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Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study

Recent computational theories of interoception suggest that perception of bodily states rests upon an expected reliability- or precision-weighted integration of afferent signals and prior beliefs. The computational psychiatry framework further suggests that aberrant precision-weighting may lead to m...

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Autores principales: Lavalley, Claire A., Hakimi, Navid, Taylor, Samuel, Kuplicki, Rayus, Forthman, Katherine L., Stewart, Jennifer L., Paulus, Martin P., Khalsa, Sahib S., Smith, Ryan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10593015/
https://www.ncbi.nlm.nih.gov/pubmed/37873454
http://dx.doi.org/10.1101/2023.10.11.23296870
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author Lavalley, Claire A.
Hakimi, Navid
Taylor, Samuel
Kuplicki, Rayus
Forthman, Katherine L.
Stewart, Jennifer L.
Paulus, Martin P.
Khalsa, Sahib S.
Smith, Ryan
author_facet Lavalley, Claire A.
Hakimi, Navid
Taylor, Samuel
Kuplicki, Rayus
Forthman, Katherine L.
Stewart, Jennifer L.
Paulus, Martin P.
Khalsa, Sahib S.
Smith, Ryan
author_sort Lavalley, Claire A.
collection PubMed
description Recent computational theories of interoception suggest that perception of bodily states rests upon an expected reliability- or precision-weighted integration of afferent signals and prior beliefs. The computational psychiatry framework further suggests that aberrant precision-weighting may lead to misestimation of bodily states, potentially hindering effective visceral regulation and promoting psychopathology. In a previous study, we fit a Bayesian computational model of perception to behavior on a heartbeat tapping task to test whether aberrant precision-weighting was associated with misestimation of bodily states. We found that, during an interoceptive perturbation designed to amplify afferent signal precision (inspiratory breath-holding), healthy individuals increased the precision-weighting assigned to ascending cardiac signals (relative to resting conditions), while individuals with symptoms of anxiety, depression, substance use disorders, and/or eating disorders did not. A second study also replicated the pattern observed in healthy participants. In this pre-registered study, we aimed to replicate our prior findings in a new transdiagnostic patient sample (N=285) similar to the one in the original study. These new results successfully replicated those found in our previous study, indicating that, transdiagnostically, patients were unable to adjust beliefs about the reliability of interoceptive signals – preventing the ability to accurately perceive changes in their bodily state. Follow-up analyses combining samples from the previous and current study (N=719) also afforded the power to identify group differences within narrower diagnostic groups and to examine predictive accuracy when logistic regression models were trained on one sample and tested on the other. Given the increased confidence in the generalizability of these effects, future studies should examine the utility of interceptive precision measures in predicting treatment outcomes or identify whether these computational mechanisms might represent novel therapeutic targets for improving visceral regulation.
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spelling pubmed-105930152023-10-24 Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study Lavalley, Claire A. Hakimi, Navid Taylor, Samuel Kuplicki, Rayus Forthman, Katherine L. Stewart, Jennifer L. Paulus, Martin P. Khalsa, Sahib S. Smith, Ryan medRxiv Article Recent computational theories of interoception suggest that perception of bodily states rests upon an expected reliability- or precision-weighted integration of afferent signals and prior beliefs. The computational psychiatry framework further suggests that aberrant precision-weighting may lead to misestimation of bodily states, potentially hindering effective visceral regulation and promoting psychopathology. In a previous study, we fit a Bayesian computational model of perception to behavior on a heartbeat tapping task to test whether aberrant precision-weighting was associated with misestimation of bodily states. We found that, during an interoceptive perturbation designed to amplify afferent signal precision (inspiratory breath-holding), healthy individuals increased the precision-weighting assigned to ascending cardiac signals (relative to resting conditions), while individuals with symptoms of anxiety, depression, substance use disorders, and/or eating disorders did not. A second study also replicated the pattern observed in healthy participants. In this pre-registered study, we aimed to replicate our prior findings in a new transdiagnostic patient sample (N=285) similar to the one in the original study. These new results successfully replicated those found in our previous study, indicating that, transdiagnostically, patients were unable to adjust beliefs about the reliability of interoceptive signals – preventing the ability to accurately perceive changes in their bodily state. Follow-up analyses combining samples from the previous and current study (N=719) also afforded the power to identify group differences within narrower diagnostic groups and to examine predictive accuracy when logistic regression models were trained on one sample and tested on the other. Given the increased confidence in the generalizability of these effects, future studies should examine the utility of interceptive precision measures in predicting treatment outcomes or identify whether these computational mechanisms might represent novel therapeutic targets for improving visceral regulation. Cold Spring Harbor Laboratory 2023-10-12 /pmc/articles/PMC10593015/ /pubmed/37873454 http://dx.doi.org/10.1101/2023.10.11.23296870 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Lavalley, Claire A.
Hakimi, Navid
Taylor, Samuel
Kuplicki, Rayus
Forthman, Katherine L.
Stewart, Jennifer L.
Paulus, Martin P.
Khalsa, Sahib S.
Smith, Ryan
Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study
title Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study
title_full Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study
title_fullStr Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study
title_full_unstemmed Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study
title_short Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study
title_sort transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: a replication study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10593015/
https://www.ncbi.nlm.nih.gov/pubmed/37873454
http://dx.doi.org/10.1101/2023.10.11.23296870
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