1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684
|
# -*- Mode: python; tab-width: 4; indent-tabs-mode:nil; coding:utf-8 -*-
# vim: tabstop=4 expandtab shiftwidth=4 softtabstop=4
#
# MDAnalysis --- https://www.mdanalysis.org
# Copyright (c) 2006-2017 The MDAnalysis Development Team and contributors
# (see the file AUTHORS for the full list of names)
#
# Released under the Lesser GNU Public Licence, v2.1 or any higher version
#
# Please cite your use of MDAnalysis in published work:
#
# R. J. Gowers, M. Linke, J. Barnoud, T. J. E. Reddy, M. N. Melo, S. L. Seyler,
# D. L. Dotson, J. Domanski, S. Buchoux, I. M. Kenney, and O. Beckstein.
# MDAnalysis: A Python package for the rapid analysis of molecular dynamics
# simulations. In S. Benthall and S. Rostrup editors, Proceedings of the 15th
# Python in Science Conference, pages 102-109, Austin, TX, 2016. SciPy.
# doi: 10.25080/majora-629e541a-00e
#
# N. Michaud-Agrawal, E. J. Denning, T. B. Woolf, and O. Beckstein.
# MDAnalysis: A Toolkit for the Analysis of Molecular Dynamics Simulations.
# J. Comput. Chem. 32 (2011), 2319--2327, doi:10.1002/jcc.21787
#
r"""
Updated nucleic acid analysis --- :mod:`MDAnalysis.analysis.nucleicacids`
=========================================================================
:Author: Alia Lescoulie
:Year: 2022-2023
:copyright: LGPLv2.1
The module provides classes for analyzing nucleic acids structures.
This is an updated, higher performance version of previous nucleic acid tools.
For applications see :footcite:p:`Denning2011,Denning2012`.
.. rubric:: References
.. footbibliography::
Distances
---------
.. autoclass:: NucPairDist
:members:
:inherited-members:
.. autoclass:: WatsonCrickDist
:members:
:exclude-members: select_strand_atoms
:inherited-members:
.. autoclass:: MinorPairDist
:members:
:exclude-members: select_strand_atoms
:inherited-members:
.. autoclass:: MajorPairDist
:members:
:exclude-members: select_strand_atoms
:inherited-members:
.. versionadded 2.2.0
"""
from typing import List, Dict, Tuple, Union
import warnings
import numpy as np
import MDAnalysis as mda
from .distances import calc_bonds
from .base import AnalysisBase, ResultsGroup
from MDAnalysis.core.groups import Residue, ResidueGroup
# Deprecation: In 3.0.0 change type to just
# ResidueClass = ResidueGroup
ResidueClass = Union[List[Residue], ResidueGroup]
r"""A type alias for :code:`Union[List[Residue], ResidueGroup]`
Used as an alias for methods where either class is acceptable.
"""
class NucPairDist(AnalysisBase):
r"""Atom pair distance calculation base class.
Takes two lists of :class:`~MDAnalysis.core.groups.AtomGroup` and
computes the distances between them over a trajectory. Used as a
superclass for the other nucleic acid distances classes. The distance
will be measured between atoms sharing an index in the two lists of
:class:`~MDAnalysis.core.groups.AtomGroup`.
Parameters
----------
selection1: List[AtomGroup]
List of :class:`~MDAnalysis.core.groups.AtomGroup` containing an atom
of each nucleic acid being analyzed.
selection2: List[AtomGroup]
List of :class:`~MDAnalysis.core.groups.AtomGroup` containing an atom
of each nucleic acid being analyzed.
kwargs: dict
Arguments for :class:`~MDAnalysis.analysis.base.AnalysisBase`
Attributes
----------
results.pair_distances: numpy.ndarray
2D array of pair distances. First dimension is simulation time,
second dimension contains the pair distances for each each entry
pair in selection1 and selection2.
.. versionadded:: 2.4.0
.. note::
`results.pair_distances` is slated for deprecation in
version 3.0.0, use `results.distances` instead.
