Evaluation of CADD Scores in Curated Mismatch Repair Gene Variants Yields a Model for Clinical Validation and Prioritization

被引:31
作者
van der Velde, K. Joeri [1 ,2 ]
Kuiper, Joel [2 ,3 ]
Thompson, Bryony A. [4 ]
Plazzer, John-Paul [5 ]
van Valkenhoef, Gert [3 ]
de Haan, Mark [1 ,2 ]
Jongbloed, Jan D. H. [2 ]
Wijmenga, Cisca [2 ]
de Koning, Tom J. [2 ]
Abbott, Kristin M. [2 ]
Sinke, Richard [2 ]
Spurdle, Amanda B. [4 ]
Macrae, Finlay [5 ,6 ]
Genuardi, Maurizio [7 ]
Sijmons, Rolf H. [2 ]
Swertz, Morris A. [1 ,2 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Genom Coordinat Ctr, Groningen, Netherlands
[2] Univ Groningen, Univ Med Ctr Groningen, Dept Genet, Groningen, Netherlands
[3] Univ Groningen, Univ Med Ctr Groningen, Dept Epidemiol, Groningen, Netherlands
[4] QIMR Berghofer Med Res Inst, Dept Genet & Computat Biol, Brisbane, Qld, Australia
[5] Royal Melbourne Hosp, Dept Colorectal Med & Genet, Melbourne, Vic, Australia
[6] Univ Melbourne, Royal Melbourne Hosp, Dept Med, Melbourne, Vic 3050, Australia
[7] Univ Cattolica Sacro Cuore, Inst Med Genet, A Gemelli Sch Med, I-00168 Rome, Italy
关键词
Lynch syndrome; variant classification; pathogenicity prediction; cumulative link model; SUSCEPTIBILITY; CLASSIFICATION; PATHOGENICITY;
D O I
10.1002/humu.22798
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Next-generation sequencing in clinical diagnostics is providing valuable genomic variant data, which can be used to support healthcare decisions. In silico tools to predict pathogenicity are crucial to assess such variants and we have evaluated a new tool, Combined Annotation Dependent Depletion (CADD), and its classification of gene variants in Lynch syndrome by using a set of 2,210 DNA mismatch repair gene variants. These had already been classified by experts from InSiGHT's Variant Interpretation Committee. Overall, we found CADD scores do predict pathogenicity (Spearman's = 0.595, P < 0.001). However, we discovered 31 major discrepancies between the InSiGHT classification and the CADD scores; these were explained in favor of the expert classification using population allele frequencies, cosegregation analyses, disease association studies, or a second-tier test. Of 751 variants that could not be clinically classified by InSiGHT, CADD indicated that 47 variants were worth further study to confirm their putative pathogenicity. We demonstrate CADD is valuable in prioritizing variants in clinically relevant genes for further assessment by expert classification teams. Published 2015 Wiley Periodicals, Inc.*
引用
收藏
页码:712 / 719
页数:8
相关论文
共 27 条
[1]   A method and server for predicting damaging missense mutations [J].
Adzhubei, Ivan A. ;
Schmidt, Steffen ;
Peshkin, Leonid ;
Ramensky, Vasily E. ;
Gerasimova, Anna ;
Bork, Peer ;
Kondrashov, Alexey S. ;
Sunyaev, Shamil R. .
NATURE METHODS, 2010, 7 (04) :248-249
[2]  
Agresti A., 2002, CATEGORICAL DATA ANA, DOI DOI 10.1002/0471249688
[3]   An integrated map of genetic variation from 1,092 human genomes [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Schmidt, Jeanette P. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Dinh, Huyen ;
Kovar, Christie ;
Lee, Sandra ;
Lewis, Lora ;
Muzny, Donna ;
Reid, Jeff ;
Wang, Min ;
Wang, Jun ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Li, Zhuo ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Su, Zhe ;
Tai, Shuaishuai ;
Tang, Meifang .
NATURE, 2012, 491 (7422) :56-65
[4]   The Genome of the Netherlands: design, and project goals [J].
Boomsma, Dorret I. ;
Wijmenga, Cisca ;
Slagboom, Eline P. ;
Swertz, Morris A. ;
Karssen, Lennart C. ;
Abdellaoui, Abdel ;
Ye, Kai ;
Guryev, Victor ;
Vermaat, Martijn ;
van Dijk, Freerk ;
Francioli, Laurent C. ;
Hottenga, Jouke Jan ;
Laros, Jeroen F. J. ;
Li, Qibin ;
Li, Yingrui ;
Cao, Hongzhi ;
Chen, Ruoyan ;
Du, Yuanping ;
Li, Ning ;
Cao, Sujie ;
van Setten, Jessica ;
Menelaou, Androniki ;
Pulit, Sara L. ;
Hehir-Kwa, Jayne Y. ;
Beekman, Marian ;
Elbers, Clara C. ;
Byelas, Heorhiy ;
de Craen, Anton J. M. ;
Deelen, Patrick ;
Dijkstra, Martijn ;
den Dunnen, Johan T. ;
de Knijff, Peter ;
Houwing-Duistermaat, Jeanine ;
Koval, Vyacheslav ;
Estrada, Karol ;
Hofman, Albert ;
Kanterakis, Alexandros ;
van Enckevort, David ;
Mai, Hailiang ;
Kattenberg, Mathijs ;
van Leeuwen, Elisabeth M. ;
Neerincx, Pieter B. T. ;
Oostra, Ben ;
Rivadeneira, Fernanodo ;
Suchiman, Eka H. D. ;
Uitterlinden, Andre G. ;
Willemsen, Gonneke ;
Wolffenbuttel, Bruce H. ;
Wang, Jun ;
de Bakker, Paul I. W. .
