Network


Latest external collaboration on country level. Dive into details by clicking on the dots.

Hotspot


Dive into the research topics where Aylwin Ng is active.

Publication


Featured researches published by Aylwin Ng.


Nature | 2009

Regulation of inflammatory responses by gut microbiota and chemoattractant receptor GPR43

Kendle M. Maslowski; Angélica T. Vieira; Aylwin Ng; Jan Kranich; Frederic Sierro; Di Yu; Heidi C Schilter; Michael S. Rolph; Fabienne Mackay; David Artis; Ramnik J. Xavier; Mauro M. Teixeira; Charles R. Mackay

The immune system responds to pathogens by a variety of pattern recognition molecules such as the Toll-like receptors (TLRs), which promote recognition of dangerous foreign pathogens. However, recent evidence indicates that normal intestinal microbiota might also positively influence immune responses, and protect against the development of inflammatory diseases. One of these elements may be short-chain fatty acids (SCFAs), which are produced by fermentation of dietary fibre by intestinal microbiota. A feature of human ulcerative colitis and other colitic diseases is a change in ‘healthy’ microbiota such as Bifidobacterium and Bacteriodes, and a concurrent reduction in SCFAs. Moreover, increased intake of fermentable dietary fibre, or SCFAs, seems to be clinically beneficial in the treatment of colitis. SCFAs bind the G-protein-coupled receptor 43 (GPR43, also known as FFAR2), and here we show that SCFA–GPR43 interactions profoundly affect inflammatory responses. Stimulation of GPR43 by SCFAs was necessary for the normal resolution of certain inflammatory responses, because GPR43-deficient (Gpr43-/-) mice showed exacerbated or unresolving inflammation in models of colitis, arthritis and asthma. This seemed to relate to increased production of inflammatory mediators by Gpr43-/- immune cells, and increased immune cell recruitment. Germ-free mice, which are devoid of bacteria and express little or no SCFAs, showed a similar dysregulation of certain inflammatory responses. GPR43 binding of SCFAs potentially provides a molecular link between diet, gastrointestinal bacterial metabolism, and immune and inflammatory responses.


Cell | 2008

Identification of a Molecular Signaling Network that Regulates a Cellular Necrotic Cell Death Pathway

Junichi Hitomi; Dana E. Christofferson; Aylwin Ng; Jianhua Yao; Alexei Degterev; Ramnik J. Xavier; Junying Yuan

Stimulation of death receptors by agonists such as FasL and TNFalpha activates apoptotic cell death in apoptotic-competent conditions or a type of necrotic cell death dependent on RIP1 kinase, termed necroptosis, in apoptotic-deficient conditions. In a genome-wide siRNA screen for regulators of necroptosis, we identify a set of 432 genes that regulate necroptosis, a subset of 32 genes that act downstream and/or as regulators of RIP1 kinase, 32 genes required for death-receptor-mediated apoptosis, and 7 genes involved in both necroptosis and apoptosis. We show that the expression of subsets of the 432 genes is enriched in the immune and nervous systems, and cellular sensitivity to necroptosis is regulated by an extensive signaling network mediating innate immunity. Interestingly, Bmf, a BH3-only Bcl-2 family member, is required for death-receptor-induced necroptosis. Our study defines a cellular signaling network that regulates necroptosis and the molecular bifurcation that controls apoptosis and necroptosis.


Cell | 2010

Virus-Plus-Susceptibility Gene Interaction Determines Crohn's Disease Gene Atg16L1 Phenotypes in Intestine

Ken Cadwell; Khushbu K. Patel; Nicole S. Maloney; Ta-Chiang Liu; Aylwin Ng; Chad E. Storer; Richard D. Head; Ramnik J. Xavier; Thaddeus S. Stappenbeck; Herbert W. Virgin

It is unclear why disease occurs in only a small proportion of persons carrying common risk alleles of disease susceptibility genes. Here we demonstrate that an interaction between a specific virus infection and a mutation in the Crohns disease susceptibility gene Atg16L1 induces intestinal pathologies in mice. This virus-plus-susceptibility gene interaction generated abnormalities in granule packaging and unique patterns of gene expression in Paneth cells. Further, the response to injury induced by the toxic substance dextran sodium sulfate was fundamentally altered to include pathologies resembling aspects of Crohns disease. These pathologies triggered by virus-plus-susceptibility gene interaction were dependent on TNFalpha and IFNgamma and were prevented by treatment with broad spectrum antibiotics. Thus, we provide a specific example of how a virus-plus-susceptibility gene interaction can, in combination with additional environmental factors and commensal bacteria, determine the phenotype of hosts carrying common risk alleles for inflammatory disease.


