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Molecular Medicine Partnership Unit

The MMPU is a joint venture between the Medical Faculties of the University of Heidelberg and the European Molecular Biology Laboratory (EMBL).

Systems Medicine of Cancer Therapies

Group leaders: Wolfgang Huber, Sascha Dietrich and Junyan Lu

What motivates us

Why do some cancer treatments elicit response in some patients but not others? How do cancers become resistant to treatment? These are major clinical and scientific challenges. We aim to understand the molecular biological mechanisms that underlie them. We hope to contribute to new treatment strategies, improvements to existing therapies with adjuvants or combinatorics, and better patient stratifications.

Our approach

We use a systems medicine approach that combines ex-vivo drug perturbation profiling on primary cells from lymphoma and leukaemia patients, single-cell multi-omics, and spatial omics. By machine learning / AI based-multi-modal integration and careful computational biology, we aim to dissect the interaction between tumour cells, the tumour microenvironment and the immune system, and modern cancer treatments such as targeted compounds and immunotherapies.

Our joint expertise brings together:

  • Applied bioinformatics and biomedical data science
  • Access to samples from large, systematic clinical studies and biobanks
  • Direct clinical experience with the cancer entities we study
  • Cutting-edge single cell and spatial omics instrumentation
  • Statistical method development

Outputs (recent highlights)

We demonstrated feasibility in a routine clinical setting of an assay for newly diagnosed blood cancers to record ex-vivo their response to a panel of drugs and return the results to the treating physician with 7-day turnaround [Liebers, Bruch et al., Nature Cancer 2023]. We showed the utility of multi-omics factor analysis (MOFA) to discover an important new type of biological heterogeneity in CLL [Lu, Cannizzaro et al, Nature Cancer 2021]. We studied the impact of the tumour microenvironment on treatment response and disease outcomes via cytokines [Bruch, Giles et al., Molecular Systems Biology 2022] and and via T cells [Roider et al., Nature Cell Biology 2024]. We contributed to safety improvements of CAR T cell therapies [Kobbe et al., NEJM 2024].

Current and future work

Our current and future work is organized along three lines:

  • Enhance data-driven statistical analysis with machine deep learning / AI models that represent prior knowledge of molecular biological networks and of cell-, tissue- and organ-scale spatial organisation
  • Identify proteomic and metabolic biomarkers for predicting treatment response, by combining mass-spectrometry with multi-omics
  • Push the boundaries of spatial omics for predictive and biology-based understanding of the response to immunotherapies (immune checkpoint inhibitors, bispecific antibodies, CAR T cells)

Work with us

We are continually looking for energetic and ambitious researchers at different levels (master thesis, doctoral research, postdoc, research software engineer etc.) to join our team — get in touch!

We particularly welcome candidates who will be able to contribute to technology development and scaling in spatial omics of cancer tissues and models, in statistical bioinformatics and data science, and/or the use of deep learning tools for bioimage analysis and for biological knowledge representation.

Important publications

Functional phenotyping of genomic variants using joint multiomic single-cell DNA-RNA sequencing.
Lindenhofer D, Bauman JR, Hawkins JA, Fitzgerald D, Yildiz U, Jung H, Korosteleva A, Marttinen M, Kueblbeck M, Zaugg JB, Noh KM, Dietrich S, Huber W, Stegle O, Steinmetz LM.
Nat Methods. 2025 Oct;22(10):2032-2041. doi: 10.1038/s41592-025-02805-0. Epub 2025 Sep 1. PMID: 40890552

Disease-specific U1 spliceosomal RNA mutations in mature B-cell neoplasms.
Nadeu F, Shuai S, Clot G, Hilton LK, Diaz-Navarro A, Martín S, Royo R, Baumann T, Kulis M, López-Oreja I, Cossio M, Lu J, Ljungström V, Young E, Plevova K, Knisbacher BA, Lin Z, Hahn CK, Bousquets P, Alcoceba M, González M, Colado E, Payer ÁR, Aymerich M, Terol MJ, Rivas-Delgado A, Enjuanes A, Ruiz-Gaspà S, Chatzikonstantinou T, Hägerstrand D, Jylhä C, Skaftason A, Mansouri L, Stranska K, Doubek M, van Gastel-Mol EJ, Davis Z, Walewska R, Scarfò L, Trentin L, Visentin A, Parikh SA, Rabe KG, Moia R, Armand M, Rossi D, Davi F, Gaidano G, Kay NE, Shanafelt TD, Ghia P, Oscier D, Langerak AW, Beà S, López-Guillermo A, Neuberg D, Wu CJ, Getz G, Pospisilova S, Stamatopoulos K, Rosenquist R, Huber W, Zenz T, Colomer D, Martín-Subero JI, Delgado J, Morin RD, Stein LD, Puente XS, Campo E.
Leukemia. 2025 Sep;39(9):2076-2086. doi: 10.1038/s41375-025-02667-7. Epub 2025 Jun 30. PMID: 40588565

