Loading
Rockwell Automation Home
  • Industries
    • Industries Chevron RightChevron Right
      • Automotive & Tire
      • Cement
      • Chemical
      • Entertainment
      • Fibers & Textiles
      • Food & Beverage
      • Household & Personal Care
      • Infrastructure
      • Life Sciences
      • Marine
      • Metals
      • Mining
      • Oil & Gas
      • Power Generation
      • Print & Publishing
      • Pulp & Paper
      • Semiconductor
      • Water Wastewater
      • View All
    Industries
    Case StudyRockwell Automation's case studies Case Studies DistributorDistributor How to Buy EventEvent Events
  • Capabilities
    • Capabilities Chevron RightChevron Right
      • The Connected Enterprise®
      • Consulting & Integration Services
      • Cybersecurity
      • Digital Transformation
      • Industrial Analytics
      • Industrial Automation & Control
      • Industrial Maintenance & Support
      • Industrial Networks
      • Lifecycle Services
      • Machine & Equipment Builders
      • MES Solutions
      • Process Solutions
      • Safety Solutions
      • View All
    Capabilities
    Blogs DistributorDistributor How to Buy EventEvent Events
  • Products
    • Hardware Chevron RightChevron Right
    • Software Chevron RightChevron Right
      • Circuit & Load Protection
      • Condition Monitoring
      • Connection Devices
      • Distributed Control Systems
      • Drives & Motors
      • Energy Monitoring
      • Human Machine Interface
      • Independent Cart Technology
      • Industrial Computers & Monitors
      • Input/Output Modules
      • Industrial Control Products
      • Lighting Control
      • Motion Control
      • Motor Control
      • Networks Security & Infrastructure
      • Packaged Solutions
      • Power Supplies
      • Programmable Controllers
      • Push Buttons & Signaling Devices
      • Relays & Timers
      • Safety Instrumented Systems
      • Safety Products
      • Sensors & Switches
      • Signal Interface
      • View All Hardware Products
    • DesignSuite
      • Dynamic Digital Twin Software
      • Studio 5000 Design Software
    • OperationSuite
      • FactoryTalk Edge Gateway
      • FactoryTalk Batch
      • FactoryTalk Historian
      • FactoryTalk View - HMI Software
      • FactoryTalk Metrics
    • MaintenanceSuite
      • FactoryTalk Analytics for Devices
      • FactoryTalk AssetCentre
      • FactoryTalk Emonitor
      • FactoryTalk Network Manager
      • FactoryTalk TeamONE
      • Fiix CMMS
    • InnovationSuite
      • Augmented Reality
      • FactoryTalk Analytics
      • MES
      • ThingWorx IIoT Platform
    Products
    Find Products by Our Brands: Allen-Bradley FactoryTalk
  • Support
    • Product Support Chevron RightChevron Right
    • Documentation Chevron RightChevron Right
    • Knowledgebase Chevron RightChevron Right
    • Training Chevron RightChevron Right
    • Downloads
      • 2D & 3D Drawings
      • Activations
      • Add-on Profiles
      • Application Code Libraries
      • Compatibility & Downloads
      • Drivers & Firmware
      • Electronic Datasheets
      • EPLAN Macros
      • Sample Code Library
      • Software Patches
      • View All
    • Selection & Configuration
      • Control Systems Configuration Tools
      • Procurement Specifications
      • ProposalWorks Proposal Builder
      • Global Short-circuit Current Ratings Tool
      • Integrated Architecture Builder
      • View All
    • Compatibility & Migration
      • Migration & Modernization
      • Lifecycle Status
      • Product Replacement Lookup
      • View All
      • Technical Documentation Center
      • Technical Specifications
      • Product Certifications
