Evidence map›Paper›PMID 41731553›Full record

ArticleBMC medicine2026

Neural vulnerability to stress in adolescents: a longitudinal study using polyconnectomic scoring of depression risk.

Yuan Liu, Meijuan Li, Chengfeng Chen, Shiying Wang, Ying Gao, Yifan Jing, Yan Zhou, Mengxin Xie, Changlin Zhang, Zhongchun Liu and 2 more

Abstract read
In one paragraph

Article in BMC medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Yuan Liu *Department of Psychiatry, Renmin Hospital of Wuhan University, No. 99 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China.
Meijuan Li *Institute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China.
Chengfeng ChenDepartment of Psychiatry, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou, China.
Shiying WangInstitute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China.
Ying GaoInstitute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China.
Yifan JingInstitute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China.
Yan ZhouInstitute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China.
Mengxin XieInstitute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China.
Changlin ZhangInstitute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China.
Zhongchun LiuDepartment of Psychiatry, Renmin Hospital of Wuhan University, No. 99 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China. zcliu6@whu.edu.cn.
Bin ZhangInstitute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China. zhang.bin845@foxmail.com.
Jie LiInstitute of Mental Health, Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Liulin Rd, Hexi District, Tianjin, 300222, China. jieli@tmu.edu.cn.

Funding

Beijing-Tianjin-Hebei Basic Research Cooperation Project 23JCZXJC00230 and J230011National Key R&D Program of China 2024YFC3308400National Natural Science Foundation of China 62027812Tianjin Key Medical Discipline Construction Project TJYXZDXK-3-015B
6 · The paper itself

Abstract

backgroundAdolescence is a sensitive period of brain development when perceived stress can shape emotional and cognitive outcomes. However, it remains unclear how neural vulnerability modulates these effects.

methodsIn a longitudinal cohort of 407 adolescents, we assessed perceived stress, emotional symptoms, and cognitive function at baseline and follow-up. Neural vulnerability was indexed using polyconnectomic scoring for major depressive disorder (PCS-MDD), derived from large-scale functional connectivity patterns. An independent cohort of 80 adolescents with clinically diagnosed depressive disorders was included to explore the generalizability of the findings.

resultsAt baseline, perceived stress was strongly associated with anxiety (β = 0.59, p < 0.001) and depressive symptoms (β = 0.55, p < 0.001), and was modestly associated with lower performance across multiple cognitive domains. Longitudinally, increases in perceived stress were robustly associated with increases in anxiety (β = 0.56, p < 0.001) and depressive symptoms (β = 0.52, p < 0.001). Moreover, PCS-MDD significantly moderated these associations (anxiety symptoms: p = 0.025, ΔR

conclusionsHigher PCS-MDD is associated with greater variability in stress-related emotional outcomes during adolescence. These results suggest that neural vulnerability may moderate the emotional correlates of stress and underscore the potential relevance of personalized interventions targeting stress regulation in youth with elevated vulnerability profiles.

Indexed as

BrainDepressionMajor Depressive DisorderStress, PsychologicalAdolescentAnxietyCognitionFemaleHumansLongitudinal StudiesMagnetic Resonance ImagingMaleSubjective StressAdolescentsCognitive performanceEmotional distressPerceived stressPolyconnectomic scoring

Identifiers

PMID41731553
PMCPMC13037335

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.