DBDS in the News
Zou Group Receives a Google Faculty Research Award!
February 22, 2018- DBDS is proud to announce that Google will support the Zou group's research in developing new machine learning algorithms for genomics and health. The award will also enable collaborations with teams within Google.
Germline determinants of the somatic mutation landscape in 2,642 cancer genomes
November 16, 2017- Francisco de la Vega (Adjunct Professor in DBDS) and (DBDS Chair) Carlos D. Bustamante have, for the past few years, been working on a project with the International Cancer Genome Consortium - the Pan-Cancer Analysis of Whole-Genomes (PCAWG) group. The project involves the analysis of whole-genome sequencing data from cancer tumor specimens from over 2,600 cancer patients and matched normal tissue, and hundreds of researchers around the world organized in subgroups over 14 research themes. Drs De La Vega and Bustamante have, more specifically, been participating in the analysis of germline genomes to understand how the germline variants affect, among other things, the cancer somatic mutational process.
A milestone has recently been reached in the project, with the release of the germline team's manuscript at BioRxiv. This manuscript will be submitted soon for review, and will be published in a special issue in 3-4 months, with other consortium papers.
Interpretation of Neural Networks is Fragile
Fake news for AI by AI, in other words.
November 8, 2017- DBDS's Zou group just released a paper which, for the first time, demonstrates that interpretation of machine learning predictions are extremely fragile. The team, led by Ph.D. students Amirata Ghorbani and Abubakar Abid, showed that for two images that are visually identical and that are both predicted to be, for example, malignant, the machine learning algorithm can give two completely different explanations.
This is very disconcerting in practice because in order to trust machine learning predictions, researchers typically rely on its explanation for why certain predictions are made. This work shows that the explanation itself is highly unreliable.
Mosaic Mutations in Blood DNA Sequence Are Associated with Solid Tumor Cancers
July 6, 2017- This is the first of a couple of articles that will be coming out of the Rivas Lab and appearing in npj Genomic Medicine this summer 2017.
The editors of Genomic Medicine summarize the article as follows: "Having some abnormal blood cells with mutations that shorten the coding sequence of their genes increases one’s risk for solid tumors. Mark Daly and colleagues from the Broad Institute in Cambridge, Massachusetts, USA, used large genomic databases to test whether having blood cells both with and without genetic variants predicted to shorten the encoded protein — a phenomenon known as mosaic protein-truncating variants (PTVs) — was associated with developing a range of solid-tumor cancers. They studied DNA from around 8,000 people with cancer and 6,000 healthy controls. They confirmed previous reports linking these variants to breast and ovarian cancer, and extended the association to include tumors of the brain, skin and lungs. (Other studies have also shown that mosaic PTVs precede and predict the development of leukemia.) These results broadly connect cancer to blood DNA changes."
DBDS Chair and Faculty receive Chan Zuckerberg Investigator awards
February 8, 2017- DBDS Chair Dr. Carlos Bustamante and new DBDS faculty member James Zou are now recipients of the Chan Zuckerberg Biohub Investigator Award!
"The Chan Zuckerberg Biohub committed more than $50 million to support 47 of the best investigators from Bay Area universities, including 19 from Stanford University. The investigators each receive five-year appointments worth up to $1.5 million to carry out non-conventional scientific exploration and to invent new tools to accelerate the pace of discovery.
'The 47 CZ Biohub Investigators we’re introducing today are quite literally inventing the future of life science research,” said Stephen Quake, co-president of CZ Biohub and professor of bioengineering and applied physics at Stanford. “The CZ Biohub is distinguished by our emphasis on technology and engineering, and our researchers are inventing tools to accelerate science for the good of humanity.'"
Stanford Daily Interview with DBDS Faculty James Zou
February 3, 2017- "In this series, The Stanford Daily sits down to talk with new faculty members on campus.
Assistant professor James Zou joined Stanford’s newly created biomedical data science department in the fall, teaching CS 273B: “Deep Learning in Genomics and Biomedicine” with Anshul Kundaje, assistant professor of genetics and computer science. The Daily sat down with Zou to discuss joining the Stanford community and his interests beyond his academic discipline."
Carlos Bustamante Named Inaugural Chair of Newly Created Biomedical Data Science Department
September 11, 2015- "Population geneticist Carlos Bustamante will lead a new biomedical data department founded to advance precision health.
The department will build on the School of Medicine’s strengths in using information technology to advance precision health and work to find common solutions to the challenges of analyzing biomedical data from varied sources, including biosensors, electronic medical records and genomic sequencing."
Departments of Emergency Medicine, Biomedical Data Science To Be Created
June 11, 2015- "Biology and health care are being transformed by large-scale data analysis. The Department of Biomedical Data Science will build on the medical school’s strengths in developing and applying information technology to prevent disease, deliver more efficient patient care, streamline applications in translational research and improve access to biomedical data. The field has grown rapidly and has proven to be an invaluable tool for ensuring clinical objectives and best practices.
'Stanford is already a world leader in innovation methodology in biostatistics and biomedical informatics,' said Russ Altman, MD, PhD, professor of bioengineering, of genetics and of biomedical informatics research. 'Uniting these disciplines under the auspices of a single department will allow us to approach data and information in a whole new way.' Altman, a member of the core planning group that prepared the proposal for departmental status, added, 'Big data holds unbelievable opportunities to change how medicine is explored and delivered.'"