Spatialproteomics – an interoperable toolbox for analyzing highly multiplexed fluorescence image data.
Matthias Meyer-Bender, Harald Vöhringer, Christina Schniederjohann, Sarah Koziel, Erin Chung, Ekaterina Popova, Alexander Brobeil, Lisa-Maria Held, Aamir Munir, Scverse Community, Sascha Dietrich, Peter-Martin Bruch, and Wolfgang Huber.
bioRχiv, May 2025.
DOI:10.1101/2025.04.29.651202PreprintEuropePMC.

IAP dependency of T-cell prolymphocytic leukemia identified by high-throughput drug screening.
Pohly MF, Putzker K, Scheinost S, Ben Taarit L, Walther T, Kummer S, Wertheimer T, Lin M, Do THL, Handler K, Michler J, Kivioja J, Bach K, Kisele S, Kim J, Dietrich S, Bornhauser B, Wong WW, Becher B, Moor A, Lewis J, Ficht X, Lu J, Huber W, Zenz T.
Blood. 2025 May 15;145(20):2336-2352. doi: 10.1182/blood.2024027171. PMID: 39869826

BCL-2 dependence is a favorable predictive marker of response to therapy for chronic lymphocytic leukemia.
Chong SJF, Lu J, Valentin R, Lehmberg TZ, Eu JQ, Wang J, Zhu F, Kong LR, Fernandes SM, Zhang J, Herbaux C, Goh BC, Brown JR, Niemann CU, Huber W, Zenz T, Davids MS.
Mol Cancer. 2025 Mar 3;24(1):62. doi: 10.1186/s12943-025-02260-7. PMID: 40025512

Blocking the CD39/CD73 pathway synergizes with anti-CD20 bispecific antibody in nodal B-cell lymphoma.
Kolbe C, Kauer J, Brinkmann B, Dreger P, Huber W, Müller-Tidow C, Dietrich S, Roider T. J
Immunother Cancer. 2025 Jan 30;13(1):e009245. doi: 10.1136/jitc-2024-009245. PMID: 39884778

SpatialData: an open and universal data framework for spatial omics.
Marconato L, Palla G, Yamauchi KA, Virshup I, Heidari E, Treis T, Vierdag WM, Toth M, Stockhaus S, Shrestha RB, Rombaut B, Pollaris L, Lehner L, Vöhringer H, Kats I, Saeys Y, Saka SK, Huber W, Gerstung M, Moore J, Theis FJ, Stegle O.
Nat Methods. 2025 Jan;22(1):58-62. doi: 10.1038/s41592-024-02212-x. Epub 2024 Mar 20. PMID: 38509327

Multiplexed Immunophenotyping of Lymphoma Tissue Samples.
Schniederjohann C, Bruch PM, Dietrich S, Neumann F.
Methods Mol Biol. 2025;2865:375-393. doi: 10.1007/978-1-0716-4188-0_16.PMID: 39424733

Aggressive Lymphoma after CD19 CAR T-Cell Therapy.
Kobbe G, Brüggemann M, Baermann BN, Wiegand L, Trautmann H, Yousefian S, Libertini S, Menssen HD, Maier HJ, Ulrich P, Gao J, Bruch PM, Liebers N, Radujkovic A, Seifert M, Schniederjohann C, Paramasivam N, Fitzgerald D, Seidel M, Esposito I, Germing U, Cadeddu RP, Nachtkamp K, Jäger P, Ulrych T, Fischer JC, Rox JM, Giesel F, Koch R, Antoch G, Distler JHW, Meuth SG, Jacobsen M, Hübschmann D, Lu J, Iaccarino I, Haas S, Damm F, Dietrich S.
N Engl J Med. 2024 Oct 3;391(13):1217-1226. doi: 10.1056/NEJMoa2402730.PMID: 39589371

Multimodal and spatially resolved profiling identifies distinct patterns of T-cell infiltration in nodal B-cell lymphoma entities.
Tobias Roider, Marc A. Baertsch, Donnacha Fitzgerald, Harald Vöhringer, Berit J. Brinkmann, Felix Czernilofsky, Mareike Knoll, Laura Llaó-Cid, Peter-Martin Bruch, Nora Liebers, Christian M. Schürch, Verena Passerini, Alexander Brobeil, Gunhild Mechtersheimer, Carsten Müller-Tidow, Oliver Weigert, Martina Seiffert, Garry P. Nolan, Wolfgang Huber, and Sascha Dietrich
Nature Cell Biology 2024, Feb 20 volume 26, pages 478–489, DOI:10.1038/s41556-024-01358-2

