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The Path to PV Automation
Past, Present and Future
Dinesh Kasthuril, Client Director
April 15, 2019
© Copyright 2019 Covance Inc.
2
State of PV Automation
The PV Journey so far…
Challenges Persist and New Challenges Emerge
► Complex and Divergent Regulations
► Reliance on Creation of ICSRs vs Analysis of Large Data Sources
► Varied Data Sources (Structured and Unstructured)
► Multiple, Disparate Tools and Systems
► Conservative Approaches to Change in Fully Adopting Automation
Paper to Electronic medium from
Collection process through
Submission
Bespoke Systems to COTS System for
Intake, Triage, Case Processing and
Submission
3
What’s been possible to date?
►E2B exchange
• Business Partners and Agencies
• Accept as-is vs edit?
►Auto-narratives
• Generally ok for simple cases, less satisfactory for complex cases
• Clunky, requires extensive editing
►Auto-seriousness
• Using published ‘lists’ … which aren’t harmonized globally
• Questionable whether some terms would always be serious
4
What’s been possible to date?
►Auto-expectedness
• Requires investment in maintenance
• Decision-making on MedDRA levels to use
̶ Conditional labeling presents a challenge
►Questionable benefit for low-volume products
►Automation of intake
• Varying degrees of success
• Often using E2B-based logic
• EDC gateways for clinical trial cases
• Integration with call intake systems, apps & websites
5
The PV Automation Landscape
Basic
Process
Automation
Robotic
Process
Automation
Cognitive
Automation
Artificial
Intelligence
Basic Process Automation
 Automates a workflow that involves multiple
roles
 Continuous Metrics Collection
 Reporting and Dashboards
Robotic Process Automation
 Reduces or Eliminates a Manual Task
Cognitive Automation
Tools/Systems that:
 Engage in Human Interaction
 Leverage Natural Language
Processing Technologies
 Often Combined with Robotic
Process Automation
Artificial Intelligence
Tools/Systems that:
 No/Minimal Human Interaction
 Self-learns through
experience
Next Slide: Safety Writing
6
CPAT Overview
Source
Document
Review
Duplicate
Search
Data Entry
Self QC
100% 100%
50% 46%
0%
20%
40%
60%
80%
100%
120%
Initial Follow up
% Impact on Efforts
Pre Automation Efforts Post Automation Efforts
91.8% 91.6%
97.4%
96.1% 95.9%
100%
86.00%
88.00%
90.00%
92.00%
94.00%
96.00%
98.00%
100.00%
102.00%
Manual Hybrid Automated
Quality % Pre & Post CPAT
Pre CPAT Quality Post CPAT Quality
Next Slide: Back to Main Slide
Impact : 47% Effort Reduction
► Automatic identification of correct source documents & version
► Automated source document download and data extraction
► Consolidated comparative view of all source documents with highlighted
latest information
► Validation of source data and invalid data alerts
► Real time verification of parsed information
► Multi-level duplicate search automated
► Automatic download and data extraction from source
documents of potential duplicates
► Summary view of key fields for potential duplicates
► Automated data entry for all objective fields
► Automated partial data entry for hybrid fields
► Automated narrative generation
► Highlights Updated fields for self QC
► Consolidated view of all the updated fields and one view of
database fields, narrative and source document
7
Closing Thoughts
►While the industry works to perfect true PV Artificial Intelligence in the
future, there are practical PV automations that can add significant value
today
►PV Automation is reducing Case Processing cost while also improving
Quality and Compliance
►Opportunities also exist to improve efficiencies in Aggregate Safety Report
production
8
Problem Statement
Laborious task of identifying ICSR Cases from Literature Articles to initiation of CP
SciLit Pro
► Allows for end-to-end tracking of Literature monitoring workflow through an integrated system
► Provides REAL-TIME ONLINE DASHBOARD and is a SINGLE COMPREHENSIVE REPOSITORY of Literature
Abstracts
Basic Process Automation:
SciLitPro Literature Monitoring Solution
Back to Main Slide
How:
► Import of Literature Abstracts from
