Journalartikel
Autorenliste: vant Hof, Sophie R.; Van Oudenhove, Lukas; Janssen, Erick; Klein, Sanja; Reddan, Marianne C.; Kragel, Philip A.; Stark, Rudolf; Wager, Tor D.
Jahr der Veröffentlichung: 2022
Seiten: 3014-3030
Zeitschrift: Cerebral Cortex
Bandnummer: 32
Heftnummer: 14
ISSN: 1047-3211
eISSN: 1460-2199
Open Access Status: Hybrid
DOI Link: https://doi.org/10.1093/cercor/bhab397
Verlag: Oxford University Press
Abstract:
Previous studies suggest there is a complex relationship between sexual and general affective stimulus processing, which varies across individuals and situations. We examined whether sexual and general affective processing can be distinguished at the brain level. In addition, we explored to what degree possible distinctions are generalizable across individuals and different types of sexual stimuli, and whether they are limited to the engagement of lower-level processes, such as the detection of visual features. Data on sexual images, nonsexual positive and negative images, and neutral images from (N = 100) were reanalyzed using multivariate support vector machine models to create the brain activation-based sexual image classifier (BASIC) model. This model was tested for sensitivity, specificity, and generalizability in cross-validation (N = 100) and an independent test cohort (N = 18; ). The BASIC model showed highly accurate performance (94-100%) in classifying sexual versus neutral or nonsexual affective images in both datasets with forced choice tests. Virtual lesions and tests of individual large-scale networks (e.g., visual or attention networks) show that individual networks are neither necessary nor sufficient to classify sexual versus nonsexual stimulus processing. Thus, responses to sexual images are distributed across brain systems.
Zitierstile
Harvard-Zitierstil: vant Hof, S., Van Oudenhove, L., Janssen, E., Klein, S., Reddan, M., Kragel, P., et al. (2022) The Brain Activation-Based Sexual Image Classifier (BASIC): A Sensitive and Specific fMRI Activity Pattern for Sexual Image Processing, Cerebral Cortex, 32(14), pp. 3014-3030. https://doi.org/10.1093/cercor/bhab397
APA-Zitierstil: vant Hof, S., Van Oudenhove, L., Janssen, E., Klein, S., Reddan, M., Kragel, P., Stark, R., & Wager, T. (2022). The Brain Activation-Based Sexual Image Classifier (BASIC): A Sensitive and Specific fMRI Activity Pattern for Sexual Image Processing. Cerebral Cortex. 32(14), 3014-3030. https://doi.org/10.1093/cercor/bhab397
Schlagwörter
COGNITIVE REGULATION; erotic images; FUNCTIONAL CONNECTIVITY; machine learning prediction model; Multivariate analysis; PERIAQUEDUCTAL GRAY; sexual stimuli processing; STEM; support vector machine classification; WEIGHT-GAIN; WOMEN