“…We observed that the pre-frontal areas, entorhinal cortex, parahippocampal gyrus, temporal gyrus, and thalamus contributed to PSQI prediction in both groups. These regions have been consistently found to be abnormal in insomnia patients compared to controls ( O'Byrne et al, 2014 , Zhou et al, 2017 , Wang et al, 2018 , Yan et al, 2018 , Bagherzadeh-Azbari et al, 2019 ). The entorhinal cortex, parahippocampal gyrus, and temporal gyrus may play a crucial role in long-term memory encoding ( Schon et al, 2016 , Newmark et al, 2013 , Park et al, 2011 ), while the pre-frontal area is critical for working memory ( D'Esposito and Postle, 2015 ) and the thalamus is related to sleep regulation ( Coulon et al, 2012 ).…”