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Heuristic Modularity for Complex Identification in Protein-Protein Interaction Networks
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     Due to the significant role in understanding cellular processes, the decomposition of Protein-Protein Interaction (PPI) networks into essential building blocks, or complexes, has received much attention for functional bioinformatics research in recent years. One of the well-known bi-clustering descriptors for identifying communities and complexes in complex networks, such as PPI networks, is modularity function.   The contribution of this paper is to introduce heuristic optimization models that can collaborate with the modularity function to improve its detection ability. The definitions of the formulated heuristics are based on nodes and different levels of their neighbor properties.  The modularity function and the formulated heuristics are then injected into the mechanism of a single objective Evolutionary Algorithm (EA) tailored specifically to tackle the problem, and thus, to identify possible complexes from PPI networks. In the experiments, different overlapping scores are used to evaluate the detection accuracy in both complex and protein levels. According to the evaluation metrics, the results reveal that the introduced heuristics have the ability to harness the accuracy of the existing modularity while identifying protein complexes in the tested PPI networks.

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Publication Date
Sun Sep 07 2014
Journal Name
Baghdad Science Journal
Epidemiological Study of Keratinophilic Fungi in Baghdad Swimming Pools
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The present study was included the isolation of Keratinophilic fungi from water samples taken from 19 indoor public swimming pools in Baghdad during four season (summer ,fall ,spring ,and winter). Isolation period was September 2011and September 2012 . Samples were collected from different places in swimming pool . Sixteen keratinophilic fungal species, belonging to twenty –one genera were isolated using Surface Dilution Plating (SDP) and Hair Bait Technique (HBT) . Aspergillus genus was the most frequent and occurrence (19.84%), followed by Trichophyton (11.60%) and Fusarium (7.59% ) . The most common fungal infection occurred in summer season (42.16%) , and the most frequent month manifestation of species occurred in August

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Publication Date
Mon Apr 01 2013
Journal Name
Journal Of The Faculty Of Medicine Baghdad
Clinical assessment of external fixation in pelvic ring fractures
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Background: Unstable pelvic ring fractures (PRF) are high energy trauma, commonly associated with systemic and soft tissues elements injures, the external fixation as an emergency and final treatment is one of the options in its management.

Objective: to evaluate the value and role of external fixation for unstable (PRF) and its clinical outcomes.

Patients and methods: twenty one patients with unstable P.R.F have been treated by external fixation , they were 16 men and 5 women ,their  average age was 28 years (range ;18-60 years) , two thirds of the cases were due to road traffic accident , 85% were hemodynamicaly unstable , urological and neurological, anorectal injuries were the commonest associate

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Publication Date
Thu Mar 01 2018
Journal Name
Karbala International Journal Of Modern Science
The prevalence of parasitic protozoan diseases in Iraq, 2016
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Publication Date
Mon Oct 01 2018
Journal Name
Plant Archives
Planktonic community of algae in Sawa Lake, southern Iraq
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Publication Date
Sun Feb 10 2019
Journal Name
Journal Of The College Of Education For Women
Ciphered Text Hiding in an Image using RSA algorithm
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In this paper, a method for hiding cipher text in an image file is introduced . The
proposed method is to hide the cipher text message in the frequency domain of the image.
This method contained two phases: the first is embedding phase and the second is extraction
phase. In the embedding phase the image is transformed from time domain to frequency
domain using discrete wavelet decomposition technique (Haar). The text message encrypted
using RSA algorithm; then Least Significant Bit (LSB) algorithm used to hide secret message
in high frequency. The proposed method is tested in different images and showed success in
hiding information according to the Peak Signal to Noise Ratio (PSNR) measure of the the
original ima

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Publication Date
Fri Jul 01 2016
Journal Name
Al–bahith Al–a'alami
The Color and its Semiotic Reflections in Iraqi Newspapers.
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The Colour is one of important aspect of human activity, especially in General arts and press, and also is one of the essential elements to achieve and build the idea of design technology in the appropriate places, according to the space of designs work.
In a view of the colour and its relationship with the Semiotics, we can find that the objectives goals at the point of visual formats that’s «oral or written”. In last years, the intellectual concerns of Semiotics through eye contact methods, that’s meaning contact methods for get messages of sense of sight.
The semiotics term Can be defined into: (the sequential feature or network system has relations according agreed language rules, in a particular environment, also is a g

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Publication Date
Thu Oct 01 2015
Journal Name
Journal Of Economics And Administrative Sciences
Estimation Multivariate data points in spatial statistics with application
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This paper  deals  to how to estimate points non measured spatial data when the number of its terms (sample spatial) a few, that are not preferred for the estimation process, because we also know that whenever if the data is large, the estimation results of the points non measured to be better and thus the variance estimate less, so the idea of this paper is how to take advantage of the data other secondary (auxiliary), which have a strong correlation with the primary data (basic) to be estimated single points of non-measured, as well as measuring the variance estimate, has been the use of technique Co-kriging in this field to build predictions spatial estimation process, and then we applied this idea to real data in th

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Publication Date
Wed Mar 10 2021
Journal Name
Baghdad Science Journal
numbers of PFCanti-HBc in patients with chronic Hepatitis
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plaque forming assay was used enumerate the number of plaque forming cells of anti-HBc in eight patintes with chronic hepatitis and eight health

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Publication Date
Sun Dec 16 2018
Journal Name
Al-academy
Graphic Design and Functional Applications in the Interior Space
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The overlap between science and knowledge is a feature of the 21st century. This integration, which crosses the traditional boundaries between academic disciplines, has occurred because of the emergence of new needs and new professions. This overlap has overshadowed the arts in general and design in particular. The Design achievements have not been far away from the attempts of integration of more than one type or design application to produce new outputs unique in its functional and aesthetic character, including the terms of internal graphic design.

The researcher raises the question of the functional dimension of graphic design in the internal space, in order to answer it through the methodological framework, which includes th

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Publication Date
Wed Jul 01 2009
Journal Name
Journal Of The Faculty Of Medicine Baghdad
Bone Mineral Density Status in 48 Iraqi Hyperthyroid Patients
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Background: Bone disease of hyperthyroidism is a type of high-turnover osteoporosis. In many patients
with hyperthyroidism, there is excessive bone resorption, occasionally marked in degree and far
exceeding that in the usual patient with osteoporosis. The purpose of this study was to evaluate the bone
mineral density (BMD) in hyperthyroid patients in a controlled study.
Patients and Methods. The study group consists of 48 patients with hyperthyroidism who were seen at
Specialized Centre for Endocrinology and Diabetes, and at Rheumatology Clinic and Osteoporosis Clinic
in Baghdad Teaching Hospital. In all patients, measurement of BMD at the lumbar spine (L1-L4) using
dual-energy x-ray absorptiometry (DXA) machine was

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