Project B1
Evolution of fungal virulence with special reference to Candida and Aspergillus
Project B1 is aimed at elucidating the evolution of fungal virulence by bioinformatics and systems biology methods. It is based on an innovative combination of Metabolic Pathway Analysis, optimization approaches and Evolutionary Game Theory.
In the first funding period, Metabolic Pathway Analysis was successfully used to elucidate fungal metabolism. Game-theoretical models in combination with dynamic optimization were established and employed to explain the different outcomes after ingestion of Candida albicans cells by macrophages and the struggle between Aspergillus fumigatus and the host in lung alveoli. A basic model for predicting under which circumstances counter-counter defenses by the host are useful was established. We also established specific models for those parts of the metabolism of A. fumigatus and C. albicans that are of interest for further analysis, for example, for iron-limiting conditions and the interaction with dendritic cells. Building on this, we currently approach the direct struggle and molecular interactions between the host and fungus more quantitatively, applying different modeling tools and testing hypotheses, such as on cytokinins and the evolutionary history of fungus-amoebae interaction as a pathogenicity ’school’. Our mathematical models enable, in the second period, experiments by which the role of biochemical pathways and regulatory proteins on both sides can be elucidated.
We will model host responses of different cell types (neutrophils, macrophages, T cells) quantitatively and optimal fungal strategies (counter defense vs. attack) in dependence on benefit-to-cost ratios. The intended work on A. fumigatus will use metabolic and general pathway analysis in combination with evolutionary game theory for optimization and experimental testing to study the evolution of robustness and regulation of A. fumigatus virulence and host defense. We want to better understand the potential of rewiring, the pathways required for each strategy implementation, and how different environmental settings, including confrontation and survival strategies can affect the dynamics.
Prof. Dr. Thomas Dandekar
Biocenter, Department of Bioinformatics and Research Center for Infectious Diseases (ZINF)
Julius Maximilians University Würzburg
Prof. Dr. Stefan Schuster
Friedrich Schiller University Jena
Author | Year | Title | Journal | Links |
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Ewald J, He Z, Dimitriew W, Schuster S | 2024 | Including glutamine in a resource allocation model of energy metabolism in cancer and yeast cells. | NPJ Syst Biol Appl.10(1):77 | PubMed |
Dühring S, Schuster S | 2024 | Studying mixed-species biofilms of Candida albicans and Staphylococcus aureus using evolutionary game theory. | PLoS One 19(3):e0297307 | PubMed |
Dimitriew W, Schuster S | 2024 | Dynamic optimization elucidates optimal higher-level pathogenicity strategies of Pseudomonas aeruginosa. | Resarch Sqare | Research Sqare |
Salihoglu R, Srivastava M, Liang C, Schilling K, Szalay A, Bencurova E, Dandekar T | 2023 | PRO-Simat: Protein network simulation and design tool. | Com Struc Biotech, 21: 2767-2779 | PubMed |
Wesp V, Theißen G, Schuster S | 2023 | Statistical analysis of synonymous and stop codons in pseudo-random and real sequences as a function of GC content. | Sci Rep. 13(1):22996. | PubMed |
