Vlachos, I.S.1
  • 54
    • 84865760395 scopus 로고    scopus 로고
    • GENCODE: The reference human genome annotation for the ENCODE Project
    • Harrow, J. et al. GENCODE: the reference human genome annotation for the ENCODE Project. Genome Res. 22, 1760-1774 (2012).
    • (2012) Genome Res. , vol.22 , pp. 1760-1774
    • Harrow, J.1
  • 55
    • 0003293418 scopus 로고
    • On the nature of the function expressive of the law of human mortality, and on a new mode of determining the value of life contingencies
    • Gompertz, B. On the nature of the function expressive of the law of human mortality, and on a new mode of determining the value of life contingencies. Philos. Trans. R. Soc. Lond. 115, 513-583 (1825).
    • (1825) Philos. Trans. R. Soc. Lond. , vol.115 , pp. 513-583
    • Gompertz, B.1
  • 56
    • 80052250414 scopus 로고    scopus 로고
    • Adaptive subgradient methods for online learning and stochastic optimization
    • Duchi, J., Hazan, E. & Singer, Y. Adaptive subgradient methods for online learning and stochastic optimization. J. Mach. Learn. Res. 12, 2121-2159 (2011).
    • (2011) J. Mach. Learn. Res. , vol.12 , pp. 2121-2159
    • Duchi, J.1    Hazan, E.2    Singer, Y.3
  • 57
    • 84943171338 scopus 로고    scopus 로고
    • A global reference for human genetic variation
    • The 1000 Genomes Project Consortium
    • The 1000 Genomes Project Consortium. A global reference for human genetic variation. Nature 526, 68-74 (2015).
    • (2015) Nature , vol.526 , pp. 68-74
  • 58
    • 85015825148 scopus 로고    scopus 로고
    • Ppcor: An R package for a fast calculation to semi-partial correlation coefficients
    • Kim, S. ppcor: an R package for a fast calculation to semi-partial correlation coefficients. Commun. Stat. Appl. Methods 22, 665-674 (2015).
    • (2015) Commun. Stat. Appl. Methods , vol.22 , pp. 665-674
    • Kim, S.1
  • 59
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach
    • DeLong, E.R., DeLong, D.M. & Clarke-Pearson, D.L. Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44, 837-845 (1988).
    • (1988) Biometrics , vol.44 , pp. 837-845
    • Delong, E.R.1    Delong, D.M.2    Clarke-Pearson, D.L.3


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