!pip install nglview --user #скачиваю внешний пакет nglview
/usr/lib/python3/dist-packages/secretstorage/dhcrypto.py:15: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
from cryptography.utils import int_from_bytes
/usr/lib/python3/dist-packages/secretstorage/util.py:19: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
from cryptography.utils import int_from_bytes
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WARNING: You are using pip version 21.0.1; however, version 22.0.4 is available.
You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.
import nglview as nv
import requests # Этот стандартный модуль позволяет посылать запросы к веб-ресурсам
import json # Этот стандартный модуль позволяет легко работать с текстовым форматом json
my_query = {
"query": {
"type": "group",
"logical_operator": "and",
"nodes": []
},
"return_type": "entry"
}
keyword_example = { #ключевое слово
"type": "terminal",
"service": "full_text",
"parameters": {
"value": "thiamine"
}
}
my_query["query"]["nodes"].append(keyword_example)
resolution_clause = { #разрешение
"type": "terminal",
"service": "text",
"parameters": {
"value": 2.5,
"attribute": "rcsb_entry_info.resolution_combined",
"operator": "less_or_equal"
}
}
my_query["query"]["nodes"].append(resolution_clause)
has_ligand_clause = { #число лигандов
"type": "terminal",
"service": "text",
"parameters": {
"attribute": "rcsb_entry_info.nonpolymer_entity_count",
"value": 0,
"operator": "greater"
}
}
my_query["query"]["nodes"].append(has_ligand_clause)
date_range_clause = { #дата публикации
"type": "terminal",
"service": "text",
"parameters": {
"attribute": "rcsb_accession_info.initial_release_date",
"value": {
"from": "2000-01-01", # год-месяц-день
"to": "2005-01-01",
},
"operator": "range"
}
}
my_query["query"]["nodes"].append(date_range_clause)
rcsb = 'https://search.rcsb.org/rcsbsearch/v1/query' #отправка запроса
json_query = json.dumps(my_query)
search = requests.post(f'{rcsb}', data=json_query)
search #проверяем правильность запроса
<Response [200]>
search_result = search.json() #распаковка ответа сервера в словарь
best_hit = search_result["result_set"][0] # лучший результат
best_hit
{'identifier': '1IG0', 'score': 0.9950491934781867, 'services': [{'service_type': 'text', 'nodes': [{'node_id': 18046, 'original_score': 1.0, 'norm_score': 1.0}, {'node_id': 4060, 'original_score': 1.0, 'norm_score': 1.0}, {'node_id': 29765, 'original_score': 1.0, 'norm_score': 1.0}]}, {'service_type': 'full_text', 'nodes': [{'node_id': 5763, 'original_score': 11.850417137145996, 'norm_score': 0.9801967739127464}]}]}
view = nv.show_pdbid('1IG3')
view
from ipywidgets import interact, fixed
Использовав идентификатор 1IG3 , в PDB я нашел статью о тиаминпирофосфокиназе в комплексе с тиамином ( поэтому ключевое слово - тиамин ) . Тиаминпирофосфокиназа способна катализировать перенос пирофосфатной группы с АТФ к тиамину , что необходимо для получения тиаминпирофосфата.
representations = [ # задаю типы отображения белка
'ball+stick', # шаростержневая модель
'backbone', # прямые линии, соединяющие С-альфа атомы
'cartoon', # условное отображение вторичной структуры
'helixorient', # упрощенное отображение
'hyperball', # сглаженная шаростержневая модель
'licorice', # стержневая модель (без шаров)
'line', # очень тонкая стержневая модель
'point', # атомы в виде плоских точек
'ribbon', # отображение остова в виде ленты
'rocket', # отображение альфа-спиралей как цилиндров
'rope', # отображение остова в виде колбасы
'spacefill', # атомы в виде шаров соотв. Ван-дер-Ваальсова радиуса
'surface', # поверхность
'trace', # сглаженная линия, соединяющая С-альфа атомы
'tube' # более сдержанный rope
]
colors = [
'random',
'uniform',
'atomindex', # от синего к красному с ростом номера атома
'residueindex', # от синего к красному с ростом номера остатка
'chainindex', # каждой цепи свой цвет
'sstruc', # стандартные цвета для типа вторичной структуры
'element', # стандартные цвета для химических элементов
'resname', # свой цвет каждому из 20 остатков
'bfactor', # чем темнее, тем подвижнее
'hydrophobicity', # чем темнее, тем гидрофобнее
]
my_examples = {
'Example 1': {
'description': '''
Белок в виде cartoon, покраска от N к C концу
Боковые радикалы покрашены в светло-серый, показаны линиями
Боковые радикалы заряженных аминокислот показаны в стержневой модели
Лиганды показаны в шаростержневой модели, покрашены по элементам, углерод покрашен в любой цвет, кроме стандартного
''',
'representations': [
{
'type': 'cartoon',
'params': {
'sele': 'protein',
'color': 'residueindex',
}
},
{
'type': 'licorice',
'params': {
'sele': 'sidechainAttached and charged',
}
},
{
'type': 'line',
'params': {
'sele': 'sidechainAttached',
'color': 'lightgrey'
}
},
{
'type': 'ball+stick',
'params': {
'sele': 'ligand',
'color': 'element'
}
},
{
'type': 'ball+stick',
'params': {
'sele': 'ligand AND _C',
'color': '#FFF0F5'
}
}
],
},
'Example 2': {
'description': '''
Белок в виде tube, покраска по типу вторичной структуры
Боковые радикалы в стержневой модели, покрашены по гидрофобности
Лиганды показаны линиями, покрашены по элементам
Вода и ионы показаны в виде Ван-дер-Ваальсовых сфер
''',
'representations': [
{
'type': 'tube',
'params': {
'sele': 'protein',
'color': 'sstruc'
}
},
{
'type': 'licorice',
'params': {
'sele': 'sidechainAttached',
'color': 'hydrophobicity'
}
},
{
'type': 'line',
'params': {
'sele': 'ligand',
'color': 'element'
}
},
{
'type': 'spacefill',
'params': {
'sele': 'water',
'color': 'element'
}
},
{
'type': 'spacefill',
'params': {
'sele': 'ion',
'color': 'element'
}
}
],
},
'Example 3': {
'description': '''
Белок в виде ribbon, покрашенной градиентом от N к C концу
Боковые радикалы в стержневой модели, покрашенные по элементам
Углероды гидрофобных аминокислот покрашены в светло-желтый
Углероды полярных заряженных аминокислот покрашены в светло-голубой
Лиганды не показаны никак
''',
'representations': [
{
'type': 'ribbon',
'params': {
'sele': 'protein',
'color': 'residueindex'
}
},
{
'type': 'licorice',
'params': {
'sele': 'sidechainAttached',
'color': 'element'
}
},
{
'type': 'licorice',
'params': {
'sele': 'hydrophobic and _C',
'color': '#ffff7a'
}
},
{
'type': 'licorice',
'params': {
'sele': 'charged and _C',
'color': '#87cefa'
}
},
{
'type': 'licorice',
'params': {
'sele': 'ligand',
'color': 'white',
'opacity': 0
}
},
],
},
}
def show_examples(view, example_name):
view.clear()
example = my_examples[example_name]
print(example['description'])
view.set_representations(example['representations'])
view.center()
view = nv.show_pdbid("1IG3", default_representation=False)
interact(show_examples, view=fixed(view), example_name=list(my_examples.keys()))
view