Research
- Research Topics
- Cell Biology and Tumor Biology
- Stem Cells and Cancer
- Inflammatory Stress in Stem Cells
- Experimental Hematology
- Molecular Embryology
- Signal Transduction and Growth Control
- Epigenetics
- Redox Regulation
- Vascular Oncology and Metastasis
- Clinical Neurobiology
- Molecular Neurogenetics
- Molecular Neurobiology
- Mechanisms Regulating Gene Expression
- Molecular Biology of Centrosomes and Cilia
- Dermato-Oncology
- Pediatric Leukemia
- Tumour Metabolism and Microenvironment
- Personalized Medical Oncology
- Molecular Hematology - Oncology
- Cancer Progression and Metastasis
- Translational Surgical Oncology
- Neuronal Signaling and Morphogenesis
- Cell Signaling and Metabolism
- Cell Fate Engineering and Disease Modeling
- Cancer Drug Development
- Cell Morphogenesis and Signal Transduction
- Functional and Structural Genomics
- Molecular Genome Analysis
- Molecular Genetics
- Pediatric Neurooncology
- Cancer Genome Research
- Chromatin Networks
- Functional Genome Analysis
- Theoretical Systems Biology
- Neuroblastoma Genomics
- Signaling and Functional Genomics
- Signal Transduction in Cancer and Metabolism
- RNA-Protein Complexes and Cell Proliferation
- Systems Biology of Signal Transduction
- Areas of Interest
- Advancement of clinical proteomics for systems medicine
- Bridging from the single cell to the cell population – Epo-induced cellular responses and erythroleukemia
- Deciphering tumor microenvironment interactions determining lung cancer development
- Mechanisms controlling the compensation of liver injury and towards model-based biomarkers for early detection of liver cancer
- Application of dynamic pathway modelling for personalized medicine
- Group Members
- Publications
- Open Positions
- Funding
- Teaching
- Areas of Interest
- Molecular thoracic Oncology
- Proteomics of Stem Cells and Cancer
- Computational Genomics and System Genetics
- Applied Functional Genomics
- Applied Bioinformatics
- Translational Medical Oncology
- Metabolic crosstalk in cancer
- Pediatric Glioma Research
- Cancer Epigenomics
- Translational Pediatric Sarcoma Research
- Artificial Intelligence in Oncology
- Mechanisms of Genomic Variation and Data Science
- Neuropathology
- Pediatric Oncology
- Neurooncology
- Somatic Evolution and Early Detection
- Translational Control and Metabolism
- Soft-Tissue Sarcoma
- Precision Sarcoma Research
- Brain Mosaicism and Tumorigenesis
- Mechanisms of Genome Control
- Translational Gastrointestinal Oncology and Preclinical Models
- Translational Lymphoma Research
- Mechanisms of Leukemogenesis
- Genome Instability in Tumors
- Developmental Origins of Pediatric Cancer
- Brain Tumor Translational Targets
- Translational Functional Cancer Genomics
- Regulatory Genomics and Cancer Evolution
- SPRINT
- Cancer Risk Factors and Prevention
- Cancer Epidemiology
- Biostatistics
- Clinical Epidemiology and Aging Research
- Health Economics
- Physical Activity, Prevention and Cancer
- Primary Cancer Prevention
- Personalized Early Detection of Prostate Cancer
- Digital prevention, diagnostics and therapy guidance
- Policy and Implementation Research for Cancer Prevention
- Tumorigenesis and molecular cancer prevention
- Genomic Epidemiology
- Cancer Survivorship
- Immunology, Infection and Cancer
- Structural Biology of Infection and Immunity
- Cellular Immunology
- B Cell Immunology
- Immune Diversity
- Immunoproteomics
- Personalized Immunotherapy
- mRNA Cancer Immunotherapies
- Tumor Immunology and Tumor Immunotherapy
- Infections and Cancer Epidemiology
- Pathogenesis of Virus-Associated Tumors
- Immunotherapy and Immunoprevention
- Virus-associated Carcinogenesis
- Chronic Inflammation and Cancer
- Microbiome and Cancer
- Molecular Oncology of Gastrointestinal Tumors
- Applied Tumor Immunity
- Neuroimmunology and Brain Tumor Immunology
- Applied Tumor Biology
- Virotherapy
- Adaptive Immunity and Lymphoma
- Dermal Oncoimmunology
- Immune Regulation in Cancer
- Systems Immunology and Single Cell Biology
- Pediatric Immuno-Oncology
- Epithelium Microbiome lnteractions
- Experimental Hepatology, Inflammation and Cancer
- GMP & T Cell Therapy
- Tumorvirus-specific Vaccination Strategies
- Mammalian Cell Cycle Control Mechanisms
- Molecular Therapy of Virus-Associated Cancers
- DNA Vectors
- Episomal-Persistent DNA in Cancer- and Chronic Diseases
- Immune Monitoring
- News
- Imaging and Radiooncology
- Radiology
- Research
- Computational Radiology Research Group
- Contrast Agents In Radiology Research Group
- Neuro-Oncologic Imaging Research Group
- Radiological Early Response Assessment Of Modern Cancer Therapies
- Imaging In Monoclonal Plasma Cell Disorders
- 7 Tesla MRI - Novel Imaging Biomarkers
- Functional Imaging
- Visualization And Forensic Imaging
- PET/MRI
- Dual- and Multienergy CT
- Radiomics Research Group
- Prostate Research Group
- Bone marrow
- Musculoskeletal Imaging
- Microstructural Imaging Research Group
- Staff
- Patients
- Research
- Medical Physics in Radiology
- X-Ray Imaging and Computed Tomography
- Federated Information Systems
- Translational Molecular Imaging