.. deprecated:: 2.7.0
`results.pair_distances` will be removed in
version 3.0.0, use :attr:`results.distances` instead.
results.distances: numpy.ndarray
stored in a 2d numpy array with first index selecting the
Residue pair, and the second index selecting the frame number
Distances are stored in a 2d numpy array with axis 0 (first index)
indexing the trajectory frame and axis 1 (second index) selecting the
Residue pair.
.. versionadded:: 2.7.0
times: numpy.ndarray
Simulation times for analysis.
Raises
------
ValueError
If the selections given are not the same length
ValueError
An :class:`~MDAnalysis.core.groups.AtomGroup` in one of the
strands not a valid nucleic acid
ValueError
If a given residue pair from the provided strands returns an empty
:class:`~MDAnalysis.core.groups.AtomGroup` when selecting the atom
pairs used in the distance calculations
*Version Info*
.. versionchanged:: 2.5.0
The ability to access by passing selection indices to :attr:`results`
is now removed as of MDAnalysis version 2.5.0. Please use
:attr:`results.pair_distances` instead.
The :attr:`results.times` was deprecated and is now removed as of
MDAnalysis 2.5.0.
Please use the class attribute :attr:`times` instead.
.. versionchanged:: 2.7.0
Added static method :attr:`select_strand_atoms` as a
helper for selecting atom pairs for distance analysis.
.. versionchanged:: 2.9.0
Enabled **parallel execution** with the ``multiprocessing`` and ``dask``
backends; use the new method :meth:`get_supported_backends` to see all
supported backends.
"""
_analysis_algorithm_is_parallelizable = True
@classmethod
def get_supported_backends(cls):
return ("serial", "multiprocessing", "dask")
_s1: mda.AtomGroup
_s2: mda.AtomGroup
_n_sel: int
def __init__(
self,
selection1: List[mda.AtomGroup],
selection2: List[mda.AtomGroup],
**kwargs,
) -> None:
super(NucPairDist, self).__init__(
selection1[0].universe.trajectory, **kwargs
)
if len(selection1) != len(selection2):
raise ValueError("Selections must be same length")
self._n_sel: int = len(selection1)
self._s1 = selection1[0]
self._s2 = selection2[0]
for i in range(1, self._n_sel):
self._s1 += selection1[i]
self._s2 += selection2[i]
@staticmethod
def select_strand_atoms(
strand1: ResidueGroup,
strand2: ResidueGroup,
a1_name: str,
a2_name: str,
g_name: str = "G",
a_name: str = "A",
u_name: str = "U",
t_name: str = "T",
c_name: str = "C",
) -> Tuple[List[mda.AtomGroup], List[mda.AtomGroup]]:
r"""
A helper method for nucleic acid pair distance analyses.
Used for selecting specific atoms from two strands of nucleic acids.
Parameters
----------
strand1: List[Residue]
The first nucleic acid strand
strand2: List[Residue]
The second nucleic acid strand
a1_name: str
The selection for the purine base of the strand pair
a2_name: str
the selection for the pyrimidine base of the strand pair
g_name: str (optional)
Name of Guanine in topology, by default assigned to G
a_name: str (optional)
Name of Adenine in topology, by default assigned to A
u_name: str (optional)
Name of Uracil in topology, by default assigned to U
t_name: str (optional)
Name of Thymine in topology, by default assigned to T
c_name: str (optional)
Name of Cytosine in topology, by default assigned to C
Returns
-------
Tuple[List[AtomGroup], List[AtomGroup]]
returns a tuple containing two lists of
:class:`~MDAnalysis.core.groups.AtomGroup`\s
corresponding to the provided selections from each strand.
