Ivica Letunic’s research while affiliated with University of Helsinki and other places

What is this page?


This page lists works of an author who doesn't have a ResearchGate profile or hasn't added the works to their profile yet. It is automatically generated from public (personal) data to further our legitimate goal of comprehensive and accurate scientific recordkeeping. If you are this author and want this page removed, please let us know.

Publications (152)


InterPro: the protein sequence classification resource in 2025
  • Article

November 2024

·

27 Reads

·

2 Citations

Nucleic Acids Research

·

·

Laise Cavalcanti Florentino

·

[...]

·


Refined Enterotyping Reveals Dysbiosis in Global Fecal Metagenomes
  • Preprint
  • File available

August 2024

·

71 Reads

·

1 Citation

Enterotypes describe human fecal microbiomes grouped by similarity into clusters of microbial community composition, often associated with disease, medications, diet, and lifestyle. Numbers and determinants of enterotypes have been derived by diverse frameworks and applied to cohorts that often lack diversity or inter-cohort comparability. To overcome these limitations, we selected 16,772 fecal metagenomes collected from 38 countries to revisit the enterotypes using state-of-the-art fuzzy clustering and found robust clustering regardless of underlying taxonomy, consistent with previous findings. Quantifying the strength of enterotype classifications enriched the enterotype landscape, also reflecting some continuity of microbial compositions. As the classification strength was associated with the patient’s health status, we established an “Enterotype Dysbiosis Score” (EDS) as a latent covariate for various diseases. This global study confirms the enterotypes, reveals a dysbiosis signal within the enterotype landscape, and enables robust classification of metagenomes with an online “Enterotyper” tool, allowing reproducible analysis in future studies. Graphical Abstract

Download


Interactive Tree of Life (iTOL) v6: recent updates to the phylogenetic tree display and annotation tool

April 2024

·

50 Reads

·

311 Citations

Nucleic Acids Research

The Interactive Tree Of Life (https://itol.embl.de) is an online tool for the management, display, annotation and manipulation of phylogenetic and other trees. It is freely available and open to everyone. iTOL version 6 introduces a modernized and completely rewritten user interface, together with numerous new features. A new dataset type has been introduced (colored/labeled ranges), greatly upgrading the functionality of the previous simple colored range annotation function. Additional annotation options have been implemented for several existing dataset types. Dataset template files now support simple assignment of annotations to multiple tree nodes through substring matching, including full regular expression support. Node metadata handling has been greatly extended with novel display and exporting options, and it can now be edited interactively or bulk updated through annotation files. Tree labels can be displayed using multiple simultaneous font styles, with precise positioning, sizing and styling of each individual label part. Various bulk label editing functions have been implemented, simplifying large scale changes of all tree node labels. iTOL’s automatic taxonomy assignment functions now support trees based on the Genome Taxonomy Database (GTDB), in addition to the NCBI taxonomy. The functionality of the optional user account pages has been expanded, simplifying the management, navigation and sharing of projects and trees. iTOL currently handles more than one and a half million trees from >130 000 individual user accounts.


SPIRE: a Searchable, Planetary-scale mIcrobiome REsource

October 2023

·

227 Reads

·

20 Citations

Nucleic Acids Research

Meta’omic data on microbial diversity and function accrue exponentially in public repositories, but derived information is often siloed according to data type, study or sampled microbial environment. Here we present SPIRE, a Searchable Planetary-scale mIcrobiome REsource that integrates various consistently processed metagenome-derived microbial data modalities across habitats, geography and phylogeny. SPIRE encompasses 99 146 metagenomic samples from 739 studies covering a wide array of microbial environments and augmented with manually-curated contextual data. Across a total metagenomic assembly of 16 Tbp, SPIRE comprises 35 billion predicted protein sequences and 1.16 million newly constructed metagenome-assembled genomes (MAGs) of medium or high quality. Beyond mapping to the high-quality genome reference provided by proGenomes3 (http://progenomes.embl.de), these novel MAGs form 92 134 novel species-level clusters, the majority of which are unclassified at species level using current tools. SPIRE enables taxonomic profiling of these species clusters via an updated, custom mOTUs database (https://motu-tool.org/) and includes several layers of functional annotation, as well as crosslinks to several (micro-)biological databases. The resource is accessible, searchable and browsable via http://spire.embl.de.


