schrodinger.application.matsci.custom_lipid_prep module¶

Custom Lipid Preparation module

schrodinger.application.matsci.custom_lipid_prep.lipid_is_phospholipid(lipid_st)¶

Check if molecule is a phospholipid

Parameters: lipid_st (structure.Structure) – Structure of lipid
Return type: bool
Returns: True if lipid is a phospholipid; False otherwise

schrodinger.application.matsci.custom_lipid_prep.input_is_lipid(lipid_st)¶

Check if the input molecule is a lipid with the criterion of finding a 12-carbon chain. Unfortunately, this is not foolproof.

Parameters: lipid_st (structure.Structure) – Structure of lipid
Return type: bool
Returns: True if input structure is a lipid; False otherwise

schrodinger.application.matsci.custom_lipid_prep.validate_input_type(lipid_st, lipid_smiles, lipid_name)¶

Make sure that only one input is provided for the custom lipid, a SMILES string or a structure file

Parameters

lipid_st (None or structure.Structure) – Lipid structure file
lipid_name (str) – Lipid SMILES
lipid_name – Name ascribed to input structure

Raises

Exception – If both SMILES and structure are input or if neither are

schrodinger.application.matsci.custom_lipid_prep.validate_lipid_struct(include_nonlipids, lipid_st, lipid_name)¶

If input structure is not a lipid, continue only if include_nonlipids option is True

Parameters

include_nonlipids (bool) – True to include non-lipids; False otherwise
lipid_st (structure.Structure) – Input structure
lipid_name (str) – Name ascribed to input structure

Raises

Exception – If the custom lipid is not a lipid and we are not including non-lipids

schrodinger.application.matsci.custom_lipid_prep.validate_phospholipid_struct(include_nonphospholipids, lipid_st, lipid_name)¶

If lipid is not a phospholipid, continue only if include_nonphospholipids option is True

Parameters

include_nonphospholipids (bool) – True to include non-phospholipids; False otherwise
struct (structure.Structure) – Input structure
lipid_name (str) – Name assigned to input lipid structure

Raises

Exception – If the custom lipid is not a phospholipid and we are not including non-phospholipids

schrodinger.application.matsci.custom_lipid_prep.validate_smiles(lipid_st, lipid_smiles, lipid_name)¶

Validate a smiles string

Parameters

lipid_st (None or structure.Structure) – Input structure
lipid_smiles (None or str) – SMILES string
lipid_name (str) – Name assigned to input lipid structure

Raises

Exception – If the SMILES input is not valid

schrodinger.application.matsci.custom_lipid_prep.validate_stretching_option(stretching_option, lipid_smiles, cis_option, lipid_name)¶

Validate stretching option, which must be True if input is SMILES or stereochemistry options are defined

Parameters

stretching_option (bool) – True to stretch the lipid using fast3D; False otherwise
lipid_smiles (None or str) – SMILES string
cis_option (bool or None) – How and if to assign stereochemistry. None if stereochemistry shouldn’t be assigned; True if cis; False if trans.
lipid_name (str) – Name assigned to input lipid structure

Raises

Exception – If stretching is turned off but SMILES is input, and if stretching is turned off but stereochemistry is defined

schrodinger.application.matsci.custom_lipid_prep.validate_renumbering_option(renumbering_option, is_phospholipid, lipid_name)¶

Validate renumbering option, which can only be done if the lipid is a phospholipid

Parameters

renumbering_option (bool) – True to renumber the lipid; False otherwise
is_phospholipid (bool) – True if the custom lipid is a phospholipid
lipid_name (str) – Name assigned to input lipid structure

Raises

Exception – If renumbering is on and the custom lipid is not a phospholipid because only phospholipids can be appropriately renumbered right now

schrodinger.application.matsci.custom_lipid_prep.validate_custom_lipid_name(custom_lipid_name)¶

Validate custom lipid name

Parameters: custom_lipid_name (str) – Name of the custom lipid
Raises: Exception – If the custom lipid name has more than four characters

class schrodinger.application.matsci.custom_lipid_prep.CustomLipidPrep(custom_lipid_name, lipid_st, lipid_smiles=None, cis=True, include_nonphospholipids=True, include_nonlipids=False, stretch=True, renumber=True, logger=None)¶

Bases: object

Class to prepare custom lipid

__init__(custom_lipid_name, lipid_st, lipid_smiles=None, cis=True, include_nonphospholipids=True, include_nonlipids=False, stretch=True, renumber=True, logger=None)¶

