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Dive into the research topics where Radek Szklarczyk is active.

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Featured researches published by Radek Szklarczyk.


intelligent systems in molecular biology | 2004

Tracking repeats using significance and transitivity

Radek Szklarczyk; Jaap Heringa

MOTIVATION Internal repeats in coding sequences correspond to structural and functional units of proteins. Moreover, duplication of fragments of coding sequences is known to be a mechanism to facilitate evolution. Identification of repeats is crucial to shed light on the function and structure of proteins, and explain their evolutionary past. The task is difficult because during the course of evolution many repeats diverged beyond recognition. RESULTS We introduce a new method TRUST, for ab initio determination of internal repeats in proteins. It provides an improvement in prediction quality as compared to alternative state-of-the-art methods. The increased sensitivity and accuracy of the method is achieved by exploiting the concept of transitivity of alignments. Starting from significant local suboptimal alignments, the application of transitivity allows us to (1) identify distant repeat homologues for which no alignments were found; (2) gain confidence about consistently well-aligned regions; and (3) recognize and reduce the contribution of non-homologous repeats. This re-assessment step enables us to derive a virtually noise-free profile representing a generalized repeat with high fidelity. We also obtained superior specificity by employing rigid statistical testing for self-sequence and profile-sequence alignments. Assessment was done using a database of repeat annotations based on structural superpositioning. The results show that TRUST is a useful and reliable tool for mining tandem and non-tandem repeats in protein sequence databases, capable of predicting multiple repeat types with varying intervening segments within a single sequence. AVAILABILITY The TRUST server (together with the source code) is available at http://ibivu.cs.vu.nl/programs/trustwww


Proteomics | 2010

Mosaic origin of the mitochondrial proteome

Radek Szklarczyk; Martijn A. Huynen

Although the origin of mitochondria from the endosymbiosis of an α‐proteobacterium is well established, the nature of the host cell, the metabolic complexity of the endosymbiont and the subsequent evolution of the proto‐mitochondrion into all its current appearances are still the subject of discovery and sometimes debate. Here we review what has been inferred about the original composition and subsequent evolution of the mitochondrial proteome and essential mitochondrial systems. The evolutionary mosaic that currently constitutes mitochondrial proteomes contains (i) endosymbiotic proteins (15–45%), (ii) proteins without detectable orthologs outside the eukaryotic lineage (40%), and (iii) proteins that are derived from non‐proteobacterial Bacteria, Bacteriophages and Archaea (15%, specifically multiple tRNA‐modification proteins). Protein complexes are of endosymbiotic origin, but have greatly expanded with novel eukaryotic proteins; in contrast to mitochondrial enzymes that are both of proteobacterial and non‐proteobacterial origin. This disparity is consistent with the complexity hypothesis, which argues that proteins that are a part of large, multi‐subunit complexes are unlikely to undergo horizontal gene transfer. We observe that they neither change their subcellular compartments in the course of evolution, even when their genes do.


Bioinformatics | 2012

Toward community standards in the quest for orthologs

Christophe Dessimoz; Toni Gabaldón; David S. Roos; Erik L. L. Sonnhammer; Javier Herrero; Adrian M. Altenhoff; Rolf Apweiler; Michael Ashburner; Judith A. Blake; Brigitte Boeckmann; Alan Bridge; Elspeth Bruford; Mike Cherry; Matthieu Conte; Durand Dannie; Ruchira S. Datta; Jean-Baka Domelevo Entfellner; Ingo Ebersberger; Michael Y. Galperin; Jacob M. Joseph; Tina Koestler; Evgenia V. Kriventseva; Odile Lecompte; Jack Leunissen; Suzanna E. Lewis; Benjamin Linard; Michael S. Livstone; Hui-Chun Lu; María Martín; Raja Mazumder

The identification of orthologs—genes pairs descended from a common ancestor through speciation, rather than duplication—has emerged as an essential component of many bioinformatics applications, ranging from the annotation of new genomes to experimental target prioritization. Yet, the development and application of orthology inference methods is hampered by the lack of consensus on source proteomes, file formats and benchmarks. The second ‘Quest for Orthologs’ meeting brought together stakeholders from various communities to address these challenges. We report on achievements and outcomes of this meeting, focusing on topics of particular relevance to the research community at large. The Quest for Orthologs consortium is an open community that welcomes contributions from all researchers interested in orthology research and applications. Contact: [email protected]


Genome Biology | 2012

Iterative orthology prediction uncovers new mitochondrial proteins and identifies C12orf62 as the human ortholog of COX14, a protein involved in the assembly of cytochrome c oxidase.

