In this project we develop Graphics Processing Unit (GPU) based tools to address the statistical computation challenges in analyzing the next-generation sequencing data. Our work contains three components. First, we accelerate general statistical analysis in R. After studying various approaches of using GPU in R, we adopted the best solution to combine R with GPU. Second, we address a set of specific computation-intensive problems in simulating genetic variants in whole-genome sequencing data. Third, we break the CPU limitation of Variant Tools, a popular toolkit for the next-gen sequencing analysis, by extending its functionality to more the powerful parallel computation of GPU
This article describes advances in statistical computation for large-scale data analy-sis in structu...
Recently, next generation sequencing (NGS) technology has emerged as a powerful approach and dramati...
During the last two decades, genotyping technology has advanced rapidly, which enabled the tremendou...
AbstractGenotype imputation is an important approach for improving the power of genome-wide associat...
The use of Bioinformatic tools in routine clinical diagnostics is still facing a number of issues. T...
Over the last decades, the availability of genetic data has exploded and genomic information is wide...
Recent advances in DNA sequencing technology have opened new doors for scientists to use genomic dat...
Many modern-day Bioinformatics algorithms rely heavily on statistical models to analyze their biolog...
Next generation sequencing (NGS) technologies have transformed the landscape of genomic research. Wi...
Over the past few years, DNA sequencing technology has been advancing at such a fast pace that compu...
Utilizing the power of GPU parallel processing with CUDA can speed up the processing of Variant Call...
GPGPUs offer significant computational power for programmers to leverage. This computational power i...
A number of problems in bioinformatics, systems biology and computational biology field require abst...
k-mer counting is a popular pre-processing step in many bioinformatic algorithms. KMC2 is one of the...
The idea of using a graphics processing unit (GPU) for more than simply graphic output purposes has ...
This article describes advances in statistical computation for large-scale data analy-sis in structu...
Recently, next generation sequencing (NGS) technology has emerged as a powerful approach and dramati...
During the last two decades, genotyping technology has advanced rapidly, which enabled the tremendou...
AbstractGenotype imputation is an important approach for improving the power of genome-wide associat...
The use of Bioinformatic tools in routine clinical diagnostics is still facing a number of issues. T...
Over the last decades, the availability of genetic data has exploded and genomic information is wide...
Recent advances in DNA sequencing technology have opened new doors for scientists to use genomic dat...
Many modern-day Bioinformatics algorithms rely heavily on statistical models to analyze their biolog...
Next generation sequencing (NGS) technologies have transformed the landscape of genomic research. Wi...
Over the past few years, DNA sequencing technology has been advancing at such a fast pace that compu...
Utilizing the power of GPU parallel processing with CUDA can speed up the processing of Variant Call...
GPGPUs offer significant computational power for programmers to leverage. This computational power i...
A number of problems in bioinformatics, systems biology and computational biology field require abst...
k-mer counting is a popular pre-processing step in many bioinformatic algorithms. KMC2 is one of the...
The idea of using a graphics processing unit (GPU) for more than simply graphic output purposes has ...
This article describes advances in statistical computation for large-scale data analy-sis in structu...
Recently, next generation sequencing (NGS) technology has emerged as a powerful approach and dramati...
During the last two decades, genotyping technology has advanced rapidly, which enabled the tremendou...