Initialize the custom lipid preparation module

Parameters

custom_lipid_name (str) – 4-character name for custom lipid
lipid_st (structure.Structure or None) – Custom Lipid structure. If None, lipid_smiles should be defined.
lipid_smiles (str or None) – Custom Lipid SMILES string. If lipid_st is defined, this will be ignored
cis (bool) – True means to make cis double-bonds. False means to make trans double-bonds. None means to ignore double-bond stereochemistry
include_nonphospholipids (bool) – True to include non-phospholipids; False otherwise
include_nonlipids (bool) – True to include non-lipids; False otherwise
stretch (bool) – True means to run fast 3D and generate the optimal, stretched structure; False otherwise
renumber (bool) – True means to conduct the renumbering of phospholipids; False otherwise
logger (logging.Logger) – The logger imported from a driver

run()¶: Run the custom lipid preparation

static validateAllOptions(custom_lipid_name, lipid_st, lipid_smiles, cis, include_nonphospholipids, include_nonlipids, stretch, renumber)¶

Validate all arguments.

Parameters

custom_lipid_name (str) – 4-character name for custom lipid
lipid_st (structure.Structure or None) – Custom Lipid structure. If None, lipid_smiles should be defined.
lipid_smiles (str or None) – Custom Lipid SMILES string. If lipid_st is defined, this will be ignored
cis (bool) – True means to make cis double-bonds. False means to make trans double-bonds. None means to ignore double-bond stereochemistry
include_nonphospholipids (bool) – True to include non-phospholipids; False otherwise
include_nonlipids (bool) – True to include non-lipids; False otherwise
stretch (bool) – True means to run fast 3D and generate the optimal, stretched structure; False otherwise
renumber (bool) – True means to conduct the renumbering of phospholipids; False otherwise

static getLipidStructure(lipid_st, lipid_smiles)¶

Get the lipid structure by either reading the custom lipid MAE file input or converting the custom smiles string input to a structure.

Parameters

lipid_st (None or structure.Structure) – Lipid structure file
lipid_smiles (None or str) – Lipid SMILES string

Return type

structure.Structure

Returns

Lipid Structure

setAtomProp(prop_type, atom_idx, settings)¶

Set the pdbres, pdbname, or hydrophilic/hydrophobic atoms of the lipid

Parameters

prop_type (str) – Property type to set
atom_idx (list) – List of atom indices for which to set property
settings (list) – What to set each atom index to for given prop_type

makeCustomLipid()¶: Make MAE of Custom Lipid

class schrodinger.application.matsci.custom_lipid_prep.LipidEndProcessor(struct, include_nonphospholipids=False)¶

Bases: object

Find the hydrophobic and hydrophilic ends of the lipid structure

__init__(struct, include_nonphospholipids=False)¶

Initialize the LipidEndProcessor

Parameters

struct (structre.Structure) – the structure to process
include_nonphospholipids (bool) – True to find the head and tail atoms of non-phospholipids

static getHeavyStructGraph(struct, asl='not atom.ele H')¶

Get the networkx graph of the heavy atoms in the structure

Parameters

struct (structure.Structure) – Structure of the lipid
asl (str) – Atom selection to acquire graph from structure, where default is creating the graph from heavy atoms only

Returns

the networkx graph of the heavy atoms in the structure

Return type

networkx.Graph

getFurthestPair(nodes, start_node=None)¶

Get the pair of nodes among the given nodes that are furthest apart. Note graph.find_head_tail is more efficient version of this function but lacks the ability to specify a nodes.

Parameters

nodes (list) – the nodes to find the furthest pair among
start_node (int) – the node to start from

Returns

the pair of nodes that are furthest apart, one of them will be the start_node if it is specified

Return type

tuple

removePhosphorusNodes()¶

Remove all the nodes between the phosphorus atoms to create graph with tail chains only

Returns: the graph with the phosphorus nodes removed and the removed nodes
Return type: tuple(networkx.Graph, list)

getNodesByCondition(nx_graph, condition_fn)¶

Get the nodes in the graph that satisfy the condition function

Parameters

nx_graph (networkx.Graph) – the graph to search
condition_fn (function) – the function to use to determine if a node satisfies the condition

Returns

the nodes that satisfy the condition

Return type

list

isNodeElement(node, elements)¶

Check if the element of the given node belongs to the given elements

Parameters

node (int) – the node to check
elements (str or list) – the element(s) to check for in the node

