GET https://rct.dev.bbntimes.com/science/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries

Response
200 OK
IP
18.191.167.138
Profiled on
Token
170c61

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3589
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    3708 => Symfony\Component\WebLink\Link {#3708
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      -rel: [
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      -attributes: [
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    3707 => Symfony\Component\WebLink\Link {#3707
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      -rel: [
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      -attributes: [
        "as" => "script"
      ]
    }
    3706 => Symfony\Component\WebLink\Link {#3706
      -href: "/build/app.js"
      -rel: [
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      -attributes: [
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    3704 => Symfony\Component\WebLink\Link {#3704
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      -rel: [
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      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3703 => Symfony\Component\WebLink\Link {#3703
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      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3702 => Symfony\Component\WebLink\Link {#3702
      -href: "/build/scroll-infinite-article.js"
      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3701 => Symfony\Component\WebLink\Link {#3701
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      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3700 => Symfony\Component\WebLink\Link {#3700
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
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      ]
    }
    3699 => Symfony\Component\WebLink\Link {#3699
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      -rel: [
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      -attributes: [
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    3698 => Symfony\Component\WebLink\Link {#3698
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      -attributes: [
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    }
    3697 => Symfony\Component\WebLink\Link {#3697
      -href: "/build/comment-css.css"
      -rel: [
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}
_route 
"article_show"
_route_params 
[
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]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"9cfafa"
category 
"science"
slug 
"deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=0aiv2edodiv6o4ikviqqsa3h6q"
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 13:50:28 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 
"170c61"

Cookies

Request Cookies

Key Value
PHPSESSID 
"0aiv2edodiv6o4ikviqqsa3h6q"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:47:29 +0000"
Last used 
"Sat, 22 Feb 25 13:50:26 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"MJ_aF4-Rkmfyk-Dy2ToMAb5Y3r8KxTBdIqqK6RnFVYk"
_csrf/https-cookie_accept 
"VTQYFzP1zX69ydw6gC_gE_oDsx6rsZZStab7zLmmu9A"

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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    "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" => "->"
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    "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" => "->"
  ]
  [
    "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" => "->"
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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"
    "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" => "->"
  ]
  [
    "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" => "handle"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
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    "function" => "doRender"
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  [
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
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  ]
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    "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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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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    "function" => "handle"
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    "function" => "run"
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  [
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    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
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]
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" => "->"
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  [
    "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" => "->"
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  [
    "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" => "->"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
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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"
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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=0aiv2edodiv6o4ikviqqsa3h6q"
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/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nWI5DyWLT8YV1VjBpdEgAAAIQ"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
REDIRECT_SCRIPT_URL 
"/science/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nWI5DyWLT8YV1VjBpdEgAAAIQ"
REDIRECT_URL 
"/public/science/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
REMOTE_ADDR 
"18.191.167.138"
REMOTE_PORT 
"15602"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740232227
REQUEST_TIME_FLOAT 
1740232227.8937
REQUEST_URI 
"/science/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
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/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
SCRIPT_URL 
"/science/deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
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 
"Z7nWI5DyWLT8YV1VjBpdEgAAAIQ"

Sub Requests 6

CookieController :: renderAnalysis (token = 46986f)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"e3cbee"

AppController :: renderHeader (token = 253e46)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"785a32"
slug 
"home"

ArticleController :: trendingArticle (token = 4b814f)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"154818"
category 
"Science"

