Bioinformatics Seminar - Hoon Cho: Computational tools for understanding and addressing privacy challenges in genomics, 32-G575

Speaker: Hoon Cho , Yale

Date: Wednesday, October 25, 2023

Time: 11:30 AM to 1:00 PM Note: all times are in the Eastern Time Zone

Public: Yes

Location: 32-G575

Event Type:

Room Description: 32-G575

Host: Bonnie Berger, CSAIL MIT

Contact: Shuvom Sudhuka, ssadhuka@mit.edu

Relevant URL: https://mit.zoom.us/j/93513735220

Speaker URL: None

Speaker Photo:
None

Reminders to: seminars@csail.mit.edu, bioinfo-seminar@lists.csail.mit.edu

Reminder Subject: TALK: Bioinformatics Seminar 32-G575 - Hoon Cho: Computational tools for understanding and addressing privacy challenges in genomics

The sensitivity of human genomic data poses significant challenges for data sharing and collaboration in biomedicine. Balancing privacy protection and scientific progress is crucial. In this talk, I will discuss our recent efforts to develop effective algorithms that deepen our understanding of genomic privacy risks and facilitate secure data sharing. First, I will describe our novel probabilistic approach to modeling associations between gene expression levels and genotypes at the sequence level. This approach reveals a greater extent of data linkage risks than previously recognized. Next, I will describe our data-oblivious genomic analysis algorithms, designed for deployment in trusted execution environments (TEEs). These tools can power secure analytic services, providing confidential processing of a user’s genome. Lastly, I will introduce our suite of secure and federated (SF) algorithms for essential tasks including genome-wide association studies (GWAS), incorporating modern techniques from applied cryptography, distributed algorithms, and statistical genetics. These tools enable collaborative studies across large-scale genomic data silos, encompassing hundreds of thousands of genomes, while ensuring the confidentiality of each dataset. Our work lays the foundation for broader collaboration in biomedicine, advancing progress while respecting individual privacy.

Zoom link: https://mit.zoom.us/j/93513735220

Room 32-G575

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See other events that are part of the Bioinformatics Seminar Series 2023.

Created by Jose Abola Email at Friday, September 22, 2023 at 10:33 AM.