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van de Kamp, Lars (author), Reinders, Joey (author), Hunnekens, Bram (author), Oomen, T.A.E. (author), van de Wouw, Nathan (author)
Patient-ventilator asynchrony is one of the largest challenges in mechanical ventilation and is associated with prolonged ICU stay and increased mortality. The aim of this paper is to automatically detect and classify the different types of patient-ventilator asynchronies during a patient's breath using the typically available data on...
journal article 2024
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Michielsen, L.C.M. (author), Reinders, M.J.T. (author), Mahfouz, A.M.E.T.A. (author)
Most regulatory elements, especially enhancer sequences, are cell population-specific. One could even argue that a distinct set of regulatory elements is what defines a cell population. However, discovering which non-coding regions of the DNA are essential in which context, and as a result, which genes are expressed, is a difficult task. Some...
journal article 2024
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Bongaerts, Michiel (author), Kulkarni, Purva (author), Zammit, Alan (author), Bonte, Ramon (author), Kluijtmans, Leo A. J. (author), Blom, Henk J. (author), Engelke, Udo F. H. (author), Tax, D.M.J. (author), Ruijter, George J.G. (author), Reinders, M.J.T. (author)
Untargeted metabolomics (UM) is increasingly being deployed as a strategy for screening patients that are suspected of having an inborn error of metabolism (IEM). In this study, we examined the potential of existing outlier detection methods to detect IEM patient profiles. We benchmarked 30 different outlier detection methods when applied to...
journal article 2023
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Mokveld, T.O. (author), Al-Ars, Z. (author), Sistermans, Erik A. (author), Reinders, M.J.T. (author)
Background<br/><br/>Non-Invasive Prenatal Testing is often performed by utilizing read coverage-based profiles obtained from shallow whole genome sequencing to detect fetal copy number variations. Such screening typically operates on a discretized binned representation of the genome, where (ab)normality of bins of a set size is judged relative...
journal article 2023
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Bouland, G.A. (author), Mahfouz, A.M.E.T.A. (author), Reinders, M.J.T. (author)
With the number of cells measured in single-cell RNA sequencing (scRNA-seq) datasets increasing exponentially and concurrent increased sparsity due to more zero counts being measured for many genes, we demonstrate here that downstream analyses on binary-based gene expression give similar results as count-based analyses. Moreover, a binary...
journal article 2023
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Eltager, M.A.M.E. (author), Abdelaal, T.R.M. (author), Charrout, M. (author), Mahfouz, A.M.E.T.A. (author), Reinders, M.J.T. (author), Makrodimitris, S. (author)
Deep generative models, such as variational autoencoders (VAE), have gained increasing attention in computational biology due to their ability to capture complex data manifolds which subsequently can be used to achieve better performance in downstream tasks, such as cancer type prediction or subtyping of cancer. However, these models are...
journal article 2023
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Smit, J.M. (author), Krijthe, J.H. (author), van Bommel, Jasper (author), van Genderen, M. E. (author), Labrecque, J. A. (author), Komorowski, M. (author), Gommers, D.A.M.P.J. (author), Reinders, M.J.T. (author)
Artificial intelligence (AI) research in the intensive care unit (ICU) mainly focuses on developing models (from linear regression to deep learning) to predict out-<br/>comes, such as mortality or sepsis [1, 2]. However, there is another important aspect of AI that is typically not framed as AI (although it may be more worthy of the name), which...
journal article 2023
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Keukeleire, P. (author), Makrodimitris, S. (author), Reinders, M.J.T. (author)
Cell-free DNA (cfDNA) are DNA fragments originating from dying cells that are detectable in bodily fluids, such as the plasma. Accelerated cell death, for example caused by disease, induces an elevated concentration of cfDNA. As a result, determining the cell type origins of cfDNA molecules can provide information about an individual's health...
journal article 2023
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Zhang, M. (author), Bouland, G.A. (author), Holstege, H. (author), Reinders, M.J.T. (author)
Background and Objectives - With age, somatic mutations accumulated in human brain cells can lead to various neurologic disorders and brain tumors. Because the incidence rate of Alzheimer disease (AD) increases exponentially with age, investigating the association between AD and the accumulation of somatic mutation can help understand the...
journal article 2023
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Bizzarri, D. (author), Reinders, M.J.T. (author), Beekman, Marian (author), Slagboom, P. Eline (author), van den Akker, E.B. (author)
1H-NMR metabolomics data is increasingly used to track health and disease. Nightingale Health, a major supplier of 1H-NMR metabolomics, has recently updated the quantification strategy to further align with clinical standards. Such updates, however, might influence backward replicability, particularly affecting studies with repeated measures....
journal article 2023
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Biharie, K. (author), Michielsen, L.C.M. (author), Reinders, M.J.T. (author), Mahfouz, A.M.E.T.A. (author)
Motivation: Knowing the relation between cell types is crucial for translating experimental results from mice to humans. Establishing cell type matches, however, is hindered by the biological differences between the species. A substantial amount of evolutionary information between genes that could be used to align the species is discarded by...
