PMID- 32734435 OWN - NLM STAT- MEDLINE DCOM- 20210720 LR - 20221110 IS - 1931-7565 (Electronic) IS - 1931-7557 (Print) IS - 1931-7557 (Linking) VI - 15 IP - 3 DP - 2021 Jun TI - Cross-network interaction for diagnosis of major depressive disorder based on resting state functional connectivity. PG - 1279-1289 LID - 10.1007/s11682-020-00326-2 [doi] AB - Previous studies have suggested that resting-state functional connectivity plays a central role in the physiopathology of major depressive disorder (MDD). However, the individualized diagnosis of MDD based on resting-state functional connectivity is still unclear, especially in first episode drug-naive patients with MDD. Resting state functional magnetic resonance imaging was enrolled from 30 first episode drug-naive patients with MDD and age- and gender-matched 31 healthy controls. Whole brain functional connectivity was computed and viewed as classification features. Multivariate pattern analysis (MVPA) was performed to discriminate patients with MDD from controls. The experimental results exhibited a correct classification rate of 82.25% (p < 0.001) with sensitivity of 83.87% and specificity of 80.64%. Almost all of the consensus connections (125/128) were cross-network interaction among default mode network (DMN), salience network (SN), central executive network (CEN), visual cortex network (VN), Cerebellum and Other. Moreover, the supramarginal gyrus exhibited high discriminative power in classification. Our findings suggested cross-network interaction can be used as an effective biomarker for MDD clinical diagnosis, which may reveal the potential pathological mechanism for major depression. The current study further confirmed reliable application of MVPA in discriminating MDD patients from healthy controls. CI - (c) 2020. The Author(s). FAU - Zhu, Xueling AU - Zhu X AD - Department of Radiology, Xiangya Hospital, Central South University, Changsha, China. AD - National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China. FAU - Yuan, Fulai AU - Yuan F AD - Health Management Center, Xiangya Hospital, Central South University, Changsha, China. FAU - Zhou, Gaofeng AU - Zhou G AD - Department of Radiology, Xiangya Hospital, Central South University, Changsha, China. FAU - Nie, Jilin AU - Nie J AD - Department of Radiology, Xiangya Hospital, Central South University, Changsha, China. FAU - Wang, Dongcui AU - Wang D AD - Department of Radiology, Xiangya Hospital, Central South University, Changsha, China. FAU - Hu, Ping AU - Hu P AD - Department of Radiology, Xiangya Hospital, Central South University, Changsha, China. FAU - Ouyang, Lirong AU - Ouyang L AD - Department of Radiology, Xiangya Hospital, Central South University, Changsha, China. FAU - Kong, Lingyu AU - Kong L AD - Department of Radiology, Xiangya Hospital, Central South University, Changsha, China. FAU - Liao, Weihua AU - Liao W AD - Department of Radiology, Xiangya Hospital, Central South University, Changsha, China. 109731926@qq.com. AD - National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China. 109731926@qq.com. LA - eng GR - 61972460/National Natural Science Foundation of China/ GR - 61802443/National Natural Science Foundation of China/ GR - 2019JJ20037/Natural Science Foundation of Hunan Province/ GR - 201411/Foundation for the Author of National Excellent Doctoral Dissertation of the People's Republic of China (CN)/ GR - 17YBA426/Philosophy and Social Science Fund Project of Hunan Province/ GR - 2017Q19/Youth Science fund of Xiangya hospital, central south university/ PT - Journal Article PL - United States TA - Brain Imaging Behav JT - Brain imaging and behavior JID - 101300405 SB - IM MH - Brain/diagnostic imaging MH - Brain Mapping MH - *Depressive Disorder, Major/diagnostic imaging MH - Humans MH - Magnetic Resonance Imaging MH - Parietal Lobe PMC - PMC8286225 OTO - NOTNLM OT - Cross-network interaction OT - Functional connectivity OT - Major depressive disorder OT - Multivariate pattern analysis OT - Resting-state fMRI COIS- The authors declare no conflict of interest. EDAT- 2020/08/01 06:00 MHDA- 2021/07/21 06:00 PMCR- 2020/07/30 CRDT- 2020/08/01 06:00 PHST- 2020/08/01 06:00 [pubmed] PHST- 2021/07/21 06:00 [medline] PHST- 2020/08/01 06:00 [entrez] PHST- 2020/07/30 00:00 [pmc-release] AID - 10.1007/s11682-020-00326-2 [pii] AID - 326 [pii] AID - 10.1007/s11682-020-00326-2 [doi] PST - ppublish SO - Brain Imaging Behav. 2021 Jun;15(3):1279-1289. doi: 10.1007/s11682-020-00326-2.