Nature | 2008

RNA interference screen for human genes associated with West Nile virus infection.

Manoj N. Krishnan; Aylwin Ng; Bindu Sukumaran; Felicia D. Gilfoy; Pradeep D. Uchil; Hameeda Sultana; Abraham L. Brass; Rachel Adametz; Melody Tsui; Feng Qian; Ruth R. Montgomery; Sima Lev; Peter W. Mason; Raymond A. Koski; Stephen J. Elledge; Ramnik J. Xavier; Hervé Agaisse; Erol Fikrig

West Nile virus (WNV), and related flaviviruses such as tick-borne encephalitis, Japanese encephalitis, yellow fever and dengue viruses, constitute a significant global human health problem. However, our understanding of the molecular interaction of such flaviviruses with mammalian host cells is limited. WNV encodes only 10 proteins, implying that it may use many cellular proteins for infection. WNV enters the cytoplasm through pH-dependent endocytosis, undergoes cycles of translation and replication, assembles progeny virions in association with endoplasmic reticulum, and exits along the secretory pathway. RNA interference (RNAi) presents a powerful forward genetics approach to dissect virus–host cell interactions. Here we report the identification of 305 host proteins that affect WNV infection, using a human-genome-wide RNAi screen. Functional clustering of the genes revealed a complex dependence of this virus on host cell physiology, requiring a wide variety of molecules and cellular pathways for successful infection. We further demonstrate a requirement for the ubiquitin ligase CBLL1 in WNV internalization, a post-entry role for the endoplasmic-reticulum-associated degradation pathway in viral infection, and the monocarboxylic acid transporter MCT4 as a viral replication resistance factor. By extending this study to dengue virus, we show that flaviviruses have both overlapping and unique interaction strategies with host cells. This study provides a comprehensive molecular portrait of WNV–human cell interactions that forms a model for understanding single plus-stranded RNA virus infection, and reveals potential antiviral targets.


Science | 2014

mTOR- and HIF-1α–mediated aerobic glycolysis as metabolic basis for trained immunity

Shih-Chin Cheng; Jessica Quintin; Robert A. Cramer; Kelly M. Shepardson; Sadia Saeed; Vinod Kumar; Evangelos J. Giamarellos-Bourboulis; Joost H.A. Martens; Nagesha Appukudige Rao; Ali Aghajanirefah; Ganesh R. Manjeri; Yang Li; Daniela C. Ifrim; Rob J.W. Arts; Brian M. J. W. van der Veer; Peter M. T. Deen; Colin Logie; Luke A.J. O’Neill; Peter H. G. M. Willems; Frank L. van de Veerdonk; Jos W. M. van der Meer; Aylwin Ng; Leo A. B. Joosten; Cisca Wijmenga; Hendrik G. Stunnenberg; Ramnik J. Xavier; Mihai G. Netea

