{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T22:05:31Z","timestamp":1775167531149,"version":"3.50.1"},"reference-count":76,"publisher":"Wiley","issue":"4","license":[{"start":{"date-parts":[[2022,11,2]],"date-time":"2022-11-02T00:00:00Z","timestamp":1667347200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"funder":[{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2019TQ0268"],"award-info":[{"award-number":["2019TQ0268"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["SWU119007"],"award-info":[{"award-number":["SWU119007"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["31771231"],"award-info":[{"award-number":["31771231"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["32071070"],"award-info":[{"award-number":["32071070"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["32100850"],"award-info":[{"award-number":["32100850"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005230","name":"Natural Science Foundation of Chongqing","doi-asserted-by":"publisher","award":["cstc2019jcyj\u2010msxmX0520"],"award-info":[{"award-number":["cstc2019jcyj\u2010msxmX0520"]}],"id":[{"id":"10.13039\/501100005230","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005230","name":"Natural Science Foundation of Chongqing","doi-asserted-by":"publisher","award":["cstc2020jcyj\u2010msxmX0299"],"award-info":[{"award-number":["cstc2020jcyj\u2010msxmX0299"]}],"id":[{"id":"10.13039\/501100005230","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005230","name":"Natural Science Foundation of Chongqing","doi-asserted-by":"publisher","award":["cstc2021jcyj\u2010bshX0072"],"award-info":[{"award-number":["cstc2021jcyj\u2010bshX0072"]}],"id":[{"id":"10.13039\/501100005230","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Psychophysiology"],"published-print":{"date-parts":[[2023,4]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Self\u2010control is a core psychological construct for human beings and it plays a crucial role in the adaptation to society and achievement of success and happiness for individuals. Although progress has been made in behavioral studies examining self\u2010control, its neural mechanisms remain unclear. In this study, we employed a machine\u2010learning approach\u2014relevance vector regression (RVR) to explore the potential predictive power of intrinsic functional connections to trait self\u2010control in a large sample (<jats:italic>N<\/jats:italic>\u00a0=\u00a0390). We used resting\u2010state functional MRI (fMRI) to explore whole\u2010brain functional connectivity patterns characteristic of 390 healthy adults and to confirm the effectiveness of RVR in predicting individual trait self\u2010control scores. A set of connections across multiple neural networks that significantly predicted individual differences were identified, including the classic control network (e.g., fronto\u2010parietal network (FPN), salience network (SAL)), the sensorimotor network (Mot), and the medial frontal network (MF). Key nodes that contributed to the predictive model included the dorsolateral prefrontal cortex (dlPFC), middle frontal gyrus (MFG), anterior cingulate and paracingulate gyri, inferior temporal gyrus (ITG) that have been associated with trait self\u2010control. Our findings further assert that self\u2010control is a multidimensional construct rooted in the interactions between multiple neural networks.<\/jats:p>","DOI":"10.1111\/psyp.14209","type":"journal-article","created":{"date-parts":[[2022,11,3]],"date-time":"2022-11-03T06:47:01Z","timestamp":1667458021000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Individualized prediction of trait self\u2010control from whole\u2010brain functional connectivity"],"prefix":"10.1111","volume":"60","author":[{"given":"Zhiting","family":"Ren","sequence":"first","affiliation":[{"name":"Key Laboratory of Cognition and Personality (SWU) Ministry of Education  Chongqing China"},{"name":"Faculty of Psychology Southwest University (SWU)  Chongqing China"},{"name":"Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality Beijing Normal University  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiangzhou","family":"Sun","sequence":"additional","affiliation":[{"name":"Key Laboratory of Cognition and Personality (SWU) Ministry of Education  Chongqing China"},{"name":"Faculty of Psychology Southwest University (SWU)  Chongqing China"},{"name":"Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality Beijing Normal University  Beijing China"},{"name":"College of International Studies Southwest University  Chongqing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cheng","family":"Liu","sequence":"additional","affiliation":[{"name":"Key Laboratory of Cognition and Personality (SWU) Ministry of Education  Chongqing China"},{"name":"Faculty of Psychology Southwest University (SWU)  Chongqing China"},{"name":"Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality Beijing Normal University  