Speed up dnaMD with HDF5 file¶
dnaMD tools and Python module need do_x3dna output files for the further analysis and calculation. However, these do_x3dna output files could be large due to long trajectory. Reading these large files could take long time and may become bottleneck during analysis. Moreover, when these files are read, all data are kept in memory (RAM), and for long trajectory, dnaMD may consume considerable RAM.
To overcome these limitations, we have implemented to use a file where all data can be stored for further analysis and calculation. The file is in HDF format.
Advantages of using HDF file¶
- Very fast to read and write.
- Data is indexed — only required data can be read when necessary.
- Can be read with other programming languages.
- Data are stored in disk — reduce RAM consumption.
As can be seen below in examples, we no longer require the do_x3dna output files because all data are stored in HDF5 file. Therefore, data can be rapidly extracted from this HDF5 file and can be further processed according to the requirement. Since, only few parameters are necessary at once during analysis, only these few parameters can be extracted to reduce the memory consumption.
Using HDF5 file with dnaMD Python module¶
To store the data in HDF5 file, just initialize the class with the filename as shown below.
Here, we named the HDF5 file as
dna = dnaMD.DNA(60, filename='dna.h5') #Initialization for 60 base-pairs DNA bound with the protein
The usage of all methods and functions will be same because the file will be automatically used as a container to store and to retrieve the parameter values.
The detail has been described in this tutorial.
Using HDF5 file with dnaMD tools¶
saveAsH5 can be used to store the data from do_x3dna output files.
For example, to store the data from all do_x3dna output files to
cdna.h5 file, following command
can be used.
dnaMD saveAsH5 -tbp 60 \ -i tutorial_data/L-BP_cdna.dat,tutorial_data/L-BPS_cdna.dat,tutorial_data/L-BPH_cdna.dat,\ tutorial_data/BackBoneCHiDihedrals_cdna.dat,tutorial_data/MGroove_cdna.dat,\ tutorial_data/HelAxis_cdna.dat,tutorial_data/HelixRad_cdna.dat \ -o pdna.h5
Subsequently, global helical axis, curvature and tangent can be calculated with axisCurv command.
dnaMD axisCurv -tbp 60 -bs 4 -be 56 -io pdna.h5 -ctan -ap cdna_axis.pdb -scp 1.0
To plot the curvature values between 25th to 35th base-pairs, curvature as a function of time can be extracted from HDF5 file by vsTime.
dnaMD vsTime -i pdna.h5 -tbp 60 -bs 25 -be 35 -p "curvature" -mm sum -o curv.dat
Following output is obtained in
# Time "curvature" 0.0 0.048152036382336755 100.0 0.04615203638233675 200.0 0.07015203638233675 300.0 0.07415203638233675 400.0 0.08415203638233676 500.0 0.07515203638233674 600.0 0.049152036382336756 700.0 0.06115203638233675 800.0 0.04613147157580158 ... ... ...