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4 Nov |

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Predict response across alternative cancer therapies

One patient.
Multiple possible outcomes.

Patient digital twins: modelling how the same patient may respond to different treatments, using multimodal data.

Same patient, different therapies.

Therapy A
Tumour persists
6-month prediction
Therapy B
Complete response
6-month prediction

Illustrative example. Not CE marked.

Portraits of a drug developer and a patientPortraits are AI-generated
SUPPORTED BY

    STARTING WITH BREAST CANCER

    31 authorised options.
    One individual treatment decision.

    ESMO guidelines recommend an individual risk–benefit analysis for each patient, which grows more complex with every new approval.

    31

    Active substances authorised in the EU for breast cancer

    Sources: EMA medicines database, 01.11.2026 (Aileen Health count); ESMO guideline, Loibl et al., Ann Oncol 2024.

    Compare digital-twin predictions across therapies.

    How it works

    Scatter plot of digital-twin predicted response for each patient under standard versus alternative therapy

    Retrospective model output on neoadjuvant clinical trial data (I-SPY2); research use only, not CE marked.

    How to read the chart. Each dot is one patient, predicted under
    two therapy options: standard of care (→) versus alternative (↑).

    Continuous score 0–1: where 1 means predicted complete response.

    Above the diagonal: predicted to respond better to the alternative.

    Preferential responders (shaded): low predicted response under standard of care, high under the alternative.

    ABOUT US

    Built by people who know AI and oncology care

    Founder-led and part of ABIGAIL4D, an EU Horizon project with clinical and research partners across Europe.

    Overall Impact Award 2026
    Nucleate Germany
    Read more
    Anna Tidstam
    Anna Tidstam
    Founder & CEO
    The ABIGAIL4D consortium at the project kick-off at Eurecat in Barcelona
    ABIGAIL4D kick-off at Eurecat, Barcelona, 21–22.10.2026

    Our next stops

    Upcoming events

    Join us at one of our next stops.

    1. Aerial view of Munich old town

      4 Nov 2026

      Munich

      HTGF Digital Health Pitch Day 2026

    2. Linz skyline on the Danube

      5 Nov 2026

      Linz

      JKU Entrepreneurship Center Opening

    3. Canal houses in Amsterdam

      6 Nov 2026

      Amsterdam

      EMA SME Info day

    4. View of Barcelona

      Past event

      21 Oct 202622 Oct 2026

      Barcelona

      EIC Project Kickoff

    5. Aerial view of Vienna with St. Stephen's Cathedral

      Past event

      22 Sep 2026

      Vienna

      Women in health IT Breakfast: AI in healthcare

    6. Aerial view of Vienna with St. Stephen's Cathedral

      Past event

      10 Aug 202614 Aug 2026

      Vienna

      Office hackathon

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