4.3.1. Hydrogen Bond Analysis — MDAnalysis.analysis.hydrogenbonds.hbond_analysis
¶
Author: | Paul Smith |
---|---|
Year: | 2019 |
Copyright: | GNU Public License v3 |
New in version 1.0.0.
This module provides methods to find and analyse hydrogen bonds in a Universe.
The HydrogenBondAnalysis
class is a new version of the original
MDAnalysis.analysis.hbonds.HydrogenBondAnalysis
class from the module
MDAnalysis.analysis.hbonds.hbond_analysis
, which itself was modeled after the VMD
HBONDS plugin.
4.3.1.1. Input¶
- Required:
- universe : an MDAnalysis Universe object
- Options:
- donors_sel [None] : Atom selection for donors. If None, then will be identified via the topology.
- hydrogens_sel [None] : Atom selection for hydrogens. If None, then will be identified via charge and mass.
- acceptors_sel [None] : Atom selection for acceptors. If None, then will be identified via charge.
- d_h_cutoff (Å) [1.2] : Distance cutoff used for finding donor-hydrogen pairs
- d_a_cutoff (Å) [3.0] : Distance cutoff for hydrogen bonds. This cutoff refers to the D-A distance.
- d_h_a_angle_cutoff (degrees) [150] : D-H-A angle cutoff for hydrogen bonds.
- update_selections [True] : If true, will update atom selections at each frame.
4.3.1.2. Output¶
- frame : frame at which a hydrogen bond was found
- donor id : atom id of the hydrogen bond donor atom
- hydrogen id : atom id of the hydrogen bond hydrogen atom
- acceptor id : atom id of the hydrogen bond acceptor atom
- distance (Å): length of the hydrogen bond
- angle (degrees): angle of the hydrogen bond
Hydrogen bond data are returned in a numpy.ndarray
on a “one line, one observation” basis
and can be accessed via HydrogenBondAnalysis.hbonds
:
results = [
[
<frame>,
<donor index (0-based)>,
<hydrogen index (0-based)>,
<acceptor index (0-based)>,
<distance>,
<angle>
],
...
]
4.3.1.3. Example use of HydrogenBondAnalysis
¶
The simplest use case is to allow HydrogenBondAnalysis
to guess the acceptor and hydrogen atoms, and to
identify donor-hydrogen pairs via the bonding information in the topology:
import MDAnalysis
from MDAnalysis.analysis.hydrogenbonds.hbond_analysis import HydrogenBondAnalysis as HBA
u = MDAnalysis.Universe(psf, trajectory)
hbonds = HBA(universe=u)
hbonds.run()
It is also possible to specify which hydrogens and acceptors to use in the analysis. For example, to find all hydrogen bonds in water:
import MDAnalysis
from MDAnalysis.analysis.hydrogenbonds.hbond_analysis import HydrogenBondAnalysis as HBA
u = MDAnalysis.Universe(psf, trajectory)
hbonds = HBA(universe=u, hydrogens_sel='resname TIP3 and name H1 H2', acceptors_sel='resname TIP3 and name OH2')
hbonds.run()
Alternatively, hydrogens_sel
and acceptors_sel
may be generated via the guess_hydrogens
and
guess_acceptors
. This selection strings may then be modified prior to calling run
, or a subset of
the universe may be used to guess the atoms. For example, find hydrogens and acceptors belonging to a protein:
import MDAnalysis
from MDAnalysis.analysis.hydrogenbonds.hbond_analysis import HydrogenBondAnalysis as HBA
u = MDAnalysis.Universe(psf, trajectory)
hbonds = HBA(universe=u)
hbonds.hydrogens_sel = hbonds.guess_hydrogens("protein")
hbonds.acceptors_sel = hbonds.guess_acceptors("protein")
hbonds.run()
Slightly more complex selection strings are also possible. For example, to find hydrogen bonds involving a protein and any water molecules within 10 Å of the protein (which may be useful for subsequently finding the lifetime of protein-water hydrogen bonds or finding water-bridging hydrogen bond paths):
import MDAnalysis
from MDAnalysis.analysis.hydrogenbonds.hbond_analysis import HydrogenBondAnalysis as HBA
u = MDAnalysis.Universe(psf, trajectory)
hbonds = HBA(universe=u)
protein_hydrogens_sel = hbonds.guess_hydrogens("protein")
protein_acceptors_sel = hbonds.guess_acceptors("protein")
water_hydrogens_sel = "resname TIP3 and name H1 H2"
water_acceptors_sel = "resname TIP3 and name OH2"
hbonds.hydrogens_sel = f"({protein_hydrogens_sel}) or ({water_hydrogens_sel} and around 10 not resname TIP3})"
hbonds.acceptors_sel = f"({protein_acceptors_sel}) or ({water_acceptors_sel} and around 10 not resname TIP3})"
hbonds.run()
It is highly recommended that a topology with bonding information is used to generate the universe, e.g PSF, TPR, or
PRMTOP files. This is the only method by which it can be guaranteed that donor-hydrogen pairs are correctly identified.
However, if, for example, a PDB file is used instead, a donors_sel
may be provided along with a
hydrogens_sel
and the donor-hydrogen pairs will be identified via a distance cutoff, d_h_cutoff
:
import MDAnalysis
from MDAnalysis.analysis.hydrogenbonds.hbond_analysis import HydrogenBondAnalysis as HBA
u = MDAnalysis.Universe(pdb, trajectory)
hbonds = HBA(
universe=u,
donors_sel='resname TIP3 and name OH2',
hydrogens_sel='resname TIP3 and name H1 H2',
acceptors_sel='resname TIP3 and name OH2',
d_h_cutoff=1.2
)
hbonds.run()
4.3.1.4. The class and its methods¶
-
class
MDAnalysis.analysis.hydrogenbonds.hbond_analysis.
