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“Class discovery from gene expression data is an important task for cancer diagnosis. In this paper, we present a new framework for class discovery. The new framework integrates the perturbation technique, the cluster ensemble approach, and the cluster validity index. Specifically, it first generates a set of perturbed datasets ALK inhibitor from the original microarray data. Then, the Neural Gas, which serves as the basic clustering algorithm, is applied to obtain the partitions from the original dataset and the perturbed datasets. Finally, a new cluster validity index called disagreement/ agreement (DA) index (DAI) is designed to identify the number of classes

in the dataset by considering the difference between the partition obtained from the original dataset and the partitions obtained from the perturbed datasets. The experiments in three synthetic datasets and four cancer datasets show that: 1) DAI successfully discovers the underlying structure from all the synthetic datasets and most of the cancer datasets and 2) DAI outperforms most of the state-of-the-art

cluster validity indexes when applied to gene expression data.”
“A new technique to manage limited zonular weakness during phacoemulsification is presented in this report. The technique, called magnet-assisted capsular bag fixation, uses the magnetic implant to stretch and fixate the capsular bag over the zonular dehiscence area for patients with limited zonular disruption, which stabilizes S3I-201 solubility dmso the capsular bag and facilitates cataract extraction. [Ophthalmic Surg Lasers Imaging 2010;41:478-480.]“
“Genital human papillomavirus (HPV) infection is one of the most commonly diagnosed sexually transmitted infections world-wide. selleck chemicals Over the last two decades, research has established a strong causal link between specific types of HPV infection and cancer, particularly cervical, anal, vulvar/vaginal, penile, and oropharyngeal cancer. Limited epidemiological studies of anogenital HPV infection have been conducted in Hispanic populations (including Puerto Rico), and population-based incidence and prevalence estimates of HPV

infection among Hispanics are limited. Studies that evaluate knowledge and awareness of HPV among men are also scarce. With the world-wide introduction of two new prophylactic vaccines against high-risk HPVs causing cervical cancer, and the recent FDA approval of the quadrivalent vaccine in preventing genital warts in men, there is an urgency to determine the burden of HPV in Hispanic populations before vaccine programs are implemented on a widespread basis. Knowledge and acceptability of the vaccine prior to implementation of these programs are also necessary to allow a targeted assessment. This review article summarizes existing research on HPV infection and HPV-related morbidities in men, with a particular emphasis on Hispanic men in the United States and Puerto Rico.