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In recent years, Whole Genome Sequencing (WGS) evolved from a futuristic-sounding research project to an increasingly affordable technology for determining complete genome sequences of complex organisms, including humans. This prompts a…

Cryptography and Security · Computer Science 2015-02-17 Erman Ayday , Emiliano De Cristofaro , Jean-Pierre Hubaux , Gene Tsudik

Progress in Whole Genome Sequencing (WGS) will soon allow a large number of individuals to have their genome fully sequenced. This lays the foundations to improve modern healthcare, enabling a new era of personalized medicine where…

Cryptography and Security · Computer Science 2014-02-03 Emiliano De Cristofaro

Human genomic data carry unique information about an individual and offer unprecedented opportunities for healthcare. The clinical interpretations derived from large genomic datasets can greatly improve healthcare and pave the way for…

Cryptography and Security · Computer Science 2022-09-19 Mohammed Alghazwi , Fatih Turkmen , Joeri van der Velde , Dimka Karastoyanova

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…

Cryptography and Security · Computer Science 2018-08-20 Alexandros Mittos , Bradley Malin , Emiliano De Cristofaro

Novel technologies in genomics allow creating data in exascale dimension with relatively minor effort of human and laboratory and thus monetary resources compared to capabilities only a decade ago. While the availability of this data…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-11-10 Sandra Gesing , Thomas Richard Connor , Ian Taylor

Over the past several years, DNA sequencing has emerged as one of the driving forces in life-sciences, paving the way for affordable and accurate whole genome sequencing. As genomes represent the entirety of an organism's hereditary…

Cryptography and Security · Computer Science 2015-02-17 Emiliano De Cristofaro

Genome sequencing technology has advanced at a rapid pace and it is now possible to generate highly-detailed genotypes inexpensively. The collection and analysis of such data has the potential to support various applications, including…

Cryptography and Security · Computer Science 2015-06-18 Muhammad Naveed , Erman Ayday , Ellen W. Clayton , Jacques Fellay , Carl A. Gunter , Jean-Pierre Hubaux , Bradley A. Malin , XiaoFeng Wang

With the boom in modern software development, open-source software has become an integral part of various industries, driving progress in computer science. However, the immense complexity and diversity of the open-source ecosystem also pose…

Software Engineering · Computer Science 2023-11-17 Yueming Wu , Chengwei Liu , Yang Liu

The cost of DNA sequencing has resulted in a surge of genetic data being utilised to improve scientific research, clinical procedures, and healthcare delivery in recent years. Since the human genome can uniquely identify an individual, this…

Cryptography and Security · Computer Science 2022-02-11 Sara Jafarbeiki , Raj Gaire , Amin Sakzad , Shabnam Kasra Kermanshahi , Ron Steinfeld

It is widely acknowledged that there is a diversity problem in genomics stemming from the vast underrepresentation of non-European genetic ancestry populations. While many challenges exist to address this gap, a major complicating factor is…

Other Quantitative Biology · Quantitative Biology 2022-05-03 Daphne O. Martschenko , Hannah Wand , Jennifer L. Young , Genevieve L. Wojcik

In recent years, we have witnessed a dramatic data explosion in genomics, thanks to the improvement in sequencing technologies and the drastically decreasing costs. We are entering the era of millions of available genomes. Notably, each…

Other Quantitative Biology · Quantitative Biology 2018-03-28 Ka-Chun Wong

Genome-wide association studies (GWAS) have identified hundreds of loci at very stringent levels of statistical significance across many different human traits. However, it is now clear that very large samples (n~10^4-10^5) are needed to…

Genomics · Quantitative Biology 2013-08-20 Inti Pedroso

Recent advances in DNA sequencing technologies have put ubiquitous availability of fully sequenced human genomes within reach. It is no longer hard to imagine the day when everyone will have the means to obtain and store one's own DNA…

Cryptography and Security · Computer Science 2015-03-19 Pierre Baldi , Roberta Baronio , Emiliano De Cristofaro , Paolo Gasti , Gene Tsudik

There is an urgent and well-recognized need to extend genetic studies to diverse populations, but several obstacles continue to be prohibitive, including (but not limited to) the difficulty of recruiting individuals from diverse populations…

Populations and Evolution · Quantitative Biology 2021-09-28 Charleston W. K. Chiang

Motivation: Genome-wide association studies (GWASs), which assay more than a million single nucleotide polymorphisms (SNPs) in thousands of individuals, have been widely used to identify genetic risk variants for complex diseases. However,…

Computational Engineering, Finance, and Science · Computer Science 2015-01-27 Ben Teng , Can Yang , Jiming Liu , Zhipeng Cai , Xiang Wan

Genetic studies of human traits have revolutionized our understanding of the variation between individuals, and opened the door for numerous breakthroughs in biology, medicine and other scientific fields. And yet, the ultimate promise of…

Populations and Evolution · Quantitative Biology 2021-08-29 Nadav Brandes , Omer Weissbrod , Michal Linial

Advancements in genomic research such as high-throughput sequencing techniques have driven modern genomic studies into "big data" disciplines. This data explosion is constantly challenging conventional methods used in genomics. In parallel…

Genomics · Quantitative Biology 2023-10-06 Tianwei Yue , Yuanxin Wang , Longxiang Zhang , Chunming Gu , Haoru Xue , Wenping Wang , Qi Lyu , Yujie Dun

Sharing diverse genomic and other biomedical datasets is critical to advance scientific discoveries and their equitable translation to improve human health. However, data sharing remains challenging in the context of legacy datasets,…

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