Multi-omics is evolving from a research tool to a cornerstone of modern precision oncology. Our research group aims to further develop and translate clinical insights from multidimensional tumor characterizations using bioinformatics and AI.
Multiomics for Precision Oncology
Pathology has a key role in digitalizing healthcare. Due to recent advances in molecular diagnostics and the increasing digitalization of histological slides by far the most patient-related data will be generated in pathology.
Hence, pathology departments have to considered clinical data integration centers. To facilitate this development, we are keen to develop and strengthen the interdisciplinary field of clinical bioinformatics with the help of medical doctors trained in data science and informaticians with a strong clinical interest.
Most projects take place in national and international networks, e.g.
Harmonized annotation and interpretation of molecular alterations
Interactive clinical decision support tools for molecular tumor boards
Digital biobank of scanned histological slides
Development of a compute infrastructure for machine learning
Multi-modal data integration (multi-omics and image data)
Team
Dr. med. Dr. rer. nat. Andreas Mock, M.Sc., M.Phil.
NCT/DKFZ MASTER handbook of interpreting whole-genome, transcriptome, and methylome data for precision oncology Mock A*, Teleanu MV*, Kreutzfeldt S, Heilig CE, Hüllein J, Möhrmann L, Jahn A, Hanf D, Kerle IA, Singh HM, Hutter B, Uhrig S, Fröhlich M, Neumann O, Hartig A, Brückmann S, Hirsch S, Grund K, Dikow N, Lipka DB, Renner M, Bhatti IA, Apostolidis L, Schlenk RF, Schaaf CP, Stenzinger A, Schröck E, Hübschmann D, Heining C, Horak P, Glimm H, Fröhling S. NPJ Precis Oncol. 2023 Oct 26;7(1):109. doi: 10.1038/s41698-023-00458-w.
Transcriptome profiling for precision cancer medicine using shallow nanopore cDNA sequencing Mock A, Braun M, Scholl C, Fröhling S, Erkut C. Sci Rep. 2023 Feb 9;13(1):2378. doi: 10.1038/s41598-023-29550-8.
Comprehensive Genomic and Epigenomic Analysis in Cancer of Unknown Primary Guides Molecularly-Informed Therapies Despite Heterogeneity Möhrmann L*, Werner M*, Oleś M*, Mock A*, Uhrig S, Jahn A, Kreutzfeldt S, Fröhlich M, Hutter B, Paramasivam N, Richter D, Beck K, Winter U, Pfütze K, Heilig CE, Teleanu V, Lipka DB, Zapatka M, Hanf D, List C, Allgäuer M, Penzel R, Rüter G, Jelas I, Hamacher R, Falkenhorst J, Wagner S, Brandts CH, Boerries M, Illert AL, Metzeler KH, Westphalen CB, Desuki A, Kindler T, Folprecht G, Weichert W, Brors B, Stenzinger A, Schröck E, Hübschmann D, Horak P, Heining C, Fröhling S, Glimm H. Nat Commun. 2022 Aug 2;13(1):4485. doi: 10.1038/s41467-022-31866-4.
Comprehensive Genomic and Transcriptomic Analysis for Guiding Therapeutic Decisions in Patients with Rare Cancers Horak P* Heining C*, Kreutzfeldt S*, Hutter B*, Mock A**, Hüllein J, Fröhlich M, Uhrig S, Jahn A, Rump A, Gieldon L, Möhrmann L, Hanf D, Teleanu V, Heilig CE, Lipka DB, Allgäuer M, Ruhnke L, Laßmann A, Endris V, Neumann O, Penzel R, Beck K, Richter D, Winter U, Wolf S, Pfütze K, Geörg C, Meißburger B, Buchhalter I, Augustin M, Aulitzky WE, Hohenberger P, Kroiss M, Schirmacher P, Schlenk RF, Keilholz U, Klauschen F, Folprecht G, Bauer S, Siveke JT, Brandts CH, Kindler T, Boerries M, Illert AL, von Bubnoff N, Jost PJ, Spiekermann K, Bitzer M, Schulze-Osthoff K, von Kalle C, Klink B, Brors B, Stenzinger A, Schröck E, Hübschmann D, Weichert W, Glimm H, Fröhling S. Cancer Discov. 2021 Nov;11(11):2780-2795. doi: 10.1158/2159-8290.CD-21-0126.
Knowledge Bases and Software Support for Variant Interpretation in Precision Oncology Borchert F*, Mock A*, Tomczak A, Hügel J, Alkarkoukly S, Knurr A, Volckmar AL, Stenzinger A, Schirmacher P, Debus J, Jäger D, Longerich T, Fröhling S, Eils R, Bougatf N, Sax U, Schapranow MP. Brief Bioinform. 2021 Nov 5;22(6):bbab246. doi: 10.1093/bib/bbab246.
Surfactant Expression Defines an Inflamed Subtype of Lung Adenocarcinoma Brain Metastases that Correlates with Prolonged Survival Pocha K*, Mock A*, Rapp C, Dettling S, Warta R, Geisenberger C, Jungk C, Martins LR, Grabe N, Reuss D, Debus J, von Deimling A, Abdollahi A, Unterberg A, Herold-Mende CC Clin Cancer Res. 2020 May 1;26(9):2231-2243. doi: 10.1158/1078-0432.CCR-19-2184.