A single-cell multi-omic and spatial atlas of B cell lymphomas reveals differentiation drives intratumor heterogeneity.
Donnacha Fitzgerald, Tobias Roider, Marc-Andrea Baertsch, Artur Kibler, Anastasiia Horlova, Erin Chung, Harald Vöhringer, Anna Mathioudaki, Bettina Budeus, Verena Passerini, Mareike Knoll, Johannes Mammen, Linsha Li, Léandra Caillé, Felix Czernilofsky, Peter-Martin Bruch, Nora Liebers, Matthias Meyer-Bender, Oliver Weigert, Judith Zaugg, Garry Nolan, Marc Seifert, Sascha Dietrich, and Wolfgang Huber.
bioRχiv, 2023. DOI:10.1101/2023.11.06.565756 – PreprintEuropePMC.

Ex vivo drug response profiling for response and outcome prediction in hematologic malignancies: the prospective non-interventional SMARTrial.
Liebers N, Bruch PM, Terzer T, Hernandez-Hernandez M, Paramasivam N, Fitzgerald D, Altmann H, Roider T, Kolb C, Knoll M, Lenze A, Platzbecker U, Röllig C, Baldus C, Serve H, Bornhäuser M, Hübschmann D, Müller-Tidow C, Stölzel F, Huber W, Benner A, Zenz T, Lu J, Dietrich S.
Nat Cancer. 2023 Oct 2. doi: 10.1038/s43018-023-00645-5. Online ahead of print.PMID: 37783805

Comparing the value of mono- versus coculture for high-throughput compound screening in hematological malignancies
Sophie A. Herbst, Vladislav Kim, Tobias Roider, Eva C. Schitter, Peter-Martin Bruch, Nora Liebers, Carolin Kolb, Mareike Knoll, Junyan Lu, Peter Dreger, Carsten Müller-Tidow, Thorsten Zenz, Wolfgang Huber, Sascha Dietrich
Blood advances June 23, 2023  https://doi.org/10.1182/bloodadvances.2022009652.

Retrospective analysis of hematopoietic cell transplantation for blastic plasmacytoid dendritic cell neoplasm: conditioning intensity matters.
Bruch PM, Dietrich S, Finel H, Boumendil A, Greinix H, Heinicke T, Bethge W, Beelen D, Schmid C, Martin H, Castagna L, Scheid C, Schäfer-Eckart K, Bittenbring J, Finke J, Sengeloev H, Heiblig M, Cornelissen J, Chevallier P, Mohty M, Robinson S, Montoto S, Dreger P.
Leukemia. 2023 Feb;37(2):465-472. doi: 10.1038/s41375-022-01782-z. Epub 2022 Dec 22.PMID: 36550212

Venetoclax synergizes with gilteritinib in FLT3 wild-type high-risk acute myeloid leukemia by suppressing MCL-1.
Janssen M, Schmidt C, Bruch PM, Blank MF, Rohde C, Waclawiczek A, Heid D, Renders S, Göllner S, Vierbaum L, Besenbeck B, Herbst SA, Knoll M, Kolb C, Przybylla A, Weidenauer K, Ludwig AK, Fabre M, Gu M, Schlenk RF, Stölzel F, Bornhäuser M, Röllig C, Platzbecker U, Baldus C, Serve H, Sauer T, Raffel S, Pabst C, Vassiliou G, Vick B, Jeremias I, Trumpp A, Krijgsveld J, Müller-Tidow C, Dietrich S.
Blood. 2022 Dec 15;140(24):2594-2610. doi: 10.1182/blood.2021014241.PMID: 35857899

Pre-analytical processing of plasma and serum samples for combined proteome and metabolome analysis.
Gegner HM, Naake T, Dugourd A, Müller T, Czernilofsky F, Kliewer G, Jäger E, Helm B, Kunze-Rohrbach N, Klingmüller U, Hopf C, Müller-Tidow C, Dietrich S, Saez-Rodriguez J, Huber W, Hell R, Poschet G, Krijgsveld J.
Front Mol Biosci. 2022 Dec 20;9:961448. doi: 10.3389/fmolb.2022.961448. eCollection 2022.PMID: 36605986

