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Coutinho de Almeida, Rodrigo (author), Mahfouz, A.M.E.T.A. (author), Mei, Hailiang (author), Houtman, Evelyn (author), den Hollander, Wouter (author), Soul, Jamie (author), Suchiman, Eka (author), Nelissen, R.G.H.H. (author), Reinders, M.J.T. (author)OBJECTIVE: To identify OA subtypes based on cartilage transcriptomic data in cartilage tissue and characterize their underlying pathophysiological processes and/or clinically relevant characteristics. METHODS: This study includes n = 66 primary OA patients (41 knees and 25 hips), who underwent a joint replacement surgery, from which...journal article 2021
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Keo, D.L. (author), Dzyubachyk, Oleh (author), van der Grond, Jeroen (author), Hafkemeijer, Anne (author), van de Berg, Wilma D.J. (author), van Hilten, Jacobus J. (author), Reinders, M.J.T. (author), Mahfouz, A.M.E.T.A. (author)Structural covariance networks are able to identify functionally organized brain regions by gray matter volume covariance across a population. We examined the transcriptomic signature of such anatomical networks in the healthy brain using postmortem microarray data from the Allen Human Brain Atlas. A previous study revealed that a posterior...journal article 2021
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Yu, W. (author), Mahfouz, A.M.E.T.A. (author), Reinders, M.J.T. (author)The power of single-cell RNA sequencing (scRNA-seq) in detecting cell heterogeneity or developmental process is becoming more and more evident every day. The granularity of this knowledge is further propelled when combining two batches of scRNA-seq into a single large dataset. This strategy is however hampered by technical differences between...journal article 2021
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Mokveld, T.O. (author), Linthorst, J. (author), Al-Ars, Z. (author), Holstege, H. (author), Reinders, M.J.T. (author)The practical use of graph-based reference genomes depends on the ability to align reads to them. Performing substring queries to paths through these graphs lies at the core of this task. The combination of increasing pattern length and encoded variations inevitably leads to a combinatorial explosion of the search space. Instead of heuristic...journal article 2020
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Villegas Morcillo, A.O. (author), Makrodimitris, S. (author), van Ham, R.C.H.J. (author), Gomez, A.M. (author), Sanchez, Victoria (author), Reinders, M.J.T. (author)Motivation: Protein function prediction is a difficult bioinformatics problem. Many recent methods use deep neural networks to learn complex sequence representations and predict function from these. Deep supervised models require a lot of labeled training data which are not available for this task. However, a very large amount of protein...journal article 2020
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Makrodimitris, S. (author), Reinders, M.J.T. (author), van Ham, R.C.H.J. (author)Physical interaction between two proteins is strong evidence that the proteins are involved in the same biological process, making Protein-Protein Interaction (PPI) networks a valuable data resource for predicting the cellular functions of proteins. However, PPI networks are largely incomplete for non-model species. Here, we tested to what...journal article 2020
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Groß, C. (author), Derks, Martijn (author), Megens, Hendrik Jan (author), Bosse, Mirte (author), Groenen, Martien A.M. (author), Reinders, M.J.T. (author), de Ridder, D. (author)Background: In animal breeding, identification of causative genetic variants is of major importance and high economical value. Usually, the number of candidate variants exceeds the number of variants that can be validated. One way of prioritizing probable candidates is by evaluating their potential to have a deleterious effect, e.g. by...journal article 2020
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Makrodimitris, S. (author), Reinders, M.J.T. (author), van Ham, R.C.H.J. (author)Motivation: Co-expression of two genes across different conditions is indicative of their involvement in the same biological process. However, when using RNA-Seq datasets with many experimental conditions from diverse sources, only a subset of the experimental conditions is expected to be relevant for finding genes related to a particular...journal article 2020
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Raz, Yotam (author), van den Akker, E.B. (author), Roest, Tijmen (author), Riaz, Muhammad (author), van de Rest, Ondine (author), Suchiman, H. Eka D. (author), Lakenberg, Nico (author), Stassen, Stefanie A. (author), Reinders, M.J.T. (author)Skeletal muscles control posture, mobility and strength, and influence whole-body metabolism. Muscles are built of different types of myofibers, each having specific metabolic, molecular, and contractile properties. Fiber classification is, therefore, regarded the key for understanding muscle biology, (patho-) physiology. The expression of...journal article 2020
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Keo, D.L. (author), Mahfouz, A.M.E.T.A. (author), Ingrassia, Angela M.T. (author), Meneboo, Jean Pascal (author), Villenet, Celine (author), Mutez, Eugénie (author), Comptdaer, Thomas (author), Lelieveldt, B.P.F. (author), Reinders, M.J.T. (author)The molecular mechanisms underlying caudal-to-rostral progression of Lewy body pathology in Parkinson’s disease remain poorly understood. Here, we identified transcriptomic signatures across brain regions involved in Braak Lewy body stages in non-neurological adults from the Allen Human Brain Atlas. Among the genes that are indicative of...journal article 2020
