GET https://rct.dev.bbntimes.com/science/how-deep-learning-is-revolutionizing-biology

Response
200 OK
IP
18.117.78.108
Profiled on
Token
afd543

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"App\Controller\ArticleController::show"
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"how-deep-learning-is-revolutionizing-biology"

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accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=fdcfq8rj50itg6nv1ic2h4i0o3"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Sat, 22 Feb 2025 13:44:36 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"afd543"

Cookies

Request Cookies

Key Value
PHPSESSID 
"fdcfq8rj50itg6nv1ic2h4i0o3"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:44:31 +0000"
Last used 
"Sat, 22 Feb 25 13:44:34 +0000"
Lifetime 
0

Session Attributes

Attribute Value
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"Uqwg1zsXehdqJZoeBSWB6mDyFIQkv00NGYs0pPO7RjM"
_csrf/https-cookie_accept 
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Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
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    "type" => "->"
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    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "getToken"
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    "function" => "twig_get_attribute"
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    "function" => "displayWithErrorHandling"
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    "function" => "render"
    "class" => "Twig\Template"
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    "function" => "render"
    "class" => "Twig\TemplateWrapper"
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    "function" => "render"
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    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "renderHeader"
    "class" => "App\Controller\AppController"
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    "function" => "handleRaw"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpCache/SubRequestHandler.php"
    "line" => 86
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Fragment/InlineFragmentRenderer.php"
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    "function" => "render"
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  [
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  ]
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
    "line" => 379
    "function" => "display"
    "class" => "Twig\Template"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
    "class" => "Twig\TemplateWrapper"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 448
    "function" => "render"
    "class" => "Twig\Environment"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
    "line" => 277
    "function" => "render"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
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    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/TraceableEventDispatcher.php"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "handleRaw"
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    "type" => "->"
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    "function" => "handle"
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    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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  [
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    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=fdcfq8rj50itg6nv1ic2h4i0o3"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/how-deep-learning-is-revolutionizing-biology"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/how-deep-learning-is-revolutionizing-biology"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nUw7iBoyj8JZ8-HGyHXAAAAA0"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/how-deep-learning-is-revolutionizing-biology"
REDIRECT_SCRIPT_URL 
"/science/how-deep-learning-is-revolutionizing-biology"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nUw7iBoyj8JZ8-HGyHXAAAAA0"
REDIRECT_URL 
"/public/science/how-deep-learning-is-revolutionizing-biology"
REMOTE_ADDR 
"18.117.78.108"
REMOTE_PORT 
"12368"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740231875
REQUEST_TIME_FLOAT 
1740231875.7433
REQUEST_URI 
"/science/how-deep-learning-is-revolutionizing-biology"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/how-deep-learning-is-revolutionizing-biology"
SCRIPT_URL 
"/science/how-deep-learning-is-revolutionizing-biology"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7nUw7iBoyj8JZ8-HGyHXAAAAA0"

Sub Requests 6

CookieController :: renderAnalysis (token = ed2c3b)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"38564d"

AppController :: renderHeader (token = aa76e2)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
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"html"
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"en"
_stopwatch_token 
"9772c9"
slug 
"home"

ArticleController :: trendingArticle (token = 464a2b)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
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"en"
_stopwatch_token 
"fe2829"
category 
"Science"