C. difficile may be overdiagnosed in adults and is a prevalent commensal in infants

September 2023

·

13 Reads

·

1 Citation

Clostridioides difficile is an urgent threat in hospital-acquired infections world-wide, yet the microbial composition associated with C. difficile, in particular in C. difficile infection (CDI) cases, remains poorly characterised. To investigate the gut microbiome composition in CDI patients, we analysed 534 metagenomes from 10 publicly available CDI study populations. We then tracked C. difficile on a global scale, screening 42,900 metagenomes from 253 public studies. Among the CDI cohorts, we detected C. difficile in only 30% of the stool samples from CDI patients. However, we found that multiple other toxigenic species capable of inducing CDI-like symptomatology were prevalent. In addition, the majority of the investigated studies did not adhere to the recommended guidelines for a correct CDI diagnosis. In the global survey, we found that C. difficile prevalence, abundance and biotic context were age-dependent. C. difficile is a rare taxon associated with reduced diversity in healthy adults, but common and associated with increased diversity in infants. We identified a group of species co-occurring with C. difficile exclusively in healthy infants, enriched in obligate anaerobes and in species typical of the healthy adult gut microbiome. C. difficile in healthy infants was therefore associated with multiple indicators of healthy gut microbiome maturation. Our analysis raises concerns about potential CDI overdiagnosis and suggests that C. difficile is an important commensal in infants and that its asymptomatic carriage in adults depends on microbial context.


Figure 2. A CDI-specific microbial signature (A) Microbial species signature associated with CDI, healthy controls and diseased controls, as seen by LASSO model and (B) its associated AUC values for all samples as well as for single study populations, when comparing CDI to healthy and diseased controls combined (left) and CDI with healthy controls only (right). In the latter, the AUC value of Vincent_2016 is left intentionally blank as only diseased controls (D-Ctr) are available for this study population (see Supplementary Table 1).
Figure 3. C. difficile tracking in a global dataset collection (A) Overview of the global dataset collection composed of 42,900 samples, from 253 publicly available studies, including host-associated and environmental samples (internal ring), and their subcategories (external ring). The human gut was the most represented environment (66.3%, n=28,423) in our collection. (B) Stratification of the human gut samples, divided by health status and age group (see Methods for detailed age group description, numbers refer to the number of samples prior to read filtering). (C) Prevalence of C. difficile positive samples per category. Total values refer to the number of samples after the initial read filtering and before time series dereplication (see Methods). From this point onwards, results refer to this extended collection of 42,900 samples.
Figure 4. C. difficile prevalence and associated microbial diversity (A) C. difficile prevalence in stool samples in healthy and diseased human (left) and animal (right) hosts over lifetime. C. difficile prevalence divided by (B)
Figure 5. Biotic context associated with C. difficile Species associated with C. difficile, divided by age group and health status: significant positive associations are shown in dark orange, significant negative ones in dark blue (p-values adjusted using BH). Lighter shades indicate non significant associations. Only species significantly associated with C. difficile in at least one age group are shown. Number of samples per each category shown in the lower part. See Methods for details on age group definitions. Species group separation was not affected by presence of C. difficile toxin genes (data not shown). On the right, per species annotation of their i) oxygen requirement (see also Supplementary Figure 12 for the differential enrichment across the two groups) and ii) trend over lifetime. Positive Spearman's rho values indicate species more commonly found in the gut microbiome of healthy adults, negative values the opposite trend.
C. difficile may be overdiagnosed in adults and is a prevalent commensal in infants

September 2023

·

29 Reads

·

1 Citation

Clostridioides difficile is an urgent threat in hospital-acquired infections world-wide, yet the microbial composition associated with C. difficile, in particular in C. difficile infection (CDI) cases, remains poorly characterised. To investigate the gut microbiome composition in CDI patients, we analysed 534 metagenomes from 10 publicly available CDI study populations. We then tracked C. difficile on a global scale, screening 42,900 metagenomes from 253 public studies. Among the CDI cohorts, we detected C. difficile in only 30% of the stool samples from CDI patients. However, we found that multiple other toxigenic species capable of inducing CDI-like symptomatology were prevalent. In addition, the majority of the investigated studies did not adhere to the recommended guidelines for a correct CDI diagnosis. In the global survey, we found that C. difficile prevalence, abundance and biotic context were age-dependent. C. difficile is a rare taxon associated with reduced diversity in healthy adults, but common and associated with increased diversity in infants. We identified a group of species co-occurring with C. difficile exclusively in healthy infants, enriched in obligate anaerobes and in species typical of the healthy adult gut microbiome. C. difficile in healthy infants was therefore associated with multiple indicators of healthy gut microbiome maturation. Our analysis raises concerns about potential CDI overdiagnosis and suggests that C. difficile is an important commensal in infants and that its asymptomatic carriage in adults depends on microbial context.





Citations (62)


... The sequences were aligned with MUSCLE v3.8.1551 [65] and the phylogeny was inferred with RAxML (100 bootstraps, rapid bootstrap random number seed: 1234, random number seed for the parsimony inferences: 123). The obtained 16S rRNA-based tree was then pruned using iTOL v.6.9 [66] to ease tree visualisation. ...

Reference:

Comparative genomics of Rickettsiella bacteria reveal variable metabolic traits involved in symbiotic interactions with arthropods
Interactive Tree of Life (iTOL) v6: recent updates to the phylogenetic tree display and annotation tool
  • Citing Article
  • April 2024

Nucleic Acids Research

... Collection of external microbiome datasets Global dataset: Publicly available human gut metagenomes were downloaded from the European Nucleotide Archive. The dataset was part of a previous study 131 and was composed of 27,832 samples across 45 countries from 159 studies (Tables S3A and S3B). After the downloading, quality filtering was performed using ngless, and bases with <25 Phred quality score were trimmed from the 3 0 end, and reads less than 45 bp were excluded. ...