Single-cell multi-omic and spatial analysis of nodal B cell non-Hodgkin lymphomas reveals plasticity in B cell maturation as a driver of intratumor heterogeneity.
Donnacha Fitzgerald, Tobias Roider, Marc-A. Baertsch, Harald Vöhringer, Mareike Knoll, Bettina Budeus, Artur Kibler, Anna Mathioudaki, Léandra Caillé, Linsha Li, Johannes Mammen, Marc Seifert, Wolfgang Huber, and Sascha Dietrich.
Blood, 140:742, November 2022. DOI:10.1182/blood-2022-156210

Functional analysis of structural variants in single cells using Strand-seq.
Jeong H, Grimes K, Rauwolf KK, Bruch PM, Rausch T, Hasenfeld P, Benito E, Roider T, Sabarinathan R, Porubsky D, Herbst SA, Erarslan-Uysal B, Jann JC, Marschall T, Nowak D, Bourquin JP, Kulozik AE, Dietrich S, Bornhauser B, Sanders AD, Korbel JO.
Nat Biotechnol. 2022 Nov 24. doi: 10.1038/s41587-022-01551-4. Online ahead of print.PMID: 36424487

Multimodal and spatially resolved profiling identifies distinct patterns of T-cell infiltration in nodal B-cell lymphoma entities
Roider T, Marc A. Baertsch et al
bioRxiv Nov 8, 2022

Proteogenomics refines the molecular classification of chronic lymphocytic leukemia.
Herbst SA, Vesterlund M, Helmboldt AJ, Jafari R, Siavelis I, Stahl M, Schitter EC, Liebers N, Brinkmann BJ, Czernilofsky F, Roider T, Bruch PM, Iskar M, Kittai A, Huang Y, Lu J, Richter S, Mermelekas G, Umer HM, Knoll M, Kolb C, Lenze A, Cao X, Österholm C, Wahnschaffe L, Herling C, Scheinost S, Ganzinger M, Mansouri L, Kriegsmann K, Kriegsmann M, Anders S, Zapatka M, Del Poeta G, Zucchetto A, Bomben R, Gattei V, Dreger P, Woyach J, Herling M, Müller-Tidow C, Rosenquist R, Stilgenbauer S, Zenz T, Huber W, Tausch E, Lehtiö J, Dietrich S.
Nat Commun. 2022 Oct 20;13(1):6226. doi: 10.1038/s41467-022-33385-8.PMID: 36266272

Inferring tumor-specific cancer dependencies through integrating ex vivo drug response assays and drug-protein profiling.
Batzilla A, Lu J, Kivioja J, Putzker K, Lewis J, Zenz T, Huber W.
PLoS Comput Biol. 2022 Aug 22;18(8):e1010438. doi: 10.1371/journal.pcbi.1010438. eCollection 2022 Aug.PMID: 35994503

Drug-microenvironment perturbations reveal resistance mechanisms and prognostic subgroups in CLL.
Bruch PM, Giles HA, Kolb C, Herbst SA, Becirovic T, Roider T, Lu J, Scheinost S, Wagner L, Huellein J, Berest I, Kriegsmann M, Kriegsmann K, Zgorzelski C, Dreger P, Zaugg JB, Müller-Tidow C, Zenz T, Huber W, Dietrich S.
Mol Syst Biol. 2022 Aug;18(8):e10855. doi: 10.15252/msb.202110855. PMID: 35959629

Networks and graphs discovery in metabolomics data analysis and interpretation
A Amara, C Frainay, F Jourdan, T Naake, S Neumann et al
Frontiers in Molecular Biosciences, 08. March 2022, 223

Humoral and cellular responses after COVID-19 vaccination in anti-CD20-treated lymphoma patients.
Liebers N, Speer C, Benning L, Bruch PM, Kraemer I, Meissner J, Schnitzler P, Kräusslich HG, Dreger P, Mueller-Tidow C, Poschke I, Dietrich S.
Blood. 2022 Jan 6;139(1):142-147. doi: 10.1182/blood.2021013445.PMID: 34669919

Inferring tumor-specific cancer dependencies through integrating ex-vivo drug response assays and drug-protein profiling
Alina Batzilla, Junyan Lu, Jarno Kivioja, Kerstin Putzker, Joe Lewis, Thorsten Zenz, Wolfgang Huber
bioRxiv 2022.01.11.475864; doi: https://doi.org/10.1101/2022.01.11.475864

MatrixQCvis: shiny-based interactive data quality exploration for omics data.
Naake T, Huber W.
Bioinformatics. 2021 Nov 12;38(4):1181-2. doi: 10.1093/bioinformatics/btab748. Online ahead of print. PMID: 34788796