ArticleController :: relatedArticles (token = 053687)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"27a38b"
current_article 
App\Entity\Article {#1094
  -id: 13969
  -title: "How Deep Learning is Revolutionizing Biology "
  -slug: "how-deep-learning-is-revolutionizing-biology"
  -introtext: "<p>In recent years, the field of biology has been rapidly transformed by the use of deep learning technology.</p>\r\n"
  -content: """
    \r\n
    <p><a href="science/deep-learning-in-neurology#:~:text=Deep%20learning%20algorithms%20can%20analyze,and%20function%20of%20the%20brain." target="_blank" rel="noopener">Deep learning algorithms</a> have revolutionized the way we understand and analyze biological data, providing powerful tools for drug discovery, genomics, disease diagnosis, and protein folding. With the ability to quickly and accurately analyze vast amounts of data, deep learning is helping researchers identify patterns, make predictions, and develop new treatments for a variety of diseases.</p>\r\n
    <h2>Deep Learning for Drug Discovery</h2>\r\n
    <p><img src="/images/Deep_Learning_for_Drug_Discovery.jpg" alt="Deep_Learning_for_Drug_Discovery.jpg" width="700" height="539" /></p>\r\n
    <p><em><a href="https://www.sciencedirect.com/science/article/abs/pii/S135964461930282X" target="_blank" rel="noopener">Source: Science Direct</a></em></p>\r\n
    <p>Drug discovery is one of the most promising applications of deep learning in biology. Traditionally, drug discovery has been a time-consuming, expensive, and often unreliable process, involving testing thousands of compounds for their potential to treat a specific disease. However, deep learning algorithms can analyze large amounts of data from drug trials, animal models, and clinical studies to identify promising drug candidates. For example, the pharmaceutical company Atomwise has developed a deep learning algorithm that can predict the efficacy of potential drug compounds by analyzing their chemical structures. By using deep learning, researchers can reduce the time and cost of<a href="science/how-deep-learning-is-disrupting-drug-discovery" target="_blank" rel="noopener"> drug discovery</a>, while also increasing the chances of success.</p>\r\n
    <h2>Advancements in Genomics Through Deep Learning</h2>\r\n
    <p><img src="/images/Genomics_Through_Deep_Learning.png" alt="Genomics_Through_Deep_Learning.png" width="701" height="270" /></p>\r\n
    <p><em><a href="https://www.nature.com/articles/s41588-018-0295-5" target="_blank" rel="noopener">Source: Nature Magazine</a></em></p>\r\n
    <p>Another area where deep learning is making a significant impact is in genomics. Genomics involves the analysis of the human genome, which is composed of over three billion base pairs. Traditional methods of analyzing this data are slow and inefficient, but deep learning algorithms can quickly and accurately analyze genomic data, allowing researchers to identify genetic mutations associated with diseases such as cancer. For example, a team of researchers from the University of California, San Francisco, and Stanford University used deep learning to identify a genetic mutation that increases the risk of breast cancer. Deep learning has the potential to transform our understanding of genetics, leading to new treatments and therapies for a variety of diseases.</p>\r\n
    <h2>Improving Disease Diagnosis with Deep Learning</h2>\r\n
    <p><img src="/images/Disease_Diagnosis_with_Deep_Learning.png" alt="Disease_Diagnosis_with_Deep_Learning.png" /></p>\r\n
    <p><em><a href="https://www.healthcareitnews.com/news/new-ai-diagnostic-tool-knows-when-defer-human-mit-researchers-say" target="_blank" rel="noopener">Source: Healthcare IT News</a></em></p>\r\n
    <p>Deep learning is also being used to improve <a href="technology/ai-and-medical-diagnosis" target="_blank" rel="noopener">disease diagnosis</a>. Traditionally, doctors have relied on their experience and medical training to diagnose diseases. However, deep learning algorithms can analyze large amounts of patient data, including medical histories, laboratory results, and imaging scans, to identify patterns and make accurate diagnoses. For example, a team of researchers from Stanford University developed a deep learning algorithm that can diagnose skin cancer with the same accuracy as board-certified dermatologists. By using deep learning, doctors can make more accurate diagnoses, leading to better patient outcomes and improved healthcare.</p>\r\n
    <h2>Tackling Protein Folding with Deep Learning</h2>\r\n
    <p><img src="/images/Protein_Folding_with_Deep_Learning.jpeg" alt="Protein_Folding_with_Deep_Learning.jpeg" width="700" height="518" /></p>\r\n
    <p><em><a href="https://www.pnas.org/doi/10.1073/pnas.1821309116" target="_blank" rel="noopener">Source: PNAS</a></em></p>\r\n