Introduction Trained immunity refers to the memory characteristics of the innate immune system. Memory traits of innate immunity have been reported in plants and invertebrates, as well as in mice lacking functional T and B cells that are protected against secondary infections after exposure to certain infections or vaccinations. The underlying mechanism of trained immunity is represented by epigenetic programming through histone modifications, leading to stronger gene transcription upon restimulation. However, the specific cellular processes that mediate trained immunity in monocytes or macrophages are poorly understood. Aerobic glycolysis as metabolic basis for trained immunity. In naïve macrophages during aerobic conditions, glucose metabolism is mainly geared toward oxidative phosphorylation providing adenosine triphosphate (ATP) as the energy source. In contrast, long-term functional reprogramming during trained immunity requires a metabolic shift toward aerobic glycolysis and is induced through a dec tin-1–Akt–mTOR–HIF-1α pathway. Methods We studied a model of trained immunity, induced by the β-glucan component of Candida albicans, that was previously shown to induce nonspecific protection against both infections and malignancies. Genome-wide transcriptome and histone modification profiles were performed and pathway analysis was applied to identify the cellular processes induced during monocyte training. Biological validations were performed in human primary monocytes and in two experimental models in vivo. Results In addition to immune signaling pathways, glycolysis genes were strongly upregulated in terms of histone modification profiling, and this was validated by RNA sequencing of cells from β-glucan–treated mice. The biochemical characterizations of the β-glucan–trained monocytes revealed elevated aerobic glycolysis with reduced basal respiration rate, increased glucose consumption and lactate production, and higher intracellular ratio of nicotinamide adenine dinucleotide (NAD+) to its reduced form (NADH). The dectin-1–Akt–mTOR–HIF-1α pathway (mTOR, mammalian target of rapamycin; HIF-1α, hypoxia-inducible factor–1α) was responsible for the metabolic shift induced by β-glucan. Trained immunity was completely abrogated in monocytes from dectin-1–deficient patients. Blocking of the mTOR–HIF-1α pathway by chemical inhibitors inhibited trained immunity. Mice receiving metformin, an adenosine monophosphate–activated protein kinase (AMPK) activator that subsequently inhibits mTOR, lost the trained immunity–induced protection against lethal C. albicans infection. The role of the mTOR–HIF-1α pathway for β-glucan–induced innate immune memory was further validated in myeloid-specific HIF-1α knockout (mHIF-1α KO) mice that, unlike wild-type mice, were not protected against Staphylococcus aureus sepsis. Discussion The shift of central glucose metabolism from oxidative phosphorylation to aerobic glycolysis (the “Warburg effect”) meets the spiked need for energy and biological building blocks for rapid proliferation during carcinogenesis or clonal expansion in activated lymphocytes. We found that an elevated glycolysis is the metabolic basis for trained immunity as well, providing the energy and metabolic substrates for the increased activation of trained immune cells. The identification of glycolysis as a fundamental process in trained immunity further highlights a key regulatory role for metabolism in innate host defense and defines a potential therapeutic target in both infectious and inflammatory diseases. A BLUEPRINT of immune cell development To determine the epigenetic mechanisms that direct blood cells to develop into the many components of our immune system, the BLUEPRINT consortium examined the regulation of DNA and RNA transcription to dissect the molecular traits that govern blood cell differentiation. By inducing immune responses, Saeed et al. document the epigenetic changes in the genome that underlie immune cell differentiation. Cheng et al. demonstrate that trained monocytes are highly dependent on the breakdown of sugars in the presence of oxygen, which allows cells to produce the energy needed to mount an immune response. Chen et al. examine RNA transcripts and find that specific cell lineages use RNA transcripts of different length and composition (isoforms) to form proteins. Together, the studies reveal how epigenetic effects can drive the development of blood cells involved in the immune system. Science, this issue 10.1126/science.1251086, 10.1126/science.1250684, 10.1126/science.1251033 Epigenetic profiling identifies the cellular metabolic substrate of innate immune memory. Epigenetic reprogramming of myeloid cells, also known as trained immunity, confers nonspecific protection from secondary infections. Using histone modification profiles of human monocytes trained with the Candida albicans cell wall constituent β-glucan, together with a genome-wide transcriptome, we identified the induced expression of genes involved in glucose metabolism. Trained monocytes display high glucose consumption, high lactate production, and a high ratio of nicotinamide adenine dinucleotide (NAD+) to its reduced form (NADH), reflecting a shift in metabolism with an increase in glycolysis dependent on the activation of mammalian target of rapamycin (mTOR) through a dectin-1–Akt–HIF-1α (hypoxia-inducible factor–1α) pathway. Inhibition of Akt, mTOR, or HIF-1α blocked monocyte induction of trained immunity, whereas the adenosine monophosphate–activated protein kinase activator metformin inhibited the innate immune response to fungal infection. Mice with a myeloid cell–specific defect in HIF-1α were unable to mount trained immunity against bacterial sepsis. Our results indicate that induction of aerobic glycolysis through an Akt–mTOR–HIF-1α pathway represents the metabolic basis of trained immunity.


