
A02: Phylogeny of functional sequence elements in virus genomes
Projects of the CRC 1768
A02: Do the shape and size of quasispecies reflect the host range of viruses?
Viral phylogenies are commonly built from selected open reading frames (ORFs) or genes and ignore recent discoveries on viral genome complexity from functional genomics (omics) studies on virus-infected cells. These omics studies use RNA-seq, Ribo-seq, SHAPE-seq or other sequencing-based assays and vastly extended our knowledge on viral genomes by detecting numerous novel functional sequence elements (FSEs). However, these studies commonly ignore one fundamental question: Are these novel FSEs conserved during virus evolution and thus likely to play an important role in the virus life cycle?
FSEs identified in omics studies include short ORFs (sORFs) with <100 nucleotides, e.g., upstream ORFs (uORFs) within 5’ untranslated regions (UTRs) of other ORFs, or alternative proteins generated from the same locus through programmed ribosomal frameshifting or alternative splicing. In addition, novel viral non-coding RNAs like circular RNAs (circRNAs) and microRNAs (miRNAs) have been discovered. Furthermore, binding sites of host RNA and DNA binding proteins in viral DNA or RNA can now be determined at large scale. These FSEs cannot be predicted from sequence alone and some FSEs have to form specific RNA structures to be functional. To date, no standardised, comprehensive tool is available to detect different types of viral FSEs from omics data and analyse their conservation; existing phylogenetics approaches focus only on protein- genes.
In this project, we will close this gap by developing tools to identify FSEs that are conserved in sequence and/or structure for (1) reconstructing their evolutionary histories; (2) incorporating them into robust virus phylogenies; and (3) predicting potential functional roles. As recombination is an important evolutionary process that affects many viruses, we will implement a method for recombination-aware reconstruction of phylogenies. We will therefore contribute to central goals G1, G2, and G3 of the CRC VirusREvolution. Our tools will initially be developed for SARS-CoV-2, vibriophage N4, HBV, and HSV-1 and will be generalised to other viruses in subsequent funding phases. Here, inclusion of ancient HBV and HSV-1 genomes and recombination events will also enable us to describe the evolutionary histories of viruses spanning several thousand years. Genome annotations extended with conserved FSEs will be incorporated into VirJenDB within NFDI4Microbiota.
Project Overview
Our project is based on the hypothesis that the integration of omics-based FSEs detection with phylogenetic analysis will allow us to both uncover the functional importance of individual FSEs and improve our understanding of virus evolution. For this purpose, we will pursue the following objectives: (1) Develop standardised pipelines for identifying novel FSEs in viral genomes from omics data; (2) Characterise their evolutionary histories and conservation; (3) Incorporate FSEs into robust virus phylogenies; (4) Identify sequence and RNA structure constraints for both known and novel FSEs and their link to FSE function. Here, we will focus on a wide range of FSEs, including UTRs, translated (s)ORFs, PRF elements, IRES, miRNAs, circRNAs, (alternative) splicing and polyadenylation, and binding sites of RBPs and DNA binding proteins (for DNA viruses and phages). Our tools will initially be developed for SARS-CoV-2, vibriophage N4, HBV, and HSV-1 and will be generalised to other viruses in subsequent funding periods. By inclusion of ancient HBV and HSV-1 genomes, we will aim to describe the evolutionary histories of viruses and their FSEs spanning several thousand years. Similarly, rapid evolution and divergence of SARS-CoV-2 in the last 5 years and the wealth of data on variant genomes available provides the unique opportunity to study the evolution of FSEs in the context of host immune evasion. By modelling recombination in SARS-CoV-2 and HBV, we will investigate the link between recombination and its impact on FSE evolution. Tool to be developed: Tool for identifying conserved FSEs from omics data.
- Tool to be developed: Tool for identifying conserved FSEs from omics data
- Tool to be developed: Tool for phylogeny reconstruction and conservation analysis for viral FSEs
Hypothesis enabled by the proposed tool: This will allow the investigation of whether and how different FSEs are conserved during virus evolution and how this links to the general evolution of these viruses.
Overarching CRC goals: Our project develops and applies a quasispecies Sequence Variation Graph (qs-SVG) toolkit to capture, annotate, and quantify intra-population viral diversity from long/short-read and metagenomic data, enabling rapid characterization of emerging viruses and their mutational mechanisms (G1). By deploying qs-SVG across human viruses and environmental phages, the project dissects how ecological context and host diversity shape quasispecies structure, deriving generalisable rules and experimentally testable trajectories of host-range evolution (G2, G3).
