Embargoed until January 22 @ 10 AM EST
Contact: Rachel Zuckerman Mount Sinai Press Office (646) 605-7693 email@example.com
Big-data approach has potential to improve prediction of psychiatric and other medical disorders
Newswise — (New York –January 22, 2018) –– Computer-based analyses of speech transcripts obtained from interviews with at-risk youths were able to predict which youths would later develop psychosis within two years, with an accuracy of up to 83 percent. In two independent cohorts of young people at risk for psychosis, a disturbance in the flow of meaning when speaking, otherwise known as being tangential or going off track, predicted who would later develop psychosis.
This same computer-based language classifier was able to predict psychosis onset in a second at-risk cohort with 79 percent accuracy, and could discriminate speech from individuals with psychosis from healthy individuals with an accuracy of 72 percent.
Taken together, the results from this study suggest that this technology has the potential to improve prediction of psychosis and other disorders.
The results of the study will be published online in World Psychiatry on January 22 at 10am EST.
Disorganized thinking, a symptom of psychosis, is regularly assessed using interview-based clinical ratings of speech. It is characterized by tangential language, looseness of associations, and reduced complexity of speech. While it can be severe enough to impair effective communication, language disturbance is more typically a subtle but persistent feature that can be present prior to the onset of psychosis in young people at risk.
This study examined transcripts from interviews with at-risk young people in two different cohorts—one in New York City with 34 participants and one in Los Angeles with 59 participants—for whom psychosis onset within the next two years was known. The transcripts were analyzed by computer using automated natural language processing methods to determine differences in speech between those who developed psychosis and those who did not.
“The results of this study are exciting because this technology has the potential to improve prediction of psychosis and ultimately help us prevent psychosis by helping researchers develop remediation and training strategies that target the cognitive deficits that may underlie language disturbance,” said the study’s first author, Cheryl Corcoran, MD, Associate Professor of Psychiatry, Program Leader in Psychosis Risk, Icahn School of Medicine at Mount Sinai.
“More broadly, language and behavior are the primary sources of data for psychiatrists to diagnose and treat mental disorders,” said Dr. Corcoran. “There are now novel computerized methods to characterize complex behaviors such as language. Speech is easy to collect and inexpensive to analyze using computer-based analysis. This technology could be applied across psychiatry, and plausibly in other fields of medicine.”
Other institutions involved in the study include the IBM T.J. Watson Research Center; the University of Buenos Aires, Argentina; the University of California, Los Angeles; and the New York State Psychiatric Institute at Columbia University Medical Center. This research was supported by grants from the U.S. National Institute of Mental Health (R01 MH 107558; R03 MH 108933, the New York State Office of Mental Health, and a NARSAD/BBRF Young Investigator Award and Miller Family Term Chair to C.E. Bearden.
About the Mount Sinai Health System
The Mount Sinai Health System is New York City’s largest integrated delivery system encompassing seven hospital campuses, a leading medical school, and a vast network of ambulatory practices throughout the greater New York region. Mount Sinai’s vision is to produce the safest care, the highest quality, the highest satisfaction, the best access and the best value of any health system in the nation. The System includes approximately 7,100 primary and specialty care physicians; 10 joint-venture ambulatory surgery centers; more than 140 ambulatory practices throughout the five boroughs of New York City, Westchester, Long Island, and Florida; and 31 affiliated community health centers. Physicians are affiliated with the renowned Icahn School of Medicine at Mount Sinai, which is ranked among the highest in the nation in National Institutes of Health funding per investigator. The Mount Sinai Hospital is ranked No. 18 on U.S. News & World Report’s “Honor Roll” of top U.S. hospitals; it is one of the nation’s top 20 hospitals in Cardiology/Heart Surgery, Diabetes/Endocrinology, Gastroenterology/GI Surgery, Geriatrics, Nephrology, and Neurology/Neurosurgery, and in the top 50 in four other specialties in the 2017-2018 “Best Hospitals” issue. Mount Sinai’s Kravis Children’s Hospital also is ranked in six out of ten pediatric specialties by U.S. News & World Report. The New York Eye and Ear Infirmary of Mount Sinai is ranked 12th nationally for Ophthalmology and 50th for Ear, Nose, and Throat, while Mount Sinai Beth Israel, Mount Sinai St. Luke’s and Mount Sinai West are ranked regionally. For more information, visit http://www.mountsinai.org/, or find Mount Sinai on Facebook, Twitter and YouTube.
MEDIA CONTACTRegister for reporter access to contact details
R01 MH 107558;; R03 MH 108933; World Psychiatry