SPIRE: a Searchable, Planetary-scale mIcrobiome REsource

Nucleic Acids Research

... The tumor homologous recombination deficiency (HRD) genomic instability score (GIS) calculated by combining three factors, LOH, telomeric allelic imbalance, and large-scale state transitions, was of 15, below the validated threshold of 42 in the context of ovarian cancers [19]. Platinum drug treatment mutational signature SBS35 according to the COSMIC classification [20] contributed to 22% of somatic variants while SBS5 signature of unknown etiology and SBS1 spontaneous deamination of 5-methylcytosine signature contributed to 63% and 15% of somatic variants respectively. No SBS3 nor SBS8 homologous recombination deficiency signature was observed. ...

Author Correction: The repertoire of mutational signatures in human cancer

Nature

... In clinical practice, differentiating between multiple primary lung cancers and intrapulmonary metastasis is challenging using pathology or morphologic appearance alone, and NGS is now recommended to help definitively differentiate these entities [5,[8][9][10][11][12][13][14][15]. When using genomic results to define multiple primaries versus intrapulmonary metastasis, we observed significantly improved survival in those with genome-defined multiple primaries versus intrapulmonary metastasis. ...

Author Correction: The evolutionary history of 2,658 cancers

Nature

... Characterizing the full spectrum of SVs in human genomes makes it possible to understand the distribution of SVs in different populations [8]. Additionally, SVs have been found to play a critical role in the development of certain diseases, such as cancer [22] and Alzheimer's [36]. SVs are typically referred to any genome sequence altering event, except for deletions or insertions (indels) shorter than 50 bp [32]. ...

Author Correction: Patterns of somatic structural variation in human cancer genomes

Nature

... RPL39L is a recently evolved ( 1 ) and non-redundant paralog of RPL39L that has just been implicated in the translation of long-lived, sperm cell-specific proteins ( 11 ). However, the RPL39L mRNA was also observed outside of the germ cell lineage, particularly in ovarian ( 12 ) and breast cancer tissues ( 2 ), as well as in lung cancer ( 13 ) and neuroblastoma ( 11 ) cell lines, where the expression appears to be driven by gene amplifications ( 14 ) and CpG island hypomethylation ( 13 ). These observations suggest that RPL39L's function extends beyond the translation of long-lived sperm cell proteins. ...

Author Correction: Genomic basis for RNA alterations in cancer

Nature

... Genomic alterations have been ranked based on their recurrence and on their functional consequences, finally developing a clustering methodology to discriminate between potential driver events [46]. The extension of the sequencing to intergenic regions allowed evaluation of the burden of putative driver mutations in noncoding regions: on the pan-cancer database, 13% of all mutations were represented by driver point-mutation events in an intergenic region, with 25% of all PCAWG cancers analysed bearing at least one, one-third of which occurred in the TERT promoter, confirming its role in cancer [73][74][75][76][77][78][79]. On the counterpart, 91% of all cancers harboured a somatic driver event in a coding region of a gene (Fig. 3). ...

Author Correction: High-coverage whole-genome analysis of 1220 cancers reveals hundreds of genes deregulated by rearrangement-mediated cis-regulatory alterations

... Tumor hypoxia is a common feature of the microenvironment in solid tumors [67,68], primarily resulting from an imbalance between poor vascularization and high oxygen consumption by tumor cells [69]. Hypoxia induces a tumor-adapted phenotype, altering signaling, gene expression, and metabolism [70]. ...

Author Correction: Divergent mutational processes distinguish hypoxic and normoxic tumours

... 39 For pathway enrichments, we aggregated consistently curated FlyBase-associated genesets using the modEnrichr project. 40 We then used the ActivePathways gene set enrichment tool 41 Processing single-cell RNA sequencing data and cell-type-specific differential gene expression analysis ...

Author Correction: Integrative pathway enrichment analysis of multivariate omics data

... LncRNAs are involved in multiple developmental processes, including the regulation of Hox genes (Rinn et al. 2007), the regulation of chromatin accessibility in dosage compensation mechanisms (Loda and Heard 2019), and the development of organs such as the brain (Bernard et al. 2010) and heart (Klattenhoff et al. 2013). Alterations in the expression of lncRNAs have also been described for several diseases, including cancer (Huarte 2015;Carlevaro-Fita et al. 2020), cardiovascular diseases (Poller et al. 2018) and neurological disorders (Sunwoo et al. 2017). In fact, the public database LncRNADisease v2.0 currently describes more than 1,700 experimentally validated lncRNA-disease associations (Bao et al. 2019), highlighting lncRNAs as potential tools to understand the mechanisms and prognosis of multiple diseases. ...

Author Correction: Cancer LncRNA Census reveals evidence for deep functional conservation of long noncoding RNAs in tumorigenesis

Communications Biology