Radek Szklarczyk; Bas F.J. Wanschers; Thomas D. Cuypers; John J. Esseling; Moniek Riemersma; Mariël van den Brand; Jolein Gloerich; Edwin Lasonder; Lambert van den Heuvel; Leo Nijtmans; Martijn A. Huynen

BackgroundOrthology is a central tenet of comparative genomics and ortholog identification is instrumental to protein function prediction. Major advances have been made to determine orthology relations among a set of homologous proteins. However, they depend on the comparison of individual sequences and do not take into account divergent orthologs.ResultsWe have developed an iterative orthology prediction method, Ortho-Profile, that uses reciprocal best hits at the level of sequence profiles to infer orthology. It increases ortholog detection by 20% compared to sequence-to-sequence comparisons. Ortho-Profile predicts 598 human orthologs of mitochondrial proteins from Saccharomyces cerevisiae and Schizosaccharomyces pombe with 94% accuracy. Of these, 181 were not known to localize to mitochondria in mammals. Among the predictions of the Ortho-Profile method are 11 human cytochrome c oxidase (COX) assembly proteins that are implicated in mitochondrial function and disease. Their co-expression patterns, experimentally verified subcellular localization, and co-purification with human COX-associated proteins support these predictions. For the human gene C12orf62, the ortholog of S. cerevisiae COX14, we specifically confirm its role in negative regulation of the translation of cytochrome c oxidase.ConclusionsDivergent homologs can often only be detected by comparing sequence profiles and profile-based hidden Markov models. The Ortho-Profile method takes advantage of these techniques in the quest for orthologs.


American Journal of Human Genetics | 2011

A Mutation in C2orf64 Causes Impaired Cytochrome c Oxidase Assembly and Mitochondrial Cardiomyopathy

Merei Huigsloot; Leo Nijtmans; Radek Szklarczyk; Marieke J.H. Baars; Mariël van den Brand; Marthe HendriksFranssen; Lambertus van den Heuvel; Jan A.M. Smeitink; Martijn A. Huynen; Richard J. Rodenburg

The assembly of mitochondrial respiratory chain complex IV (cytochrome c oxidase) involves the coordinated action of several assembly chaperones. In Saccharomyces cerevisiae, at least 30 different assembly chaperones have been identified. To date, pathogenic mutations leading to a mitochondrial disorder have been identified in only seven of the corresponding human genes. One of the genes for which the relevance to human pathology is unknown is C2orf64, an ortholog of the S. cerevisiae gene PET191. This gene has previously been shown to be a complex IV assembly factor in yeast, although its exact role is still unknown. Previous research in a large cohort of complex IV deficient patients did not support an etiological role of C2orf64 in complex IV deficiency. In this report, a homozygous mutation in C2orf64 is described in two siblings affected by fatal neonatal cardiomyopathy. Pathogenicity of the mutation is supported by the results of a complementation experiment, showing that complex IV activity can be fully restored by retroviral transduction of wild-type C2orf64 in patient-derived fibroblasts. Detailed analysis of complex IV assembly intermediates in patient fibroblasts by 2D-BN PAGE revealed the accumulation of a small assembly intermediate containing subunit COX1 but not the COX2, COX4, or COX5b subunits, indicating that C2orf64 is involved in an early step of the complex IV assembly process. The results of this study demonstrate that C2orf64 is essential for human complex IV assembly and that C2orf64 mutational analysis should be considered for complex IV deficient patients, in particular those with hypertrophic cardiomyopathy.