Balkenhol J, Bencurova E, Gupta SK, Schmidt H, Heinekamp T, Brakhage AA, Pottikkadavath A, Dandekar T | 2022 | Prediction and validation of host-pathogen interactions by a versatile inference approach using Aspergillus fumigatus as a case study. | Computational and Structural Biotechnology Journal 20: 4225-4237 | PubMed |
Gupta SK, Osmanoglu Ö, Minocha R, Bandi SR, Bencurova E, Srivastava M, Dandekar T. | 2022 | Genome-wide scan for potential CD4+ T-cell vaccine candidates in Candida auris by exploiting reverse vaccinology and evolutionary information. | Front Med 9:1008527 | PubMed |
Gupta SK, Srivastava M, Osmanoglu Ö, Xu Z, Brakhage AA, Dandekar T | 2021 | Aspergillus fumigatus versus Genus Aspergillus: Conservation, adaptive evolution, and specific virulence genes. | Microorganisms 9: 2014 | PubMed |
Ewald J, Rivieccio F, Radosa L, Schuster S, Brakhage AA, Kaleta C | 2021 | Dynamic optimization reveals alveolar epithelial cells as key mediators of host defense in invasive aspergillosis. | PLoS Comp Bio 17: e1009645 | PubMed |
Gupta SK, Ponte-Sucre A, Bencurova E, Dandekar T. | 2021 | An Ebola, Neisseria and Trypanosoma human protein interaction census reveals a conserved human protein cluster targeted by various human pathogens | Comput Struct Biotechnol J.19:5292-5308 | PubMed |
Naseem M, Gun G, Osmanoglu O, AlRemeithi FA, Iqbal J, Dandekar T | 2020 | Bacterial shoot apical meristem inoculation assay. | Methods Mol Biol 2094: 17-22 | PubMed |
Naseem M, Srivastava M, Osmanoglu O, Iqbal J, Howari FM, AlRemeithi FA, Dandekar T | 2020 | Molecular modeling of the interaction between stem cell peptide and immune receptor in plants. | Methods Mol Biol 2094: 67-77 | PubMed |
Naseem M, Osmanoglu O, Iqbal J, Howari FM, AlRemeithi FA, Kaltdorf M, Dandekar T | 2020 | Mapping a transcriptome-guided Arabidopsis SAM interactome. | Methods Mol Biol 2094: 113-8 | PubMed |
Gupta SK, Srivastava M, Osmanoglu Ö, Dandekar T | 2020 | Genome-wide inference of the Camponotus floridanus protein-protein interaction network using homologous mapping and interacting domain profile pairs. | Sci Rep 10: 2334 | PubMed |
Garde R, Ewald J, Kovács ÁT, Schuster S | 2020 | Modelling population dynamics in a unicellular social organism community using a minimal model and evolutionary game theory. | Open Biol 10: 200206 | PubMed |
Srivastava M, Bencurova E, Gupta SK, Weiss E, Löffler J, Dandekar T | 2019 | Aspergillus fumigatus challenged by human dendritic cells: metabolic and regulatory pathway responses testify a tight battle. | Front Cell Infect Microbiol 9: 168 | PubMed |
Schuster S, Ewald E, Dandekar T, Dühring S | 2019 | Optimizing defence, counter-defence and counter-counter defence in parasitic and trophic interactions. A modelling study. | arXiv 1907.0482 | arXiv |
Akhoon BA, Gupta SK, Tiwari S, Rathor L, Pant A, Singh N, Gupta SK, Dandekar T, Pandey R | 2019 | C. elegans protein interaction network analysis probes RNAi validated pro-longevity effect of nhr-6, a human homolog of tumor suppressor Nr4a1. | Sci Rep 9: 15711 | PubMed |
Hamprecht A, Barber AE, Mellinghoff SC, Thelen P, Walther G, Yu Y, Neurgaonkar P, Dandekar T, Cornely OA, Martin R, Kurzai O, on behalf of the German Candida auris Study Group | 2019 | Candida auris in Germany and previous exposure to foreign healthcare. | Emerg Infect Dis 25: 1763-5 | PubMed |
Ewald J, Sieber P, Garde R, Lang SN, Schuster S, Ibrahim B | 2019 | Trends in mathematical modeling of host-pathogen interactions. | Cell Mol Life Sci 77: 467-80 (Review) | PubMed |
Lang SN, Germrodt S, Glock C, Skerka C, Zipfel PF, Schuster S | 2019 | Molecular crypsis by pathogenic fungi using human factor H. A numerical model. | PLoS One 14: e0212187 | PubMed |