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinyue","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Psychology University of Washington  Seattle Washington USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xianrui","family":"Li","sequence":"additional","affiliation":[{"name":"Key Laboratory of Cognition and Personality (SWU) Ministry of Education  Chongqing China"},{"name":"Faculty of Psychology Southwest University (SWU)  Chongqing China"},{"name":"Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality Beijing Normal University  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinyi","family":"Li","sequence":"additional","affiliation":[{"name":"Key Laboratory of Cognition and Personality (SWU) Ministry of Education  Chongqing China"},{"name":"Faculty of Psychology Southwest University (SWU)  Chongqing China"},{"name":"Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality Beijing Normal University  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zeqing","family":"Liu","sequence":"additional","affiliation":[{"name":"Key Laboratory of Cognition and Personality (SWU) Ministry of Education  Chongqing China"},{"name":"Faculty of Psychology Southwest University (SWU)  Chongqing China"},{"name":"Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality Beijing Normal University  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Taiyong","family":"Bi","sequence":"additional","affiliation":[{"name":"Centre for Mental Health Research in School of Management Zunyi Medical University  Zunyi China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0269-5910","authenticated-orcid":false,"given":"Jiang","family":"Qiu","sequence":"additional","affiliation":[{"name":"Key Laboratory of Cognition and Personality (SWU) Ministry of Education  Chongqing China"},{"name":"Faculty of Psychology Southwest University (SWU)  Chongqing China"},{"name":"Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality Beijing Normal University  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2022,11,2]]},"reference":[{"key":"e_1_2_10_2_1","doi-asserted-by":"publisher","DOI":"10.1093\/scan\/nsv154"},{"key":"e_1_2_10_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.joep.2015.04.003"},{"key":"e_1_2_10_4_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2014.00444"},{"key":"e_1_2_10_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2008.11.004"},{"key":"e_1_2_10_6_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467\u20108721.2007.00534.x"},{"key":"e_1_2_10_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.addbeh.2014.09.011"},{"key":"e_1_2_10_8_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1713532115"},{"key":"e_1_2_10_9_1","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.1910340409"},{"key":"e_1_2_10_10_1","doi-asserted-by":"publisher","DOI":"10.1037\/0033\u2010295X.108.3.624"},{"key":"e_1_2_10_11_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0060393"},{"key":"e_1_2_10_12_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cobeha.2015.03.004"},{"key":"e_1_2_10_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/S1364\u20106613(00)01483\u20102"},{"key":"e_1_2_10_14_1","doi-asserted-by":"publisher","DOI":"10.1093\/cercor\/bhz278"},{"key":"e_1_2_10_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2018.06.001"},{"key":"e_1_2_10_16_1","doi-asserted-by":"publisher","DOI":"10.1002\/hbm.23112"},{"key":"e_1_2_10_17_1","doi-asserted-by":"publisher","DOI":"10.1080\/17437199.2016.1266275"},{"key":"e_1_2_10_18_1","doi-asserted-by":"publisher","DOI":"10.1177\/1088868311418749"},{"key":"e_1_2_10_19_1","doi-asserted-by":"publisher","DOI":"10.1177\/0146167210391478"},{"key":"e_1_2_10_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2008.01.001"},{"key":"e_1_2_10_21_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0704320104"},{"key":"e_1_2_10_22_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jrp.2011.02.004"},{"key":"e_1_2_10_23_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev\u2010psych\u2010010418\u2010103230"},{"key":"e_1_2_10_24_1","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.6106\u201011.2012"},{"key":"e_1_2_10_25_1","doi-asserted-by":"publisher","DOI":"10.1038\/nrn2258"},{"key":"e_1_2_10_26_1","doi-asserted-by":"publisher","DOI":"10.1093\/scan\/nsz020"},{"key":"e_1_2_10_27_1","doi-asserted-by":"publisher","DOI":"10.1002\/hbm.24205"},{"key":"e_1_2_10_28_1","doi-asserted-by":"publisher","DOI":"10.1038\/nn.2516"},{"key":"e_1_2_10_29_1","doi-asserted-by":"publisher","DOI":"10.1038\/nn.4135"},{"key":"e_1_2_10_30_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2019.02903"},{"key":"e_1_2_10_31_1","doi-asserted-by":"publisher","DOI":"10.1177\/1088868307303030"},{"key":"e_1_2_10_32_1","doi-asserted-by":"publisher","DOI":"10.1111\/bjhp.12378"},{"key":"e_1_2_10_33_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.physbeh.2018.02.037"},{"key":"e_1_2_10_34_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.1168