aggregator sites with rule-based
deduplication
► Auto-Triage for identification of
Abstracts of relevance
► Online Review of Literature Abstracts
with link to the original Article
► Initiation and Tracking of related
Actions for Article Procurement, and
Translation
9
Robotic Process Automation
Case Processor Assist Tool (C-PAT)
Sciformix framework allows
for rapid development of
process-specific Tools like
‘C-PAT’ for Case Processor
activities, ‘I-PAT’ for Intake
activities and so on
CPAT incl Dup
Check Demo Video
Video Link - https://web.microsoftstream.com/video/9aa55b20-d30a-471b-b8a1-635afdeaad63
Problem Statement
► First Time Right Data Entry requires Removal/Reduction of Possible Human Error Touchpoints
C-PAT
► Automates Case Data Entry with help for structured source documents for Improved Quality &
Efficiency
► Platform for attaining ONE-TOUCH CASE PROCESSING with one round of manual interaction between Case
Intake and Case Submission
10
Cognitive Automation
Medical Assist Tool
Ibuprofen-induced renal tubular acidosis (RTA) with severe hypokalemia is an under-recognized and potentially life threatening
adverse effect. We describe a case of recurrent severe metabolic acidosis secondary to repeated ibuprofen use. Case Report: A 45-
year-old patient presented to hospital on multiple separate occasions for unexplained generalized weakness and acidemia. Each
presentation was significant for hyperchloremic, hypokalemic metabolic acidosis. During the latest admission, investigations
revealed a pH of 6.89, a bicarbonate of 5 mmol/L, a potassium level of 2.5 mmol/L, and a urine pH of 7.0 with a positive urine gap
after fluid resuscitation. The patient had no significant medical co-morbidities and reported only taking pantoprazole. Initial
toxicologic testing was negative for acetaminophen, salicylates, toxic alcohols, and other drugs of abuse. Subsequent laboratory
investigation with High Performance Liquid Chromatography (HPLC) detected ibuprofen in both serum and urine. Upon repeat questioning
the patient endorsed a habit of taking ibuprofen at home. During each hospital admission, ibuprofen was never prescribed and all
symptoms and metabolic abnormalities resolved with supportive treatment. Case Discussion: Ibuprofen is a nonsteroidal anti-
inflammatory drug (NSAID) available over the counter (OTC) since 1983. It is commonly used as an anti-pyretic and analgesic.
Metabolic acidosis secondary to ibuprofen is an under-reported condition. The pathophysiology is unknown, but the most commonly
cited mechanism is an ibuprofen induced RTA. Alternative explanation is direct acidemia from ibuprofen and its metabolites, all of
which are weak acids. In all reported cases, metabolic abnormalities resolve with drug cessation and supportive treatment.
Conclusion: We describe a patient with recurrent episodes of weakness, acidemia and investigations consistent with distal RTA
secondary to ibuprofen. Abnormalities resolved with drug cessation and supportive treatment. Once ibuprofen was identified as the
culprit, the patient remained off this drug and has been out of hospital since. This case highlights a severe, yet reversible,
complication of a common OTC medication.
Problem Statement
► Correct Identification of Drug, Event, Medical History foundation of PV Case Processing workflow
Solution:
► Applies Natural Language Processing (NLP) to help identify Drug-AE pairs
► Leverages existing medical terminology & classifications such as MedDRA, WHODrug & ICD-10
► Informs Medical/HCP Review of Reporter Verbatim, Case Narrative, Literature Abstract to reduce Medical
expert burden
Covance Inc., headquartered in Princeton, NJ, USA, is the drug development
business of Laboratory Corporation of America Holdings (LabCorp). COVANCE
is a registered trademark and the marketing name for Covance Inc. and its
subsidiaries around the world.
The Americas +1.888.COVANCE (+1.888.268.2623) +1.609.452.4440
Europe / Africa +00.800.2682.2682 +44.1423.500888
Asia Pacific +800.6568.3000 +65.6.5686588
© Copyright 2019 Covance Inc.