      • Product Drawings
      • Release Notes
      • Literature Library
    • Support Center
      • Support Options
      • Search for Answers
      • Chat Online
      • Call Us
      • View All
    • Online Forum
      • My Inbox
      • My Favorites
      • My Subscriptions
      • View All
    • My TechConnect
      • Chat History
      • Service Ticket History
      • Manage Your Favorite Answers
      • Field Service Request
      • View All
      • E-Learning Courses
      • Instructor-led Courses
      • Training Workstations
      • View All
    Support
    Contact Us HelpHelp Get Support LaunchpadTools and applications View All Tools
  • Company
    • Events Chevron RightChevron Right
    • News Chevron RightChevron Right
    • Careers Chevron RightChevron Right
    • PartnerNetwork Chevron RightChevron Right
    • About Us Chevron RightChevron Right
    • Featured Events
      • Automation Fair
      • Process Solutions User Group
      • Rockwell Automation On The Move
      • Rockwell Automation TechEd
      • ROKLive
      • India Inc. on the Move
      • PACK EXPO CONNECTS
      • Virtual Summit Chemical
      • Virtual Summit Life Science
      • Virtual Summit Warehouse
      • View All
    • Webinars
      • Live
      • On-Demand
      • View All
      • Blogs
      • Case Studies
      • Automation Today
      • Podcasts
      • Press Releases
      • View All
      • View Jobs
      • Teams & People
      • Hackathon
      • Employee Video Spotlight
      • Authorized Distributors
      • Encompass Product Partners
      • Licensed Developers
      • OEM Partners
      • Strategic Alliance Partners
      • System Integrator Partners
      • PartnerNetwork Portal
      • View All
      • Our Brands
      • Our Community
      • Our History
      • Integrity & Sustainability
      • Investor Relations
      • View All
    Company
    ProductivityProductivity Investor Relations
  • Sales
  • Sales
  • View All Industries
  • View All
  • View All
  • View All
  • View All
  • Automotive & Tire
  • Cement
  • Chemical
  • Entertainment
  • Fibers & Textiles
  • Food & Beverage
  • Household & Personal Care
  • Infrastructure
  • Life Sciences
  • Marine
  • Metals
  • Mining
  • Oil & Gas
  • Power Generation
  • Print & Publishing
  • Pulp & Paper
  • Semiconductor
  • Water Wastewater
  • View All
  • The Connected Enterprise®
  • Consulting & Integration Services
  • Cybersecurity
  • Digital Transformation
  • Industrial Analytics
  • Industrial Automation & Control
  • Industrial Maintenance & Support
  • Industrial Networks
  • Lifecycle Services
  • Machine & Equipment Builders
  • MES Solutions
  • Process Solutions
  • Safety Solutions
  • View All
  • Circuit & Load Protection
  • Condition Monitoring
  • Connection Devices
  • Distributed Control Systems
  • Drives & Motors
  • Energy Monitoring
  • Human Machine Interface
  • Industrial Computers & Monitors
  • Input/Output Modules
  • Industrial Control Products
  • Lighting Control
  • Motion Control
  • Motor Control
  • Networks Security & Infrastructure
  • Packaged Solutions
  • Power Supplies
  • Programmable Controllers
  • Push Buttons & Signaling Devices
  • Relays & Timers
  • Safety Instrumented Systems
  • Safety Products
  • Sensors & Switches
  • Signal Interface
  • View All Hardware Products
  • View All
  • View All
  • Technical Documentation Center
  • Technical Specifications
  • Product Certifications
  • Product Drawings
  • Release Notes
  • Literature Library
  • View All
  • Instructor-led Courses
  • Training Workstations
  • View All
  • View All
  • Blogs
  • Case Studies
  • Automation Today
  • Podcasts
  • Press Releases