Pairwise effects between lipid GWAS genes modulate lipid plasma levels and cellular uptake.
Zimoń M, Huang Y, Trasta A, Halavatyi A, Liu JZ, Chen CY, Blattmann P, Klaus B, Whelan CD, Sexton D, John S, Huber W, Tsai EA, Pepperkok R, Runz H.
Nat Commun. 2021 Nov 5;12(1):6411. doi: 10.1038/s41467-021-26761-3. PMID: 34741066

Multi-omics reveals clinically relevant proliferative drive associated with mTOR-MYC-OXPHOS activity in chronic lymphocytic leukemia.
Lu J, Cannizzaro E, Meier-Abt F, Scheinost S, Bruch PM, Giles HA, Lütge A, Hüllein J, Wagner L, Giacopelli B, Nadeu F, Delgado J, Campo E, Mangolini M, Ringshausen I, Böttcher M, Mougiakakos D, Jacobs A, Bodenmiller B, Dietrich S, Oakes CC, Zenz T, Huber W.
Nat Cancer. 2021 Aug;2(8):853-864. doi: 10.1038/s43018-021-00216-6. Epub 2021 Jul 1. PMID: 34423310

Mapping drug-microenvironment-genetic interplay in CLL reveals trisomy 12 as a modulator of microenvironmental signals
Peter-Martin Bruch, Holly A. R. Giles, Carolin Kolb, Sophie A. Herbst, Tina Becirovic, Tobias Roider, Junyan Lu, Sebastian Scheinost, Lena Wagner, Jennifer Huellein, Ivan Berest, Mark Kriegsmann, Katharina Kriegsmann, Christiane Zgorzelski, Peter Dreger, Judith B. Zaugg, Carsten Müller-Tidow, Thorsten Zenz, Wolfgang Huber, Sascha Dietrich
biorxiv https://doi.org/10.1101/2021.07.23.453514

Polatuzumab vedotin as a salvage and bridging treatment in relapsed or refractory large B-cell lymphomas.
Liebers N, Duell J, Fitzgerald D, Kerkhoff A, Noerenberg D, Kaebisch E, Acker F, Fuhrmann S, Leng C, Welslau M, Chemnitz J, Middeke JM, Weber T, Holtick U, Trappe R, Pfannes R, Liersch R, Spoer C, Fuxius S, Gebauer N, Caillé L, Geer T, Koenecke C, Keller U, Claus R, Mougiakakos D, Mayer S, Huettmann A, Pott C, Trummer A, Wulf G, Brunnberg U, Bullinger L, Hess G, Mueller-Tidow C, Glass B, Lenz G, Dreger P, Dietrich S.
Blood Adv. 2021 Jul 13;5(13):2707-2716. doi: 10.1182/bloodadvances.2020004155. PMID: 34196677

The Protein Landscape of Chronic Lymphocytic Leukemia (CLL).
Meier-Abt F, Lu J, Cannizzaro E, Pohly MF, Kummer S, Pfammatter S, Kunz L, Collins BC, Nadeu F, Lee KS, Xue P, Gwerder M, Roiss M, Hüllein J, Scheinost S, Dietrich S, Campo E, Huber W, Aebersold R, Zenz T.
Blood. 2021 Jun 29:blood.2020009741. doi: 10.1182/blood.2020009741. Online ahead of print. PMID: 34189564

Transformation and Preprocessing of Single-Cell RNA-Seq Data
Constantin Ahlmann-Eltze, Wolfgang Huber
Biorxiv June 25, 2021 https://doi.org/10.1101/2021.06.24.449781

glmGamPoi: fitting Gamma-Poisson generalized linear models on single cell count data.
Ahlmann-Eltze C, Huber W.
Bioinformatics. 2021 Apr 5;36(24):5701-5702. doi: 10.1093/bioinformatics/btaa1009. PMID: 33295604

The impact of SAMHD1 expression and mutation status in mantle cell lymphoma: An analysis of the MCL Younger and Elderly trial.
Roider T, Wang X, Hüttl K, Müller-Tidow C, Klapper W, Rosenwald A, Stewart JP, de Castro DG, Dreger P, Hermine O, Kluin-Nelemans HC, Grabe N, Dreyling M, Pott C, Ott G, Hoster E, Dietrich S.
Int J Cancer. 2021 Jan 1;148(1):150-160. doi: 10.1002/ijc.33202. Epub 2020 Aug 15. PMID: 32638373