Thank you!

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The Path to PV Automation Past, Present and Future

  • 1. The Path to PV Automation Past, Present and Future Dinesh Kasthuril, Client Director April 15, 2019 © Copyright 2019 Covance Inc.
  • 2. 2 State of PV Automation The PV Journey so far… Challenges Persist and New Challenges Emerge ► Complex and Divergent Regulations ► Reliance on Creation of ICSRs vs Analysis of Large Data Sources ► Varied Data Sources (Structured and Unstructured) ► Multiple, Disparate Tools and Systems ► Conservative Approaches to Change in Fully Adopting Automation Paper to Electronic medium from Collection process through Submission Bespoke Systems to COTS System for Intake, Triage, Case Processing and Submission
  • 3. 3 What’s been possible to date? ►E2B exchange • Business Partners and Agencies • Accept as-is vs edit? ►Auto-narratives • Generally ok for simple cases, less satisfactory for complex cases • Clunky, requires extensive editing ►Auto-seriousness • Using published ‘lists’ … which aren’t harmonized globally • Questionable whether some terms would always be serious
  • 4. 4 What’s been possible to date? ►Auto-expectedness • Requires investment in maintenance • Decision-making on MedDRA levels to use ̶ Conditional labeling presents a challenge ►Questionable benefit for low-volume products ►Automation of intake • Varying degrees of success • Often using E2B-based logic • EDC gateways for clinical trial cases • Integration with call intake systems, apps & websites
  • 5. 5 The PV Automation Landscape Basic Process Automation Robotic Process Automation Cognitive Automation Artificial Intelligence Basic Process Automation  Automates a workflow that involves multiple roles  Continuous Metrics Collection  Reporting and Dashboards Robotic Process Automation  Reduces or Eliminates a Manual Task Cognitive Automation Tools/Systems that:  Engage in Human Interaction  Leverage Natural Language Processing Technologies  Often Combined with Robotic Process Automation Artificial Intelligence Tools/Systems that:  No/Minimal Human Interaction  Self-learns through experience Next Slide: Safety Writing
  • 6. 6 CPAT Overview Source Document Review Duplicate Search Data Entry Self QC 100% 100% 50% 46% 0% 20% 40% 60% 80% 100% 120% Initial Follow up % Impact on Efforts Pre Automation Efforts Post Automation Efforts 91.8% 91.6% 97.4% 96.1% 95.9% 100% 86.00% 88.00% 90.00% 92.00% 94.00% 96.00% 98.00% 100.00% 102.00% Manual Hybrid Automated Quality % Pre & Post CPAT Pre CPAT Quality Post CPAT Quality Next Slide: Back to Main Slide Impact : 47% Effort Reduction ► Automatic identification of correct source documents & version ► Automated source document download and data extraction ► Consolidated comparative view of all source documents with highlighted latest information ► Validation of source data and invalid data alerts ► Real time verification of parsed information ► Multi-level duplicate search automated ► Automatic download and data extraction from source documents of potential duplicates ► Summary view of key fields for potential duplicates ► Automated data entry for all objective fields ► Automated partial data entry for hybrid fields ► Automated narrative generation ► Highlights Updated fields for self QC ► Consolidated view of all the updated fields and one view of database fields, narrative and source document
  • 7. 7 Closing Thoughts ►While the industry works to perfect true PV Artificial Intelligence in the future, there are practical PV automations that can add significant value today ►PV Automation is reducing Case Processing cost while also improving Quality and Compliance ►Opportunities also exist to improve efficiencies in Aggregate Safety Report production
  • 8. 8 Problem Statement Laborious task of identifying ICSR Cases from Literature Articles to initiation of CP SciLit Pro ► Allows for end-to-end tracking of Literature monitoring workflow through an integrated system ► Provides REAL-TIME ONLINE DASHBOARD and is a SINGLE COMPREHENSIVE REPOSITORY of Literature Abstracts Basic Process Automation: SciLitPro Literature Monitoring Solution Back to Main Slide How: ► Import of Literature Abstracts from aggregator sites with rule-based deduplication ► Auto-Triage for identification of Abstracts of relevance ► Online Review of Literature Abstracts with link to the original Article ► Initiation and Tracking of related Actions for Article Procurement, and Translation
