Journalartikel

The Brain Activation-Based Sexual Image Classifier (BASIC): A Sensitive and Specific fMRI Activity Pattern for Sexual Image Processing


Autorenlistevant Hof, Sophie R.; Van Oudenhove, Lukas; Janssen, Erick; Klein, Sanja; Reddan, Marianne C.; Kragel, Philip A.; Stark, Rudolf; Wager, Tor D.

Jahr der Veröffentlichung2022

Seiten3014-3030

ZeitschriftCerebral Cortex

Bandnummer32

Heftnummer14

ISSN1047-3211

eISSN1460-2199

Open Access StatusHybrid

DOI Linkhttps://doi.org/10.1093/cercor/bhab397

VerlagOxford 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-Zitierstilvant 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-Zitierstilvant 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 REGULATIONerotic imagesFUNCTIONAL CONNECTIVITYmachine learning prediction modelMultivariate analysisPERIAQUEDUCTAL GRAYsexual stimuli processingSTEMsupport vector machine classificationWEIGHT-GAINWOMEN

Zuletzt aktualisiert 2025-10-06 um 11:38