Human Molecular Genetics | 2013

A mutation in the FAM36A gene, the human ortholog of COX20, impairs cytochrome c oxidase assembly and is associated with ataxia and muscle hypotonia

Radek Szklarczyk; Bas F.J. Wanschers; Leo Nijtmans; Richard J. Rodenburg; Johannes Zschocke; Nicola Dikow; Mariël A. M. van den Brand; Marthe HendriksFranssen; Christian Gilissen; Joris A. Veltman; Marco Nooteboom; Werner J.H. Koopman; Peter H. G. M. Willems; Jan A.M. Smeitink; Martijn A. Huynen; Lambertus P. van den Heuvel

The mitochondrial respiratory chain complex IV (cytochrome c oxidase) is a multi-subunit enzyme that transfers electrons from cytochrome c to molecular oxygen, yielding water. Its biogenesis requires concerted expression of mitochondria- and nuclear-encoded subunits and assembly factors. In this report, we describe a homozygous missense mutation in FAM36A from a patient who displays ataxia and muscle hypotonia. The FAM36A gene is a remote, putative ortholog of the fungal complex IV assembly factor COX20. Messenger RNA (mRNA) and protein co-expression analyses support the involvement of FAM36A in complex IV function in mammals. The c.154A>C mutation in the FAM36A gene, a mutation that is absent in sequenced exomes, leads to a reduced activity and lower levels of complex IV and its protein subunits. The FAM36A protein is nearly absent in patients fibroblasts. Cells affected by the mutation accumulate subassemblies of complex IV that contain COX1 but are almost devoid of COX2 protein. We observe co-purification of FAM36A and COX2 proteins, supporting that the FAM36A defect hampers the early step of complex IV assembly at the incorporation of the COX2 subunit. Lentiviral complementation of patients fibroblasts with wild-type FAM36A increases the complex IV activity as well as the amount of holocomplex IV and of individual subunits. These results establish the function of the human gene FAM36A/COX20 in complex IV assembly and support a causal role of the gene in complex IV deficiency.


PLOS Genetics | 2013

Mutations in the UQCC1-Interacting Protein, UQCC2, Cause Human Complex III Deficiency Associated with Perturbed Cytochrome b Protein Expression

Elena J. Tucker; Bas F.J. Wanschers; Radek Szklarczyk; Hayley Mountford; Xiaonan W. Wijeyeratne; Mariël van den Brand; Anne M. Leenders; Richard J. Rodenburg; Boris Reljic; Alison G. Compton; Ann E. Frazier; Damien L. Bruno; John Christodoulou; Hitoshi Endo; Michael T. Ryan; Leo Nijtmans; Martijn A. Huynen; David R. Thorburn

Mitochondrial oxidative phosphorylation (OXPHOS) is responsible for generating the majority of cellular ATP. Complex III (ubiquinol-cytochrome c oxidoreductase) is the third of five OXPHOS complexes. Complex III assembly relies on the coordinated expression of the mitochondrial and nuclear genomes, with 10 subunits encoded by nuclear DNA and one by mitochondrial DNA (mtDNA). Complex III deficiency is a debilitating and often fatal disorder that can arise from mutations in complex III subunit genes or one of three known complex III assembly factors. The molecular cause for complex III deficiency in about half of cases, however, is unknown and there are likely many complex III assembly factors yet to be identified. Here, we used Massively Parallel Sequencing to identify a homozygous splicing mutation in the gene encoding Ubiquinol-Cytochrome c Reductase Complex Assembly Factor 2 (UQCC2) in a consanguineous Lebanese patient displaying complex III deficiency, severe intrauterine growth retardation, neonatal lactic acidosis and renal tubular dysfunction. We prove causality of the mutation via lentiviral correction studies in patient fibroblasts. Sequence-profile based orthology prediction shows UQCC2 is an ortholog of the Saccharomyces cerevisiae complex III assembly factor, Cbp6p, although its sequence has diverged substantially. Co-purification studies show that UQCC2 interacts with UQCC1, the predicted ortholog of the Cbp6p binding partner, Cbp3p. Fibroblasts from the patient with UQCC2 mutations have deficiency of UQCC1, while UQCC1-depleted cells have reduced levels of UQCC2 and complex III. We show that UQCC1 binds the newly synthesized mtDNA-encoded cytochrome b subunit of complex III and that UQCC2 patient fibroblasts have specific defects in the synthesis or stability of cytochrome b. This work reveals a new cause for complex III deficiency that can assist future patient diagnosis, and provides insight into human complex III assembly by establishing that UQCC1 and UQCC2 are complex III assembly factors participating in cytochrome b biogenesis.