- Medical Physics in Radiation Oncology
- Biomedical Physics in Radiation Oncology
- Intelligent Medical Systems
- Medical Image Computing
- Radiooncology - Radiobiology
- Smart Technologies for Tumor Therapy
- Team
- Research
- Microrobots and Miniaturize Devices for Minimally-invasive Surgery
- Magnetic localization and sensing for biomedical devices
- Nanorobots for Targeted Delivery in Deep Biological Tissues
- 3D Additive Manufacturing of Soft Materials as In Vitro Tumor Models
- Surgical Simulation on Cyber-physical Organ Models
- News
- Vacancies
- Radiation Oncology
- Molecular Radiooncology
- Nuclear Medicine
- Translational Radiation Oncology
- Translational Radiotheranostics
- Interactive Machine Learning
- Intelligent Systems and Robotics in Urology
- Multiparametric methods for early detection of prostate cancer
- Translational Molecular Imaging in Oncologic Therapy Monitoring
- Radiology
- Cell Biology and Tumor Biology
- Research Groups A-Z
- Junior Research Groups
- Core Facilities
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- List of Core Facilities
- Antibodies
- Cellular Tools
- Center for Preclinical Research
- Central Library
- Chemical Biology
- Dieter Morszeck Biorepository
- Electron Microscopy
- Flow Cytometry
- Information Technology ITCF
- Light Microscopy
- Metabolomics
- Microarray
- Microbiological Diagnostics
- Next Generation Sequencing
- Omics IT and Data Management
- Proteomics
- Radiopharmaceuticals and Preclinical Trials
- Single-cell Open Lab
- Small Animal Imaging
- Transgenic Service
- Tumor Models
- OMERO@DKFZ
- List of Technologies
- DKFZ Core Facilities Publication Policy
- Enabling Technology
- Data Science @ DKFZ
- INFORM
- Baden-Württemberg Cancer Registry
- Cooperations & Networks
- National Cooperations
- International Cooperations
- Cooperational Research Program with Israel: DKFZ - MOST in Cancer Research
- Program
- Members of the Program Committee
- Call
- Publication Database
- German-Israeli Cancer Research Schools
- Archive
- Heidelberg - Israel, Science and Culture
- Symposium 40 Years of German-Israeli Cooperation
- 35th Anniversary Symposium
- 34th Meeting of the DKFZ-MOST Program
- 40th Anniversary Publication
- 30th Anniversary Publication
- 20th Anniversary Publication
- Flyer - The Cancer Cooperation Program
- List Publications 1976-2004
- Highlight-Projects
- Cooperational Research Program with Israel: DKFZ - MOST in Cancer Research
- Cooperations with industrial companies
- DKFZ PostDoc Network
- Cross Program Topic RNA@DKFZ
- Cross Program Topic Epigenetics@dkfz
- Cross Program Topic Single Cell Sequencing
- WHO Collaborating Centers
- DKFZ Site Dresden
- Health + Life Science Alliance Heidelberg Mannheim
Division of Digital prevention, diagnostics and therapy guidance
PD Dr. Titus Brinker
The main goal of the group is the development of robust and interpretable digital biomarkers to improve prevention, non-invasive early detection, diagnostic, and therapeutic approaches. A 20-member, almost fully externally funded team from the fields of medicine, molecular biology and informatics/data science focuses on identifying relevant patterns in patient data and increasing the explainability and robustness of deep learning-based classifications. We see software systems as part of clinical teams for more efficient patient care and at the same time as a tool for effective prevention and early detection. In the past (since 2020), we have achieved much-noticed scientific success in these areas; our more than 80 internationally peer-reviewed research papers have been cited more than 5,000 times and numerous project results have been picked up by international media. Software products or apps from our working group have been downloaded more than a million times.
Seven recently approved grants include the MiRisk consortium (1) which develops a free app to individually determine and minimize the risk for breast cancer. Within the BAP-1-consortium (2), we share & extend our expertise in building histology image pipelines to stratify patients for drug development. The Hector grant (3) enables us to integrate spatial transcriptomics for deep-learning-based heterogeneity scores to predict melanoma metastasis. The sKIn project (4) takes the remaining technical and formal steps to build our dermatologist-like skin cancer AI into dermatoscopes together with a company, bringing them into the hands of caregivers. MELCAYA (5) identifies new risk factors for melanoma in CAYAs. A deep learning strategy for high-throughput proteomics (6) allows higher resolution and faster processing of liquid biopsies. A signed collaboration with industry will lead to more individualized sunscreen recommendations based on epigenetic tests read from smartphone photographs via AI. Improved digital analysis of sarcomas (7), the interaction of language models and care, explainable AI algorithms for cancer screening and the optimization of the Sunface & Smokerface App also depict future plans of the group.
On the following pages you can find out more about the people in our team, their main areas of work and the projects our group is currently working on.