  • View All
  • View Jobs
  • View All
  • Authorized Distributors
  • Encompass Product Partners
  • Licensed Developers
  • OEM Partners
  • System Integrator Partners
  • PartnerNetwork Portal
  • View All
  • Our Brands
  • Our History
  • Investor Relations
  • View All
  • iTRAK Intelligent Track Systems
  • MagneMover Lite Intelligent Conveyor System
  • QuickStick Intelligent Conveyor System
  • View All
  • Dynamic Digital Twin Software
  • Studio 5000 Design Software
  • FactoryTalk Edge Gateway
  • FactoryTalk Batch
  • FactoryTalk Historian
  • FactoryTalk View - HMI Software
  • FactoryTalk Metrics
  • FactoryTalk Analytics for Devices
  • FactoryTalk AssetCentre
  • FactoryTalk Emonitor
  • FactoryTalk Network Manager
  • FactoryTalk TeamONE
  • Fiix CMMS
  • Augmented Reality
  • FactoryTalk Analytics
  • MES
  • ThingWorx IIoT Platform
  • 2D & 3D Drawings
  • Activations
  • Add-on Profiles
  • Application Code Libraries
  • Compatibility & Downloads
  • Drivers & Firmware
  • Electronic Datasheets
  • EPLAN Macros
  • Sample Code Library
  • Software Patches
  • View All
  • Control Systems Configuration Tools
  • Procurement Specifications
  • ProposalWorks Proposal Builder
  • Global Short-circuit Current Ratings Tool
  • Integrated Architecture Builder
  • View All
  • Migration & Modernization
  • Lifecycle Status
  • Product Replacement Lookup
  • View All
  • Support Options
  • Search for Answers
  • Chat Online
  • Call Us
  • View All
  • My Inbox
  • My Favorites
  • My Subscriptions
  • View All
  • Chat History
  • Service Ticket History
  • Manage Your Favorite Answers
  • Field Service Request
  • View All
  • My Training
  • View All
  • Automation Fair
  • Process Solutions User Group
  • Rockwell Automation On The Move
  • Rockwell Automation TechEd
  • ROKLive
  • India Inc. on the Move
  • PACK EXPO CONNECTS
  • Virtual Summit Chemical
  • Virtual Summit Life Science
  • Virtual Summit Warehouse
  • View All
  • Live
  • On-Demand
  • View All
  • Students & New Grads
  • View All
  • Hackathon Use Case for Manufacturing Optimization
  • Hackathon Use Case for Sustainability
  • Hackathon Use Case for Visual System Modernization
  • Hackathon Use Case for Dynamic Filtering
  • View All
  • 24toCode Event Recap - Winter 2019
  • 24toCode Event Recap // IT Internal Hackathon
  • Meet the 2019 IT Summer Interns
  • 24toCode Promo Video
  • Harbor View Plaza Ribbon Cutting
  • Check Your Blind Spots Mobile Tour at Rockwell Automation
  • Mechanic & Tool Apprenticeship at Rockwell Automation
  • Working at Rockwell Automation in Karlsruhe
  • Summer Internships at Rockwell Automation
  • The Intrapreneurial Skills Accelerator at Rockwell Automation
  • Makers Wanted
  • #LifeatROK w Katowicach
  • IT Summer Internship Program
  • #LifeatROK with Diogo
  • View All
  • Cisco
  • Endress+Hauser
  • FANUC
  • Microsoft
  • Panduit
  • View All
  • Our Focused Giving
  • STEM Education
  • Lifelong Learning
  • View All
  • Sustainability Report
  • Our Commitment to Diversity, Equity and Inclusion
  • Environmental, Health, & Safety
  • Ethics & Compliance
  • Global Supply Chain & Sourcing
  • Product Environmental Compliance
  • Quality Management Systems
  • Trust & Security
  • Workforce of Tomorrow
  • View All
Case StudyRockwell Automation's case studies Case Studies DistributorDistributor How to Buy EventEvent Events
Blogs DistributorDistributor How to Buy EventEvent Events
Find Products by Our Brands:
Allen-Bradley FactoryTalk
Contact Us HelpHelp Get Support LaunchpadTools and applications View All Tools
ProductivityProductivity Investor Relations
  • Literature LibraryLiterature Library
    Literature Library