Philosophical Transactions of the Royal Society B | 2014

Control of mitochondrial integrity in ageing and disease

Radek Szklarczyk; Marco Nooteboom; Heinz D. Osiewacz

Various molecular and cellular pathways are active in eukaryotes to control the quality and integrity of mitochondria. These pathways are involved in keeping a ‘healthy’ population of this essential organelle during the lifetime of the organism. Quality control (QC) systems counteract processes that lead to organellar dysfunction manifesting as degenerative diseases and ageing. We discuss disease- and ageing-related pathways involved in mitochondrial QC: mtDNA repair and reorganization, regeneration of oxidized amino acids, refolding and degradation of severely damaged proteins, degradation of whole mitochondria by mitophagy and finally programmed cell death. The control of the integrity of mtDNA and regulation of its expression is essential to remodel single proteins as well as mitochondrial complexes that determine mitochondrial functions. The redundancy of components, such as proteases, and the hierarchies of the QC raise questions about crosstalk between systems and their precise regulation. The understanding of the underlying mechanisms on the genomic, proteomic, organellar and cellular levels holds the key for the development of interventions for mitochondrial dysfunctions, degenerative processes, ageing and age-related diseases resulting from impairments of mitochondria.


FEBS Letters | 2011

NDUFB7 and NDUFA8 are located at the intermembrane surface of complex I

Radek Szklarczyk; Bas F.J. Wanschers; Sander B. Nabuurs; Jessica Nouws; Leo Nijtmans; Martijn A. Huynen

NDUFA8 and NDUFS3 physically interact by blue native page (View interaction)


Nucleic Acids Research | 2012

C7orf30 specifically associates with the large subunit of the mitochondrial ribosome and is involved in translation.

Bas F.J. Wanschers; Radek Szklarczyk; Aleksandra Pajak; Mariël van den Brand; Jolein Gloerich; Richard J. Rodenburg; Robert N. Lightowlers; Leo Nijtmans; Martijn A. Huynen

In a comparative genomics study for mitochondrial ribosome-associated proteins, we identified C7orf30, the human homolog of the plant protein iojap. Gene order conservation among bacteria and the observation that iojap orthologs cannot be transferred between bacterial species predict this protein to be associated with the mitochondrial ribosome. Here, we show colocalization of C7orf30 with the large subunit of the mitochondrial ribosome using isokinetic sucrose gradient and 2D Blue Native polyacrylamide gel electrophoresis (BN-PAGE) analysis. We co-purified C7orf30 with proteins of the large subunit, and not with proteins of the small subunit, supporting interaction that is specific to the large mitoribosomal complex. Consistent with this physical association, a mitochondrial translation assay reveals negative effects of C7orf30 siRNA knock-down on mitochondrial gene expression. Based on our data we propose that C7orf30 is involved in ribosomal large subunit function. Sequencing the gene in 35 patients with impaired mitochondrial translation did not reveal disease-causing mutations in C7orf30.

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Martijn A. Huynen

Radboud University Nijmegen

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Leo Nijtmans

Radboud University Nijmegen

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Bas F.J. Wanschers

Radboud University Nijmegen Medical Centre

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Mariël van den Brand

Radboud University Nijmegen Medical Centre

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Jan A.M. Smeitink

Radboud University Nijmegen

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Jaap Heringa

VU University Amsterdam

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Jolein Gloerich

Radboud University Nijmegen Medical Centre

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Marco Nooteboom

Radboud University Nijmegen

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Robin van der Lee

Radboud University Nijmegen

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