Work Packages (WP):
- WP 1: Identification of functional sequence elements (Friedel)
- WP 2: Evolutionary history of functional sequence elements (Kühnert)
- WP 3: Quantifying conservation of functional sequence elements (Kühnert)
- WP 4: Evaluating functional roles and impact of sequence variation for FSEs (Friedel)
Team Members
Dr. Jens-Uwe Ulrich
PostDoc
PhD A02 2
PhD Student
PhD A02 2
PhD Student
2025
Daodu, Richard Olumide; Awotoro, Ebenezer; Ulrich, Jens-Uwe; Kühnert, Denise
CLASV: Rapid Lassa virus lineage assignment with random forest. Journal Article
In: PLoS Negl Trop Dis, vol. 19, iss. 9, pp. e0013512, 2025, ISSN: 1935-2735.
@article{Daodu:25,
title = {CLASV: Rapid Lassa virus lineage assignment with random forest.},
author = {Richard Olumide Daodu and Ebenezer Awotoro and Jens-Uwe Ulrich and Denise Kühnert},
url = {https://pubmed.ncbi.nlm.nih.gov/40924753/},
doi = {10.1371/journal.pntd.0013512},
issn = {1935-2735},
year = {2025},
date = {2025-09-01},
journal = {PLoS Negl Trop Dis},
volume = {19},
issue = {9},
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2024
Gomez, Luis Roger Esquivel; Weber, Ariane; Kocher, Arthur; Kühnert, Denise
Recombination-aware phylogenetic analysis sheds light on the evolutionary origin of SARS-CoV-2. Journal Article
In: Sci. Rep., vol. 14, iss. 1, pp. 541, 2024, ISSN: 2045-2322.
@article{Esquivel:24,
title = {Recombination-aware phylogenetic analysis sheds light on the evolutionary origin of SARS-CoV-2.},
author = {Luis Roger Esquivel Gomez and Ariane Weber and Arthur Kocher and Denise Kühnert},
url = {https://pubmed.ncbi.nlm.nih.gov/38177346/},
doi = {10.1038/s41598-023-50952-1},
issn = {2045-2322},
year = {2024},
date = {2024-01-01},
journal = {Sci. Rep.},
volume = {14},
issue = {1},
pages = {541},
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pubstate = {epublish},
tppubtype = {article}
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2023
Djakovic, Lara; Hennig, Thomas; Reinisch, Katharina; Milić, Andrea; Whisnant, Adam W; Wolf, Katharina; Weiß, Elena; Haas, Tobias; Grothey, Arnhild; Jürges, Christopher S; Kluge, Michael; Wolf, Elmar; Erhard, Florian; Friedel, Caroline C; Dölken, Lars
The HSV-1 ICP22 protein selectively impairs histone repositioning upon Pol II transcription downstream of genes. Journal Article
In: Nat Commun, vol. 14, iss. 1, no. 1, pp. 4591, 2023, ISSN: 2041-1723.
@article{Djakovic:23,
title = {The HSV-1 ICP22 protein selectively impairs histone repositioning upon Pol II transcription downstream of genes.},
author = {Lara Djakovic and Thomas Hennig and Katharina Reinisch and Andrea Milić and Adam W Whisnant and Katharina Wolf and Elena Weiß and Tobias Haas and Arnhild Grothey and Christopher S Jürges and Michael Kluge and Elmar Wolf and Florian Erhard and Caroline C Friedel and Lars Dölken},
doi = {10.1038/s41467-023-40217-w},
issn = {2041-1723},
year = {2023},
date = {2023-01-01},
journal = {Nat Commun},
volume = {14},
number = {1},
issue = {1},
pages = {4591},
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pubstate = {published},
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2021
Smith, Maureen Rebecca; Trofimova, Maria; Weber, Ariane; Duport, Yannick; Kühnert, Denise; Kleist, Max
Rapid incidence estimation from SARS-CoV-2 genomes reveals decreased case detection in Europe during summer 2020. Journal Article
In: Nat Commun, vol. 12, iss. 1, no. 1, pp. 6009, 2021, ISSN: 2041-1723.