Sieber P, Platzer M, Schuster S | 2018 | The definition of open reading frame revisited. | Trends Genet 34: 167-70 | PubMed |
Vlaic S, Conrad T, Tokarski-Schnelle C, Gustafsson M, Dahmen U, Reinhard Guthke R, Schuster S | 2018 | ModuleDiscoverer: Identification of regulatory modules in protein-protein interaction networks. | Sci Rep 8: 433 | PubMed |
Hummert S, Glock C, Lang SN, Hummert C, Skerka C, Zipfel PF, Germerodt S, Schuster S | 2018 | Playing ’hide-and-seek’ with factor H: game-theoretical analysis of a single nucleotide polymorphism. | J R Soc Interface 15: 20170963 | PubMed |
Naseem M, Bencurova E, Dandekar T | 2018 | The cytokinin-activating LOG-family proteins are not lysine decarboxylases. | Trends Biochem Sci 43: 232-6 (Review) | PubMed |
Sieber P, Voigt K, Kämmer P, Brunke S, Schuster S, Linde L | 2018 | Comparative study on alternative splicing in human fungal pathogens suggests its involvement during host invasion. | Front Microbiol 9: 2313 | Front Microbiol |
Naseem M, Kunz M, Dandekar T | 2017 | Plant-pathogen maneuvering over apoplastic sugars. | Trends Plant Sci 22: 740-3 (Review) | PubMed |
Schuster S, Fichtner M, Sasso S | 2017 | Use of fibonacci numbers in lipidomics - Enumerating various classes of fatty acids. | Sci Rep 7: 39821 | PubMed |
Dühring S, Ewald J, Germerodt S, Kaleta C, Dandekar T, Schuster S | 2017 | Modelling the host-pathogen interactions of macrophages and Candida albicans using game theory and dynamic optimization. | J R Soc Interface 14: 20170095 | PubMed |
Prauße MT, Schäuble S, Guthke R, Schuster S | 2016 | Computing the various pathways of penicillin synthesis and their molar yields. | Biotechnol Bioeng 113: 173-81 | PubMed |
Pollmächer J, Timme S, Schuster S, Brakhage AA, Zipfel PF, Figge MT | 2016 | Deciphering the counterplay of Aspergillus fumigatus infection and host inflammation by evolutionary games on graphs. | Sci Rep 6: 27807 | PubMed |
Czakai K, Dittrich M, Kaltdorf M, Müller T, Krappmann S, Schedler A, Bonin M, Dühring S, Schuster S, Speth C, Rambach G, Einsele H, Dandekar T, Löffler J | 2016 | Influence of platelet-rich plasma on the immune response of human monocyte-derived dendritic cells and macrophages stimulated with Aspergillus fumigatus. | Int J Med Microbiol 307: 95-107 | PubMed |
Othman EM, Nassem M, Awad E, Dandekar T, Stopper H | 2016 | The plant hormone cytokinin confers protection against oxidative stress in mammalian cells. | PLoS One 11: e0168386 | PubMed |
Dühring S, Germerodt S, Skerka C, Zipfel PF, Dandekar T, Schuster S | 2015 | Host-pathogen interactions between the human innate immune system and Candida albicans - understanding and modeling defense and evasion strategies. | Front Microbiol 6: 625 | Frontiers |
Karl S, Dandekar T | 2015 | Convergence behaviour and control in non-linear biological networks. | Sci Rep 5: 9746 | PubMed |
Srivastava M, Malviya N, Dandekar T | 2015 | Application of biotechnology and bioinformatics tools in plant-fungus interactions. | Bahadur B, Rajam MV, Sahijram L, Krishnamurthy KV (eds.) Plant Biol Biotechnology, pp. 49-64. Springer India. | |
Naseem M, Sarukhanyan E, Dandekar T | 2015 | LONELY-GUY knocks every door: Crosskingdom microbial pathogenesis. | Trends Plant Sci 20: 781-3 | PubMed |
Naseem M, Kaltdorf M, Dandekar T | 2015 | The nexus between growth and defence signaling: auxin and cytokinin modulate plant immune response pathways. | J Exp Bot 66: 4885-96 | PubMed |
Naseem M, Srivastava M, Dandekar T | 2014 | Stem-cell-triggered immunity safeguards cytokinin enriched plant shoot apexes from pathogen infection. | Front Plant Sci 5: 588 | PubMed |