    <p>One of the most challenging problems in biology is predicting the three-dimensional structure of proteins. The shape of a protein determines its function, and understanding protein structure is critical for developing new drugs and understanding disease. Deep learning is being used to tackle this problem by analyzing large datasets of protein structures to identify patterns and predict the structure of unknown proteins. For example, Google's DeepMind developed a deep learning algorithm called AlphaFold that can accurately predict protein structure, outperforming traditional methods. By using deep learning, researchers can accelerate their understanding of protein folding, leading to new treatments and therapies for a variety of diseases.</p>\r\n
    <h2>Benefits of Deep Learning in Biology</h2>\r\n
    <p><img src="/images/Deep_Learning_in_Biology.jpg" alt="Deep_Learning_in_Biology.jpg" width="700" height="332" /></p>\r\n
    <p><em><a href="https://www.embopress.org/doi/full/10.15252/msb.20156651" target="_blank" rel="noopener">Source: EMBO Press</a></em></p>\r\n
    <p>Deep learning has many benefits for the field of biology. It allows researchers to analyze vast amounts of data quickly and accurately, leading to breakthroughs in our understanding of complex biological problems. By using deep learning, researchers can develop new treatments and therapies for a variety of diseases, leading to improved healthcare and better patient outcomes. Deep learning also has the potential to accelerate our understanding of genetics and protein folding, leading to new discoveries and innovations in the field of biology.</p>\r\n
    <h2>Limitations and Challenges in Implementing Deep Learning in Biology</h2>\r\n
    <p><img src="/images/Limitations_and_Challenges_in_Implementing_Deep_Learning_in_Biology.png" alt="Limitations_and_Challenges_in_Implementing_Deep_Learning_in_Biology.png" width="701" height="263" /></p>\r\n
    <p><em><a href="https://genomebiology.biomedcentral.com/articles/10.1186/s13059-019-1689-0" target="_blank" rel="noopener">Source: Genome Biology</a></em></p>\r\n
    <p>While deep learning has many benefits for the field of biology, there are also limitations and challenges in implementing this technology. One of&nbsp;</p>\r\n
    <p>the main challenges is the need for large amounts of high-quality data to train deep learning models. Biological data is often noisy and incomplete, which can make it difficult to train accurate deep learning models. Additionally, deep learning algorithms are often considered "black boxes" because they can be difficult to interpret, making it challenging to understand how they arrived at their conclusions. This can make it difficult for researchers to replicate results and ensure that deep learning models are making accurate predictions.</p>\r\n
    <h2>Future of Deep Learning in Biology</h2>\r\n
    <p><img src="/images/Future_of_Deep_Learning_in_Biology.jpg" alt="Future_of_Deep_Learning_in_Biology.jpg" width="701" height="394" /></p>\r\n
    <p><em><a href="https://www.technologynetworks.com/drug-discovery/blog/how-is-synthetic-biology-shaping-the-future-of-drug-discovery-340290" target="_blank" rel="noopener">Source: Technology Networks</a></em></p>\r\n
    <p>The future of deep learning in biology looks promising. As technology continues to improve, we can expect to see even more powerful deep learning algorithms developed specifically for biological applications. With the continued growth of big data and advances in machine learning algorithms, we can expect deep learning to become an increasingly important tool for researchers in the field of biology. Deep learning has the potential to revolutionize our understanding of complex biological problems, leading to new treatments and therapies for a variety of diseases.</p>\r\n
    <h2>Conclusion</h2>\r\n
    <p><img src="/images/Tips_in_Deep_Learning_in_Biology.png" alt="Tips_in_Deep_Learning_in_Biology.png" width="699" height="438" /></p>\r\n
    <p><em><a href="https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1009803" target="_blank" rel="noopener">Source: PLOS</a></em></p>\r\n
    <p>Deep learning is revolutionizing the field of biology, providing researchers with powerful tools for drug discovery, genomics, disease diagnosis, and protein folding. By analyzing vast amounts of data quickly and accurately, deep learning is helping researchers identify patterns, make predictions, and develop new treatments for a variety of diseases. While there are limitations and challenges in implementing deep learning in biology, the future looks promising. With continued advancements in technology and machine learning algorithms, we can expect deep learning to become an increasingly important tool for researchers in the field of biology.</p>
    """
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AppController :: renderFooter (token = ea2737)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"471804"

CookieController :: renderCookie (token = 376291)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
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"en"
_stopwatch_token 
"694be3"