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GateKeeper: A New Hardware Architecture for Accelerating Pre-Alignment in DNA Short Read Mapping

We substantially increase the number of alignments executed concurrently on a single FPGA chip from 5 alignments (GateKeeper v1.0) to 80 alignments (GateKeeper v2.0).

Motivation:

High throughput DNA sequencing (HTS) technologies generate an excessive number of small DNA segments -called short reads- that cause significant computational burden. To analyze the entire genome, each of the billions of short reads must be mapped to a reference genome based on the similarity between a read and “candidate” locations in that reference genome. The similarity measurement, called alignment, formulated as an approximate string matching problem, is the computational bottleneck because: (1) it is implemented using quadratic-time dynamic programming algorithms, and (2) the majority of candidate locations in the reference genome do not align with a given read due to high dissimilarity. Calculating the alignment of such incorrect candidate locations consumes an overwhelming majority of a modern read mapper’s execution time. Therefore, it is crucial to develop a fast and effective filter that can detect incorrect candidate locations and eliminate them before using computationally costly alignment operations.

Result:

We propose GateKeeper, a new hardware accelerator that functions as a pre-alignment step that quickly filters out most incorrect candidate locations. GateKeeper is the first design to ac-celerate pre-alignment using Field-Programmable Gate Arrays (FPGAs), which can perform pre-alignment much faster than software. GateKeeper can be integrated with any mapper that per-forms sequence alignment for verification. When implemented on a single FPGA chip, GateKeeper maintains high accuracy (on average >96%) while providing up to 105-fold and 215-fold speedup over the state-of-the-art software pre-alignment techniques, Adjacency Filter and Shifted Hamming Distance (SHD), respectively.

Running a test:

To run a test using GateKeeper, you need to prepare the following:

  1. Computer that supports PCIe Gen3 4-lane.
  2. Virtex®-7 FPGA VC709 Connectivity Kit.
  3. Vivado v2014.4 (64-bit).
  4. Ubuntu 14.4.
  5. Genomic read dataset in ACGT format.

GateKeeper design requires no user IP configuration and generation. The design also includes pre-compiled bit-file in GateKeeper\FPGA Application\GateKeeper_VC709.bit Simply, Download the bitstream file and program your VC709 board. For advanced users: you can run a new synthesise and implementation using the Vivado project in GateKeeper\FPGA Application\VC709_Gen3x4If128\GateKeeper.xpr We highly recommend using Vivado 2014.4. Run the host application provided in GateKeeper\Host Application\GateKeeper_test.cpp using the following command:

$ ./GateKeeper_test [INPUT_SIZE_IN_BYTES] [OUTPUT_FILE_NAME]
$ ./GateKeeper_test [INPUT_FILE_NAME] [OUTPUT_FILE_NAME]

The size argument should be a positive integer! You can verify if your VC709 board is configured correctly and reachable through your PCIe using the following command:

sudo lspci -vvv -d 10EE:*

How to install Vivado on UBUNTU?

*give root permissions to the current username

$ pkexec visudo
*then add: 
$ alser ALL=(ALL:ALL) ALL
*after this line: $ root ALL=(ALL:ALL) ALL

*create folder in home to install xilinx inside it

$ sudo mkdir /home/Xilinx
$ sudo chmod 777 /home/Xilinx
$ sudo ln -s /home/Xilinx /opt/Xilinx

*install xilinx

$ cd /home/alser/Downloads/Xilinx_Vivado_SDK_Lin_2014.2_0626_1 
$ sudo chmod +x ./xsetup
$ sudo chmod +x /home/alser/Downloads/Xilinx_Vivado_SDK_Lin_2014.2_0626_1/tps/lnx64/jre/bin
$ sudo ./xsetup

*change the Admin permission, alser is a username

$ sudo chgrp -R alser .Xilinx
$ sudo chown -R alser .Xilinx

$ sudo chgrp -R alser /home/Xilinx
$ sudo chown -R alser /home/Xilinx

*install the drivers

$ cd /home/Xilinx/Vivado/2014.2/data/xicom/cable_drivers/lin64/install_script/install_drivers/
$ sudo /home/Xilinx/Vivado/2014.2/data/xicom/cable_drivers/lin64/install_script/install_drivers/install_drivers

*prepare the environment and create alias to start vivado

$ sudo gedit .bashrc

*then add to the end of the output file: (you may or not need this line, but try first without it)

$ export XILINXD_LICENSE_FILE=/home/alser/.Xilinx/Xilinx.lic
$ alias vivado='source /home/Xilinx/Vivado/2014.2/settings64.sh && vivado'

*to start vivado type in the terminal:

$ vivado