Science | 2014

Epigenetic programming of monocyte-to-macrophage differentiation and trained innate immunity

Sadia Saeed; Jessica Quintin; Hindrik Hd Kerstens; Nagesha A. Rao; Ali Aghajanirefah; Filomena Matarese; Shih-Chin Cheng; Jacqueline M. Ratter; Kim Berentsen; Martijn van der Ent; Nilofar Sharifi; Eva M. Janssen-Megens; Menno Ter Huurne; Amit Mandoli; Tom van Schaik; Aylwin Ng; Frances Burden; Kate Downes; Mattia Frontini; Vinod Kumar; Evangelos J. Giamarellos-Bourboulis; Willem H. Ouwehand; Jos W. M. van der Meer; Leo A. B. Joosten; Cisca Wijmenga; Joost H.A. Martens; Ramnik J. Xavier; Colin Logie; Mihai G. Netea; Hendrik G. Stunnenberg

Introduction Monocytes circulate in the bloodstream for up to 3 to 5 days. Concomitantly, immunological imprinting of either tolerance (immunosuppression) or trained immunity (innate immune memory) determines the functional fate of monocytes and monocyte-derived macrophages, as observed after infection or vaccination. The epigenome, DNase I accessibility, and transcriptome were characterized in purified human circulating monocytes, in vitro differentiated naïve, tolerized (immunosuppression), and trained macrophages (innate immune memory). This allowed the identification of pathways functionally implicated in innate immune memory. This epigenetic signature of human monocyte-to-macrophage differentiation and monocyte training generates hypotheses to understand and manipulate medically relevant immune conditions. Methods Purified circulating monocytes from healthy volunteers were differentiated under the homeostatic macrophage colony-stimulating factor concentrations present in human serum. During the first 24 hours, trained immunity was induced by β-glucan (BG) priming, and postsepsis immunoparalysis was mimicked by exposure to lipopolysaccharide (LPS), generating endotoxin-induced tolerance. Epigenomic profiling of the histone marks H3K4me1, H3K4me3, and H3K27ac, DNase I accessibility, and RNA sequencing were performed at both the start of the experiment (ex vivo monocytes) and at the end of the 6 days of in vitro culture (macrophages). Results Compared with monocytes (Mo), naïve macrophages (Mf ) display a remodeled metabolic enzyme repertoire and attenuated innate inflammatory pathways, most likely necessary to generate functional tissue macrophages. Epigenetic profiling uncovered about 8000 dynamic regions associated with about 11,000 DNase I hypersensitive sites. Changes in histone acetylation identified most dynamic events. Furthermore, these regions of differential histone marks displayed some degree of DNase I accessibility that was already present in monocytes. H3K4me1 mark increased in parallel with de novo H3K27ac deposition at distal regulatory regions; H3K4me1 mark remained even after the loss of H3K27ac, marking decommissioned regulatory elements. β-glucan priming specifically induced about 3000 distal regulatory elements, whereas LPS tolerization induced H3K27ac at about 500 distal regulatory regions. At the transcriptional level, we identified coregulated gene modules during monocyte-to-macrophage differentiation, as well as discordant modules between trained and tolerized cells. These indicate that training likely involves an increased expression of modules expressed in naïve macrophages, including genes that code for metabolic enzymes. On the other hand, endotoxin tolerance involves gene modules that are more active in monocytes than in naïve macrophages. About 12% of known human transcription factors display variation in expression during macrophage differentiation, training, and tolerance. We also observed transcription factor motifs in DNase I hypersensitive sites at condition-specific dynamic epigenomic regions, implying that specific transcription factors are required for trained and tolerized macrophage epigenetic and transcriptional programs. Finally, our analyses and functional validation indicate that the inhibition of cyclic adenosine monophosphate generation blocked trained immunity in vitro and during an in vivo model of lethal Candida albicans infection, abolishing the protective effects of trained immunity. Discussion We documented the importance of epigenetic regulation of the immunological pathways underlying monocyte-to-macrophage differentiation and trained immunity. These dynamic epigenetic elements may inform on potential pharmacological targets that modulate innate immunity. Altogether, we uncovered the epigenetic and transcriptional programs of monocyte differentiation to macrophages that distinguish tolerant and trained macrophage phenotypes, providing a resource to further understand and manipulate immune-mediated responses. A BLUEPRINT of immune cell development To determine the epigenetic mechanisms that direct blood cells to develop into the many components of our immune system, the BLUEPRINT consortium examined the regulation of DNA and RNA transcription to dissect the molecular traits that govern blood cell differentiation. By inducing immune responses, Saeed et al. document the epigenetic changes in the genome that underlie immune cell differentiation. Cheng et al. demonstrate that trained monocytes are highly dependent on the breakdown of sugars in the presence of oxygen, which allows cells to produce the energy needed to mount an immune response. Chen et al. examine RNA transcripts and find that specific cell lineages use RNA transcripts of different length and composition (isoforms) to form proteins. Together, the studies reveal how epigenetic effects can drive the development of blood cells involved in the immune system. Science, this issue 10.1126/science.1251086, 10.1126/science.1250684, 10.1126/science.1251033 Genome-wide approaches analyze human monocyte differentiation in vitro into functional macrophages. Monocyte differentiation into macrophages represents a cornerstone process for host defense. Concomitantly, immunological imprinting of either tolerance or trained immunity determines the functional fate of macrophages and susceptibility to secondary infections. We characterized the transcriptomes and epigenomes in four primary cell types: monocytes and in vitro–differentiated naïve, tolerized, and trained macrophages. Inflammatory and metabolic pathways were modulated in macrophages, including decreased inflammasome activation, and we identified pathways functionally implicated in trained immunity. β-glucan training elicits an exclusive epigenetic signature, revealing a complex network of enhancers and promoters. Analysis of transcription factor motifs in deoxyribonuclease I hypersensitive sites at cell-type–specific epigenetic loci unveiled differentiation and treatment-specific repertoires. Altogether, we provide a resource to understand the epigenetic changes that underlie innate immunity in humans.


