Literature DB >> 24069112

THE SCREENING AND RANKING ALGORITHM TO DETECT DNA COPY NUMBER VARIATIONS.

Yue S Niu1, Heping Zhang.   

Abstract

DNA Copy number variation (CNV) has recently gained considerable interest as a source of genetic variation that likely influences phenotypic differences. Many statistical and computational methods have been proposed and applied to detect CNVs based on data that generated by genome analysis platforms. However, most algorithms are computationally intensive with complexity at least O(n2), where n is the number of probes in the experiments. Moreover, the theoretical properties of those existing methods are not well understood. A faster and better characterized algorithm is desirable for the ultra high throughput data. In this study, we propose the Screening and Ranking algorithm (SaRa) which can detect CNVs fast and accurately with complexity down to O(n). In addition, we characterize theoretical properties and present numerical analysis for our algorithm.

Entities:  

Keywords:  Change-point detection; copy number variations; high dimensional data; screening and ranking algorithm

Year:  2012        PMID: 24069112      PMCID: PMC3779928          DOI: 10.1214/12-AOAS539SUPP

Source DB:  PubMed          Journal:  Ann Appl Stat        ISSN: 1932-6157            Impact factor:   2.083


  16 in total

1.  Assembly of microarrays for genome-wide measurement of DNA copy number.

Authors:  A M Snijders; N Nowak; R Segraves; S Blackwood; N Brown; J Conroy; G Hamilton; A K Hindle; B Huey; K Kimura; S Law; K Myambo; J Palmer; B Ylstra; J P Yue; J W Gray; A N Jain; D Pinkel; D G Albertson
Journal:  Nat Genet       Date:  2001-11       Impact factor: 38.330

2.  Circular binary segmentation for the analysis of array-based DNA copy number data.

Authors:  Adam B Olshen; E S Venkatraman; Robert Lucito; Michael Wigler
Journal:  Biostatistics       Date:  2004-10       Impact factor: 5.899

3.  Detection of DNA copy number alterations using penalized least squares regression.

Authors:  Tao Huang; Baolin Wu; Paul Lizardi; Hongyu Zhao
Journal:  Bioinformatics       Date:  2005-08-30       Impact factor: 6.937

4.  A high-resolution survey of deletion polymorphism in the human genome.

Authors:  Donald F Conrad; T Daniel Andrews; Nigel P Carter; Matthew E Hurles; Jonathan K Pritchard
Journal:  Nat Genet       Date:  2005-12-04       Impact factor: 38.330

5.  High-resolution genomic profiling of chromosomal aberrations using Infinium whole-genome genotyping.

Authors:  Daniel A Peiffer; Jennie M Le; Frank J Steemers; Weihua Chang; Tony Jenniges; Francisco Garcia; Kirt Haden; Jiangzhen Li; Chad A Shaw; John Belmont; Sau Wai Cheung; Richard M Shen; David L Barker; Kevin L Gunderson
Journal:  Genome Res       Date:  2006-08-09       Impact factor: 9.043

6.  A faster circular binary segmentation algorithm for the analysis of array CGH data.

Authors:  E S Venkatraman; Adam B Olshen
Journal:  Bioinformatics       Date:  2007-01-18       Impact factor: 6.937

7.  A modified Bayes information criterion with applications to the analysis of comparative genomic hybridization data.

Authors:  Nancy R Zhang; David O Siegmund
Journal:  Biometrics       Date:  2007-03       Impact factor: 2.571

8.  Spatial smoothing and hot spot detection for CGH data using the fused lasso.

Authors:  Robert Tibshirani; Pei Wang
Journal:  Biostatistics       Date:  2007-05-18       Impact factor: 5.899

Review 9.  Copy number variation: new insights in genome diversity.

Authors:  Jennifer L Freeman; George H Perry; Lars Feuk; Richard Redon; Steven A McCarroll; David M Altshuler; Hiroyuki Aburatani; Keith W Jones; Chris Tyler-Smith; Matthew E Hurles; Nigel P Carter; Stephen W Scherer; Charles Lee
Journal:  Genome Res       Date:  2006-06-29       Impact factor: 9.043

Review 10.  Copy number variation in human health, disease, and evolution.

Authors:  Feng Zhang; Wenli Gu; Matthew E Hurles; James R Lupski
Journal:  Annu Rev Genomics Hum Genet       Date:  2009       Impact factor: 8.929

View more
  19 in total

1.  Modified screening and ranking algorithm for copy number variation detection.

Authors:  Feifei Xiao; Xiaoyi Min; Heping Zhang
Journal:  Bioinformatics       Date:  2014-12-25       Impact factor: 6.937

2.  An accurate and powerful method for copy number variation detection.

Authors:  Feifei Xiao; Xizhi Luo; Ning Hao; Yue S Niu; Xiangjun Xiao; Guoshuai Cai; Christopher I Amos; Heping Zhang
Journal:  Bioinformatics       Date:  2019-09-01       Impact factor: 6.937

3.  Multiple Change-Point Detection via a Screening and Ranking Algorithm.

Authors:  Ning Hao; Yue Selena Niu; Heping Zhang
Journal:  Stat Sin       Date:  2013-07-01       Impact factor: 1.261

4.  THE SCREENING AND RANKING ALGORITHM FOR CHANGE-POINTS DETECTION IN MULTIPLE SAMPLES.

Authors:  Chi Song; Xiaoyi Min; Heping Zhang
Journal:  Ann Appl Stat       Date:  2017-01-05       Impact factor: 2.083

5.  MFPCA: Multiscale Functional Principal Component Analysis.

Authors:  Zhenhua Lin; Hongtu Zhu
Journal:  Proc Conf AAAI Artif Intell       Date:  2019 Jan-Feb

6.  COVARIANCE ASSISTED SCREENING AND ESTIMATION.

Authors:  By Tracy Ke; Jiashun Jin; Jianqing Fan
Journal:  Ann Stat       Date:  2014-11-01       Impact factor: 4.028

7.  Sequential model selection-based segmentation to detect DNA copy number variation.

Authors:  Jianhua Hu; Liwen Zhang; Huixia Judy Wang
Journal:  Biometrics       Date:  2016-03-08       Impact factor: 2.571

8.  CONSISTENT SELECTION OF THE NUMBER OF CHANGE-POINTS VIA SAMPLE-SPLITTING.

Authors:  Changliang Zou; Guanghui Wang; Runze Li
Journal:  Ann Stat       Date:  2020-02-17       Impact factor: 4.028

9.  modSaRa: a computationally efficient R package for CNV identification.

Authors:  Feifei Xiao; Yue Niu; Ning Hao; Yanxun Xu; Zhilin Jin; Heping Zhang
Journal:  Bioinformatics       Date:  2017-08-01       Impact factor: 6.937

10.  A super scalable algorithm for short segment detection.

Authors:  Ning Hao; Yue Selena Niu; Feifei Xiao; Heping Zhang
Journal:  Stat Biosci       Date:  2020-04-18
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.