Comparison of variations detection between whole-genome amplification methods used in single-cell resequencing

被引:121
作者
Hou, Yong [1 ]
Wu, Kui [1 ]
Shi, Xulian [1 ,2 ]
Li, Fuqiang [1 ]
Song, Luting [1 ]
Wu, Hanjie [1 ]
Dean, Michael [3 ]
Li, Guibo [1 ]
Tsang, Shirley [4 ]
Jiang, Runze [1 ]
Zhang, Xiaolong [1 ,5 ]
Li, Bo [1 ]
Liu, Geng [1 ]
Bedekar, Niharika [6 ]
Lu, Na [1 ,2 ]
Xie, Guoyun [1 ]
Liang, Han [1 ]
Chang, Liao [1 ]
Wang, Ting [7 ]
Chen, Jianghao [7 ]
Li, Yingrui [1 ]
Zhang, Xiuqing [8 ]
Yang, Huanming [1 ,9 ,10 ]
Xu, Xun [1 ]
Wang, Ling [7 ]
Wang, Jun [1 ,9 ,11 ,12 ]
机构
[1] BGI Shenzhen, Shenzhen 518083, Peoples R China
[2] Southeast Univ, Sch Biol Sci & Med Engn, State Key Lab Bioelect, Nanjing 210096, Jiangsu, Peoples R China
[3] NCI, Canc & Inflammat Program, Frederick, MD 21702 USA
[4] BioMatrix LLC, Rockville, MD 20850 USA
[5] Univ Chinese Acad Sci Coll, Coll Life Sci, Beijing 100049, Peoples R China
[6] Stanford Univ, Stanford, CA 94305 USA
[7] Fourth Mil Med Univ, Xijing Hosp, Dept Vasc & Endocrine Surg, Xian 710032, Peoples R China
[8] BGI Shenzhen, Guangdong Enterprise Key Lab Human Dis Genom, Shenzhen 518083, Peoples R China
[9] King Abdulaziz Univ, Princess Al Jawhara Ctr Excellence Res Hereditary, Jeddah 21589, Saudi Arabia
[10] Zhejiang Univ, James D Watson Inst Genome Sci, Hangzhou 310058, Zhejiang, Peoples R China
[11] Univ Copenhagen, Dept Biol, DK-1599 Copenhagen, Denmark
[12] Univ Copenhagen, Novo Nordisk Fdn Ctr Basic Metab Res, DK-1599 Copenhagen, Denmark
基金
新加坡国家研究基金会; 国家高技术研究发展计划(863计划); 中国国家自然科学基金;
关键词
Whole genome amplification; Single-cell resequencing; Variations detection; DOP-PCR; MDA; MALBAC; Next-generation sequencing; STRUCTURAL VARIATION; SEQUENCE; ALIGNMENT; MUTATION; DNA; RECOMBINATION; NUCLEOTIDE; EVOLUTION; TOOLKIT; DEVICE;
D O I
10.1186/s13742-015-0068-3
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Single-cell resequencing (SCRS) provides many biomedical advances in variations detection at the single-cell level, but it currently relies on whole genome amplification (WGA). Three methods are commonly used for WGA: multiple displacement amplification (MDA), degenerate-oligonucleotide-primed PCR (DOP-PCR) and multiple annealing and looping-based amplification cycles (MALBAC). However, a comprehensive comparison of variations detection performance between these WGA methods has not yet been performed. Results: We systematically compared the advantages and disadvantages of different WGA methods, focusing particularly on variations detection. Low-coverage whole-genome sequencing revealed that DOP-PCR had the highest duplication ratio, but an even read distribution and the best reproducibility and accuracy for detection of copy-number variations (CNVs). However, MDA had significantly higher genome recovery sensitivity (similar to 84 %) than DOP-PCR (similar to 6 %) and MALBAC (similar to 52 %) at high sequencing depth. MALBAC and MDA had comparable single-nucleotide variations detection efficiency, false-positive ratio, and allele drop-out ratio. We further demonstrated that SCRS data amplified by either MDA or MALBAC from a gastric cancer cell line could accurately detect gastric cancer CNVs with comparable sensitivity and specificity, including amplifications of 12p11.22 (KRAS) and 9p24.1 (JAK2, CD274, and PDCD1LG2). Conclusions: Our findings provide a comprehensive comparison of variations detection performance using SCRS amplified by different WGA methods. It will guide researchers to determine which WGA method is best suited to individual experimental needs at single-cell level.
引用
收藏
页数:16
相关论文
共 39 条
[1]   BamTools: a C++ API and toolkit for analyzing and managing BAM files [J].
Barnett, Derek W. ;
Garrison, Erik K. ;
Quinlan, Aaron R. ;
Stroemberg, Michael P. ;
Marth, Gabor T. .
