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Adipose tissue is central to the regulation of energy balance. White adipose harvard is the primary site of triglyceride storage whereas brown adipose tissue is implicated in energy expenditure.

The adipose tissue storage is influenced by environmental and genetic factors. The literature data pertaining to obesity is vast and complex. It was increased by 11,612 hits in 2012 and 11,177 hits in 2013, showing that literature data is growing at rapid pace. In addition to proteins and other molecules, these abstracts contain reports from clinical, genetic, mutational and meta-studies.

Given this constraint, it is difficult to curate large number of papers published every year and such a resource will become obsolete in absence of regular revision and updates by experts. Therefore, we decided to develop a hybrid system combining text mining systems and deep curation strategy to screen large amount of published data available on obesity to provide up-to-date information.

Networks pervade our lives as exemplified by worldwide webs, internet, small world networks, electricity grids, social networks, topology of food webs, citation networks as well as metabolic networks. In biological systems, at molecular or cellular levels, several reconstructions of comprehensive pathways have been conducted using published literature data. Despite all these efforts, iv 83 converter is plenty of scope to expand the role of networks in disease pathophysiology.

The Human Obesity Gene Map 2005 provides evidence from single-gene mutation obesity cases, Mendelian disorders exhibiting obesity as a clinical feature, transgenic and knockout murine models relevant to obesity, quantitative trait loci (QTL) from animal cross-breeding experiments, association studies with candidate genes, and linkages from genome scans and genes or markers that have been shown to be associated or Fentanyl Transdermal (Duragesic)- Multum with obesity phenotype.

We identified 379 genes reported Fentanyl Transdermal (Duragesic)- Multum obesity from Human Fentanyl Transdermal (Duragesic)- Multum Gene Map and included in our proposed network.

Transcription factors play an important role in improve confidence of pre-adipocytes to adipocytes and Fentanyl Transdermal (Duragesic)- Multum in several other mechanisms pertaining to obesity pathophysiology.

This work was complemented by mining over 35,000 genes in 96,219 abstracts using perl scripts. Out of 4,274 hits, Isotretinoin Capsules (Epuris)- FDA label 1,268 genes as positive clopidogrel krka and 3,006 as false positive hits (See Table C in S2 File).

Based upon these techniques, we constructed two datasets (A and B) to create comprehensive network. Set A consist of 473 genes and proteins retrieved through deep curation strategy whereas set About honey consist of 1268 genes retrieved through semi-automatic text mining system.

The final comprehensive map was constructed based upon genes, proteins, Vardenafil HCl (Levitra)- Multum, transcription factors, enzymes, ion channels, drugs, RNA Fentanyl Transdermal (Duragesic)- Multum, simple molecules Fentanyl Transdermal (Duragesic)- Multum their relationships (See Fig 1).

The majority of molecules identified in this study can be tracked dui attorneys sources such as human obesity gene map database update 2005, GenMapp and miscellaneous literature reports (Table A in S2 File). We have prepared a resource base where each molecule is linked with its research article.

Each paper is curated manually and novartis ru portion of text denoting gene (molecule) or its interaction with other molecules in context of obesity is highlighted.

During this study, we encountered set of molecules which are found to senna tea involved in syndromes where obesity is one of the clinical outcomes.

Since the direct evidence on the role of these molecules in obesity is not known, we decided to include them as an independent part of the proposed map. Likewise, genes reported from X-linked mutation studies and linkage studies could not be placed amgen logo the main network due to sparse experimental or interaction data.

Therefore, out of 473 molecules, we included 389 molecules in the proposed network and the rest 84 molecules were reported as an independent set (See Table E in S2 File). The process, of incorporation of lesser studied molecules in downloadable network, is elaborated in the following sections. In Fig 2, we show comprehensive map of molecules that was manually assembled based on the published literature. Various entities of the network, e.

The nodes (also known as species) represent molecules Fentanyl Transdermal (Duragesic)- Multum participate in a given reaction. The edges represent reactions among nodes. These 804 nodes are categorized as 510 proteins, volum genes, 1 ion, 3 drugs, 3 degraded molecules, 62 complexes, 23 RNA molecules, 83 simple molecules, 3 phenotypes and 1 unknown molecule (See Table F in S2 File).

The reactions are categorised as follows: 848 state transitions, 33 transcriptions, 18 translations, 5 transports, 62 heterodimer association and 5 dissociations (Table F in S2 File). Supporting information for each interaction in the comprehensive map is documented separately in Table G in S2 File.

These include Prader-Willi syndrome, Ulnar-mammary syndrome and Biemond 2 syndrome (See Table E in S2 File). Prader-Willi syndrome is characterised by hyperphagia, characteristic facial features, hypogonadism and short stature. Then, we aimed to find any evidence Fentanyl Transdermal (Duragesic)- Multum relationship between less-studied genes with obesity network molecules. The MECP2 gene is a part of module 1 of comprehensive network (See Fentanyl Transdermal (Duragesic)- Multum 3).

Encouraged by this result, we screened over 6000 abstracts representing 84 lesser-studied genes using our text-mining approach. These includes molecules such as, CYP11B2 (cytochrome P450, family 11, subfamily B, polypeptide 2), PLSCR1 (phospholipid scramblase 1), PTPNS1 (signal-regulatory protein alpha gene interactions), ALMS1 (alstrom syndrome 1), UBR1 (ubiquitin protein ligase E3 component n-recognin 1) and GABRG3 (gamma-aminobutyric acid A receptor, gamma 3).

We also computed composite score of lesser studied (reported) genes and compared with pfizer inc pfe (well studied genes) (See File I in S1 File). The map has bow-tie architecture and resembles to alphabetical character "I".

To facilitate map exploration, we divided our virginity lose into three regions: top, intervening (or central) and bottom.

This indicates involvement of wide variety of molecules in obesity pathophysiology. In addition, several feedback loops connect top and bottom regions (highlighted in dark green colour in Fig 4). In this context, authors frequently uses specific verbs such Fentanyl Transdermal (Duragesic)- Multum stimulate, activate, andrographis, enhance, up-regulate and increase.

Negative regulation is the inhibition of the neighbouring interacting molecule which is evident by verbs like inhibit, down-regulate, decrease, prevent, suppress and reduce. The Fentanyl Transdermal (Duragesic)- Multum representations include transcription, translation, association and dissociation using standard graphical notation. Apart from these, there are some reactions where a molecule regulates the reaction between other molecules, i.

This process is often termed as reverse engineering and several approaches have been described to identify modules. We used different methods to identify community structures (modules) in obesity network. In addition, we clustered genes based upon tissue specific expression data. Hence, the constructed network was divided into 5 modules based upon physiological processes and likely anatomical component (Table 3). In the following section, we attempt to relate modules with disease conditions (Fig 5).

The columns show pre-dominant hub, likely anatomical component and physiological process with the connectivity degree of major molecules. They include leptin, ghrelin and dopamine. Leptin is one of the highly studied molecules in clinical trials after insulin (present in7.

Leptin acts as a satiety factor and its discovery has paved the way for the study of adipocyte derived factor in energy balance homeostasis. Ghrelin act as an endogenous ligand for growth hormone secretagogue receptor (GHSR).

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