ParticipantsA total of 1,558 participants, including 782 patients with major depressive disorder (MDD) and 776 healthy controls (HCs), were recruited from 5 research centers in China (The Second Xiangya Hospital, ). The detailed inclusion and exclusion criteria for each center are listed below.
CMU dataset:Four hundred thirty-one participants were recruited for participation in this study, including 155 patients with MDD and 276 HCs. All patients with MDD were recruited from the outpatient clinic at the Department of Psychiatry, First Affiliated Hospital of China Medical University and the Mental Health Center of Shenyang. Patients with MDD were diagnosed by two trained psychiatrists using the Structured Clinical Interview for DSM-IV Disorders. Participants with MDD met the DSM-IV diagnostic criteria for MDD but not for any other Axis I disorders. The severity of depression was rated using the 17-item HDRS (Williams, 1988) and the Clinical Global Impression of Severity Scale (Guy, 1976). The control group was recruited from the local community. HC participants did not have a current or lifetime history of Axis I disorders or a history of psychotic, mood, or other Axis I disorders in first-degree relatives as determined from the detailed family history. The participants were excluded for the following reasons: 1) a lifetime history of substance/alcohol abuse or dependence, 2) a concomitant major medical disorder, 3) any MRI contraindications, 4) a history of head trauma with loss of consciousness ≥5 minutes or any neurological disorder, and 5) suboptimal imaging data quality. The study was approved by the Institutional Review Board of China Medical University. Among these participants, 1 patient and 5 HCs were excluded because of duplicate data in the data transfer, 1 HC was excluded due to errors in raw DICOM data, 6 patients were excluded due to the use of different scanning parameters, 3 HCs were excluded due to abnormalities in anatomical brain images, 6 patients and 6 HCs were excluded for large head motion during the R-fMRI scan (exceeding 3 mm of translational movements or 3° of rotational movements), 13 patients and 8 HCs were excluded because the MRI scan did not cover the entire brain, 4 patients and 2 HCs were excluded due to a change in the diagnosis in follow-up interviews, 1 HC was excluded due to a lack of demographic information, and 1 HC was excluded because of his young age. Finally, data from the remaining 125 patients with MDD and 249 HCs were used in the present study.
CSU dataset:Patients with MDD were recruited from inpatient or outpatient departments of the Psychiatry Hospital of Zhumadian, Henan Province, China. The diagnosis of MDD was confirmed by