Proceedings of the National Academy of Sciences of the United States of America | 2009

A genome-wide genetic screen for host factors required for hepatitis C virus propagation

Qisheng Li; Abraham L. Brass; Aylwin Ng; Zongyi Hu; Ramnik J. Xavier; T. Jake Liang; Stephen J. Elledge

Hepatitis C virus (HCV) infection is a major cause of end-stage liver disease and a leading indication for liver transplantation. Current therapy fails in many instances and is associated with significant side effects. HCV encodes only a few proteins and depends heavily on host factors for propagation. Each of these host dependencies is a potential therapeutic target. To find host factors required by HCV, we completed a genome-wide small interfering RNA (siRNA) screen using an infectious HCV cell culture system. We applied a two-part screening protocol to allow identification of host factors involved in the complete viral lifecycle. The candidate genes found included known or previously identified factors, and also implicate many additional host cell proteins in HCV infection. To create a more comprehensive view of HCV and host cell interactions, we performed a bioinformatic meta-analysis that integrates our data with those of previous functional and proteomic studies. The identification of host factors participating in the complete HCV lifecycle will both advance our understanding of HCV pathogenesis and illuminate therapeutic targets.


Proceedings of the National Academy of Sciences of the United States of America | 2010

Genome-wide analysis reveals mechanisms modulating autophagy in normal brain aging and in Alzheimer's disease

Marta M. Lipinski; Bin Zheng; Tao Lu; Zhenyu Yan; Bénédicte F. Py; Aylwin Ng; Ramnik J. Xavier; Cheng Li; Bruce A. Yankner; Clemens R. Scherzer; Junying Yuan

Dysregulation of autophagy, a cellular catabolic mechanism essential for degradation of misfolded proteins, has been implicated in multiple neurodegenerative diseases. However, the mechanisms that lead to the autophagy dysfunction are still not clear. Based on the results of a genome-wide screen, we show that reactive oxygen species (ROS) serve as common mediators upstream of the activation of the type III PI3 kinase, which is critical for the initiation of autophagy. Furthermore, ROS play an essential function in the induction of the type III PI3 kinase and autophagy in response to amyloid β peptide, the main pathogenic mediator of Alzheimers disease (AD). However, lysosomal blockage also caused by Aβ is independent of ROS. In addition, we demonstrate that autophagy is transcriptionally down-regulated during normal aging in the human brain. Strikingly, in contrast to normal aging, we observe transcriptional up-regulation of autophagy in the brains of AD patients, suggesting that there might be a compensatory regulation of autophagy. Interestingly, we show that an AD drug and an AD drug candidate have inhibitory effects on autophagy, raising the possibility that decreasing input into the lysosomal system may help to reduce cellular stress in AD. Finally, we provide a list of candidate drug targets that can be used to safely modulate levels of autophagy without causing cell death.


