Imagine getting a positive result on a genetic test. The doctor tells you that you have a “pathogenic genetic variant,” or a DNA sequence that is known to raise the chances for getting a disease like breast cancer or diabetes. But what exactly are those chances – 10 percent? Fifty percent? One hundred? Currently, that is not an easy question to answer.
To address this need, researchers at the Icahn School of Medicine at Mount Sinai analyzed the DNA sequences and electronic health record data of thousands of individuals stored in two massive biobanks. Overall, they discovered that the chance a pathogenic genetic variant may actually cause a disease is relatively low – about 7 percent. Nonetheless, they also found that some variants, such as those associated with breast cancer, are linked to a wide range of risks for disease. The results, published in JAMA, could alter the way the risks associated with these variants are reported, and one day, help guide the way physicians interpret genetic testing results.
“A major goal of this study was to produce helpful, advanced statistics which quantitatively assess the impact that known disease-causing genetic variants may have on an individual’s risk to disease,” said Ron Do, PhD, Associate Professor of Genetics and Genomic Sciences and a member of The Charles Bronfman Institute for Personalized Medicine at Icahn Mount Sinai.
Over the past 20 years scientists have discovered hundreds of thousands of variants that could cause a variety of diseases. However, due to the nature of these discoveries, it has been difficult to estimate – or provide statistics on – the true risk of this happening for each gene variant. So far, most estimates have been based on studies involving a small number of subjects, who were either part of a family that had a history of having a disease or were recruited at disease-specific clinics. But studies like these that do not use randomly chosen large populations may produce overestimates of the risk posed by variants.
In this study, the researchers tackled the issue by searching large-scale DNA sequencing data of 72,434 individuals for 37,780 known variants and then scanning each individual’s health records for a corresponding disease diagnosis. The extensive search involved 29,039 participants in Mount Sinai’s BioMe® Biobank program and 43,395 participants who were part of the UK Biobank.
The study was led by Iain S. Forrest, an MD-PhD candidate in Dr. Do’s lab who found inspiration from prior clinical experience he had as part of a postbaccalaureate fellowship at the National Institutes of Health (NIH).
“The idea for the study came out of a brainstorming session,” said Mr. Forrest. “Dr. Do and I discussed the need to have a better system for classifying disease risk. Currently, variants are categorized by broad labels such as ‘pathogenic’ or ‘benign.’ As I learned in the clinic, there’s a lot of grey area with these labels. That’s when we realized that the biobanks which link DNA sequence data to electronic health records are an unparalleled opportunity to address this need.”
Initial results showed that 157 diseases in their data set could be linked to 5,360 variants that were defined as either “pathogenic” by ClinVar, a widely referenced, NIH-supported public library, or “loss-of-function” as predicted by bioinformatic algorithms. On average, the “penetrance,” or chance that a variant was linked to a disease diagnosis, was low, specifically 6.9 percent. Likewise, the average risk difference, which describes the increase in disease risk for an individual who has the variant over an individual who does not have it, was also low.
“At first I was quite surprised by the results. The risks we discovered were lower than I expected,” said Dr. Do. “These results raise questions about how we should be classifying the risks of these variants.”
Despite these results, the risks associated with some genetic variants remained high. For instance, pathogenic variants of the breast cancer genes BRCA1 and BRCA2 both averaged 38 percent penetrance, with individual variants falling between zero and 100 percent.
Further results demonstrated other advantages of using biobank data. In one example, the researchers were able to calculate the risks of individual variants that are associated with age-related disorders, such as some forms of type 2 diabetes and breast and prostate cancers. On average, the penetrance of these variants was about 10 percent for individuals over 70 years of age whereas it was about 8 percent for those who were older than 20.
The team also found that the presence of some variants could depend on an individual’s ethnicity and identified more than 100 variants that are specifically found in individuals of non-European descent.
Finally, the authors listed several potential ways the study itself could have under- or overestimated the risks reported.
“While more research is needed to be done, we feel that this study is a good first step towards eventually providing doctors and patients with the accurate and nuanced information they need to make more precise diagnoses,” said Dr. Do.
Forrest, I.S., et al; Population-based penetrance of deleterious clinical variants, JAMA, January 25, 2022, DOI: 10.1001/jama.2021.23686.
About the Mount Sinai Health System
The Mount Sinai Health System is New York City’s largest academic medical system, encompassing eight hospitals, a leading medical school, and a vast network of ambulatory practices throughout the greater New York region. Mount Sinai advances medicine and health through unrivaled education and translational research and discovery to deliver care that is the safest, highest-quality, most accessible and equitable, and the best value of any health system in the nation. The Health System includes approximately 7,300 primary and specialty care physicians; 13 joint-venture ambulatory surgery centers; more than 415 ambulatory practices throughout the five boroughs of New York City, Westchester, Long Island, and Florida; and more than 30 affiliated community health centers. The Mount Sinai Hospital is ranked on U.S. News & World Report’s “Honor Roll” of the top 20 U.S. hospitals and is top in the nation by specialty: No. 1 in Geriatrics and top 20 in Cardiology/Heart Surgery, Diabetes/Endocrinology, Gastroenterology/GI Surgery, Neurology/Neurosurgery, Orthopedics, Pulmonology/Lung Surgery, Rehabilitation, and Urology. New York Eye and Ear Infirmary of Mount Sinai is ranked No. 12 in Ophthalmology. Mount Sinai Kravis Children’s Hospital is ranked in U.S. News & World Report’s “Best Children’s Hospitals” among the country’s best in four out of 10 pediatric specialties. The Icahn School of Medicine is one of three medical schools that have earned distinction by multiple indicators: ranked in the top 20 by U.S. News & World Report’s “Best Medical Schools,” aligned with a U.S. News & World Report “Honor Roll” Hospital, and No. 14 in the nation for National Institutes of Health funding. Newsweek’s “The World’s Best Smart Hospitals” ranks The Mount Sinai Hospital as No. 1 in New York and in the top five globally, and Mount Sinai Morningside in the top 20 globally.