EUROPEAN JOURNAL OF HUMAN GENETICS, 2014, 22 (02) :221-227
[5]   A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w1118; iso-2; iso-3 [J].
Cingolani, Pablo ;
Platts, Adrian ;
Wang, Le Lily ;
Coon, Melissa ;
Tung Nguyen ;
Wang, Luan ;
Land, Susan J. ;
Lu, Xiangyi ;
Ruden, Douglas M. .
FLY, 2012, 6 (02) :80-92
[6]   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
[7]   The variant call format and VCFtools [J].
Danecek, Petr ;
Auton, Adam ;
Abecasis, Goncalo ;
Albers, Cornelis A. ;
Banks, Eric ;
DePristo, Mark A. ;
Handsaker, Robert E. ;
Lunter, Gerton ;
Marth, Gabor T. ;
Sherry, Stephen T. ;
McVean, Gilean ;
Durbin, Richard .
BIOINFORMATICS, 2011, 27 (15) :2156-2158
[8]   Standardizing mutation nomenclature: Why bother.? [J].
den Dunnen, JT ;
Paalman, MH .
HUMAN MUTATION, 2003, 22 (03) :181-182
[9]   An integrated encyclopedia of DNA elements in the human genome [J].
Dunham, Ian ;
Kundaje, Anshul ;
Aldred, Shelley F. ;
Collins, Patrick J. ;
Davis, CarrieA. ;
Doyle, Francis ;
Epstein, Charles B. ;
Frietze, Seth ;
Harrow, Jennifer ;
Kaul, Rajinder ;
Khatun, Jainab ;
Lajoie, Bryan R. ;
Landt, Stephen G. ;
Lee, Bum-Kyu ;
Pauli, Florencia ;
Rosenbloom, Kate R. ;
Sabo, Peter ;
Safi, Alexias ;
Sanyal, Amartya ;
Shoresh, Noam ;
Simon, Jeremy M. ;
Song, Lingyun ;
Trinklein, Nathan D. ;
Altshuler, Robert C. ;
Birney, Ewan ;
Brown, James B. ;
Cheng, Chao ;
Djebali, Sarah ;
Dong, Xianjun ;
Dunham, Ian ;
Ernst, Jason ;
Furey, Terrence S. ;
Gerstein, Mark ;
Giardine, Belinda ;
Greven, Melissa ;
Hardison, Ross C. ;
Harris, Robert S. ;
Herrero, Javier ;
Hoffman, Michael M. ;
Iyer, Sowmya ;
Kellis, Manolis ;
Khatun, Jainab ;
Kheradpour, Pouya ;
Kundaje, Anshul ;
Lassmann, Timo ;
Li, Qunhua ;
Lin, Xinying ;
Marinov, Georgi K. ;
Merkel, Angelika ;
Mortazavi, Ali .
NATURE, 2012, 489 (7414) :57-74
[10]   Whole-genome sequence variation, population structure and demographic history of the Dutch population [J].
Francioli, Laurent C. ;
Menelaou, Andronild ;
Pulit, Sara L. ;
Van Dijk, Freerk ;
Palamara, Pier Francesco ;
Elbers, Clara C. ;
Neerincx, Pieter B. T. ;
Ye, Kai ;
Guryev, Victor ;
Kloosterman, Wigard P. ;
Deelen, Patrick ;
Abdellaoui, Abdel ;
Van Leeuwen, Elisabeth M. ;
Van Oven, Mannis ;
Vermaat, Martijn ;
Li, Mingkun ;
Laros, Jeroen F. J. ;
Karssen, Lennart C. ;
Kanterakis, Alexandros ;
Amin, Najaf ;
Hottenga, Jouke Jan ;
Lameijer, Eric-Wubbo ;
Kattenberg, Mathijs ;
Dijkstra, Martijn ;
Byelas, Heorhiy ;
Van Settenl, Jessica ;
Van Schaik, Barbera D. C. ;
Bot, Jan ;
Nijman, Isaac J. ;
Renkens, Ivo ;
Marscha, Tobias ;
Schonhuth, Alexander ;
Hehir-Kwa, Jayne Y. ;
Handsaker, Robert E. ;
Polak, Paz ;
Sohail, Mashaal ;
Vuzman, Dana ;
Hormozdiari, Fereydoun ;
Van Enckevort, David ;
Mei, Hailiang ;
Koval, Vyacheslav ;
Moed, Ma-Tthijs H. ;
Van der Velde, K. Joeri ;
Rivadeneira, Fernando ;
Estrada, Karol ;
Medina-Gomez, Carolina ;
Isaacs, Aaron ;
McCarroll, Steven A. ;
Beekrnan, Marian ;
De Craen, Anton J. M. .
NATURE GENETICS, 2014, 46 (08) :818-825