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Artificial Intelligence, Modeling and Simulation
English
AI as an Always-available Oncologist: A Vision for AI-optimized Cancer Therapy Based on Real-time Adaptive Dosing at the Patient Level
Gabriel Kalweit, Luis García Valiña, Ignacio Mastroleo, Anusha Klett, Joschka Boedecker, Roland Mertelsmann, Maria Kalweit
Collaborative Research Institute Intelligent Oncology (CRIION), Freiburg, Department of Computer Science, University of Freiburg, University of Buenos Aires, FLACSO, Collaborative Research Institute Intelligent Oncology (CRIION), National Scientific and Technical Research Council (CONICET), BioThera Research Institute for the Philosophy of Translational Medicine, FLACSO collaborating centre of PAHO/WHO
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Abstract
This communication presents the long-term vision of AI-optimized cancer therapy based on automated adaptive dosing. The idea is to have an AI-controlled therapeutic system that administers microdoses from information obtained from low-power sensors, which could improve patient quality and survival. While this idea has not been implemented for cancer yet, there are similar health interventions in cancer (not using AI) and in diabetes (using AI) that serve as precedents. However, there are still major challenges to tackle, such as identifying relevant, measurable, and reasonably costly tumor markers and dealing with the enormous combinatorial potential for a rapid and effective response in individual cases. The paper proposes a dual process to address these challenges, involving collecting initial findings in vitro and investigating tumor markers for their transferability to in vivo systems. If successful, this intervention strategy could have vast implications for the treatment of cancer, the second leading cause of death in the world. It is important to consider ethical and regulatory considerations in the development of this strategy.
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Article Information
Title
AI as an Always-available Oncologist: A Vision for AI-optimized Cancer Therapy Based on Real-time Adaptive Dosing at the Patient Level
Type
Article
Published in
Journal
4. March 2024
DOI Identifier
10.17160/josha.11.1.975
Language
English
Journal
Vol 11 Issue 1
Categories
Artificial Intelligence, Modeling and Simulation, CRIION, Life Sciences, Medicine, News and Views
Authors
Gabriel Kalweit1, Luis García Valiña2,3,4, Ignacio Mastroleo5, Anusha Klett, Joschka Boedecker, Roland Mertelsmann, Maria Kalweit4
Affiliations
1
Collaborative Research Institute Intelligent Oncology (CRIION), Freiburg, Department of Computer Science, University of Freiburg
2
University of Buenos Aires
3
FLACSO
4
Collaborative Research Institute Intelligent Oncology (CRIION)
5
National Scientific and Technical Research Council (CONICET), BioThera Research Institute for the Philosophy of Translational Medicine, FLACSO collaborating centre of PAHO/WHO
This article is open access and distributed under the terms of the Creative Commons Attribution 4.0 International License.
Cite this work
Luis García Valiña et al. (2024). "AI as an Always-available Oncologist: A Vision for AI-optimized Cancer Therapy Based on Real-time Adaptive Dosing at the Patient Level". JOSHA Journal. DOI: 10.17160/josha.11.1.975.