Miniaturized Drug Sensitivity and Resistance Test on Patient-Derived Cells Using Droplet-Microarray.
Popova AA, Dietrich S, Huber W, Reischl M, Peravali R, Levkin PA.
SLAS Technol. 2020 Aug 13:2472630320934432. doi: 10.1177/2472630320934432. Online ahead of print. PMID: 32791934

The impact of SAMHD1 expression and mutation status in mantle cell lymphoma: An analysis of the MCL Younger and Elderly trial.
Roider T, Wang X, Hüttl K, Müller-Tidow C, Klapper W, Rosenwald A, Stewart JP, Gonzalez de Castro D, Dreger P, Hermine O, Kluin-Nelemans HC, Grabe N, Dreyling M, Pott C, Ott G, Hoster E, Dietrich S.
Int J Cancer. 2020 Jul 7. doi: 10.1002/ijc.33202. Online ahead of print. PMID: 32638373

Dissecting intratumour heterogeneity of nodal B-cell lymphomas at the transcriptional, genetic and drug-response levels.
Roider T, Seufert J, Uvarovskii A, Frauhammer F, Bordas M, Abedpour N, Stolarczyk M, Mallm JP, Herbst SA, Bruch PM, Balke-Want H, Hundemer M, Rippe K, Goeppert B, Seiffert M, Brors B, Mechtersheimer G, Zenz T, Peifer M, Chapuy B, Schlesner M, Müller-Tidow C, Fröhling S, Huber W, Anders S, Dietrich S.
Nat Cell Biol. 2020 Jul;22(7):896-906. doi: 10.1038/s41556-020-0532-x. Epub 2020 Jun 15. PMID: 32541878

Survey of ex vivo drug combination effects in chronic lymphocytic leukemia reveals synergistic drug effects and genetic dependencies.
Lukas M, Velten B, Sellner L, Tomska K, Hüellein J, Walther T, Wagner L, Muley C, Wu B, Oleś M, Dietrich S, Jethwa A, Bohnenberger H, Lu J, Huber W, Zenz T.
Leukemia. 2020 May 13. doi: 10.1038/s41375-020-0846-5. Online ahead of print. PMID: 32404973

BRAF inhibitor treatment in classic hairy cell leukemia: a long-term follow-up study of patients treated outside clinical trials.
Liebers N, Roider T, Bohn JP, Haberbosch I, Pircher A, Ferstl B, Ebnöther M, Wendtner CM, Dearden C, Follows GA, Ho AD, Müller-Tidow C, Dreger P, Troussard X, Zenz T, Dietrich S.
Leukemia 2020 May;34(5):1454-1457. doi: 10.1038/s41375-019-0646-y. Epub 2019 Nov 18. PMID: 31740808

Quantification of Differential Transcription Factor Activity and Multiomics-Based Classification into Activators and Repressors: diffTF. Berest I, Arnold C, Reyes-Palomares A, Palla G, Rasmussen KD, Giles H, Bruch PM, Huber W, Dietrich S, Helin K, Zaugg JB.
Cell Rep. 2019 Dec 3;29(10):3147-3159.e12. doi: 10.1016/j.celrep.2019.10.106. PMID: 31801079

Multi-Omics Factor Analysis-a framework for unsupervised integration of multi-omics data sets.
Argelaguet R, Velten B, Arnol D, Dietrich S, Zenz T, Marioni JC, Buettner F, Huber W, Stegle O.
Mol Syst Biol. 2018 Jun 20;14(6):e8124. doi: 10.15252/msb.20178124. PMID:29925568

Drug-perturbation-based stratification of blood cancer.
Dietrich S, Oleś M, Lu J, Sellner L, Anders S, Velten B, Wu B, Hüllein J, da Silva Liberio M, Walther T, Wagner L, Rabe S, Ghidelli-Disse S, Bantscheff M, Oleś AK, Słabicki M, Mock A, Oakes CC, Wang S, Oppermann S, Lukas M, Kim V, Sill M, Benner A, Jauch A, Sutton LA, Young E, Rosenquist R, Liu X, Jethwa A, Lee KS, Lewis J, Putzker K, Lutz C, Rossi D, Mokhir A, Oellerich T, Zirlik K, Herling M, Nguyen-Khac F, Plass C, Andersson E, Mustjoki S, von Kalle C, Ho AD, Hensel M, Dürig J, Ringshausen I, Zapatka M, Huber W, Zenz T.
J Clin Invest. 2018 Jan 2;128(1):427-445. doi: 10.1172/JCI93801. Epub 2017 Dec 11.PMID:29227286

Data-driven hypothesis weighting increases detection power in genome-scale multiple testing.
Ignatiadis N, Klaus B, Zaugg JB, Huber W.
Nat Methods. 2016 Jul;13(7):577-80. doi: 10.1038/nmeth.3885.
PMID:27240256

