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1.
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.

2.
J Vis Exp ; (159)2020 05 12.
Article in English | MEDLINE | ID: mdl-32478717

ABSTRACT

Microtubules (MTs) play critical roles in neuronal development, but many questions remain about the molecular mechanisms of their regulation and function. Furthermore, despite progress in understanding postsynaptic MTs, much less is known about the contributions of presynaptic MTs to neuronal morphogenesis. In particular, studies of in vivo MT dynamics in Drosophila sensory dendrites yielded significant insights into polymer-level behavior. However, the technical and analytical challenges associated with live imaging of the fly neuromuscular junction (NMJ) have limited comparable studies of presynaptic MT dynamics. Moreover, while there are many highly effective software strategies for automated analysis of MT dynamics in vitro and ex vivo, in vivo data often necessitate significant operator input or entirely manual analysis due to inherently inferior signal-to-noise ratio in images and complex cellular morphology.  To address this, this study optimized a new software platform for automated and unbiased in vivo particle detection. Multiparametric analysis of live time-lapse confocal images of EB1-GFP labeled MTs was performed in both dendrites and the NMJ of Drosophila larvae and found striking differences in MT behaviors. MT dynamics were furthermore analyzed following knockdown of the MT-associated protein (MAP) dTACC, a key regulator of Drosophila synapse development, and identified statistically significant changes in MT dynamics compared to wild type. These results demonstrate that this novel strategy for the automated multiparametric analysis of both pre- and postsynaptic MT dynamics at the polymer-level significantly reduces human-in-the-loop criteria. The study furthermore shows the utility of this method in detecting distinct MT behaviors upon dTACC-knockdown, indicating a possible future application for functional screens of factors that regulate MT dynamics in vivo. Future applications of this method may also focus on elucidating cell type and/or compartment-specific MT behaviors, and multicolor correlative imaging of EB1-GFP with other cellular and subcellular markers of interest.


Subject(s)
Dendrites/metabolism , Drosophila melanogaster/metabolism , Imaging, Three-Dimensional , Microtubules/metabolism , Neuromuscular Junction/metabolism , Single Molecule Imaging , Synapses/metabolism , Animals , Drosophila Proteins/metabolism , Green Fluorescent Proteins/metabolism , Humans , Image Processing, Computer-Assisted , Larva/metabolism , Microtubule-Associated Proteins/metabolism , RNA Interference , Software
3.
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.

4.
Nat Biotechnol ; 37(10): 1115-1117, 2019 10.
Article in English | MEDLINE | ID: mdl-31537915
5.
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
6.
Development ; 145(1)2018 01 09.
Article in English | MEDLINE | ID: mdl-29180571

ABSTRACT

The role of the zebrafish transcription factor Nanog has been controversial. It has been suggested that Nanog is primarily required for the proper formation of the extra-embryonic yolk syncytial layer (YSL) and only indirectly regulates gene expression in embryonic cells. In an alternative scenario, Nanog has been proposed to directly regulate transcription in embryonic cells during zygotic genome activation. To clarify the roles of Nanog, we performed a detailed analysis of zebrafish nanog mutants. Whereas zygotic nanog mutants survive to adulthood, maternal-zygotic (MZnanog) and maternal mutants exhibit developmental arrest at the blastula stage. In the absence of Nanog, YSL formation and epiboly are abnormal, embryonic tissue detaches from the yolk, and the expression of dozens of YSL and embryonic genes is reduced. Epiboly defects can be rescued by generating chimeric embryos of MZnanog embryonic tissue with wild-type vegetal tissue that includes the YSL and yolk cell. Notably, cells lacking Nanog readily respond to Nodal signals and when transplanted into wild-type hosts proliferate and contribute to embryonic tissues and adult organs from all germ layers. These results indicate that zebrafish Nanog is necessary for proper YSL development but is not directly required for embryonic cell differentiation.


Subject(s)
Cell Differentiation/physiology , Gene Expression Regulation, Developmental/physiology , Nanog Homeobox Protein/biosynthesis , Yolk Sac/embryology , Zebrafish Proteins/biosynthesis , Zebrafish/embryology , Animals , Mutation , Nanog Homeobox Protein/genetics , Yolk Sac/cytology , Zebrafish/genetics , Zebrafish Proteins/genetics
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