MW Dynamics

Reimagining Cancer Through Digital Intelligence

Reimagining Cancer Through Digital Intelligence

What we do?

What we do?

We are developing digital twins of cancer intelligent models made for oncologists that simulate their patients tumor evolution, smarter intervention, personalized care, and empowering earlier detection.

From complexity to clarity the future of oncology begins with prediction.

We are developing digital twins of cancer intelligent models made for oncologists that simulate their patients tumor evolution, smarter intervention, personalized care, and empowering earlier detection.

From complexity to clarity the future of oncology begins with prediction.

Our Mission

Our Mission

At MW Dynamics, we believe that the fight against cancer demands more than better treatments it requires a new model of understanding.
We are building digital twins of cancer: computational replicas that mirror integrate multimodal data: clinical, biological and molecular behavior of tumors in real time.

Our mission is simple but profound:

To integrate insights from biology, physics, and data science, we aim to unlock the predictive power hidden within the disease itself turning complexity into actionable intelligence for Oncologists.

CANCER IS DYNAMIC.
SO ARE WE.

CANCER IS DYNAMIC.
SO ARE WE.

CANCER IS DYNAMIC.
SO ARE WE.

About Us

About Us

Spearheaded by Franz G. Pruefer, MD, PhD, our initiative brings together experts in AI, cancer biology, and biomedical engineering, integrating data science, genomics, and imaging to redefine the future of precision healthcare.

Spearheaded by Franz G. Pruefer, MD, PhD, our initiative brings together experts in AI, cancer biology, and biomedical engineering, integrating data science, genomics, and imaging to redefine the future of precision healthcare.

Our work is rooted in a systems-level view of oncology, combining multimodal data such as imaging, pathology, omics, and clincial data to capture the living essence of tumors.
Through this, we are developing adaptive, learning-based and unsupervised models with advanced generative AI algorithms, combined with specific hardware and biochips capable of modeling and simulating, revealing how cancers emerge, progress, and respond — virtually, before they do in the body.

We don’t build tools.
We build digital mirrors of life itself to help assist oncologists in their daily practice.

Our Approach

Our Approach

Our Approach

Why It Matters?

Why It Matters?

Why It Matters?

Every cancer is unique — By introducing digital twins into oncology, MW Dynamics is helping clinicians and researchers:

  • Visualize cancer’s evolution with unprecedented clarity.

  • Test potential therapies virtually before applying them in patients.

  • Identify optimal diagnostic and treatment pathways early.

  • Assist in clinical trials.


Our Team

Our Team

Our Team

The MW Dynamics team unites world-class talent across disciplines:

The MW Dynamics team unites world-class talent across disciplines:

Biomedical engineers redefining biological simulation.

  • Data scientists and AI researchers crafting predictive frameworks.

  • Optical and imaging experts pushing the boundaries of visualization.

  • Oncologists ensuring clinical relevance and validity every step of the way.

Together, we bridge the gap between research and reality, transforming insights into impact.

Join Us

Join Us

Join Us

Join the Journey!

At MW Dynamics, we’re working on innovative cancer digital twin technology. We invite oncologists who are interested in learning more to get in touch with us.

Join the mission.

Where Are We Located

Where Are We Located

Where Are We Located

Parque Científico y Tecnológico de Gipuzkoa, Miramon Pasealekua, 170, 3rd floor, 20014, San Sebastián- Donostia, Gipuzkoa, Spain