HydrogenBondAnalysis
(universe, donors_sel=None, hydrogens_sel=None, acceptors_sel=None, d_h_cutoff=1.2, d_a_cutoff=3.0, d_h_a_angle_cutoff=150, update_selections=True)[source]¶ Perform an analysis of hydrogen bonds in a Universe.
Set up atom selections and geometric criteria for finding hydrogen bonds in a Universe.
Parameters: - universe (Universe) – MDAnalysis Universe object
- donors_sel (str) – Selection string for the hydrogen bond donor atoms. If the universe topology contains bonding information,
leave
donors_sel
as None so that donor-hydrogen pairs can be correctly identified. - hydrogens_sel (str) – Selection string for the hydrogen bond hydrogen atoms. Leave as None to guess which hydrogens to use in
the analysis using
guess_hydrogens
. Ifhydrogens_sel
is left as None, also leavedonors_sel
as None so that donor-hydrogen pairs can be correctly identified. - acceptors_sel (str) – Selection string for the hydrogen bond acceptor atoms. Leave as None to guess which atoms to use in the
analysis using
guess_acceptors
- d_h_cutoff (float (optional)) – Distance cutoff used for finding donor-hydrogen pairs [1.2]. Only used to find donor-hydrogen pairs if the universe topology does not contain bonding information
- d_a_cutoff (float (optional)) – Distance cutoff for hydrogen bonds. This cutoff refers to the D-A distance. [3.0]
- d_h_a_angle_cutoff (float (optional)) – D-H-A angle cutoff for hydrogen bonds, in degrees. [150]
- update_selections (bool (optional)) – Whether or not to update the acceptor, donor and hydrogen lists at each frame. [True]
Note
It is highly recommended that a universe topology with bonding information is used, as this is the only way that guarantees the correct identification of donor-hydrogen pairs.
-
count_by_ids
()[source]¶ Counts the total number hydrogen bonds formed by unique combinations of donor, hydrogen and acceptor atoms.
Returns: counts – Each row of the array contains the donor atom id, hydrogen atom id, acceptor atom id and the total number of times the hydrogen bond was observed. The array is sorted by frequency of occurrence. Return type: numpy.ndarray Note
Unique hydrogen bonds are determined through a consideration of the hydrogen atom id and acceptor atom id in a hydrogen bond.
-
count_by_time
()[source]¶ Counts the number of hydrogen bonds per timestep.
Returns: counts – Contains the total number of hydrogen bonds found at each timestep. Can be used along with HydrogenBondAnalysis.times
to plot the number of hydrogen bonds over time.Return type: numpy.ndarray
-
count_by_type
()[source]¶ Counts the total number of each unique type of hydrogen bond.
Returns: counts – Each row of the array contains the donor resname, donor atom type, acceptor resname, acceptor atom type and the total number of times the hydrogen bond was found. Return type: numpy.ndarray Note
Unique hydrogen bonds are determined through a consideration of the resname and atom type of the donor and acceptor atoms in a hydrogen bond.
-
guess_acceptors
(select='all', max_charge=-0.5)[source]¶ Guesses which atoms could be considered acceptors in the analysis.
Parameters: Returns: potential_acceptors – String containing the
resname
andname
of all atoms that potentially capable of forming hydrogen bonds.Return type: Notes
This function makes use of and atomic charges to identify which atoms could be considered acceptor atoms in the hydrogen bond analysis. If an atom has an atomic charge less than
max_charge
then it is considered capable of participating in hydrogen bonds.If
acceptors_sel
is None, this function is called to guess the selection.Alternatively, this function may be used to quickly generate a
str
of potential acceptor atoms involved in hydrogen bonding. Thisstr
may then be modified before being used to set the attributeacceptors_sel
.
-
guess_donors
(select='all', max_charge=-0.5)[source]¶ Guesses which atoms could be considered donors in the analysis. Only use if the universe topology does not contain bonding information, otherwise donor-hydrogen pairs may be incorrectly assigned.
Parameters: Returns: potential_donors – String containing the
resname
andname
of all atoms that potentially capable of forming hydrogen bonds.Return type: Notes
This function makes use of and atomic charges to identify which atoms could be considered donor atoms in the hydrogen bond analysis. If an atom has an atomic charge less than
max_charge
, and it is withind_h_cutoff
of a hydrogen atom, then it is considered capable of participating in hydrogen bonds.If
donors_sel
is None, and the universe topology does not have bonding information, this function is called to guess the selection.Alternatively, this function may be used to quickly generate a
str
of potential donor atoms involved in hydrogen bonding. Thisstr
may then be modified before being used to set the attributedonors_sel
.
-
guess_hydrogens
(select='all', max_mass=1.1, min_charge=0.3, min_mass=0.9)[source]¶ Guesses which hydrogen atoms should be used in the analysis.
Parameters: Returns: potential_hydrogens – String containing the
resname
andname
of all hydrogen atoms potentially capable of forming hydrogen bonds.Return type: Notes
This function makes use of atomic masses and atomic charges to identify which atoms are hydrogen atoms that are capable of participating in hydrogen bonding. If an atom has a mass less than
max_mass
and an atomic charge greater thanmin_charge
then it is considered capable of participating in hydrogen bonds.If
hydrogens_sel
is None, this function is called to guess the selection.Alternatively, this function may be used to quickly generate a
str
of potential hydrogen atoms involved in hydrogen bonding. This str may then be modified before being used to set the attributehydrogens_sel
.