Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech

Addictions to illicit drugs are among the nation’s most critical public health and societal problems. The current opioid prescription epidemic and the need for buprenorphine/naloxone (Suboxone®; SUBX) as an opioid maintenance substance, and its growing street diversion provided impetus to determine...

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Main Authors: Hill, Edward, Han, David, Dumouchel, Pierre, Dehak, Najim, Moehs, Charles, Oscar-Berman, Marlene, Giordano, John, Simpatico, Thomas, Blum, Kenneth, Quatieri, Thomas F.
Other Authors: Lincoln Laboratory
Format: Article
Language:en_US
Published: Public Library of Science 2013
Online Access:http://hdl.handle.net/1721.1/79857
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author Hill, Edward
Han, David
Dumouchel, Pierre
Dehak, Najim
Moehs, Charles
Oscar-Berman, Marlene
Giordano, John
Simpatico, Thomas
Blum, Kenneth
Quatieri, Thomas F.
author2 Lincoln Laboratory
author_facet Lincoln Laboratory
Hill, Edward
Han, David
Dumouchel, Pierre
Dehak, Najim
Moehs, Charles
Oscar-Berman, Marlene
Giordano, John
Simpatico, Thomas
Blum, Kenneth
Quatieri, Thomas F.
author_sort Hill, Edward
collection MIT
description Addictions to illicit drugs are among the nation’s most critical public health and societal problems. The current opioid prescription epidemic and the need for buprenorphine/naloxone (Suboxone®; SUBX) as an opioid maintenance substance, and its growing street diversion provided impetus to determine affective states (“true ground emotionality”) in long-term SUBX patients. Toward the goal of effective monitoring, we utilized emotion-detection in speech as a measure of “true” emotionality in 36 SUBX patients compared to 44 individuals from the general population (GP) and 33 members of Alcoholics Anonymous (AA). Other less objective studies have investigated emotional reactivity of heroin, methadone and opioid abstinent patients. These studies indicate that current opioid users have abnormal emotional experience, characterized by heightened response to unpleasant stimuli and blunted response to pleasant stimuli. However, this is the first study to our knowledge to evaluate “true ground” emotionality in long-term buprenorphine/naloxone combination (Suboxone™). We found in long-term SUBX patients a significantly flat affect (p<0.01), and they had less self-awareness of being happy, sad, and anxious compared to both the GP and AA groups. We caution definitive interpretation of these seemingly important results until we compare the emotional reactivity of an opioid abstinent control using automatic detection in speech. These findings encourage continued research strategies in SUBX patients to target the specific brain regions responsible for relapse prevention of opioid addiction.
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spelling mit-1721.1/798572022-09-28T15:27:04Z Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech Hill, Edward Han, David Dumouchel, Pierre Dehak, Najim Moehs, Charles Oscar-Berman, Marlene Giordano, John Simpatico, Thomas Blum, Kenneth Quatieri, Thomas F. Lincoln Laboratory Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory Dehak, Najim Quatieri, Thomas F. Addictions to illicit drugs are among the nation’s most critical public health and societal problems. The current opioid prescription epidemic and the need for buprenorphine/naloxone (Suboxone®; SUBX) as an opioid maintenance substance, and its growing street diversion provided impetus to determine affective states (“true ground emotionality”) in long-term SUBX patients. Toward the goal of effective monitoring, we utilized emotion-detection in speech as a measure of “true” emotionality in 36 SUBX patients compared to 44 individuals from the general population (GP) and 33 members of Alcoholics Anonymous (AA). Other less objective studies have investigated emotional reactivity of heroin, methadone and opioid abstinent patients. These studies indicate that current opioid users have abnormal emotional experience, characterized by heightened response to unpleasant stimuli and blunted response to pleasant stimuli. However, this is the first study to our knowledge to evaluate “true ground” emotionality in long-term buprenorphine/naloxone combination (Suboxone™). We found in long-term SUBX patients a significantly flat affect (p<0.01), and they had less self-awareness of being happy, sad, and anxious compared to both the GP and AA groups. We caution definitive interpretation of these seemingly important results until we compare the emotional reactivity of an opioid abstinent control using automatic detection in speech. These findings encourage continued research strategies in SUBX patients to target the specific brain regions responsible for relapse prevention of opioid addiction. United States. Dept. of Defense. Assistant Secretary of Defense for Research & Engineering (Air Force Contract FA8721-05-C-0002) 2013-08-14T14:21:31Z 2013-08-14T14:21:31Z 2013-07 2013-04 Article http://purl.org/eprint/type/JournalArticle 1932-6203 http://hdl.handle.net/1721.1/79857 Hill, Edward, David Han, Pierre Dumouchel, Najim Dehak, Thomas Quatieri, Charles Moehs, Marlene Oscar-Berman, John Giordano, Thomas Simpatico, and Kenneth Blum. “Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech.” Edited by Randen Lee Patterson. PLoS ONE 8, no. 7 (July 9, 2013): e69043. en_US http://dx.doi.org/10.1371/journal.pone.0069043 PLoS ONE Creative Commons Attribution http://creativecommons.org/licenses/by/2.5/ application/pdf Public Library of Science PLoS
spellingShingle Hill, Edward
Han, David
Dumouchel, Pierre
Dehak, Najim
Moehs, Charles
Oscar-Berman, Marlene
Giordano, John
Simpatico, Thomas
Blum, Kenneth
Quatieri, Thomas F.
Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech
title Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech
title_full Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech
title_fullStr Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech
title_full_unstemmed Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech
title_short Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech
title_sort long term suboxone™ emotional reactivity as measured by automatic detection in speech
url http://hdl.handle.net/1721.1/79857
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