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- van den Akker, E.B. (author), Makrodimitris, S. (author), Hulsman, M. (author), Brugman, Martijn H. (author), Nikolic, Tatjana (author), Bradley, Ted (author), Waisfisz, Quinten (author), Baas, Frank (author), Reinders, M.J.T. (author), Holstege, H. (author) journal article 2020
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Tesi, N. (author), van der Lee, S.J. (author), Hulsman, M. (author), Jansen, Iris E. (author), Stringa, N. (author), van Schoor, N.M. (author), Scheltens, Philip (author), van der Flier, Wiesje M. (author), Huisman, Martijn (author), Reinders, M.J.T. (author), Holstege, H. (author)Developing Alzheimer’s disease (AD) is influenced by multiple genetic variants that are involved in five major AD-pathways. Per individual, these pathways may differentially contribute to the modification of the AD-risk. The pathways involved in the resilience against AD have thus far been poorly addressed. Here, we investigated to what...journal article 2020
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Groß, C. (author), Bortoluzzi, Chiara (author), de Ridder, Dick (author), Megens, Hendrik-Jan (author), Groenen, Martien A.M. (author), Reinders, M.J.T. (author), Bosse, Mirte (author)The availability of genomes for many species has advanced our understanding of the non-protein-coding fraction of the genome. Comparative genomics has proven itself to be an invaluable approach for the systematic, genome-wide identification of conserved non-protein-coding elements (CNEs). However, for many non-mammalian model species,...journal article 2020
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Linthorst, J. (author), Meert, Wim (author), Hestand, Matthew S. (author), Korlach, Jonas (author), Vermeesch, Joris Robert (author), Reinders, M.J.T. (author), Holstege, H. (author)The human genome harbors numerous structural variants (SVs) which, due to their repetitive nature, are currently underexplored in short-read whole-genome sequencing approaches. Using single-molecule, real-time (SMRT) long-read sequencing technology in combination with FALCON-Unzip, we generated a de novo assembly of the diploid genome of a...journal article 2020
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Abdelaal, T.R.M. (author), Mourragui, S.M.C. (author), Mahfouz, A.M.E.T.A. (author), Reinders, M.J.T. (author)Single-cell technologies are emerging fast due to their ability to unravel the heterogeneity of biological systems. While scRNA-seq is a powerful tool that measures whole-transcriptome expression of single cells, it lacks their spatial localization. Novel spatial transcriptomics methods do retain cells spatial information but some methods can...journal article 2020
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Bongaerts, Michiel (author), Bonte, Ramon (author), Demirdas, Serwet (author), Jacobs, Edwin H. (author), Oussoren, Esmee (author), van der Ploeg, Ans T. (author), Wagenmakers, Margreet A.E.M. (author), Hofstra, Robert M.W. (author), Blom, Henk J. (author), Reinders, M.J.T. (author), Ruijter, George J.G. (author)Untargeted metabolomics is an emerging technology in the laboratory diagnosis of inborn errors of metabolism (IEM). Analysis of a large number of reference samples is crucial for correcting variations in metabolite concentrations that result from factors, such as diet, age, and gender in order to judge whether metabolite levels are abnormal....journal article 2020
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Hagenbeek, Fiona A. (author), Bomer, N. (author), van Hilten, J. A. (author), Fu, J. (author), van der Heijden, A. A.W.A. (author), van der Spek, A. (author), Boersma, E. (author), van den Akker, E.B. (author), Reinders, M.J.T. (author)Metabolomics examines the small molecules involved in cellular metabolism. Approximately 50% of total phenotypic differences in metabolite levels is due to genetic variance, but heritability estimates differ across metabolite classes. We perform a review of all genome-wide association and (exome-) sequencing studies published between November...journal article 2019
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Makrodimitris, S. (author), van Ham, R.C.H.J. (author), Reinders, M.J.T. (author)Motivation: Most automatic functional annotation methods assign Gene Ontology (GO) terms to proteins based on annotations of highly similar proteins. We advocate that proteins that are less similar are still informative. Also, despite their simplicity and structure, GO terms seem to be hard for computers to learn, in particular the Biological...journal article 2019
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Abdelaal, T.R.M. (author), van Unen, Vincent (author), Höllt, T. (author), Koning, Frits (author), Reinders, M.J.T. (author), Mahfouz, A.M.E.T.A. (author)Mass cytometry by time-of-flight (CyTOF) is a valuable technology for high-dimensional analysis at the single cell level. Identification of different cell populations is an important task during the data analysis. Many clustering tools can perform this task, which is essential to identify “new” cell populations in explorative experiments....journal article 2019
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Mourragui, S.M.C. (author), Loog, M. (author), van der Wiel, Mark A. (author), Reinders, M.J.T. (author), Wessels, L.F.A. (author)Motivation: Cell lines and patient-derived xenografts (PDXs) have been used extensively to understand the molecular underpinnings of cancer. While core biological processes are typically conserved, these models also show important differences compared to human tumors, hampering the translation of findings from pre-clinical models to the human...journal article 2019