Abstract
Mindlbody practices like meditation and yoga involve paying attention to breathing sensations. During these practices, individuals report “interoceptive lapses,” moments when attention drifts away from internal bodily sensations. While lapses in attention to the external world have been widely studied, little is known about the physiological and neural mechanisms of interoceptive lapses. Interoceptive lapses may share markers with exteroceptive lapses—such as reaction time variability and default-mode network (DMN) connectivity—but may also depend on distinct brain systems and breathing physiology. Here we examined behavioral, physiological and neural signals preceding lapses in a sample of 93 adolescents enriched for GAD and depression symptoms. Participants performed a 20-minute breath counting task in the fMRI scanner with simultaneous breath recordings. Lapses were defined as moments when counting errors occurred. The sample was split into training and validation sets to test machine learning models predicting attentional lapses. The strongest predictors were timing and variability of button responses (AUCs > 0.75). Breathing variability and breathing–behavior synchronization showed smaller but generalizable predictive value (AUCs < 0.65). Whole-brain connectivity models also predicted lapses (AUC ≈ 0.65), incorporating the DMN, dorsal and ventral attention, and somatomotor networks. Further, models that included brain connectivity marginally outperformed behavior-only models. Comparisons to previous exteroceptive findings indicate some common markers (e.g., reaction time variability) and some unique markers (e.g., selective perceptual coupling with attentional networks). Although limited by the clinical sample and lack of a control task, these results highlight brain–body markers of interoceptive attention that may inform real-time monitoring during mind-body interventions.
Competing Interest Statement
CAW has received consulting fees from King & Spalding law firm for unrelated work. In the past 3 years, RPA has received consulting fees and equity from Get Sonar Inc. He also has received consulting fees from RPA Health Consulting, Inc. and Covington & Burling LLP, which is representing a social media company in litigation. He also serves on the scientific advisory board for the Jake Collective. He also has received funding from AFSP, the Morgan Stanley Foundation, NIMH, and the Erick Shirley Foundation. All other authors report no biomedical financial interests or potential conflicts of interest.
Footnotes
Introduction
and Discussion are revised to better contextualize exteroceptive and interoceptive distinctions, highlight breath variability findings, and recognize limitations. A sensitivity analysis to GAD subjects is now included, as well as statistical tests of incremental validity.