• Press Release

Mount Sinai Researchers Develop Software to Measure the Findability, Accessibility, Interoperability, and Reusability of Biomedical Digital Research Objects

The FAIRshake Toolbox Developed to Promote Information Exchange in Biomedicine

  • New York, NY
  • (October 30, 2019)

Mount Sinai investigators, together with an international consortium of colleagues, have developed a new toolbox to allow scientists to assess how easily the digital objects they generate as a result of their research projects can be used by other research teams. The findings, reported today in Cell Systems, apply to digital objects including datasets, software, source code, and other products that scientists develop that may be useful to the research community.

“The goal is to upgrade the way we are managing data in biomedical research—sharing and reusing data from these projects to maximally extract value,” said Avi Ma’ayan, PhD, Director of the Mount Sinai Center for Bioinformatics, and senior researcher on the study. “While funders, researchers, and other stakeholders recognized that we need to do a better job with data management in biomedical research, the path toward doing so wasn’t clear.” The team hopes that as biomedical researchers apply the toolbox to evaluate their work, they’ll become more aware of simple steps they can take to improve the usability of their digital objects.

In 2017 and 2018 the National Institutes of Health (NIH) funded the NIH Data Commons Pilot Phase Consortium, which worked to find ways to help improve the sharing of digital research objects through a cloud-based environment. To implement such a virtual environment, researchers needed to develop standards and a platform to help scientists adhere to the FAIR (findable, accessible, interoperable, and reusable) guidelines which were previously established by members of the consortium.

First, the team developed metrics and rubrics to assess FAIRness, but recognized that these metrics and rubrics may not apply equally to all research domains. So they created the toolbox, called FAIRshake, which allows those creating digital objects not only to assess their FAIRness but also to develop new standards to define and evaluate FAIRness. Thus, the researchers stated that “FAIRshake allows for the coexistence of multiple metrics and rubrics, enabling the community to develop standards more democratically.”

Dr. Ma’ayan emphasizes that research does not need to be open-access in order to be FAIR. “It just requires people to provide a clear license of how others should use their data,” he said.

The FAIRshake toolbox includes both manual and automated tools for assessing FAIRness, which ask questions such as, “Does the digital object have machine-readable metadata?” The toolbox has been tested over the past year on thousands of digital objects and the team has posted tutorials on Youtube about how to use FAIRshake.

While Dr. Ma’ayan says that there has been a “natural improvement of accessibility and adoption of those standards even without any push from us or from NIH,” he also explains that the team was surprised by some of the trends they noticed when performing assessments with the toolkit. He said that few researchers implemented application programming interfaces (APIs)—software that allows different computer programs to communicate—which are “critical for bringing data together.” Researchers also frequently failed to provide licenses to tell other scientists how to get permission to use the data.

As research products become more FAIR, scientists will be able to make connections and build things that were not possible before using tools like machine learning to “transform the way we are reusing data,” says Dr. Ma’ayan.

About the Mount Sinai Health System

Mount Sinai Health System is one of the largest academic medical systems in the New York metro area, with 48,000 employees working across eight hospitals, more than 400 outpatient practices, more than 600 research and clinical labs, a school of nursing, and a leading school of medicine and graduate education. Mount Sinai advances health for all people, everywhere, by taking on the most complex health care challenges of our time—discovering and applying new scientific learning and knowledge; developing safer, more effective treatments; educating the next generation of medical leaders and innovators; and supporting local communities by delivering high-quality care to all who need it.

Through the integration of its hospitals, labs, and schools, Mount Sinai offers comprehensive health care solutions from birth through geriatrics, leveraging innovative approaches such as artificial intelligence and informatics while keeping patients’ medical and emotional needs at the center of all treatment. The Health System includes approximately 9,000 primary and specialty care physicians and 11 free-standing joint-venture centers throughout the five boroughs of New York City, Westchester, Long Island, and Florida. Hospitals within the System are consistently ranked by Newsweek’s® “The World’s Best Smart Hospitals, Best in State Hospitals, World Best Hospitals and Best Specialty Hospitals” and by U.S. News & World Report's® “Best Hospitals” and “Best Children’s Hospitals.” The Mount Sinai Hospital is on the U.S. News & World Report® “Best Hospitals” Honor Roll for 2023-2024.

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