01Basic Science
Fundamental research into biological signal
Experimental and computational lab research across molecular, tissue and spatial scales to reveal clinically meaningful biology
H&E · multiplex immunofluorescence · spatial featuresEschrich AI Lab · Translational clinical AI
From molecule
to clinic
AI research across the translational journey from molecular and spatial biology through clinically meaningful prediction to applications in real patient care
The Lab follows the full translational arc from biological discovery and multimodal diagnosis to AI in clinical workflows. A central focus is oncology, connecting molecular, spatial, imaging and clinical data around questions that matter for patients.
01 · The translational journey
Covering the translational journey in one pipeline
- 01Basic Science
- 02Multimodal Diagnostics
- 03Clinical Workflows
02Multimodal Diagnostics
Connect modalities for diagnosis
Integrate pathology, imaging, laboratory and clinical data for diagnosis, stratification and clinically useful prediction
PET · CT · biomarkers · multimodal modelling03Clinical Workflows
Bring AI into clinical workflows
Design and prospectively study physician-supervised AI in real patient care, where patients, clinicians and healthcare systems meet
Voice & LLM systems · safety · usability · clinical utility02 · Selected projects
AI applied to diverse scientific questions along the pipeline
Spatial biology · iCCA
Where is prognostic biology organised?
Investigating the tumour-liver interface through routine H&E, 15-marker multiplex immunofluorescence and thousands of spatial features
Multimodal prediction · NET / PRRT
Can modalities converge on a useful signal?
Combining PET, CT and laboratory biomarkers to study clinically relevant outcome prediction rather than performance metrics in isolation
Clinical AI · ChariCall
Does the system help in practice?
Evaluating a patient-facing voice and LLM workflow for structured pre-visit history taking, with physicians in the loop
03
Selected publications
ChatGPT in healthcare: perceptions, ethical considerations, and practice implications among healthcare professionals in Ecuador and other countries in the Americas: a cross-sectional survey studyFrontiers in Digital HealthMultimodal Deep Learning for Prediction of Progression Free Survival in Patients with Neuroendocrine Tumors Undergoing 177Lu based Peptide Receptor Radionuclide TherapyCancersLeveraging weak complementary labels enhances semantic segmentation of hepatocellular carcinoma and intrahepatic cholangiocarcinomaScientific ReportsThe Diagnostic Approach towards Combined Hepatocellular-Cholangiocarcinoma—State of the Art and Future PerspectivesCancersClinical prognosticators and targets in the immune microenvironment of intrahepatic cholangiocarcinomaOncoImmunologyArtificial intelligence and pathology: From principles to practice and future applications in histomorphology and molecular profilingSeminars in Cancer Biology
Further publicationsPubMed ResearchGate
04 · Collaborations
Combining medical and technical excellence
Interested in collaborating?
I welcome conversations with clinical teams, researchers and builders who want to answer meaningful scientific questions and move translational AI into practice
Get in contact05 · Contact
Contact
For speaking, advisory, research collaborations and selected investment enquiries