  • 9. 9 Robotic Process Automation Case Processor Assist Tool (C-PAT) Sciformix framework allows for rapid development of process-specific Tools like ‘C-PAT’ for Case Processor activities, ‘I-PAT’ for Intake activities and so on CPAT incl Dup Check Demo Video Video Link - https://web.microsoftstream.com/video/9aa55b20-d30a-471b-b8a1-635afdeaad63 Problem Statement ► First Time Right Data Entry requires Removal/Reduction of Possible Human Error Touchpoints C-PAT ► Automates Case Data Entry with help for structured source documents for Improved Quality & Efficiency ► Platform for attaining ONE-TOUCH CASE PROCESSING with one round of manual interaction between Case Intake and Case Submission
  • 10. 10 Cognitive Automation Medical Assist Tool Ibuprofen-induced renal tubular acidosis (RTA) with severe hypokalemia is an under-recognized and potentially life threatening adverse effect. We describe a case of recurrent severe metabolic acidosis secondary to repeated ibuprofen use. Case Report: A 45- year-old patient presented to hospital on multiple separate occasions for unexplained generalized weakness and acidemia. Each presentation was significant for hyperchloremic, hypokalemic metabolic acidosis. During the latest admission, investigations revealed a pH of 6.89, a bicarbonate of 5 mmol/L, a potassium level of 2.5 mmol/L, and a urine pH of 7.0 with a positive urine gap after fluid resuscitation. The patient had no significant medical co-morbidities and reported only taking pantoprazole. Initial toxicologic testing was negative for acetaminophen, salicylates, toxic alcohols, and other drugs of abuse. Subsequent laboratory investigation with High Performance Liquid Chromatography (HPLC) detected ibuprofen in both serum and urine. Upon repeat questioning the patient endorsed a habit of taking ibuprofen at home. During each hospital admission, ibuprofen was never prescribed and all symptoms and metabolic abnormalities resolved with supportive treatment. Case Discussion: Ibuprofen is a nonsteroidal anti- inflammatory drug (NSAID) available over the counter (OTC) since 1983. It is commonly used as an anti-pyretic and analgesic. Metabolic acidosis secondary to ibuprofen is an under-reported condition. The pathophysiology is unknown, but the most commonly cited mechanism is an ibuprofen induced RTA. Alternative explanation is direct acidemia from ibuprofen and its metabolites, all of which are weak acids. In all reported cases, metabolic abnormalities resolve with drug cessation and supportive treatment. Conclusion: We describe a patient with recurrent episodes of weakness, acidemia and investigations consistent with distal RTA secondary to ibuprofen. Abnormalities resolved with drug cessation and supportive treatment. Once ibuprofen was identified as the culprit, the patient remained off this drug and has been out of hospital since. This case highlights a severe, yet reversible, complication of a common OTC medication. Problem Statement ► Correct Identification of Drug, Event, Medical History foundation of PV Case Processing workflow Solution: ► Applies Natural Language Processing (NLP) to help identify Drug-AE pairs ► Leverages existing medical terminology & classifications such as MedDRA, WHODrug & ICD-10 ► Informs Medical/HCP Review of Reporter Verbatim, Case Narrative, Literature Abstract to reduce Medical expert burden
  • 11. Covance Inc., headquartered in Princeton, NJ, USA, is the drug development business of Laboratory Corporation of America Holdings (LabCorp). COVANCE is a registered trademark and the marketing name for Covance Inc. and its subsidiaries around the world. The Americas +1.888.COVANCE (+1.888.268.2623) +1.609.452.4440 Europe / Africa +00.800.2682.2682 +44.1423.500888 Asia Pacific +800.6568.3000 +65.6.5686588 © Copyright 2019 Covance Inc. Thank you!