Raises
------
ValueError:
An :class:`~MDAnalysis.core.groups.AtomGroup`
in one of the strands not a valid nucleic acid
ValueError:
An :class:`~MDAnalysis.core.groups.Residue` returns an empty
:class:`~MDAnalysis.core.groups.AtomGroup`
with the provided selection
.. versionadded:: 2.7.0
"""
pyrimidines: List[str] = [c_name, t_name, u_name]
purines: List[str] = [a_name, g_name]
sel1: List[mda.AtomGroup] = []
sel2: List[mda.AtomGroup] = []
for pair in zip(strand1.residues, strand2.residues):
if pair[0].resname[0] in pyrimidines:
a1, a2 = a2_name, a1_name
elif pair[0].resname[0] in purines:
a1, a2 = a1_name, a2_name
else:
raise ValueError(
f"AtomGroup in {pair} is not a valid nucleic acid"
)
ag1 = pair[0].atoms.select_atoms(f"name {a1}")
ag2 = pair[1].atoms.select_atoms(f"name {a2}")
if not all(len(ag) > 0 for ag in [ag1, ag2]):
err_info: Tuple[Residue, str] = (
(pair[0], a1) if len(ag1) == 0 else (pair[1], a2)
)
raise ValueError(
(
f"{err_info[0]} returns an empty AtomGroup"
'with selection string "name {a2}"'
)
)
sel1.append(ag1)
sel2.append(ag2)
return (sel1, sel2)
def _prepare(self) -> None:
self.results.distances: np.ndarray = np.zeros(
[self.n_frames, self._n_sel]
)
def _single_frame(self) -> None:
dist: np.ndarray = calc_bonds(self._s1.positions, self._s2.positions)
self.results.distances[self._frame_index, :] = dist
def _conclude(self) -> None:
self.results["pair_distances"] = self.results["distances"]
# TODO: remove pair_distances in 3.0.0
def _get_aggregator(self):
return ResultsGroup(
lookup={
"distances": ResultsGroup.ndarray_vstack,
}
)
class WatsonCrickDist(NucPairDist):
r"""
Watson-Crick base pair distance for selected
residues over a trajectory.
Takes two :class:`~MDAnalysis.core.groups.ResidueGroup`
objects or two lists of :class:`~MDAnalysis.core.groups.Residue`
and calculates the distance between the nitrogen atoms in the
Watson-Crick hydrogen bond over the trajectory. Bases are matched
either by their index in the two
:class:`~MDAnalysis.core.groups.ResidueGroup` provided as arguments,
or based on the indices of the provided lists of
:class:`~MDAnalysis.core.groups.Residue` objects depending
on which is provided.
.. note::
Support for :class:`~MDAnalysis.core.groups.Residue` is slated for
deprecation and will raise a warning when used. It still works but
:class:`~MDAnalysis.core.groups.ResidueGroup` is preferred.
Parameters
----------
strand1: ResidueClass
First list of bases
.. deprecated:: 2.7.0
Using a list of :class:`~MDAnalysis.core.groups.Residue` will
be removed in 3.0.0. Use a
:class:`~MDAnalysis.core.groups.ResidueGroup`.
strand2: ResidueClass
Second list of bases
.. deprecated:: 2.7.0
Using a list of :class:`~MDAnalysis.core.groups.Residue` will
be removed in 3.0.0. Use a
:class:`~MDAnalysis.core.groups.ResidueGroup`.
n1_name: str (optional)
Name of Nitrogen 1 of nucleic acids, by default assigned to "N1"
n3_name: str (optional)
Name of Nitrogen 3 of nucleic acids, by default assigned to "N3"
g_name: str (optional)
Name of Guanine in topology, by default assigned to "G"
a_name: str (optional)
Name of Adenine in topology, by default assigned to "A"
u_name: str (optional)
Name of Uracil in topology, by default assigned to "U"
t_name: str (optional)
Name of Thymine in topology, by default assigned to "T"
c_name: str (optional)
Name of Cytosine in topology, by default assigned to C
**kwargs: dict
Key word arguments for
:class:`~MDAnalysis.analysis.base.AnalysisBase`
Attributes
----------
results.distances: numpy.ndarray
Distances are stored in a 2d numpy array with axis 0 (first index)
indexing the trajectory frame and axis 1 (second index) selecting the
Residue pair.
.. versionadded:: 2.7.0
results.pair_distances: numpy.ndarray
2D array of pair distances. First dimension is
simulation time, second dimension contains the
pair distances for each each entry pair in
selection1 and selection2.
