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Research agenda

Biomedical Data Science and Systems Modeling?

The lab's research aims to pioneer the integration of quantitative systems models with AI/machine learning approaches to uncover novel therapeutic strategies for cancer treatment. With a focus on deep learning techniques, we seek to seamlessly integrate large-scale datasets with patient outcome data, thereby elucidating intricate tumor dynamics and therapeutic responses.?

  • Leverage innovative technologies like single-cell sequencing and deep learning
  • Unravel the complexities of cancer biology and identify clinically relevant insights

We foster interdisciplinary collaboration through open communication and talent development, ensuring alignment among scientists across various fields. With a commitment to effective project management, our ultimate goal is to translate cutting-edge research findings into measurable improvements in patient outcomes, thereby advancing the forefront of cancer therapeutics.

Prof. Dr. Andreas Raue
Chair of Modeling and Simulation of Biological Processes
Department of Computer Science

Email:

Possible research topics for thesis projects

Investigate patient outcome based on large-scale Omics datasets

  • Deconvolute?the complex interactions in the tumor microenvironment
  • Characterize?the?tumor antigen and immune environments, both locally and systemically
  • Predict outcome of treatments?(e.g., with SRT, RLT, IO agents)
  • Analyze patient?journeys to support personalized medicine approaches
Integrate of quantitative systems models with machine learning??
  • Study biological mechanisms?and?processes of therapeutic?relevance?(e.g., signaling and?transmembrane?proteins)
  • Develop novel approaches for mechanistic analysis using?MassSpec?data
  • Enable learning across diverse data set by integrating different data modalities and modeling approaches

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Does any of those areas interest you?

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We have various topics for B.Sc., M.Sc. or Ph.D. thesis.

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Contact us!

Lectures & Seminars


Contact details

Chair of Modeling and Simulation of Biological Processes

Building A, 2nd floor, A002

Gutenbergstra?e 7

86356 Neus??

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Contact us!

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? 新万博体育下载_万博体育app【投注官网】 of Augsburg

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