Nature | 2011

Image-Based Genome-Wide siRNA Screen Identifies Selective Autophagy Factors

Anthony Orvedahl; Rhea Sumpter; Guanghua Xiao; Aylwin Ng; Zhongju Zou; Yi Tang; Masahiro Narimatsu; Christopher Gilpin; Qihua Sun; Michael G. Roth; Christian V. Forst; Jeffrey L. Wrana; Ying Zhang; Katherine Luby-Phelps; Ramnik J. Xavier; Yang Xie; Beth Levine

Selective autophagy involves the recognition and targeting of specific cargo, such as damaged organelles, misfolded proteins, or invading pathogens for lysosomal destruction. Yeast genetic screens have identified proteins required for different forms of selective autophagy, including cytoplasm-to-vacuole targeting, pexophagy and mitophagy, and mammalian genetic screens have identified proteins required for autophagy regulation. However, there have been no systematic approaches to identify molecular determinants of selective autophagy in mammalian cells. Here, to identify mammalian genes required for selective autophagy, we performed a high-content, image-based, genome-wide small interfering RNA screen to detect genes required for the colocalization of Sindbis virus capsid protein with autophagolysosomes. We identified 141 candidate genes required for viral autophagy, which were enriched for cellular pathways related to messenger RNA processing, interferon signalling, vesicle trafficking, cytoskeletal motor function and metabolism. Ninety-six of these genes were also required for Parkin-mediated mitophagy, indicating that common molecular determinants may be involved in autophagic targeting of viral nucleocapsids and autophagic targeting of damaged mitochondria. Murine embryonic fibroblasts lacking one of these gene products, the C2-domain containing protein, SMURF1, are deficient in the autophagosomal targeting of Sindbis and herpes simplex viruses and in the clearance of damaged mitochondria. Moreover, SMURF1-deficient mice accumulate damaged mitochondria in the heart, brain and liver. Thus, our study identifies candidate determinants of selective autophagy, and defines SMURF1 as a newly recognized mediator of both viral autophagy and mitophagy.


EMBO Reports | 2008

The tumour suppressor cyld is a negative regulator of rig-i-mediated antiviral response

Constantin S Friedman; Marie Anne O'Donnell; Diana Legarda-Addison; Aylwin Ng; Washington B. Cárdenas; Jacob S. Yount; Thomas M. Moran; Christopher F. Basler; Akihiko Komuro; Curt M. Horvath; Ramnik J. Xavier; Adrian T. Ting

On detecting viral RNAs, the RNA helicase retinoic acid‐inducible gene I (RIG‐I) activates the interferon regulatory factor 3 (IRF3) signalling pathway to induce type I interferon (IFN) gene transcription. How this antiviral signalling pathway might be negatively regulated is poorly understood. Microarray and bioinformatic analysis indicated that the expression of RIG‐I and that of the tumour suppressor CYLD (cylindromatosis), a deubiquitinating enzyme that removes Lys 63‐linked polyubiquitin chains, are closely correlated, suggesting a functional association between the two molecules. Ectopic expression of CYLD inhibits the IRF3 signalling pathway and IFN production triggered by RIG‐I; conversely, CYLD knockdown enhances the response. CYLD removes polyubiquitin chains from RIG‐I as well as from TANK binding kinase 1 (TBK1), the kinase that phosphorylates IRF3, coincident with an inhibition of the IRF3 signalling pathway. Furthermore, CYLD protein level is reduced in the presence of tumour necrosis factor and viral infection, concomitant with enhanced IFN production. These findings show that CYLD is a negative regulator of RIG‐I‐mediated innate antiviral response.

Collaboration


Dive into the Aylwin Ng's collaboration.

Top Co-Authors

Avatar
Top Co-Authors

Avatar

Cisca Wijmenga

University Medical Center Groningen

View shared research outputs
Top Co-Authors

Avatar

Mihai G. Netea

Radboud University Nijmegen

View shared research outputs
Top Co-Authors

Avatar

Leo A. B. Joosten

Radboud University Nijmegen

View shared research outputs
Top Co-Authors

Avatar

Vinod Kumar

University Medical Center Groningen

View shared research outputs
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar

Stephen J. Elledge

Brigham and Women's Hospital

View shared research outputs
Top Co-Authors

Avatar

Marije Oosting

Radboud University Nijmegen

View shared research outputs
Top Co-Authors

Avatar

Shih-Chin Cheng

Radboud University Nijmegen

View shared research outputs
Researchain Logo
Decentralizing Knowledge