Balancing the thrill of innovation and the fear of humiliation in - - PowerPoint PPT Presentation

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Balancing the thrill of innovation and the fear of humiliation in - - PowerPoint PPT Presentation

Balancing the thrill of innovation and the fear of humiliation in choosing technology for CNS trials KRISTEN DANIELS OCTOBER 15, 2018 Disclosures Employee of Boehringer Ingelheim Pharmaceuticals, Inc. The views expressed in this


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Balancing the thrill of innovation and the fear of humiliation in choosing technology for CNS trials

KRISTEN DANIELS OCTOBER 15, 2018

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Disclosures

  • Employee of Boehringer Ingelheim Pharmaceuticals, Inc.
  • The views expressed in this presentation are my personal opinions

and not those of Boehringer Ingelheim Pharmaceuticals, Inc. Content of this presentation may not reflect current legal or regulatory requirements, industry standards, or professional best practices.

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Objective

  • Practical & operational considerations in CNS trials
  • Medication adherence monitoring
  • Exploratory biomarker data collection
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WHAT OTHERS SEE: Successful implementation

  • f innovation

WHAT IT TAKES:

  • Risk
  • Education
  • Rejections
  • Persistence
  • Hard work
  • Criticism
  • Flexibility

Integrating innovation in clinical trials is like an iceberg…

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Challenge:

Ensuring medication adherence in patients with schizophrenia?

Solution:

Artificial intelligence platform

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  • Artificial intelligence
  • Facial recognition, study drug identification, ingestion

monitoring

  • Dosing reminders
  • Clinic visit reminders
  • Micro-reimbursements
  • Instructions and support
  • Fraud detection
  • Date/time of each dose

Smartphone-based AI application

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Input from Device Computer vision & Deep learning Output on Dashboard

Optimized: No Follow-Up Requires Intervention

Using AI to monitor ingestion

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Learnings and considerations

  • Internal and External acceptance
  • Legal review
  • Data privacy concerns
  • Informed Consent language
  • Ethics Committee approval
  • Technical/connectivity issues
  • Communication,

appropriate timeline estimates, proactive engagement

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  • Accurate data for primary measure of adherence
  • Real time data for Sponsor and site staff
  • Retention/engagement tool – micro-reimbursements

Reasons for adoption

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Challenge:

Operationalizing exploratory biomarker data collection and analysis

Solution:

Help from internal stakeholders, outsourcing to vendors

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Exploratory biomarker - speech analysis

  • Audio-recorded interviews –Standard passages, dream

reports/memories, positive images

  • Audio recordings and transcripts analysed
  • Potential for a novel scoring algorithm for automated speech

analysis that could be used as part of the psychiatric evaluation of patients

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Articulation Rate and Rhythm Prosody

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Interviews recorded using laptop and supplied recording equipment

Vendor uses laptop with the decryption algorithm to access the files for

  • transcription. Audio and

transcription files will be transferred to…

HITRUST Cloud Platform

Encrypted audio files uploaded to amazon S3 platform and downloaded vendor server.

Speech analysis scientists access the data and perform analyses via HITRUST Cloud Platform

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Learnings and considerations

  • Supplying audio recording equipment.
  • Transcriptions
  • Translations - verbatim or acoustic
  • Site tools/patient friendly guides
  • Data privacy – voice recordings are PHI
  • Cloud platform for data analysis
  • Operationalization
  • Appropriate timeline

estimates and proactive engagement

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Reasons for adoption

  • Relatively simple data collection
  • Potential for advancement of novel biomarker
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  • Be prepared for significant challenges, and a great deal of work behind the scenes.
  • The time and effort are well worth the potential advancement of science and data quality.
  • Including innovative new technologies in clinical trials can seem very simple