@article{Smith:21,
title = {Rapid incidence estimation from SARS-CoV-2 genomes reveals decreased case detection in Europe during summer 2020.},
author = {Maureen Rebecca Smith and Maria Trofimova and Ariane Weber and Yannick Duport and Denise Kühnert and Max Kleist},
doi = {10.1038/s41467-021-26267-y},
issn = {2041-1723},
year = {2021},
date = {2021-01-01},
journal = {Nat Commun},
volume = {12},
number = {1},
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Kocher, Arthur; Papac, Luka; Barquera, Rodrigo; Key, Felix M; Spyrou, Maria A; Hübler, Ron; Rohrlach, Adam B; Aron, Franziska; Stahl, Raphaela; Wissgott, Antje; Bömmel, Florian; Pfefferkorn, Maria; Mittnik, Alissa; Villalba-Mouco, Vanessa; Hansen, Svend; Kitov, Egor P; Dobeš, Miroslav; Ernée, Michal; Meller, Harald; Alt, Kurt W; Prüfer, Kay; Warinner, Christina; Schiffels, Stephan; Stockhammer, Philipp W; Bos, Kirsten; Posth, Cosimo; Herbig, Alexander; Haak, Wolfgang; Krause, Johannes; Kühnert, Denise
Ten millennia of hepatitis B virus evolution. Journal Article
In: Science, vol. 374, iss. 6564, no. 6564, pp. 182–188, 2021, ISSN: 1095-9203.
@article{Kocher:21,
title = {Ten millennia of hepatitis B virus evolution.},
author = {Arthur Kocher and Luka Papac and Rodrigo Barquera and Felix M Key and Maria A Spyrou and Ron Hübler and Adam B Rohrlach and Franziska Aron and Raphaela Stahl and Antje Wissgott and Florian Bömmel and Maria Pfefferkorn and Alissa Mittnik and Vanessa Villalba-Mouco and Svend Hansen and Egor P Kitov and Miroslav Dobeš and Michal Ernée and Harald Meller and Kurt W Alt and Kay Prüfer and Christina Warinner and Stephan Schiffels and Philipp W Stockhammer and Kirsten Bos and Cosimo Posth and Alexander Herbig and Wolfgang Haak and Johannes Krause and Denise Kühnert},
doi = {10.1126/science.abi5658},
issn = {1095-9203},
year = {2021},
date = {2021-01-01},
urldate = {2021-01-01},
journal = {Science},
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pages = {182–188},
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2020
Whisnant, Adam W; Jürges, Christopher S; Hennig, Thomas; Wyler, Emanuel; Prusty, Bhupesh; Rutkowski, Andrzej J; L'hernault, Anne; Djakovic, Lara; Göbel, Margarete; Döring, Kristina; Menegatti, Jennifer; Antrobus, Robin; Matheson, Nicholas J; Künzig, Florian W H; Mastrobuoni, Guido; Bielow, Chris; Kempa, Stefan; Liang, Chunguang; Dandekar, Thomas; Zimmer, Ralf; Landthaler, Markus; Grässer, Friedrich; Lehner, Paul J; Friedel, Caroline C; Erhard, Florian; Dölken, Lars
Integrative functional genomics decodes herpes simplex virus 1 Journal Article
In: Nat Commun, vol. 11, iss. 1, pp. 2038, 2020.
@article{Whisnant:20,
title = {Integrative functional genomics decodes herpes simplex virus 1},
author = {Adam W Whisnant and Christopher S Jürges and Thomas Hennig and Emanuel Wyler and Bhupesh Prusty and Andrzej J Rutkowski and Anne L'hernault and Lara Djakovic and Margarete Göbel and Kristina Döring and Jennifer Menegatti and Robin Antrobus and Nicholas J Matheson and Florian W H Künzig and Guido Mastrobuoni and Chris Bielow and Stefan Kempa and Chunguang Liang and Thomas Dandekar and Ralf Zimmer and Markus Landthaler and Friedrich Grässer and Paul J Lehner and Caroline C Friedel and Florian Erhard and Lars Dölken},
doi = {10.1038/s41467-020-15992-5},
year = {2020},
date = {2020-01-01},
journal = {Nat Commun},
volume = {11},
issue = {1},
pages = {2038},
keywords = {},
pubstate = {published},
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2018
Kühnert, Denise; Kouyos, Roger; Shirreff, George; Pečerska, Jūlija; Scherrer, Alexandra U; Böni, Jürg; Yerly, Sabine; Klimkait, Thomas; Aubert, Vincent; Günthard, Huldrych F; Stadler, Tanja; Bonhoeffer, Sebastian; Study, Swiss HIV Cohort
Quantifying the fitness cost of HIV-1 drug resistance mutations through phylodynamics. Journal Article
In: PLoS Pathog, vol. 14, iss. 2, no. 2, pp. e1006895, 2018, ISSN: 1553-7374.