Returns

True if the node has the element(s), False otherwise

Return type

bool

isNodeTerminal(node)¶

Check if the node is terminal (has only one neighbor)

Parameters: node (int) – the node to check
Returns: True if the node is terminal, False otherwise
Return type: bool

findHydrophobicAtoms(sub_graphs)¶

Find the hydrophobic atoms in the structure

Parameters: sub_graphs (list(networkx.Graph)) – The sorted list of sub graphs in the structure in order of decreasing size
Returns: the ids of the hydrophobic atoms
Return type: tuple

findHydrophilicAtoms(sub_graphs, removed_nodes)¶

Find the hydrophilic atoms in the structure

Parameters

sub_graphs (list(networkx.Graph)) – The sorted list of sub graphs in the structure in order of decreasing size
removed_nodes (list) – the nodes that were removed from the structure

Returns

the ids of the hydrophilic atoms

Return type

tuple

searchTerminalAtoms()¶

Search for the terminal atoms in the structure

Returns: the ids of the hydrophilic and hydrophobic atoms
Return type: tuple

getHydrophilicAndHydrophobic()¶

Get the atom ids of the hydrophilic and hydrophobic atoms in the structure. If the structure has no marked hydrophilic or hydrophobic atoms, then they will be searched assuming that the phosphorus atoms are the central atom and chains are attached to them.

Returns: the ids of the hydrophilic and hydrophobic atoms, will empty tuple of empty lists if no hydrophilic or hydrophobic atoms are found
Return type: tuple

class schrodinger.application.matsci.custom_lipid_prep.RenumberLipid(lipid_st, head_tail_info, logger=None)¶

Bases: object

Class for finding the correct pdbnames for lipid atoms

__init__(lipid_st, head_tail_info, logger=None)¶

Initialize identifying features of the custom lipid

Parameters

lipid (structure.Structure) – The lipid structure
head_tail_info (FindHeadTail) – Class instance of FindHeadTail, containing information about tail_skeletons and head_skeleton
logger (logging.Logger) – The logger imported from a driver

createSegmentInfo()¶: Creates a dictionary containing information about each segment of the lipid. Skeletons are the backbone atom indices for each segment. Start denotes the numbering of each segment, immediately following the atom element (e.g., the head is renumbered C1 and so on, the first tail is renumbered C2 and so on, the second tail is renumbered C3…)

getPDBNames()¶

For each segment of the lipid (Head, Tail), get the pdbnames associated: with each skeleton

setSpacing(atom_name)¶

Set appropriate four-character spacing for pdbname where spaces precede the atomname

Parameters: atom_name (str) – Atom name with greater than or equal to four characters and incorrect spacing
Return type: str
Returns: Four-character atom name (pdbname)

storePDBName(atom_idx, atom_name)¶

Add the atom name (pdbname) to the dictionary with atom index as key if it doesn’t already exist

Parameters

atom_idx (int) – Index of atom
atom_name (str) – Name of atom

makePDBName(atom_idx, s_idx, is_backbone=True)¶

Generate the atom’s name (pdbname)

Parameters

atom_idx (int) – Index of atom
s_idx (int) – Number associated with head vs. tail atoms. Head has s_idx = 1; tail has s_idx = 2, 3… depending on tail order
is_backbone (bool) – True if atom is on the lipid backbone; False if atom branches from the backbone

getSegmentPDBNames(lipid_segment, skeletons, start)¶

Get the pdbname for each atom in the head or tail

Parameters

lipid_segment (str) – Lipid segment (Head, Tail)
skeletons (list(lists)) – backbone path of indices for head or for each tail
start (int) – Starting number to tag each segment pdbname in pdbname prefix

class schrodinger.application.matsci.custom_lipid_prep.FindHeadTail(lipid_st, include_nonphospholipids, logger=None)¶

Bases: schrodinger.application.matsci.custom_lipid_prep.LipidEndProcessor

Class for finding head atoms & tail atoms

__init__(lipid_st, include_nonphospholipids, logger=None)¶

Initialize lipid structure and common lipid entities

Parameters

lipid (structure_file) – The lipid structure
include_nonphospholipids (bool) – True means to find the head/tail atoms for lipids that are not phospholipids
logger (logging.Logger) – The logger imported from a driver

createLipidSkeleton(is_phospholipid=False)¶: Create lipid skeleton for phospholipids. Skeletons are used in renumbering and, thus, only make sense to calculate if the lipid is a phospholipid

findAnchorHierarchy(anchor_O_idx)¶

Find the anchoring carbon’s hierarchy to determine order of tails Carbon’s hierarchy: The first tail is the one that’s closest to the head

