!pip install nglview --user
/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
Requirement already satisfied: nglview in /usr/local/lib/python3.7/dist-packages (2.7.7)
Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from nglview) (1.20.1)
Requirement already satisfied: ipywidgets>=7 in /usr/local/lib/python3.7/dist-packages (from nglview) (7.5.1)
Requirement already satisfied: nbformat>=4.2.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets>=7->nglview) (5.1.2)
Requirement already satisfied: traitlets>=4.3.1 in /usr/local/lib/python3.7/dist-packages (from ipywidgets>=7->nglview) (5.0.5)
Requirement already satisfied: ipykernel>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from ipywidgets>=7->nglview) (5.5.0)
Requirement already satisfied: ipython>=4.0.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets>=7->nglview) (7.21.0)
Requirement already satisfied: widgetsnbextension~=3.5.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets>=7->nglview) (3.5.1)
Requirement already satisfied: jupyter-client in /usr/local/lib/python3.7/dist-packages (from ipykernel>=4.5.1->ipywidgets>=7->nglview) (6.1.11)
Requirement already satisfied: tornado>=4.2 in /usr/local/lib/python3.7/dist-packages (from ipykernel>=4.5.1->ipywidgets>=7->nglview) (6.1)
Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets>=7->nglview) (0.7.5)
Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets>=7->nglview) (4.8.0)
Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets>=7->nglview) (54.0.0)
Requirement already satisfied: backcall in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets>=7->nglview) (0.2.0)
Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets>=7->nglview) (3.0.16)
Requirement already satisfied: jedi>=0.16 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets>=7->nglview) (0.18.0)
Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets>=7->nglview) (4.4.2)
Requirement already satisfied: pygments in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets>=7->nglview) (2.8.0)
Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.7/dist-packages (from jedi>=0.16->ipython>=4.0.0->ipywidgets>=7->nglview) (0.8.1)
Requirement already satisfied: ipython-genutils in /usr/local/lib/python3.7/dist-packages (from nbformat>=4.2.0->ipywidgets>=7->nglview) (0.2.0)
Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /usr/local/lib/python3.7/dist-packages (from nbformat>=4.2.0->ipywidgets>=7->nglview) (3.2.0)
Requirement already satisfied: jupyter-core in /usr/local/lib/python3.7/dist-packages (from nbformat>=4.2.0->ipywidgets>=7->nglview) (4.7.1)
Requirement already satisfied: pyrsistent>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets>=7->nglview) (0.17.3)
Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets>=7->nglview) (3.7.0)
Requirement already satisfied: six>=1.11.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets>=7->nglview) (1.15.0)
Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets>=7->nglview) (20.3.0)
Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.7/dist-packages (from pexpect>4.3->ipython>=4.0.0->ipywidgets>=7->nglview) (0.7.0)
Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets>=7->nglview) (0.2.5)
Requirement already satisfied: notebook>=4.4.1 in /usr/local/lib/python3.7/dist-packages (from widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (6.2.0)
Requirement already satisfied: pyzmq>=17 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (22.0.3)
Requirement already satisfied: nbconvert in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (6.0.7)
Requirement already satisfied: prometheus-client in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.9.0)
Requirement already satisfied: argon2-cffi in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (20.1.0)
Requirement already satisfied: terminado>=0.8.3 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.9.2)
Requirement already satisfied: Send2Trash>=1.5.0 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (1.5.0)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (2.11.3)
Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets>=7->nglview) (2.8.1)
Requirement already satisfied: cffi>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (1.14.5)
Requirement already satisfied: pycparser in /usr/local/lib/python3.7/dist-packages (from cffi>=1.0.0->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (2.20)
Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets>=7->nglview) (3.4.0)
Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets>=7->nglview) (3.7.4.3)
Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (1.1.1)
Requirement already satisfied: bleach in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (3.3.0)
Requirement already satisfied: jupyterlab-pygments in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.1.2)
Requirement already satisfied: testpath in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.4.4)
Requirement already satisfied: defusedxml in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.7.0)
Requirement already satisfied: nbclient<0.6.0,>=0.5.0 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.5.3)
Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (1.4.3)
Requirement already satisfied: entrypoints>=0.2.2 in /usr/lib/python3/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.3)
Requirement already satisfied: mistune<2,>=0.8.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.8.4)
Requirement already satisfied: async-generator in /usr/local/lib/python3.7/dist-packages (from nbclient<0.6.0,>=0.5.0->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (1.10)
Requirement already satisfied: nest-asyncio in /usr/local/lib/python3.7/dist-packages (from nbclient<0.6.0,>=0.5.0->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (1.5.1)
Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (20.9)
Requirement already satisfied: webencodings in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (0.5.1)
Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7->nglview) (2.4.7)
WARNING: You are using pip version 21.0.1; however, version 22.0.3 is available.
You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.