.. versionadded:: 2.4.0
.. deprecated:: 2.7.0
`results.pair_distances` will be removed in version 3.0.0,
use :attr:`results.distances` instead.
times: numpy.ndarray
Simulation times for analysis.
Raises
------
TypeError
If the provided list of :class:`~MDAnalysis.core.Residue` contains
non-Residue elements
.. deprecated:: 2.7.0
Starting with version 3.0.0, this exception will no longer
be raised because only
:class:`~MDAnalysis.core.groups.ResidueGroup` will be allowed.
ValueError
If `strand1` and `strand2` are not the same length
ValueError:
An :class:`~MDAnalysis.core.groups.AtomGroup`
in one of the strands not a valid nucleic acid
ValueError
If a given residue pair from the provided strands returns an empty
:class:`~MDAnalysis.core.groups.AtomGroup` when selecting the atom
pairs used in the distance calculations
*Version Info*
.. versionchanged:: 2.5.0
Accessing results by passing strand indices to :attr:`results`
was deprecated and is now removed as of MDAnalysis version 2.5.0.
Please use :attr:`results.pair_distances` instead.
The :attr:`results.times` was deprecated and is now removed as of
MDAnalysis 2.5.0. Please use the class attribute
:attr:`times` instead.
.. versionchanged:: 2.7.0
`strand1` and `strand2` now also accept a
:class:`~MDAnalysis.core.groups.ResidueGroup` as input.
The previous input type, ``List[Residue]`` is still supported,
but it is **deprecated** and will be removed in release 3.0.0.
"""
def __init__(
self,
strand1: ResidueClass,
strand2: ResidueClass,
n1_name: str = "N1",
n3_name: str = "N3",
g_name: str = "G",
a_name: str = "A",
u_name: str = "U",
t_name: str = "T",
c_name: str = "C",
**kwargs,
) -> None:
def verify_strand(strand: ResidueClass) -> ResidueGroup:
# Helper method to verify the strands
if isinstance(strand, list): # Checking if a list is given
# verify list is only Residues
if not all(isinstance(resid, Residue) for resid in strand):
raise TypeError(f"{strand} contains non-Residue elements")
warnings.warn(
DeprecationWarning(
(
f"ResidueGroup should be used for {strand} instead"
"of giving a Residue list"
)
)
)
# Convert to a ResidueGroup
strand: ResidueGroup = ResidueGroup(strand)
return strand
strand1: ResidueGroup = verify_strand(strand1)
strand2: ResidueGroup = verify_strand(strand2)
strand_atomgroups: Tuple[List[mda.AtomGroup], List[mda.AtomGroup]] = (
self.select_strand_atoms(
strand1,
strand2,
n1_name,
n3_name,
g_name=g_name,
a_name=a_name,
t_name=t_name,
u_name=u_name,
c_name=c_name,
)
)
super(WatsonCrickDist, self).__init__(
strand_atomgroups[0], strand_atomgroups[1], **kwargs
)
class MinorPairDist(NucPairDist):
r"""Minor-Pair basepair distance for selected residues over a trajectory.
Takes two :class:`~MDAnalysis.core.groups.ResidueGroup` objects and
calculates the Minor-groove hydrogen bond length between the
nitrogen and oxygen atoms over the trajectory. Bases are
matched by their index in the two
:class:`~MDAnalysis.core.groups.ResidueGroup` provided as arguments.
Parameters
----------
strand1: List[Residue]
First list of bases
strand2: List[Residue]
Second list of bases
o2_name: str (optional)
Name of Oxygen 2 of nucleic acids;
by default assigned to "O2";
c2_name: str (optional)
Name of Carbon 2 of nucleic acids;
by default assigned to "C2";
g_name: str (optional)
Name of Guanine in topology;
by default assigned to "G";
a_name: str (optional)
Name of Adenine in topology
by default assigned to "A";
u_name: str (optional)
Name of Uracil in topology;
by default assigned to "U";
t_name: str (optional)
Name of Thymine in topology;
by default assigned to "T";
c_name: str (optional)
Name of Cytosine in topology;
by default assigned to "C";
**kwargs:
keyword arguments for
:class:`~MDAnalysis.analysis.base.AnalysisBase`
Attributes
----------
results.distances: numpy.ndarray
stored in a 2d numpy array with first index selecting
the Residue pair, and the second index selecting the frame number
times: numpy.ndarray
Simulation times for analysis.