    Access technical and commercial publications for hardware and software products, applications, services and solutions.

    PCDCProduct Compatibility and Download Center
    Compatibility & Downloads

    Find downloads including firmware, release notes, associated software, drivers, tools and utilities.

    KnowledgebaseKnowledgebase Support Center
    Knowledgebase

    Browse the database of questions and answers on a variety of products and technologies.

    Product ConfiguratorProduct Configurator
    Product Configurator

    Configure and select products rapidly.

    Software SubscriptionsSoftware Subscriptions
    Software Subscriptions

    One stop shopping for software and subscription services.

    2D & 3D Drawings Bill of Materials CrossWorks Electronic Datasheets Motion Analyzer My Equipment My Training E-Learning Portal Product Lifecycle Status Product Registration Product Selection Toolbox Repairs Sample Code Library Software Activations View All
    Tools
    UserUser Sign In/Create an Account
  • User Account User
Tools
Literature LibraryLiterature Library
Literature Library
PCDCProduct Compatibility and Download Center
Compatibility & Downloads
KnowledgebaseKnowledgebase Support Center
Knowledgebase
Product ConfiguratorProduct Configurator
Product Configurator
Software SubscriptionsSoftware Subscriptions
Software Subscriptions
2D & 3D Drawings Bill of Materials CrossWorks Electronic Datasheets Motion Analyzer My Equipment My Training E-Learning Portal Product Lifecycle Status Product Registration Product Selection Toolbox Repairs Sample Code Library Software Activations View All
Blog
Recent ActivityRecent Activity

How Artificial Intelligence Can Drive Greater Speed and Accuracy in Vaccine Development

Share This:

LinkedInLinkedIn
TwitterTwitter
FacebookFacebook
PrintPrint
EmailEmail
Main Image

Despite the tremendous advances in medical science over recent decades, there is still so much about the human body we’re yet to discover. The mission of the life sciences industry, therefore, is to continually probe at the next frontier in expanding our collective understanding. The response to infectious diseases is just one aspect of this, yet presents a hugely significant area in improving global health and life expectancy.

What typically separates acute diseases from chronic conditions is the sense of urgency. When a new strain of disease is identified, its viral nature combined with the interconnectedness of modern societies can quickly lead to an exponential rise in cases requiring treatment. This places immense pressure on governments and healthcare infrastructure as action is taken to restrict the spread and apply treatment so that normal social and economic life can be resumed.

Why Digitally Transformed Businesses are Best Positioned to React to the Challenges of Coronavirus

Blog: Why Digitally Transformed Businesses are Best Positioned to React to the Challenges of Coronavirus

Life sciences organisations have an essential role to play in this regard and, through the use of Artificial Intelligence (AI) and other advanced analytic technologies, can help to rapidly accelerate the path towards the development and dissemination of such treatments.

What’s involved in developing a vaccine?

The sense of urgency that comes with infectious diseases can itself fast-track progress towards arriving at a vaccine. The need for immediate action unites and galvanises a range of bodies – from researchers and clinicians through to regulatory bodies and manufacturers – in the quest to get an effective treatment into the hands of healthcare professionals as quickly as possible.

Even with these groups working tirelessly and with a determined focus, the end-to-end process can still take years. There are several stages that come before a treatment is ready to be put into the market. These include:

  • Exploratory stage; working through thousands of potential compounds to shortlist vaccine candidates, and research into immune response
  • Pre-clinical stage; lab analysis to identify relevant antigens to arrive at a vaccine concept and design
  • Clinical development; trialling of vaccine on test groups of varying characteristics
  • Regulatory review and approval; verification of vaccine safety and compliance with health regulation
  • Manufacturing and quality control; development of medicines in preparation for mass distribution

Each of these steps is essential in ensuring that the vaccine produced is effective and safe, that any side-effects are properly understood and that it can be produced at scale on a consistent basis until the threat of illness has been sufficiently minimised.

Historically, the complexity, regulation and cost involved in each of these stages has slowed down the response to emerging health issues. Now, due to advances in AI-related technologies, we have an opportunity to rapidly accelerate the process through which we can deploy treatments into the field.

How can AI assist in this process?

While we can never expect overnight success when dealing with something as complex as vaccine development, we can act to remove some of the constraints and bottlenecks that may hamper progress. Advances in automating data analysis and improving visualisation of what is happening at each step of the discovery stage can address some of these inefficiencies, helping to accelerate the process of vaccine development and streamline operations to upscale production.