@article{Kuehnert:18,
title = {Quantifying the fitness cost of HIV-1 drug resistance mutations through phylodynamics.},
author = {Denise Kühnert and Roger Kouyos and George Shirreff and Jūlija Pečerska and Alexandra U Scherrer and Jürg Böni and Sabine Yerly and Thomas Klimkait and Vincent Aubert and Huldrych F Günthard and Tanja Stadler and Sebastian Bonhoeffer and Swiss HIV Cohort Study},
doi = {10.1371/journal.ppat.1006895},
issn = {1553-7374},
year = {2018},
date = {2018-01-01},
journal = {PLoS Pathog},
volume = {14},
number = {2},
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Hennig, Thomas; Michalski, Marco; Rutkowski, Andrzej J; Djakovic, Lara; Whisnant, Adam W; Friedl, Marie-Sophie; Jha, Bhaskar Anand; Baptista, Marisa A P; L'Hernault, Anne; Erhard, Florian; Dölken, Lars; Friedel, Caroline C
In: PLoS Pathog, vol. 14, iss. 3, no. 3, pp. e1006954, 2018, ISSN: 1553-7374.
@article{Hennig:18,
title = {HSV-1-induced disruption of transcription termination resembles a cellular stress response but selectively increases chromatin accessibility downstream of genes.},
author = {Thomas Hennig and Marco Michalski and Andrzej J Rutkowski and Lara Djakovic and Adam W Whisnant and Marie-Sophie Friedl and Bhaskar Anand Jha and Marisa A P Baptista and Anne L'Hernault and Florian Erhard and Lars Dölken and Caroline C Friedel},
doi = {10.1371/journal.ppat.1006954},
issn = {1553-7374},
year = {2018},
date = {2018-01-01},
journal = {PLoS Pathog},
volume = {14},
number = {3},
issue = {3},
pages = {e1006954},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2017
Bonfert, Thomas; Friedel, Caroline C
Prediction of poly(A) sites by poly(A) read mapping. Journal Article
In: PLoS One, vol. 12, iss. 1, no. 1, pp. e0170914, 2017, ISSN: 1932-6203.
@article{Bonfert:17,
title = {Prediction of poly(A) sites by poly(A) read mapping.},
author = {Thomas Bonfert and Caroline C Friedel},
url = {https://pubmed.ncbi.nlm.nih.gov/28135292/},
doi = {10.1371/journal.pone.0170914},
issn = {1932-6203},
year = {2017},
date = {2017-01-01},
journal = {PLoS One},
volume = {12},
number = {1},
issue = {1},
pages = {e0170914},
keywords = {},
pubstate = {epublish},
tppubtype = {article}
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2015
Rutkowski, Andrzej J; Erhard, Florian; L'Hernault, Anne; Bonfert, Thomas; Schilhabel, Markus; Crump, Colin; Rosenstiel, Philip; Efstathiou, Stacey; Zimmer, Ralf; Friedel, Caroline C; Dölken, Lars
Widespread disruption of host transcription termination in HSV-1 infection. Journal Article
In: Nat Commun, vol. 6, pp. 7126, 2015, ISSN: 2041-1723.
@article{Rutkowski:15,
title = {Widespread disruption of host transcription termination in HSV-1 infection.},
author = {Andrzej J Rutkowski and Florian Erhard and Anne L'Hernault and Thomas Bonfert and Markus Schilhabel and Colin Crump and Philip Rosenstiel and Stacey Efstathiou and Ralf Zimmer and Caroline C Friedel and Lars Dölken},
doi = {10.1038/ncomms8126},
issn = {2041-1723},
year = {2015},
date = {2015-01-01},
journal = {Nat Commun},
volume = {6},
pages = {7126},
keywords = {},
pubstate = {published},
tppubtype = {article}
}