Literature DB >> 32929286

Treating medical data as a durable asset.

Amalio Telenti1, Xiaoqian Jiang2.   

Abstract

Access to medical data is central for conducting research on genomics. However, to tap these metadata (observable traits and phenotypes, diagnoses and medication, and labels), researchers must grapple with the complex and sensitive nature of the information. In this Perspective, we argue that, at this exciting time for genomics and artificial intelligence, several critical aspects of data generation, infrastructure and management are pillars of a modern data ecosystem. Many risks to privacy and many obstacles to medical research can be eliminated or mitigated by new secure data analytics. Finally, we discuss the potential consequences of medical data exiting the institutions and being managed by individuals. These shifts in data ownership have the potential for profound disruption and opportunity across many fields.

Mesh:

Year:  2020        PMID: 32929286     DOI: 10.1038/s41588-020-0698-y

Source DB:  PubMed          Journal:  Nat Genet        ISSN: 1061-4036            Impact factor:   38.330


  4 in total

1.  Who Will Get Paid for Artificial Intelligence in Medicine?

Authors:  Colin Rowell; Ronnie Sebro
Journal:  Radiol Artif Intell       Date:  2022-08-03

2.  Alliance chain-based simulation on a new clinical research data pricing model.

Authors:  Jing Li; Dejian Wang; Guoqiang Qi; Zheming Li; Jian Huang; Zhu Zhu; Chen Shen; Bo Lin; Kexiong Dong; Baolong Zhao; Qiang Shu; Jianwei Yin; Gang Yu
Journal:  Ann Transl Med       Date:  2022-08

3.  Federated learning algorithms for generalized mixed-effects model (GLMM) on horizontally partitioned data from distributed sources.

Authors:  Wentao Li; Jiayi Tong; Md Monowar Anjum; Noman Mohammed; Yong Chen; Xiaoqian Jiang
Journal:  BMC Med Inform Decis Mak       Date:  2022-10-16       Impact factor: 3.298

4.  SVAT: Secure outsourcing of variant annotation and genotype aggregation.

Authors:  Miran Kim; Su Wang; Xiaoqian Jiang; Arif Harmanci
Journal:  BMC Bioinformatics       Date:  2022-10-01       Impact factor: 3.307

  4 in total

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