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1.
Nucleic Acids Res ; 51(3): e18, 2023 02 22.
Article in English | MEDLINE | ID: mdl-36546757

ABSTRACT

The vast majority of disease-associated single nucleotide polymorphisms (SNP) identified from genome-wide association studies (GWAS) are localized in non-coding regions. A significant fraction of these variants impact transcription factors binding to enhancer elements and alter gene expression. To functionally interrogate the activity of such variants we developed snpSTARRseq, a high-throughput experimental method that can interrogate the functional impact of hundreds to thousands of non-coding variants on enhancer activity. snpSTARRseq dramatically improves signal-to-noise by utilizing a novel sequencing and bioinformatic approach that increases both insert size and the number of variants tested per loci. Using this strategy, we interrogated known prostate cancer (PCa) risk-associated loci and demonstrated that 35% of them harbor SNPs that significantly altered enhancer activity. Combining these results with chromosomal looping data we could identify interacting genes and provide a mechanism of action for 20 PCa GWAS risk regions. When benchmarked to orthogonal methods, snpSTARRseq showed a strong correlation with in vivo experimental allelic-imbalance studies whereas there was no correlation with predictive in silico approaches. Overall, snpSTARRseq provides an integrated experimental and computational framework to functionally test non-coding genetic variants.


Subject(s)
Genome-Wide Association Study , Regulatory Sequences, Nucleic Acid , Humans , Male , Genetic Predisposition to Disease , Polymorphism, Single Nucleotide , Transcription Factors/genetics
2.
Nat Genet ; 54(6): 837-849, 2022 06.
Article in English | MEDLINE | ID: mdl-35697866

ABSTRACT

While many germline cancer risk variants have been identified through genome-wide association studies (GWAS), the mechanisms by which these variants operate remain largely unknown. Here we used 406 cancer ATAC-Seq samples across 23 cancer types to identify 7,262 germline allele-specific accessibility QTLs (as-aQTLs). Cancer as-aQTLs had stronger enrichment for cancer risk heritability (up to 145 fold) than any other functional annotation across seven cancer GWAS. Most cancer as-aQTLs directly altered transcription factor (TF) motifs and exhibited differential TF binding and gene expression in functional screens. To connect as-aQTLs to putative risk mechanisms, we introduced the regulome-wide associations study (RWAS). RWAS identified genetically associated accessible peaks at >70% of known breast and prostate loci and discovered new risk loci in all examined cancer types. Integrating as-aQTL discovery, motif analysis and RWAS identified candidate causal regulatory elements and their probable upstream regulators. Our work establishes cancer as-aQTLs and RWAS analysis as powerful tools to study the genetic architecture of cancer risk.


Subject(s)
Chromatin , Neoplasms , Allelic Imbalance , Chromatin/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Male , Neoplasms/genetics , Polymorphism, Single Nucleotide/genetics
3.
Nat Comput Sci ; 1(3): 192-198, 2021 Mar.
Article in English | MEDLINE | ID: mdl-38183193

ABSTRACT

The growing number of health-data breaches, the use of genomic databases for law enforcement purposes and the lack of transparency of personal genomics companies are raising unprecedented privacy concerns. To enable a secure exploration of genomic datasets with controlled and transparent data access, we propose a citizen-centric approach that combines cryptographic privacy-preserving technologies, such as homomorphic encryption and secure multi-party computation, with the auditability of blockchains. Our open-source implementation supports queries on the encrypted genomic data of hundreds of thousands of individuals, with minimal overhead. We show that real-world adoption of our system alleviates widespread privacy concerns and encourages data access sharing with researchers.

4.
Nat Biotechnol ; 37(11): 1380, 2019 Nov.
Article in English | MEDLINE | ID: mdl-31591553

ABSTRACT

An amendment to this paper has been published and can be accessed via a link at the top of the paper.

5.
Nat Biotechnol ; 37(10): 1115-1117, 2019 10.
Article in English | MEDLINE | ID: mdl-31537915
6.
BMC Med ; 17(1): 68, 2019 03 27.
Article in English | MEDLINE | ID: mdl-30914045

ABSTRACT

Blockchain is a shared distributed digital ledger technology that can better facilitate data management, provenance and security, and has the potential to transform healthcare. Importantly, blockchain represents a data architecture, whose application goes far beyond Bitcoin - the cryptocurrency that relies on blockchain and has popularized the technology. In the health sector, blockchain is being aggressively explored by various stakeholders to optimize business processes, lower costs, improve patient outcomes, enhance compliance, and enable better use of healthcare-related data. However, critical in assessing whether blockchain can fulfill the hype of a technology characterized as 'revolutionary' and 'disruptive', is the need to ensure that blockchain design elements consider actual healthcare needs from the diverse perspectives of consumers, patients, providers, and regulators. In addition, answering the real needs of healthcare stakeholders, blockchain approaches must also be responsive to the unique challenges faced in healthcare compared to other sectors of the economy. In this sense, ensuring that a health blockchain is 'fit-for-purpose' is pivotal. This concept forms the basis for this article, where we share views from a multidisciplinary group of practitioners at the forefront of blockchain conceptualization, development, and deployment.


