CADD score has limited clinical validity for the identification of pathogenic variants in noncoding regions in a hereditary cancer panel

被引:38
作者
Mather, Cheryl A. [1 ,3 ]
Mooney, Sean D. [2 ]
Salipante, Stephen J. [1 ]
Scroggins, Sheena [1 ]
Wu, David [1 ]
Pritchard, Colin C. [1 ]
Shirts, Brian H. [1 ]
机构
[1] Univ Washington, Dept Lab Med, Seattle, WA 98195 USA
[2] Univ Washington, Dept Biomed Informat & Med Educ, Seattle, WA 98195 USA
[3] Univ Calif San Francisco, Dept Pathol, San Francisco, CA 94140 USA
关键词
combined annotation-dependent depletion; CADD score; in silico predictor; noncoding sequences; predictive algorithm; DEEP-INTRONIC MUTATION; GENE; ASSOCIATION; GENERATION; BRCA1;
D O I
10.1038/gim.2016.44
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Purpose: Several in silico tools have been shown to have reasonable research sehsitivity and specificity for classifying sequence variants in coding regions. The recently developed combined annotation dependent depletion (CADD) method generates predictive scores for single-nucleotide variants (SNVs) in all areas of the genome, including noncoding regions. We sought for non-coding variants to determine the clinical validity of common CADD scores. Methods: We evaluated 12,391 unique SNVs in 624 patient samples submitted for germ-line mutation testing in a cancer-related gene panel. Stratifying by genomic region, we compared the distributions of CADD scores of rare SNVs, SNVs common in our patient population, and the null distribution of all possible SNVs. Results: The median CADD scores of intronic and nonsynonymous variants were significantly different between rare and common SNVs (P < 0.0001). Despite these different distributions, no individual variants could be identified as plausibly causative among the rare intronic variants with the highest scores. The receiver-operating characteristics (ROC) area under the curve (AUC) for noncoding variants is modest, and the positive predictive value of CADD for intronic variants in panel testing was found to be 0.088. Conclusion: Focused in silico scoring systems with much higher predictive value will be necessary for clinical genomic applications.
引用
收藏
页码:1269 / 1275
页数:7
相关论文
共 40 条
[1]   A map of human genome variation from population-scale sequencing [J].
Altshuler, David ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Collins, Francis S. ;
De la Vega, Francisco M. ;
Donnelly, Peter ;
Egholm, Michael ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Knoppers, Bartha M. ;
Lander, Eric S. ;
Lehrach, Hans ;
Mardis, Elaine R. ;
McVean, Gil A. ;
Nickerson, DebbieA. ;
Peltonen, Leena ;
Schafer, Alan J. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Deiros, David ;
Metzker, Mike ;
Muzny, Donna ;
Reid, Jeff ;
Wheeler, David ;
Wang, Jun ;
Li, Jingxiang ;
Jian, Min ;
Li, Guoqing ;
Li, Ruiqiang ;
Liang, Huiqing ;
Tian, Geng ;
Wang, Bo ;
Wang, Jian ;
Wang, Wei ;
Yang, Huanming ;
Zhang, Xiuqing ;
Zheng, Huisong ;
Lander, Eric S. ;
Altshuler, David L. ;
Ambrogio, Lauren ;
Bloom, Toby ;
Cibulskis, Kristian ;
Fennell, Tim J. ;
Gabriel, Stacey B. .
NATURE, 2010, 467 (7319) :1061-1073
[2]  
[Anonymous], R LANG ENV STAT COMP
[3]  
[Anonymous], 2012, Nature
[4]   Identification of deep intronic variants in 15 haemophilia A patients by next generation sequencing of the whole factor VIII gene [J].
Bach, J. Elisa ;
Wolf, Beat ;
Oldenburg, Johannes ;
Mueller, Clemens R. ;
Rost, Simone .
THROMBOSIS AND HAEMOSTASIS, 2015, 114 (04) :757-767
[5]   Intronic splicing mutations in PTCH1 cause Gorlin syndrome [J].
Bholah, Zaynab ;
Smith, Miriam J. ;
Byers, Helen J. ;
Miles, Emma K. ;
Evans, D. Gareth ;
Newman, William G. .
FAMILIAL CANCER, 2014, 13 (03) :477-480
[6]   Pure and syndromic optic atrophy explained by deep intronic OPA1 mutations and an intralocus modifier [J].
Bonifert, Tobias ;
Karle, Kathrin N. ;
Tonagel, Felix ;
Batra, Marion ;
Wilhelm, Christian ;
Theurer, Yvonne ;
Schoenfeld, Caroline ;
Kluba, Torsten ;
Kamenisch, York ;
Carelli, Valerio ;
Wolf, Julia ;
Gonzalez, Michael A. ;
Speziani, Fiorella ;
Schuele, Rebecca ;
Zuechner, Stephan ;
Schoels, Ludger ;
Wissinger, Bernd ;
Synofzik, Matthis .
BRAIN, 2014, 137 :2164-2177
[7]   PREDICTION OF HUMAN MESSENGER-RNA DONOR AND ACCEPTOR SITES FROM THE DNA-SEQUENCE [J].
BRUNAK, S ;
ENGELBRECHT, J ;
KNUDSEN, S .
JOURNAL OF MOLECULAR BIOLOGY, 1991, 220 (01) :49-65
[8]   Homozygous F5 deep-intronic splicing mutation resulting in severe factor V deficiency and undetectable thrombin generation in platelet-rich plasma [J].
Castoldi, E. ;
Duckers, C. ;
Radu, C. ;
Spiezia, L. ;
Rossetto, V. ;
Tagariello, G. ;
Rosing, J. ;
Simioni, P. .
JOURNAL OF THROMBOSIS AND HAEMOSTASIS, 2011, 9 (05) :959-968
[9]   Deep-intronic ATM mutation detected by genomic resequencing and corrected in vitro by antisense morpholino oligonucleotide (AMO) [J].
Cavalieri, Simona ;
Pozzi, Elisa ;
Gatti, Richard A. ;
Brusco, Alfredo .
EUROPEAN JOURNAL OF HUMAN GENETICS, 2013, 21 (07) :774-778
[10]   Needles in stacks of needles: finding disease-causal variants in a wealth of genomic data [J].
Cooper, Gregory M. ;
Shendure, Jay .
NATURE REVIEWS GENETICS, 2011, 12 (09) :628-640