ArticleController :: relatedArticles (token = 79ee81)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"59f5be"
current_article 
App\Entity\Article {#1094
  -id: 16182
  -title: "Deep Tech-Powered Pharma Disrupting Healthcare and Life Sciences Industries"
  -slug: "deep-tech-powered-pharma-disrupting-healthcare-and-life-sciences-industries"
  -introtext: "<p id="ember39" class="ember-view reader-content-blocks__paragraph">The pharmaceutical industry has always played a crucial role in healthcare and life sciences but is now poised to disrupt several domains.</p>\r\n"
  -content: """
    \r\n
    <p id="ember39" class="ember-view reader-content-blocks__paragraph">With advancements in emerging technologies and the increasing availability of data, pharmaceutical companies are leveraging innovative approaches to drive progress, retain competitive advantage, and improve patient outcomes.</p>\r\n
    <h2 id="ember40" class="ember-view reader-content-blocks__paragraph"><strong>Global Market Trends</strong></h2>\r\n
    <p id="ember41" class="ember-view reader-content-blocks__paragraph">According to a recent Statista report, the evenue in the Pharmaceuticals market is projected to reach US$1,115.00bn in 2023. Revenue is expected to show an annual growth rate (CAGR 2023-2028) of 5.80%, resulting in a market volume of US$1,478.00bn by 2028, with oncology being the largest contributor.</p>\r\n
    <p id="ember42" class="ember-view reader-content-blocks__paragraph">According to the GlobalData’s Deals Database, M&amp;A activity has shown a minor dip in Q3 2023, however it remains robust with 174 M&amp;A deals worth a total value of $16.8bn for the US market, according to The $7.3bn acquisition of<span class="white-space-pre"> </span><a class="app-aware-link " href="https://www.globaldata.com/store/report/?cdmsid=1790153&amp;scalar=true&amp;utm_source=lgp4&amp;utm_medium=24-210914&amp;utm_campaign=company-profile-hyperlink" target="_self" data-test-app-aware-link>Reata Pharmaceuticals</a><span class="white-space-pre"> </span>by<span class="white-space-pre"> </span><a class="app-aware-link " href="https://www.globaldata.com/store/report/?cdmsid=1515496&amp;scalar=true&amp;utm_source=lgp4&amp;utm_medium=24-210914&amp;utm_campaign=company-profile-hyperlink" target="_self" data-test-app-aware-link>Biogen</a><span class="white-space-pre"> </span>was the industry’s largest disclosed deal.</p>\r\n
    <h2 id="ember43" class="ember-view reader-content-blocks__paragraph"><strong>Deep Tech Arsenal</strong></h2>\r\n
    <p id="ember44" class="ember-view reader-content-blocks__paragraph"><em>Computational pharmacology<span class="white-space-pre"> </span></em>is playing a crucial role in drug development. By applying computational methods to study drug interactions, mechanisms, and pharmacokinetics, researchers can better understand how drugs work and optimize their efficacy and safety profiles.The combination of this technique with other AI tools has the potential to significantly reduce the drug development life cycle, change the competitive landscape, unlock novel therapies and address unmet medical needs.</p>\r\n
    <p id="ember45" class="ember-view reader-content-blocks__paragraph"><em>In silico clinical trials</em><span class="white-space-pre"> </span>allow researchers to simulate and predict the safety and efficacy of drugs before conducting costly and time-consuming clinical trials. This novel approach not only saves resources but also expedites the delivery of new treatments to patients.The use of<span class="white-space-pre"> </span><em>synthetic data<span class="white-space-pre"> </span></em>is also gaining traction in the pharmaceutical industry. By generating artificial data that mimics real-world data, researchers can overcome limitations in data availability and privacy concerns. Leveraging synthetic data allows for more robust analysis and modeling, leading to better insights and decision-making.</p>\r\n
    <p id="ember46" class="ember-view reader-content-blocks__paragraph"><em>Semantic web analysis</em><span class="white-space-pre"> </span>is another powerful tool that pharmaceutical companies have in their deep tech arsenal. By extracting and analyzing data from the web, researchers can gain valuable insights into disease patterns, treatment outcomes, and patient preferences. This information can inform drug development strategies, improve clinical trial design, and enhance patient care.</p>\r\n
    <p id="ember47" class="ember-view reader-content-blocks__paragraph"><em>Digital Twin technologies</em><span class="white-space-pre"> </span>are another exciting development in the pharmaceutical industry. Researchers can optimize drug development processes, enhance pharmacologic safety and personalize treatments by creating virtual replicas of physical drugs or patients. These advanced capabilities set the foundation for a new era in the pharma industry.</p>\r\n
    <p id="ember48" class="ember-view reader-content-blocks__paragraph"><em>Generative AI</em><span class="white-space-pre"> </span>has attracted increased pharma investments, as it can reshape drug design, drug commercialization, post-marketing surveillance, and improve overall operational efficiency for the pharma ecosystem.</p>\r\n
    <p id="ember49" class="ember-view reader-content-blocks__paragraph"><em>Federated learning<span class="white-space-pre"> </span></em>is another collaborative approach to machine learning that is gaining traction in the pharmaceutical industry. It allows multiple organizations to train models without sharing sensitive data, addressing privacy concerns while benefiting from collective knowledge. This approach can accelerate research and development and drive innovation in the industry.</p>\r\n