journal article 2023
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Khan, Abdul Rehman (author), Reinders, M.J.T. (author), Khatri, Indu (author)
SUMMARY: T-cell receptors (TCRs) on T cells recognize and bind to epitopes presented by the major histocompatibility complex in case of an infection or cancer. However, the high diversity of TCRs, as well as their unique and complex binding mechanisms underlying epitope recognition, make it difficult to predict the binding between TCRs and...
journal article 2023
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Reinders, Joey (author), Giaccagli, Mattia (author), Hunnekens, Bram (author), Astolfi, Daniele (author), Oomen, T.A.E. (author), Van De Wouw, Nathan (author)
Repetitive control (RC) has shown to achieve superior rejection of periodic disturbances. Many nonlinear systems are subject to repeating disturbances. The aim of this article is to develop a continuous-time RC design with stability guarantees for nonlinear Lur'e-type systems. Approximate output tracking is achieved by combining an internal...
journal article 2023
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Zhang, M. (author), Ganz, Andrea B. (author), Rohde, Susan (author), Lorenz, Linda (author), Rozemuller, Annemieke J.M. (author), Reinders, M.J.T. (author), Hulsman, M. (author), Hoozemans, Jeroen J.M. (author), Holstege, H. (author)
INTRODUCTION: Neuropathological substrates associated with neurodegeneration occur in brains of the oldest old. How does this affect cognitive performance?. METHODS: The 100-plus Study is an ongoing longitudinal cohort study of centenarians who self-report to be cognitively healthy; post mortem brain donation is optional. In 85 centenarian...
journal article 2023
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Kuiper, L.M. (author), Polinder-Bos, Harmke A. (author), Bizzarri, D. (author), Vojinovic, Dina (author), Vallerga, Costanza L. (author), Reinders, M.J.T. (author), Slagboom, P. Eline (author), van den Akker, E.B. (author)
Biological age captures a person's age-related risk of unfavorable outcomes using biophysiological information. Multivariate biological age measures include frailty scores and molecular biomarkers. These measures are often studied in isolation, but here we present a large-scale study comparing them. In 2 prospective cohorts (n = 3 222), we...
journal article 2023
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Naseri Jahfari, A. (author), Tax, D.M.J. (author), van der Harst, Pim (author), Reinders, M.J.T. (author), van der Bilt, Ivo (author)
Background: Smartwatches enable continuous and noninvasive time series monitoring of cardiovascular biomarkers like heart rate (from photoplethysmograms), step counter, skin temperature, et cetera; as such, they have promise in assisting in early detection and prevention of cardiovascular disease. Although these biomarkers may not be directly...
journal article 2023
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de Bakker, Marie (author), Petersen, Teun B. (author), Rueten-Budde, Anja J. (author), Akkerhuis, K. Martijn (author), Umans, Victor A. (author), Brugts, Jasper J. (author), Germans, Tjeerd (author), Reinders, M.J.T. (author), Katsikis, Peter D. (author)
Aims Risk assessment tools are needed for timely identification of patients with heart failure (HF) with reduced ejection fraction (HFrEF) who are at high risk of adverse events. In this study, we aim to derive a small set out of 4210 repeatedly measured proteins, which, along with clinical characteristics and established biomarkers, carry...
journal article 2023
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Singh, A. (author), Biharie, K. (author), Reinders, M.J.T. (author), Mahfouz, A.M.E.T.A. (author), Abdelaal, T.R.M. (author)
Motivation: Single-cell technologies allow deep characterization of different molecular aspects of cells. Integrating these modalities provides a comprehensive view of cellular identity. Current integration methods rely on overlapping features or cells to link datasets measuring different modalities, limiting their application to experiments...
journal article 2023
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Jongbloed, Elisabeth M. (author), Jansen, Maurice P.H.M. (author), de Weerd, Vanja (author), Helmijr, Jean A. (author), Beaufort, Corine M. (author), Reinders, M.J.T. (author), van Marion, Ronald (author), van IJcken, Wilfred F.J. (author), Makrodimitris, S. (author)
Next generation sequencing of cell-free DNA (cfDNA) is a promising method for treatment monitoring and therapy selection in metastatic breast cancer (MBC). However, distinguishing tumor-specific variants from sequencing artefacts and germline variation with low false discovery rate is challenging when using large targeted sequencing panels...
journal article 2023
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Michielsen, L.C.M. (author), Lotfollahi, Mohammad (author), Strobl, Daniel (author), Sikkema, Lisa (author), Reinders, M.J.T. (author), Theis, Fabian J. (author), Mahfouz, A.M.E.T.A. (author)
Single-cell genomics is now producing an ever-increasing amount of datasets that, when integrated, could provide large-scale reference atlases of tissue in health and disease. Such large-scale atlases increase the scale and generalizability of analyses and enable combining knowledge generated by individual studies. Specifically, individual...
journal article 2023
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