BRAF inhibition in hairy cell leukemia with low-dose vemurafenib.
Dietrich S, Pircher A, Endris V, Peyrade F, Wendtner CM, Follows GA, Hüllein J, Jethwa A, Ellert E, Walther T, Liu X, Dyer MJ, Elter T, Brummer T, Zeiser R, Hermann M, Herold M, Weichert W, Dearden C, Haferlach T, Seiffert M, Hallek M, von Kalle C, Ho AD, Gaehler A, Andrulis M, Steurer M, Zenz T.
Blood. 2016 Jun 9;127(23):2847-55. doi: 10.1182/blood-2015-11-680074.
PMID: 26941398

A chemical-genetic interaction map of small molecules using high-throughput imaging in cancer cells.
Breinig M, Klein FA, Huber W, Boutros M.
Mol Syst Biol. 2015 Dec 23;11(12):846. doi: 10.15252/msb.20156400.
PMID: 26700849

Single-cell transcriptome analysis reveals coordinated ectopic gene-expression patterns in medullary thymic epithelial cells.
Brennecke P, Reyes A, Pinto S, Rattay K, Nguyen M, Küchler R, Huber W, Kyewski B, Steinmetz LM. Nat Immunol. 2015 Sep;16(9):933-41. doi: 10.1038/ni.3246.
PMID: 26237553

Recurrent CDKN1B (p27) mutations in hairy cell leukemia.
Dietrich S, Hüllein J, Lee SC, Hutter B, Gonzalez D, Jayne S, Dyer MJ, Oleś M, Else M, Liu X, Słabicki M, Wu B, Troussard X, Dürig J, Andrulis M, Dearden C, von Kalle C, Granzow M, Jauch A, Fröhling S, Huber W, Meggendorfer M, Haferlach T, Ho AD, Richter D, Brors B, Glimm H, Matutes E, Abdel Wahab O, Zenz T.
Blood. 2015 Aug 20;126(8):1005-8. doi: 10.1182/blood-2015-04-643361.
PMID: 26065650

Improved binding site assignment by high-resolution mapping of RNA-protein interactions using iCLIP.
Hauer C, Curk T, Anders S, Schwarzl T, Alleaume AM, Sieber J, Hollerer I, Bhuvanagiri M, Huber W, Hentze MW, Kulozik AE.
Nat Commun. 2015 Aug 11;6:7921. doi: 10.1038/ncomms8921.
PMID: 26260686

A map of directional genetic interactions in a metazoan cell.
Fischer B, Sandmann T, Horn T, Billmann M, Chaudhary V, Huber W, Boutros M.
Elife. 2015 Mar 6;4. doi: 10.7554/eLife.05464.
PMID:25748138

Orchestrating high-throughput genomic analysis with Bioconductor.
Huber W, Carey VJ, Gentleman R, Anders S, Carlson M, Carvalho BS, Bravo HC, Davis S, Gatto L, Girke T, Gottardo R, Hahne F, Hansen KD, Irizarry RA, Lawrence M, Love MI, MacDonald J, Obenchain V, Oleś AK, Pagès H, Reyes A, Shannon P, Smyth GK, Tenenbaum D, Waldron L, Morgan M.
Nat Methods. 2015 Feb;12(2):115-21. doi: 10.1038/nmeth.3252. Review.
PMID: 25633503

Continued response off treatment after BRAF inhibition in refractory hairy cell leukemia.
Dietrich S, Hüllein J, Hundemer M, Lehners N, Jethwa A, Capper D, Acker T, Garvalov BK, Andrulis M, Blume C, Schulte C, Mandel T, Meissner J, Fröhling S, von Kalle C, Glimm H, Ho AD, Zenz T.
J Clin Oncol. 2013 Jul 1;31(19):e300-3. doi: 10.1200/JCO.2012.45.9495. No abstract available.
PMID:23690412

Mapping genetic interactions in human cancer cells with RNAi and multiparametric phenotyping.
Laufer C, Fischer B, Billmann M, Huber W, Boutros M.
Nat Methods. 2013 May;10(5):427-31. doi: 10.1038/nmeth.2436.
PMID:23563794

BRAF inhibition in refractory hairy-cell leukemia.
Dietrich S, Glimm H, Andrulis M, von Kalle C, Ho AD, Zenz T.
N Engl J Med. 2012 May 24;366(21):2038-40. doi: 10.1056/NEJMc1202124.
PMID:22621641