Raises
------
ValueError
If the selections given are not the same length
A :class:`~MDAnalysis.core.Residue` in
one of the strands not a valid nucleic acid
ValueError
If a given residue pair from the provided strands returns an empty
:class:`~MDAnalysis.core.groups.AtomGroup` when selecting the atom
pairs used in the distance calculations
.. versionadded:: 2.7.0
"""
def __init__(
self,
strand1: ResidueGroup,
strand2: ResidueGroup,
o2_name: str = "O2",
c2_name: str = "C2",
g_name: str = "G",
a_name: str = "A",
u_name: str = "U",
t_name: str = "T",
c_name: str = "C",
**kwargs,
) -> None:
selections: Tuple[List[mda.AtomGroup], List[mda.AtomGroup]] = (
self.select_strand_atoms(
strand1,
strand2,
c2_name,
o2_name,
g_name=g_name,
a_name=a_name,
t_name=t_name,
u_name=u_name,
c_name=c_name,
)
)
super(MinorPairDist, self).__init__(
selections[0], selections[1], **kwargs
)
class MajorPairDist(NucPairDist):
r"""Minor-Pair base pair distance for
selected residues over a trajectory.
Takes two :class:`~MDAnalysis.core.groups.ResidueGroup` objects and
calculates the Major-groove hydrogen bond length between the nitrogen
and oxygen atoms over the trajectory. Bases are matched by their index
in the two :class:`~MDAnalysis.core.groups.ResidueGroup`
provided as arguments.
Parameters
----------
strand1: List[Residue]
First list of bases
strand2: List[Residue]
Second list of bases
o6_name: str (optional)
Name of Oxygen 6 of nucleic acids;
by default assigned to "O6"
n4_name: str (optional)
Name of Nitrogen 4 of nucleic acids;
by default assigned to "N4"
g_name: str (optional)
Name of Guanine in topology;
by default assigned to "G"
a_name: str (optional)
Name of Adenine in topology;
by default assigned to "A"
u_name: str (optional)
Name of Uracil in topology;
by default assigned to "U"
t_name: str (optional)
Name of Thymine in topology;
by default assigned to "T"
c_name: str (optional)
Name of Cytosine in topology;
by default assigned to "C"
**kwargs:
arguments for :class:`~MDAnalysis.analysis.base.AnalysisBase`
Attributes
----------
results.distances: numpy.ndarray
Distances are stored in a 2d numpy array with axis 0 (first index)
indexing the trajectory frame and axis 1 (second index) selecting the
Residue pair.
times: numpy.ndarray
Simulation times for analysis.
Raises
------
ValueError
A :class:`~MDAnalysis.core.Residue`
in one of the strands not a valid nucleic acid
ValueError
If a given residue pair from the provided strands returns an empty
:class:`~MDAnalysis.core.groups.AtomGroup` when selecting the atom
pairs used in the distance calculations
ValueError
if the selections given are not the same length
.. versionadded:: 2.7.0
"""
def __init__(
self,
strand1: ResidueGroup,
strand2: ResidueGroup,
n4_name: str = "N4",
o6_name: str = "O6",
g_name: str = "G",
a_name: str = "A",
u_name: str = "U",
t_name: str = "T",
c_name: str = "C",
**kwargs,
) -> None:
selections: Tuple[List[mda.AtomGroup], List[mda.AtomGroup]] = (
self.select_strand_atoms(
strand1,
strand2,
o6_name,
n4_name,
g_name=g_name,
a_name=a_name,
t_name=t_name,
u_name=u_name,
c_name=c_name,
)
)
super(MajorPairDist, self).__init__(
selections[0], selections[1], **kwargs
)
|