Here are some of the roles AI can play at each stage:

Exploratory/pre-clinical

The initial phases of drug discovery often involve a filtering process to narrow down vaccine candidates based on prior studies and treatments. Researchers can use AI to process vast digital libraries of data (such as analysing the properties of thousands of pharmaceutical compounds) with significantly more accuracy than manual processing, to arrive at potential treatment candidates. AI can also be used in these stages for DNA sequencing based on complex human data, allowing clinicians to conduct tests in genetic matching and immunity response.

Clinical development and trials

Once suitable compounds have been identified, the process moves towards live testing. Different patients will react differently to treatments based on factors such as age and prior medical history. The tests therefore need to be comprehensive enough to cover marginal cases where a patient may react badly to treatment.

By training deep learning algorithms, researchers can conduct these tests at a previously-unimaginable scale, even before physically administering the vaccine candidate to test patients. These algorithms can be used to identify and sample antibodies to fight infectious diseases with drastic improvements in speed and cost. Advanced analytics and data visualisation of human response to the potential vaccines can then be used to assist with rapid testing, allowing for more intricate analysis and lower error rates.

Manufacturing and QA

Upon regulatory approval of vaccine products, the race is on to develop and distribute the medicine across a vast network of hospitals and clinics. This has significant operational implications for the manufacturers making the products, requiring rapid decision-making on factors such as their output capacity, the quality of the product and optimum packaging solutions.

Combining AI and sensor-based technologies, manufacturers can harness granular data to  bring greater supply chain efficiencies. This helps to avoid demand-supply misalignments in their production processes, and minimises the risk of products being spoiled in distribution.

Faster treatments in times of need

A viral outbreak can bring unforeseen challenges for those involved in public health management, from policy makers and health authorities through to clinicians and manufacturers. While the former can take prompt action to test for infection and put containment measures in place on identified clusters, the latter are often under renewed pressure to deliver treatments at speed. Being able to find new efficiencies in the development of vaccines can make a considerable difference in treating identified cases, relieving pressures on healthcare infrastructure and contributing to better recovery rates.

AI capabilities allow those involved in the development side to act faster under pressure. Techniques such as deep learning and advanced data visualisation allow researchers to lean on the body of existing research undertaken to tackle the complexities involved in discovering suitable treatments for novel viruses. The utility of AI extends through to production and distribution, where manufacturers play a powerful role in getting these medicines into the field at rapid speed and amid conditions of great uncertainty. 

To find out more about the role of AI pharmaceutical manufacturing please feel free to reach out and connect and also visit the Life Sciences page on our website.

Published 24 April, 2020


Subscribe

Subscribe to Rockwell Automation and receive the latest news, thought leadership and information directly to your inbox.

Subscribe

Recommended For You

Loading
  • Technical Question
  • Chat Technical Support
  • Phone Support
  • Contact Sales
  • General Questions
  1. Chevron LeftChevron Left Home Chevron RightChevron Right
  2. Chevron LeftChevron Left Company Chevron RightChevron Right
  3. Chevron LeftChevron Left News Chevron RightChevron Right
  4. Chevron LeftChevron Left Blogs Chevron RightChevron Right
Discover
  • The Connected Enterprise®
  • Create Your Account
  • Case Studies
  • Events
Information for...
  • Distributors
  • OEM
  • System Integrators
  • Encompass Partners
  • Investors
  • Career Seekers
Contact Us
  • General Questions
  • Technical Questions
  • Local Sales & Service
  • Pricing & Availability
  • Report Ethical Concerns
  • Customer Experience Survey
Site Information
  • Legal
  • Privacy Policy
  • Cookie Preferences
  • Terms of Use
  • Trademarks
Change Country Site SelectionChange RockwellAutomation.com site selection to a different country, region or language Change Country
India/English

Keep Updated With Us

Sign up to receive our latest headlines for free.

Stay Informed Now
Follow Us
BlogRockwell Automation's Blog
Copyright ©2021 Rockwell Automation, Inc.
Home