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Research ArticleResearch

CPV of the Future: AI-Powered Continued Process Verification for Bioreactor Processes

Andrej Ondracka, Arnau Gasset, Xavier García-Ortega, David Hubmayr, Joeri van Wijngaarden, José Luis Montesinos-Seguí, Francisco Valero and Toni Manzano
PDA Journal of Pharmaceutical Science and Technology May 2023, 77 (3) 146-165; DOI: https://doi.org/10.5731/pdajpst.2021.012665
Andrej Ondracka
1Aizon, Córcega 301, 08008 Barcelona, Spain;
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Arnau Gasset
2Department of Chemical, Biological and Environmental Engineering, School of Engineering, Universitat Autònoma de Barcelona, 08193 Bellaterra (Barcelona), Spain;
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Xavier García-Ortega
3QuBilab, Departament de Biociències, Facultat de Ciències i Tecnologia, Universitat de Vic – Universitat Central de Catalunya, Vic, Spain; and
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David Hubmayr
4Process Development & Breakthrough Technologies R&D, CSL Behring AG, Wankdorfstrasse 10, 3014 Bern, Switzerland
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Joeri van Wijngaarden
1Aizon, Córcega 301, 08008 Barcelona, Spain;
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José Luis Montesinos-Seguí
2Department of Chemical, Biological and Environmental Engineering, School of Engineering, Universitat Autònoma de Barcelona, 08193 Bellaterra (Barcelona), Spain;
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Francisco Valero
2Department of Chemical, Biological and Environmental Engineering, School of Engineering, Universitat Autònoma de Barcelona, 08193 Bellaterra (Barcelona), Spain;
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Toni Manzano
1Aizon, Córcega 301, 08008 Barcelona, Spain;
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  • For correspondence: toni.manzano@aizon.ai
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Article Information

vol. 77 no. 3 146-165
DOI 
https://doi.org/10.5731/pdajpst.2021.012665
PubMed 
36122916

Published By 
Parenteral Drug Association (PDA)
Print ISSN 
1079-7440
Online ISSN 
1948-2124
History 
  • Published online June 8, 2023.

Article Versions

  • previous version (September 19, 2022 - 04:02).
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Copyright & Usage 
© PDA, Inc. 2023

Author Information

  1. Andrej Ondracka1,#,
  2. Arnau Gasset2,#,
  3. Xavier García-Ortega3,
  4. David Hubmayr4,
  5. Joeri van Wijngaarden1,
  6. José Luis Montesinos-Seguí2,
  7. Francisco Valero2 and
  8. Toni Manzano1,*
  1. 1Aizon, Córcega 301, 08008 Barcelona, Spain;
  2. 2Department of Chemical, Biological and Environmental Engineering, School of Engineering, Universitat Autònoma de Barcelona, 08193 Bellaterra (Barcelona), Spain;
  3. 3QuBilab, Departament de Biociències, Facultat de Ciències i Tecnologia, Universitat de Vic – Universitat Central de Catalunya, Vic, Spain; and
  4. 4Process Development & Breakthrough Technologies R&D, CSL Behring AG, Wankdorfstrasse 10, 3014 Bern, Switzerland
  1. ↵*Corresponding Author: Aizon, Córcega 301, 08008 Barcelona, Spain; Telephone:+34 93627454605; E-mail: toni.manzano{at}aizon.ai
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PDA Journal of Pharmaceutical Science and Technology: 77 (3)
PDA Journal of Pharmaceutical Science and Technology
Vol. 77, Issue 3
May/June 2023
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CPV of the Future: AI-Powered Continued Process Verification for Bioreactor Processes
Andrej Ondracka, Arnau Gasset, Xavier García-Ortega, David Hubmayr, Joeri van Wijngaarden, José Luis Montesinos-Seguí, Francisco Valero, Toni Manzano
PDA Journal of Pharmaceutical Science and Technology May 2023, 77 (3) 146-165; DOI: 10.5731/pdajpst.2021.012665

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CPV of the Future: AI-Powered Continued Process Verification for Bioreactor Processes
Andrej Ondracka, Arnau Gasset, Xavier García-Ortega, David Hubmayr, Joeri van Wijngaarden, José Luis Montesinos-Seguí, Francisco Valero, Toni Manzano
PDA Journal of Pharmaceutical Science and Technology May 2023, 77 (3) 146-165; DOI: 10.5731/pdajpst.2021.012665
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Keywords

  • Bioprocess engineering
  • Bioreactor
  • Pichia pastoris
  • Artificial intelligence (AI)
  • machine learning
  • Anomaly detection
  • Random Forest

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