Parameters: anchor_O_idx (int) – Index of atom anchoring tail to lipid head
Return type: int
Returns: The distance (in bonds) between the anchor atom and a head atom

findAnchoredPath(path)¶

Find the anchoring carbon atom index for the tail with path Cut the path at the carbon after the first non-carbon atom

Parameters: path (list) – Shortest path from a given tail atom idx to head
Return type: tuple(list, int)
Returns: Cut path from anchor to tail at anchor atom and number of bonds b/w anchor and head atom

mapHead()¶

Find the path of the head from the anchor to the top

Return type: list
Returns: List of head indices, where list[0] is the anchor atom

mapTails()¶

Find the path of each tail from the anchor to tail atom index

Return type: list of lists
Returns: List of each tail indices, where list[0] is anchor atom

class schrodinger.application.matsci.custom_lipid_prep.StretchMol(lipid_st, head_tail_info, logger=None)¶

Bases: object

Class for acquiring optimal structure of lipid using Fast3D

__init__(lipid_st, head_tail_info, logger=None)¶

Initialize the temporary structure to be stretched

Parameters

lipid_st (structure.Structure) – The unstretched temporary structure
head_tail_info (FindHeadTail) – Class instance of FindHeadTail, containing information about head_idx and tail_idx for selecting the best structure created by Fast3d
logger (logging.Logger) – The logger imported from a driver

getHeadTailCOM(struct)¶

Find the centers of mass for head and tail atoms

Parameters: struct (structure.Structure) – A fast3D-generated structure of lipid
Return type: tuple(float, float)
Returns: Vector of coordinates of head COM and tail COM

genDistHeadTail(struct)¶

Find the distance between the centers of mass of the head and tail atom indices for a given structure

Parameters: struct (structure.Structure) – A fast3D-generated structure of lipid
Return type: float
Returns: Distance between COM of tail atoms with COM of head atoms

genDistTails(struct)¶

Find the average distance between each tail atom for a given structure

Parameters: struct (structure.Structure) – A fast3D-generated structure of lipid
Return type: float
Returns: Average distance among tail atoms

updateBestStruct(conf_info, fast3d_conf)¶

Update the best structure and update the information of the best struct

Parameters

conf_info (namedtuple) – Structure information, including head-tail distance, average tail-tail distance, and index of conformer generated by fast3D
fast3d_conf (structure.Structure) – Structure generated by fast3D

checkIsBest(fast3d_conf, conf_n)¶

Of all the conformers output by fast3D engine, return the best structure based on the following criteria: 1) structure has the longest distance b/w head-tail COMs and 2) the shortest distance b/w all tail atoms

Parameters

fast3d_conf (structure.Structure) – Structure generated by fast3D
conf_n (int) – Number of fast3D structure generated

generateConformers()¶: Run Fast3D engine to generate structure conformers

class schrodinger.application.matsci.custom_lipid_prep.SetDoubleBondType(struct, cis=True, logger=None)¶

Bases: object

Class for setting the double-bond type in the lipid tails

__init__(struct, cis=True, logger=None)¶

Initialize the RDKit molecule

Parameters

struct (structure.Structure) – Lipid structure
cis (bool) – True if changing double-bonds in tails to cis-stereochemistry; False if changing them to trans
logger (logging.Logger) – The logger imported from a driver

prepStructure(struct)¶

Generate 3D conformation of the structure if it doesn’t already have 3D coordinates

Return type: schrodinger.structure.Structure
Returns: 3D lipid structure

isDoubleBond(bond)¶

Check if a bond is a double-bond

Parameters: bond (rdkit.Chem.rdchem.Bond) – RDKit bond
Return type: bool
Returns: True if the bond type is double

isCCBond(bond)¶

Check if the bond is between two carbon atoms

Parameters: bond (rdkit.Chem.rdchem.Bond) – RDKit bond
Return type: bool
Returns: True if the bond type is double

fromSmiles()¶

Create isomeric SMILES string from RDKit molecule

Return type: str
Returns: SMILES string

createStereoStructure()¶

Create lipid structure from SMILES string

Return type: structure.Structure
Returns: Lipid structure