Efficient algorithms for multidimensional global optimization in genetic mapping of complex traits

We present a two-phase strategy for optimizing a multidimensional, nonconvex function arising during genetic mapping of quantitative traits. Such traits are believed to be affected by multiple so called quantitative trait loci (QTL), and searching for d QTL results in a d-dimensional optimization problem with a large number of local optima. We combine the global algorithm DIRECT with a number of local optimization methods that accelerate the final convergence, and adapt the algorithms to problem-specific features. We also improve the evaluation of the QTL mapping objective function to enable exploitation of the smoothness properties of the optimization landscape. Our best two-phase method is demonstrated to be accurate in at least six dimensions and up to ten times faster than currently used QTL mapping algorithms

Mutation in second exon of myo15a gene cause of nonsyndromic hearing loss and its association in the Arab population in Iran

Hearing loss is a genetically and clinically heterogeneous defect and more than 140 loci and 65 genes have been identified to cause autosomal recessive non-syndromic hearing loss (ARNSHL). According to the previous studies, mutations in GJB2 are estimated to be involved in 18.17% of ARNSHL cases in the Iranian population; as a result, the remaining 81.83% of this disorder is yet ambiguous. This study aimed to determine the contribution of DFNB3 in hearing loss as well as the frequency of gene mutations in a population (Arab tribal origin) in the Southwest of Iran. In this descriptive laboratory study, we included 25 families from the Southwest of Iran and negative GJB2 gene. Linkage analysis was performed by DFNB3 (MYO15A) molecular markers (STR). The families with hearing loss linked to this locus were further analyzed for mutation detection. MYO15A gene exons were amplified and analyzed using direct DNA sequencing. In studied families, one family displayed linkage to DFNB3 locus. Identified mutations include substitution and substitute C for A in 1047 location of coding region of MYO15A gene (c.1047 C > A) in exon 2 which cause to change Tyrosin to stop codons (P.Y349X), results in the premature truncation at amino acid position 349

Systematizing Genome Privacy Research: A Privacy-Enhancing Technologies Perspective

Rapid advances in human genomics are enabling researchers to gain a better understanding of the role of the genome in our health and well-being, stimulating hope for more effective and cost efficient healthcare. However, this also prompts a number of security and privacy concerns stemming from the distinctive characteristics of genomic data. To address them, a new research community has emerged and produced a large number of publications and initiatives. In this paper, we rely on a structured methodology to contextualize and provide a critical analysis of the current knowledge on privacy-enhancing technologies used for testing, storing, and sharing genomic data, using a representative sample of the work published in the past decade. We identify and discuss limitations, technical challenges, and issues faced by the community, focusing in particular on those that are inherently tied to the nature of the problem and are harder for the community alone to address. Finally, we report on the importance and difficulty of the identified challenges based on an online survey of genome data privacy expertsComment: To appear in the Proceedings on Privacy Enhancing Technologies (PoPETs), Vol. 2019, Issue