Задание 1)
import nglview as nv # Импорт всего нужного
import requests
import json
my_query = {
"query": {
"type": "group",
"logical_operator": "and",
"nodes": []
},
"return_type": "entry"
}
keyword_clause = {
"type": "terminal",
"service": "full_text",
"parameters": {
"value": "diclofenac" # Ключевое слово
}
}
my_query["query"]["nodes"].append(keyword_clause)
resolution_clause = {
"type": "terminal",
"service": "text",
"parameters": {
"value": 2.3, # Разрешение 2.3 ангстрем и выше
"attribute": "rcsb_entry_info.resolution_combined",
"operator": "less_or_equal"
}
}
my_query["query"]["nodes"].append(resolution_clause)
has_ligand_clause = {
"type": "terminal",
"service": "text",
"parameters": {
"attribute": "rcsb_entry_info.nonpolymer_entity_count",
"value": 0, # Больше 0 лигандов,
"operator": "greater" # то есть не меньше 1
}
}
my_query["query"]["nodes"].append(has_ligand_clause)
date_range_clause = {
"type": "terminal",
"service": "text",
"parameters": {
"attribute": "rcsb_accession_info.initial_release_date",
"value": {
"from": "2000-01-01", # Дата с 2000-01-01
"to": "2005-01-01", # по 2005-01-01
},
"operator": "range"
}
}
my_query["query"]["nodes"].append(date_range_clause)
rcsb = 'https://search.rcsb.org/rcsbsearch/v1/query'
json_query = json.dumps(my_query)
search = requests.post(f'{rcsb}', data=json_query) # Отправляем запрос
search # Проверяем что все хорошо
<Response [200]>
search_result = search.json() # Распаковываем результат в словарь
best_hit = search_result["result_set"][0] # Выделяем лучшую находку
best_hit
{'identifier': '1NR6', 'score': 0.9998151270802235, 'services': [{'service_type': 'full_text', 'nodes': [{'node_id': 28491, 'original_score': 16.152864456176758, 'norm_score': 0.9992605083208939}]}, {'service_type': 'text', 'nodes': [{'node_id': 5681, 'original_score': 1.0, 'norm_score': 1.0}, {'node_id': 10901, 'original_score': 1.0, 'norm_score': 1.0}, {'node_id': 2261, 'original_score': 1.0, 'norm_score': 1.0}]}]}
Тем самым мы имеем то что необходимый нам PDB ID - 1NR6
Задание 2)
Структуру противовоспалительного препарата диклофенака, связанного в активном центре микросомального цитохрома P450 кролика 2C5/3LVdH, определяли с помощью рентгеноструктурного анализа с разрешением 2,1 Å. P450 2C5/3LVdH и родственный фермент 2C5dH катализируют 4'-гидроксилирование диклофенака с кажущимися значениями K(m) 80 и 57 мкМ и значениями k(cat) 13 и 16 мин(-1) соответственно. Спектрально определенные константы связывания аналогичны значениям K(m). Структура указывает на то, что пи-электронная система дихлорфенильного фрагмента обращена к гему Fe с 3'- и 4'-углеродами, расположенными на расстоянии 4,4 и 4,7 Å от Fe соответственно. Карбоксильная часть субстрата связана водородной связью с группой вод, которые также связаны водородной связью с боковыми цепями N204, K241, S289 и D290, а также с основной цепью белка. Близость карбоксилата диклофенака к боковой цепи D290 вместе с повышенной аффинностью связывания при более низком pH предполагает, что диклофенак протонируется при связывании с ферментом. Структура демонстрирует конформационные изменения, указывающие на адаптивную подгонку к субстрату, отражающую как гидратацию, так и размер субстрата. Эти результаты показывают, как структурно разнообразные субстраты распознаются ферментами P450, метаболизирующими лекарственные средства.
Задание 3)
view = nv.show_pdbid('1NR6')
view
from ipywidgets import interact, fixed
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': 'line',
'params': {
'sele': 'sidechain',
'color': 'lightgray'
}
},
{
'type': 'licorice',
'params': {
'sele': 'charged',
'color': 'lightgray'
}
},
{
'type': 'ball+stick',
'params': {
'sele': 'ligand',
'color': 'element'
}
},
{
'type': 'ball+stick',
'params': {
'sele': 'ligand and _C',
'color': 'turquoise',
}
},
],
},
'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': 'sidechain',
'color': 'hydrophobicity'
}
},
{
'type': 'line',
'params': {
'sele': 'ligand C',
'color': 'element'
}
},
{
'type': 'spacefill',
'params': {
'sele': 'water',
'color': 'element'
}
},
{
'type': 'spacefill',
'params': {
'sele': 'ion',
'color': 'element',
}
},
],
},
'Example 3': {
'description': '''
Остов белка в шаростержневой модели, покрашен по элементам
Боковые радикалы в стержневой модели, покрашены по элементам
Углероды остатков с 30 по 70-й покрашены в светло-голубой
Лиганды показаны в виде линий, покрашены в любой оттенок оранжевого
''',
'representations': [
{
'type': 'ball+stick',
'params': {
'sele': 'backbone',
'color': 'element'
}
},
{
'type': 'licorice',
'params': {
'sele': 'sidechain',
'color': 'element'
}
},
{
'type': 'ball+stick',
'params': {
'sele': 'protein and :A and 1030-1070 and _C',
'color': 'lightblue'
}
},
{
'type': 'line',
'params': {
'sele': 'ligand',
'color': 'orange'
}
},
],
},
}
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("1NR6", default_representation=False)
interact(show_examples, view=fixed(view), example_name=list(my_examples.keys()))
view