450"},{"key":"e_1_2_10_35_1","doi-asserted-by":"publisher","DOI":"10.1176\/appi.ajp.2020.20070979"},{"key":"e_1_2_10_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2010.12.005"},{"key":"e_1_2_10_37_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jns.2016.04.030"},{"key":"e_1_2_10_38_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.bandc.2018.01.001"},{"key":"e_1_2_10_39_1","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.3760\u201014.2015"},{"key":"e_1_2_10_40_1","doi-asserted-by":"publisher","DOI":"10.1002\/per.1899"},{"key":"e_1_2_10_41_1","doi-asserted-by":"publisher","DOI":"10.3389\/fnbeh.2022.723786"},{"key":"e_1_2_10_42_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2018.08.038"},{"key":"e_1_2_10_43_1","doi-asserted-by":"publisher","DOI":"10.1038\/nrn3000"},{"key":"e_1_2_10_44_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.1089910"},{"key":"e_1_2_10_45_1","doi-asserted-by":"publisher","DOI":"10.1177\/0956797614531492"},{"key":"e_1_2_10_46_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.288.5472.1835"},{"key":"e_1_2_10_47_1","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.4246\u201006.2007"},{"key":"e_1_2_10_48_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.1100907"},{"key":"e_1_2_10_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2011.08.003"},{"key":"e_1_2_10_50_1","doi-asserted-by":"publisher","DOI":"10.3389\/fendo.2017.00127"},{"key":"e_1_2_10_51_1","doi-asserted-by":"publisher","DOI":"10.1093\/brain\/aws084"},{"key":"e_1_2_10_52_1","doi-asserted-by":"publisher","DOI":"10.1038\/nn.3549"},{"key":"e_1_2_10_53_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00429\u2010018\u20101651\u2010z"},{"key":"e_1_2_10_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2014.02.009"},{"key":"e_1_2_10_55_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2009.11.001"},{"key":"e_1_2_10_56_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2011.03.002"},{"key":"e_1_2_10_57_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.conb.2012.12.009"},{"key":"e_1_2_10_58_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0123136"},{"key":"e_1_2_10_59_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2020.117469"},{"key":"e_1_2_10_60_1","doi-asserted-by":"publisher","DOI":"10.1038\/nn.4179"},{"key":"e_1_2_10_61_1","doi-asserted-by":"publisher","DOI":"10.1162\/jocn_a_01197"},{"key":"e_1_2_10_62_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41386\u2010020\u201000954\u20108"},{"key":"e_1_2_10_63_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0084\u2010392X(08)79049\u2010X"},{"key":"e_1_2_10_64_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467\u20109280.2009.02476.x"},{"key":"e_1_2_10_65_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2013.05.081"},{"key":"e_1_2_10_66_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2010.03.051"},{"key":"e_1_2_10_67_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbef.2017.04.002"},{"key":"e_1_2_10_68_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.0022\u20103506.2004.00263.x"},{"key":"e_1_2_10_69_1","doi-asserted-by":"publisher","DOI":"10.1162\/15324430152748236"},{"key":"e_1_2_10_70_1","doi-asserted-by":"publisher","DOI":"10.1006\/nimg.2001.0978"},{"key":"e_1_2_10_71_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41380\u2010018\u20100276\u20101"},{"key":"e_1_2_10_72_1","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2015.00386"},{"key":"e_1_2_10_73_1","doi-asserted-by":"publisher","DOI":"10.1111\/jopy.12322"},{"key":"e_1_2_10_74_1","doi-asserted-by":"publisher","DOI":"10.1177\/2041669519831028"},{"key":"e_1_2_10_75_1","doi-asserted-by":"publisher","DOI":"10.3389\/fnsys.2010.00013"},{"key":"e_1_2_10_76_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00429\u2010017\u20101443\u2010x"},{"key":"e_1_2_10_77_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2009.09.037"}],"container-title":["Psychophysiology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/psyp.14209","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1111\/psyp.14209","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/psyp.14209","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,21]],"date-time":"2023-08-21T17:37:40Z","timestamp":1692639460000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/psyp.14209"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,11,2]]},"references-count":76,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2023,4]]}},"alternative-id":["10.1111\/psyp.14209"],"URL":"https:\/\/doi.org\/10.1111\/psyp.14209","archive":["Portico"],"relation":{},"ISSN":["0048-5772","1469-8986"],"issn-type":[{"value":"0048-5772","type":"print"},{"value":"1469-8986","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,11,2]]},"assertion":[{"value":"2021-09-18","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-09-27","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-11-02","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e14209"}}