“…Thirteen studies have investigated associations between gut microbiome and socio-emotional development, including temperament, behavioral dysregulation, social behavior, and stress (Table 4). Eleven of these studies have assessed the microbiota composition using 16S rRNA sequencing (Aatsinki et al, 2019(Aatsinki et al, , 2020Carlson et al, 2021;Christian et al, 2015;Fox et al, 2021;Loughman, Ponsonby, et al, 2020;Loughman, Quinn, et al, 2020;Sobko et al, 2020;Sun et al, 2020;Wang et al, 2020;Zhang et al, 2021), one study used whole metagenome sequencing (Kelsey et al, 2021), and one study used both approaches (Laue et al, 2020). The majority of these studies used questionnaires to characterize behavioral development (Infant and Early Childhood Behavior Questionnaire, Child Behavior Checklist (CBCL), Social Responsiveness Scale, Perceived Stress Scale for Children); and three have used direct observational behavioral measures (NICU Network Neurobehavioral Scale, emotional attention paradigm using eye-tracking, and laboratory fear paradigms (Mask Task and Strange Situation)).…”