Tumour metastasis is a complex process involving reciprocal interplay between cancer cells and host stroma at both primary and secondary sites, and is strongly influenced by microenvironmental factors such as hypoxia1. Tumour-secreted proteins play a crucial role in these interactions2-5 and present strategic therapeutic potential. Metastasis of breast cancer to the bone affects approximately 85% of patients with advanced disease and renders them largely untreatable6. Specifically, osteolytic bone lesions, where bone is destroyed, lead to debilitating skeletal complications and increased patient morbidity and mortality6,7. The molecular interactions governing the early events of osteolytic lesion formation are currently unclear. Here we show hypoxia to be specifically associated with bone relapse in ER-negative breast cancer patients. Global quantitative analysis of the hypoxic secretome identified Lysyl Oxidase (LOX) as significantly associated with bone-tropism and relapse. High expression of LOX in primary breast tumours or systemic delivery of LOX leads to osteolytic lesion formation whereas silencing or inhibition of LOX activity abrogates tumour-driven osteolytic lesion formation. We identify LOX as a novel regulator of NFATc1-driven osteoclastogenesis, independent of RANK Ligand, which disrupts normal bone homeostasis leading to the formation of focal pre-metastatic lesions. We show that these lesions subsequently provide a platform for circulating tumour cells to coloniseCorrespondence and requests for materials should be addressed to janine.erler@bric.ku.dk and a.gartland@shef.ac.uk.

Osteoporosis is a condition of excessive and uncoupled bone turnover, in which osteoclastic resorption exceeds osteoblastic bone formation, resulting in an overall net bone loss, bone fragility, and morbidity. Although numerous treatments have been developed to inhibit bone loss by blocking osteoclastic bone resorption, understanding of the mechanisms behind bone loss is incomplete. The purinergic signaling system is emerging to be a pivotal regulator of bone homeostasis, and extracellular ADP has previously been shown to be a powerful osteolytic agent in vitro. We report here that deletion of the P2Y(13) receptor, a G protein-coupled receptor for extracellular ADP, leads to a 40% reduction in trabecular bone mass, 50% reduction in osteoblast and osteoclast numbers in vivo, as well as activity in vitro, and an overall 50% reduction in the rate of bone remodeling in mice in vivo. Down-regulation of RhoA/ROCK I signaling and a reduced ratio of receptor activator of nuclear factor κB ligand/osteoprotegerin observed in osteoblasts from P2Y(13)R(-/-) mice might explain this bone phenotype. Furthermore, because one of the main causes of osteoporosis in older women is lack of estrogen, we examined the effect of ovariectomy of the P2Y(13)R(-/-) mice and found them to be protected from ovariectomy-induced bone loss by up to 65%. These data confirm a role of purinergic ADP signaling in the skeleton, whereby deletion of the P2Y(13) receptor leads to reduced bone turnover rates, which provide a protective advantage in conditions of accelerated bone turnover such as oestrogen deficiency-induced osteoporosis.

The role of the P2X7 receptor (P2X7R) is being explored with intensive interest in the context of normal bone physiology, bone-related diseases and, to an extent, bone cancer. In this review, we cover the current understanding of P2X7R regulation of bone cell formation, function and survival. We will discuss how the P2X7R drives lineage commitment of undifferentiated bone cell progenitors, the vital role of P2X7R activation in bone mineralisation and its relatively unexplored role in osteocyte function. We also review how P2X7R activation is imperative for osteoclast formation and its role in bone resorption via orchestrating osteoclast apoptosis. Variations in the gene for the P2X7R (P2RX7) have implications for P2X7R-mediated processes and we review the relevance of these genetic variations in bone physiology. Finally, we highlight how targeting P2X7R may have therapeutic potential in bone disease and cancer. Purinergic signallingIn the last four decades, extensive investigations have led to the recognition of ATP from a 'molecular unit of energy' to an extracellular messenger molecule. ATP-sensitive purinoceptors, omnipresent in vertebrate tissues, are involved in a wide variety of physiological roles (Burnstock 2013) and their function has also been demonstrated in invertebrates (Verkhratsky & Burnstock 2014). While they traditionally act as cell surface sensors (Khakh & North 2006), their participation in signalling within the intracellular compartment in mammals (Qureshi et al. 2007, Kuehnel et al. 2009, Stokes & Surprenant 2009, Toulme et al. 2010) and even protozoans (Fountain et al. 2007, Ludlow et al. 2009, Sivaramakrishnan & Fountain 2012 has also been recognised.Purines (adenine, guanine and uridine) can act as signalling molecules in the form of their 5 0 -nucleotide triphosphates (such as ATP, GTP and UTP), diphosphates (ADP), monophosphate (AMP) or as a nucleoside (adenosine). They can activate one or more of the 19 receptors which are sorted into three classes: P1 (nucleoside) receptors; the metabotropic P2Y receptors and the ionotropic P2X, both of which are nucleotide triggered. Recently, a new family of purine receptors, AdeR or P0-receptors, responsive to adenine has been cloned from rodents (Bender et al. 2002, Gorzalka et al. 2005, von Kugelgen et al. 2008, Thimm et al. 2013, although the human homologue is yet to be identified. Structural and stoichiometrical evidence suggests that all P2X receptor (P2XR) subunits trimerise to form functional receptors (Nicke et al. 1998, Barrera et al. 2005, Mio et al. 2005, Kaczmarek-Hajek et al. 2012 with the subunits forming either homomultimers or heteromultimers depending on the subtypes (Burnstock 2007). Each unit comprises two transmembrane domains (TM1 and TM2) with an intervening large extracellular loop and cytoplasmic N-and C-termini, and the primary agonist of all homomeric and heteromeric P2XR is ATP. The current view holds that ligand binding causes reduction in the Journal of Molecular EndocrinologyReview A AGRAWAL and A GARTLAND P...