Subject(s)
Biomedical Technology , Computer Communication Networks , Delivery of Health Care/trends , Management Information Systems , Medical Informatics , Biomedical Technology/methods , Biomedical Technology/organization & administration , Biomedical Technology/trends , Computer Communication Networks/organization & administration , Computer Communication Networks/standards , Computer Communication Networks/supply & distribution , Computer Communication Networks/trends , Data Warehousing/methods , Data Warehousing/trends , Delivery of Health Care/methods , Delivery of Health Care/organization & administration , Electronic Data Processing/methods , Electronic Data Processing/organization & administration , Electronic Data Processing/trends , Equipment and Supplies Utilization/organization & administration , Equipment and Supplies Utilization/trends , High-Throughput Screening Assays/standards , Humans , Management Information Systems/standards , Management Information Systems/trends , Medical Informatics/methods , Medical Informatics/organization & administration , Medical Informatics/trends , Medical Records/standards
7.
Nat Protoc ; 12(1): 88-103, 2017 Jan.
Article in English | MEDLINE | ID: mdl-27929521

ABSTRACT

Genome editing of human induced pluripotent stem cells (hiPSCs) offers unprecedented opportunities for in vitro disease modeling and personalized cell replacement therapy. The introduction of Cas9-directed genome editing has expanded adoption of this approach. However, marker-free genome editing using standard protocols remains inefficient, yielding desired targeted alleles at a rate of ∼1-5%. We developed a protocol based on a doxycycline-inducible Cas9 transgene carried on a piggyBac transposon to enable robust and highly efficient Cas9-directed genome editing, so that a parental line can be expeditiously engineered to harbor many separate mutations. Treatment with doxycycline and transfection with guide RNA (gRNA), donor DNA and piggyBac transposase resulted in efficient, targeted genome editing and concurrent scarless transgene excision. Using this approach, in 7 weeks it is possible to efficiently obtain genome-edited clones with minimal off-target mutagenesis and with indel mutation frequencies of 40-50% and homology-directed repair (HDR) frequencies of 10-20%.


Subject(s)
CRISPR-Cas Systems/genetics , Gene Editing/methods , Genome, Human/genetics , Induced Pluripotent Stem Cells/metabolism , Base Sequence , Cell Line , Doxycycline/pharmacology , Humans , Induced Pluripotent Stem Cells/drug effects
8.
Science ; 350(6264): 1101-4, 2015 Nov 27.
Article in English | MEDLINE | ID: mdl-26456528

ABSTRACT

The shortage of organs for transplantation is a major barrier to the treatment of organ failure. Although porcine organs are considered promising, their use has been checked by concerns about the transmission of porcine endogenous retroviruses (PERVs) to humans. Here we describe the eradication of all PERVs in a porcine kidney epithelial cell line (PK15). We first determined the PK15 PERV copy number to be 62. Using CRISPR-Cas9, we disrupted all copies of the PERV pol gene and demonstrated a >1000-fold reduction in PERV transmission to human cells, using our engineered cells. Our study shows that CRISPR-Cas9 multiplexability can be as high as 62 and demonstrates the possibility that PERVs can be inactivated for clinical application of porcine-to-human xenotransplantation.


Subject(s)
Endogenous Retroviruses/genetics , Gene Targeting/methods , Retroviridae Infections/prevention & control , Swine/virology , Transplantation, Heterologous/methods , Virus Inactivation , Animals , Base Sequence , CRISPR-Cas Systems , Cell Line , Epithelial Cells/virology , Gene Dosage , Genes, pol , HEK293 Cells , Humans , Kidney/virology , Molecular Sequence Data , Retroviridae Infections/transmission , Retroviridae Infections/virology
9.
Nat Commun ; 5: 5507, 2014 Nov 26.
Article in English | MEDLINE | ID: mdl-25425480

ABSTRACT

CRISPR/Cas9 has demonstrated a high-efficiency in site-specific gene targeting. However, potential off-target effects of the Cas9 nuclease represent a major safety concern for any therapeutic application. Here, we knock out the Tafazzin gene by CRISPR/Cas9 in human-induced pluripotent stem cells with 54% efficiency. We combine whole-genome sequencing and deep-targeted sequencing to characterise the off-target effects of Cas9 editing. Whole-genome sequencing of Cas9-modified hiPSC clones detects neither gross genomic alterations nor elevated mutation rates. Deep sequencing of in silico predicted off-target sites in a population of Cas9-treated cells further confirms high specificity of Cas9. However, we identify a single high-efficiency off-target site that is generated by a common germline single-nucleotide variant (SNV) in our experiment. Based on in silico analysis, we estimate a likelihood of SNVs creating off-target sites in a human genome to be ~1.5-8.5%, depending on the genome and site-selection method, but also note that mutations might be generated at these sites only at low rates and may not have functional consequences. Our study demonstrates the feasibility of highly specific clonal ex vivo gene editing using CRISPR/Cas9 and highlights the value of whole-genome sequencing before personalised CRISPR design.


Subject(s)
Bacterial Proteins/metabolism , Endonucleases/metabolism , Gene Targeting , Genome, Human , Induced Pluripotent Stem Cells/metabolism , Polymorphism, Single Nucleotide , Streptococcus pyogenes/enzymology , Acyltransferases , Bacterial Proteins/chemistry , Base Sequence , Endonucleases/chemistry , Humans , Molecular Sequence Data , Mutation Rate , Sequence Analysis, DNA , Substrate Specificity , Transcription Factors/genetics , Transcription Factors/metabolism
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