Group members

Shubham Agrawal
Data Engineer/Technical Assistant
Lu Group, Institute for Computational Biomedicine, Medical Faculty Heidelberg, Heidelberg University
shubham.agrawal@uni-heidelberg.de 

Antonia-Eugenia Angeli-Terzidou
PhD Student
Dietrich Group, Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Heidelberg University Medical Center
Phone: + 49 6221 56-1949
Antonia.Angeli-Terzidou@med.uni-heidelberg.de

Peter-Martin Bruch, MD
Physician Scientist
Dietrich Group, Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Heidelberg University Medical Center
Phone: + 49 6221 56-39066
Peter-Martin.Bruch@med.uni-heidelberg.de

Erin Kim Chung
PhD student (EMBL International PhD Programme – EIPP)
Huber Group, EMBL
Phone: +49 6221 387-8131
erin.chung@embl.de

Felix Czernilofsky, MD
Physician Scientist
Dietrich Group, Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Heidelberg University Medical Center
Phone: + 49 6221 56-1949
Felix.Czernilofsky@med.uni-heidelberg.de

Jiaojiao He
PhD Student
Lu Group, Institute for Computational Biomedicine, Medical Faculty Heidelberg, Heidelberg University
jiaojiao.he@stud.uni-heidelberg.de 

Anastasiia Horlova
PhD student (EMBL International PhD Programme – EIPP)
Huber Group, EMBL
Phone: +49 6221 387 8151
anastasiia.horlova@embl.de

Sviatoslav Kharuk
PhD student (EMBL International PhD Programme – EIPP)
Huber Group, EMBL
Phone: +49 6221 387-8131
sviatoslav.kharuk@embl.de

Sarah Patricia Koziel
PhD Student
Dietrich Group

Qian-Wu Liao
PhD Student
Lu Group, Institute for Computational Biomedicine, Medical Faculty Heidelberg, Heidelberg University
QianWu.Liao@stud.uni-heidelberg.de

Nora Liebers, MD
Physician Scientist
Dietrich Group, Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Heidelberg University Medical Center
Phone: + 49 6221 56-39066
Nora.Liebers@med.uni-heidelberg.de

Caroline Lohoff
PhD student
Lu Group, Institute for Computational Biomedicine, Medical Faculty Heidelberg, Heidelberg University
caroline.lohoff@uni-heidelberg.de

Matthias Meyer-Bender
PhD student (EMBL International PhD Programme – EIPP)
Huber Group, EMBL
Phone: +49 6221 387-8151
matthias.meyerbender@embl.de

Stefan Peidli, PhD
Postdoc
Huber Group, EMBL
Phone: +49 6221 387-8151
stefan.peidli@embl.de

Giada Sandrini, PhD
Postdoc
Lu Group, Institute for Computational Biomedicine, Medical Faculty Heidelberg, Heidelberg University

Christina Schniederjohann
PhD Student
Dietrich Group, Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Heidelberg University Medical Center
Phone: + 49 6221 56-6539
Christina.Schniederjohann@med.uni-heidelberg.de

Marc Seifert, PhD
Staff Scientist
Dietrich Group, Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Heidelberg University Medical Center

Vladimir Vutov, PhD
Postdoc
Lu Group, Institute for Computational Biomedicine, Medical Faculty Heidelberg, Heidelberg University
vladimir.vutov@uni-heidelberg.de

Former members

Constantin Ahlmann-Eltze
PhD student (EMBL International PhD Programme – EIPP)

Hosna Baniadam, PhD student (EMBL International PhD Programme – EIPP)

Berit Brinkmann, PhD Postdoc

Klemens Tümay Capraz, PhD student (EMBL International PhD Programme – EIPP)

Holly Giles, PhD
Postdoc

Donnacha Fitzgerald, PhD student (EMBL International PhD Programme – EIPP)

Laleh Haghverdi, PhD
Postdoc

Alexander Helmboldt, PhD
Postdoc

Sophie Herbst, PhD
Postdoc

Jennifer Hüllein
Data Manager

Vladislav Kim
PhD student (EMBL International PhD Programme – EIPP)

Carolin Kolb
Technician

Junyan Lu, PhD
Expert in Machine Learning

Thomas Naake, PhD, Postdoc

Tobias Roider, MD

Petr Smirnov, PhD, Postdoc

Marta Stolarczyk, PhD
Postdoc

Britta Velten
PhD student (EMBL International PhD Programme – EIPP)

Harald Vöhringer, PhD Postdoc

On this page

  • What motivates us
  • Our approach
  • Outputs (recent highlights)
  • Current and future work
  • Work with us
  • Important publications
  • Group members
  • Former members

Sascha Dietrich and Wolfgang Huber
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