Vous avez des questions? Nous pouvons vous aider. Pour communiquer directement avec un auteur, consultez la première page de la revue dans laquelle son article a été publié afin de trouver ses coordonnées. Si vous n'arrivez pas à les repérer, communiquez avec nous à PublicationsArchive-ArchivesPublications@nrc-cnrc.gc.ca. Questions? Contact the NRC Publications Archive team atPublicationsArchive-ArchivesPublications@nrc-cnrc.gc.ca. If you wish to email the authors directly, please see the first page of the publication for their contact information. NRC Publications Archive Archives des publications du CNRCThis publication could be one of several versions: author's original, accepted manuscript or the publisher's version. / La version de cette publication peut être l'une des suivantes : la version prépublication de l'auteur, la version acceptée du manuscrit ou la version de l'éditeur. For the publisher's version, please access the DOI link below./ Pour consulter la version de l'éditeur, utilisez le lien DOI ci-dessous.http://doi.org/10.5220/0005595502260234Access and use of this website and the material on it are subject to the Terms and Conditions set forth at SCUT: multi-class imbalanced data classification using SMOTE and cluster-based undersampling Agrawal, Astha; Viktor, Herna L.; Paquet, Eric http://nparc.cisti-icist.nrc-cnrc.gc.ca/fra/droits L'accès à ce site Web et l'utilisation de son contenu sont assujettis aux conditions présentées dans le site LISEZ CES CONDITIONS ATTENTIVEMENT AVANT D'UTILISER CE SITE WEB. NRC Publications Record / Notice d'Archives des publications de CNRC:http://nparc.cisti-icist.nrc-cnrc.gc.ca/eng/view/object/?id=e8c7556d-9f94-466f-a1e5-72cdf9b9513f http://nparc.cisti-icist.nrc-cnrc.gc.ca/fra/voir/objet/?id=e8c7556d-9f94-466f-a1e5-72cdf9b9513f Abstract: Class imbalance is a crucial problem in machine learning and occurs in many domains. Specifically, the two-class problem has received interest from researchers in recent years, leading to solutions for oil spill detection, tumour discovery and fraudulent credit card detection, amongst others. However, handling class imbalance in datasets that contains multiple classes, with varying degree of imbalance, has received limited attention. In such a multi-class imbalanced dataset, the classification model tends to favour the majority classes and incorrectly classify instances from the minority classes as belonging to the majority classes, leading to poor predictive accuracies. Further, there is a need to handle both the imbalances between classes as well as address the selection of examples within a class (i.e. the so-called within class imbalance). In this paper, we propose the SCUT hybrid sampling method, which is used to balance the number of training examples in such a multi-class setting. Our SCUT approach oversamples minority class examples through the generation of synthetic examples and employs cluster analysis in order to undersample majority classes. In addition, it handles both within-class and between-class imbalance. Our exp...

Osteoporosis is a multifactorial disease with a strong genetic component. Variations in a number of genes have been shown to associate with bone turnover and risk of osteoporosis. P2 purinergic receptors are proteins that have ATP or other nucleotides as their natural ligands. Various P2Y and P2X receptor subtypes have been identified on bone cells. Several cellular functions in bone tissue are coupled to P2-receptor activation, including bone resorption, cytokine release, apoptosis, bone formation, and mineral deposition. Furthermore, ATP release and P2 purinergic signalling is a key pathway in the mechanotransductory process, where mechanical stimulation on bone leads to anabolic responses in the skeleton. A number of single nucleotide polymorphisms have been identified in the P2 receptor genes, where especially the P2X7 subtype has been the focus of extensive investigation where several polymorphisms have been shown to have functional implications on receptor function; moreover, some polymorphisms are associated with alterations in bone turnover and bone mass. This review focuses on variations in P2 receptor genes and the association to bone turnover and -quality.