BIOINFORMATICS, 2011, 27 (12) :1691-1692
[2]   Genome-wide copy number analysis of single cells [J].
Baslan, Timour ;
Kendall, Jude ;
Rodgers, Linda ;
Cox, Hilary ;
Riggs, Mike ;
Stepansky, Asya ;
Troge, Jennifer ;
Ravi, Kandasamy ;
Esposito, Diane ;
Lakshmi, B. ;
Wigler, Michael ;
Navin, Nicholas ;
Hicks, James .
NATURE PROTOCOLS, 2012, 7 (06) :1024-1041
[3]   Comprehensive molecular characterization of gastric adenocarcinoma [J].
Bass, Adam J. ;
Thorsson, Vesteinn ;
Shmulevich, Ilya ;
Reynolds, Sheila M. ;
Miller, Michael ;
Bernard, Brady ;
Hinoue, Toshinori ;
Laird, Peter W. ;
Curtis, Christina ;
Shen, Hui ;
Weisenberger, Daniel J. ;
Schultz, Nikolaus ;
Shen, Ronglai ;
Weinhold, Nils ;
Keiser, David P. ;
Bowlby, Reanne ;
Sipahimalani, Payal ;
Cherniack, Andrew D. ;
Getz, Gad ;
Liu, Yingchun ;
Noble, Michael S. ;
Pedamallu, Chandra ;
Sougnez, Carrie ;
Taylor-Weiner, Amaro ;
Akbani, Rehan ;
Lee, Ju-Seog ;
Liu, Wenbin ;
Mills, Gordon B. ;
Yang, Da ;
Zhang, Wei ;
Pantazi, Angeliki ;
Parfenov, Michael ;
Gulley, Margaret ;
Piazuelo, M. Blanca ;
Schneider, Barbara G. ;
Kim, Jihun ;
Boussioutas, Alex ;
Sheth, Margi ;
Demchok, John A. ;
Rabkin, Charles S. ;
Willis, Joseph E. ;
Ng, Sam ;
Garman, Katherine ;
Beer, David G. ;
Pennathur, Arjun ;
Raphael, Benjamin J. ;
Wu, Hsin-Ta ;
Odze, Robert ;
Kim, Hark K. ;
Bowen, Jay .
NATURE, 2014, 513 (7517) :202-209
[4]   Trimmomatic: a flexible trimmer for Illumina sequence data [J].
Bolger, Anthony M. ;
Lohse, Marc ;
Usadel, Bjoern .
BIOINFORMATICS, 2014, 30 (15) :2114-2120
[5]   Cancer sequencing unravels clonal evolution [J].
Caldas, Carlos .
NATURE BIOTECHNOLOGY, 2012, 30 (05) :408-410
[6]   Whole genome amplification using a degenerate oligonucleotide primer allows hundreds of genotypes to be performed on less than one nanogram of genomic DNA [J].
Cheung, VG ;
Nelson, SF .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1996, 93 (25) :14676-14679
[7]   A Quantitative Comparison of Single-Cell Whole Genome Amplification Methods [J].
de Bourcy, Charles F. A. ;
De Vlaminck, Iwijn ;
Kanbar, Jad N. ;
Wang, Jianbin ;
Gawad, Charles ;
Quake, Stephen R. .
PLOS ONE, 2014, 9 (08)
[8]   Comprehensive human genome amplification using multiple displacement amplification [J].
Dean, FB ;
Hosono, S ;
Fang, LH ;
Wu, XH ;
Faruqi, AF ;
Bray-Ward, P ;
Sun, ZY ;
Zong, QL ;
Du, YF ;
Du, J ;
Driscoll, M ;
Song, WM ;
Kingsmore, SF ;
Egholm, M ;
Lasken, RS .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (08) :5261-5266
[9]   Single-Neuron Sequencing Analysis of L1 Retrotransposition and Somatic Mutation in the Human Brain [J].
Evrony, Gilad D. ;
Cai, Xuyu ;
Lee, Eunjung ;
Hills, L. Benjamin ;
Elhosary, Princess C. ;
Lehmann, Hillel S. ;
Parker, J. J. ;
Atabay, Kutay D. ;
Gilmore, Edward C. ;
Poduri, Annapurna ;
Park, Peter J. ;
Walsh, Christopher A. .
CELL, 2012, 151 (03) :483-496
[10]   Qualimap: evaluating next-generation sequencing alignment data [J].
Garcia-Alcalde, Fernando ;
Okonechnikov, Konstantin ;
Carbonell, Jose ;
Cruz, Luis M. ;
Goetz, Stefan ;
Tarazona, Sonia ;
Dopazo, Joaquin ;
Meyer, Thomas F. ;
Conesa, Ana .
BIOINFORMATICS, 2012, 28 (20) :2678-2679