    <p id="ember50" class="ember-view reader-content-blocks__paragraph"><em>Genomics and Multiomics</em>-powered targeted therapeutics is another area where the pharmaceutical industry is making significant progress. By developing drugs customized to an individual's genetic makeup, researchers can deliver personalized treatments that are more effective and have fewer side effects. This approach has the potential to revolutionize patient care and improve treatment outcomes.</p>\r\n
    <p id="ember51" class="ember-view reader-content-blocks__paragraph"><em>Nanomedicine<span class="white-space-pre"> </span></em>is another discipline where the pharmaceutical industry is making exponential strides. Using nanotechnology, researchers can develop targeted drug delivery systems that improve treatment efficacy and minimize side effects. This approach has the potential to revolutionize drug delivery and enhance patient outcomes.</p>\r\n
    <p id="ember52" class="ember-view reader-content-blocks__paragraph"><em>Blockchain technology<span class="white-space-pre"> </span></em>has demonstrated significant benefits in the pharmaceutical industry, particularly in the supply chain. By implementing blockchain technology, companies can enhance transparency, traceability, and security in the drug supply chain, reducing the risk of counterfeit drugs and ensuring patient safety.</p>\r\n
    <p id="ember53" class="ember-view reader-content-blocks__paragraph">Leveraging<span class="white-space-pre"> </span><em>Metaverse<span class="white-space-pre"> </span></em>capabilities is also being explored in the pharmaceutical industry. By creating virtual environments that simulate real-world experiences, researchers can collaborate more effectively, share data and insights, and accelerate the pace of innovation. This virtual, immersive collaboration has the potential to transform the way drugs are developed and tested, leading to more efficient and effective treatments.</p>\r\n
    <p id="ember54" class="ember-view reader-content-blocks__paragraph"><em>Brain-Computer Interfaces (BCIs)<span class="white-space-pre"> </span></em>are another emerging technology that has the potential to reshape healthcare and life sciences. BCIs allow for direct communication between the brain and external devices, opening up new possibilities for treating neurological disorders and enhancing human capabilities. In the pharmaceutical industry, BCIs could monitor brain activity and response to medications, enabling personalized treatment approaches and improving patient outcomes.</p>\r\n
    <p id="ember55" class="ember-view reader-content-blocks__paragraph">The convergence of these disruptive technologies will likely drive the future of research and development in the pharmaceutical industry. As the industry continues to embrace computational methods, AI, and innovative approaches, new key performance indicators (KPIs) will need to be developed to measure success and guide decision-making. Traditional metrics, such as the number of drugs in the pipeline or revenue generated, may need to be supplemented with new indicators that capture the impact of these technologies on patient outcomes and healthcare systems.</p>\r\n
    <h2 id="ember56" class="ember-view reader-content-blocks__paragraph">Budgeting &amp; Finance</h2>\r\n
    <p id="ember57" class="ember-view reader-content-blocks__paragraph">Budgeting and financial instruments must also evolve to support these new approaches. Traditional drug development and commercialization models may not be suitable for the rapid pace of innovation and the unique challenges posed by these disruptive technologies. New financing mechanisms, such as public-private partnerships or outcome-based reimbursement models, may be needed to capture the <a href="financial/5-ways-to-earn-an-impressive-return-on-your-every-investment" target="_blank" rel="noopener">return on investment</a> (ROI) and incentivize the development of innovative therapies.</p>\r\n
    <p id="ember64" class="ember-view reader-content-blocks__paragraph">The pharmaceutical industry is undergoing a significant transformation, driven by advancements in technology and the increasing availability of data. As the industry continues to embrace these innovations, new customized KPIs and OKRs, revised budgeting models, and recalibrated financial instruments will be needed to capture the ROI and ensure sustainability of these advancements.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1708527120 {#1145
    date: 2024-02-21 14:52:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1708555474 {#1150
    date: 2024-02-21 22:44:34.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 3985
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1708527120 {#1148
    date: 2024-02-21 14:52:00.0 UTC (+00:00)
  }
  -metakey: "Deep Tech-Powered Pharma Disrupting Healthcare and Life Sciences Industries"
  -metadesc: "The pharmaceutical industry has always played a crucial role in healthcare and life sciences but is now poised to disrupt and reshape these domains."
  -robots: null
  -publishedAt: DateTime @1708527120 {#1147
    date: 2024-02-21 14:52:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 58953b)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"2d1614"

CookieController :: renderCookie (token = abbb68)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7d76ca"