Integrated transcriptomic and machine learning analysis reveals novel diagnostic biomarkers for adolescent major depressive disorder

This study delineates a systemic molecular landscape of adolescent MDD defined by the coexistence of hypoxic compensation and neurotrophic/remodeling failure. The identified three-gene biosignature (SLC4A1, IGF1, MMP9) offers a promising, objective tool for the early diagnosis of adolescent depression, highlighting the immune-metabolic interface as a critical avenue for future precision medicine.

Authors

Institutions

Publication Details

Journal
Frontiers in Psychiatry
Published
2026-01-30
DOI
https://doi.org/10.3389/fpsyt.2026.1712225
Primary Topic
Tryptophan and brain disorders
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Integrated transcriptomic and machine learning analysis reveals novel diagnostic biomarkers for adolescent major depressive disorder

Runxu Yang, Linling Jiang, Yuchen Xie, Jin Lü et al.
Frontiers in Psychiatry
Tryptophan and brain disorders
article

Integrated transcriptomic and machine learning analysis reveals novel diagnostic biomarkers for adolescent major depressive disorder

Runxu Yang, Linling Jiang, Yuchen Xie, Jin Lü, Yiqing He, Junxi Pan, Kun Lian, Qingqing Qi
article en

Abstract

This study delineates a systemic molecular landscape of adolescent MDD defined by the coexistence of hypoxic compensation and neurotrophic/remodeling failure. The identified three-gene biosignature (SLC4A1, IGF1, MMP9) offers a promising, objective tool for the early diagnosis of adolescent depression, highlighting the immune-metabolic interface as a critical avenue for future precision medicine.

Frontiers in PsychiatryVol. 17
Kunming Medical University (CN), Centre for Mental Health (GB), Yunnan Maternal and Child Health (CN), First Affiliated Hospital of Kunming Medical University (CN)
National Natural Science Foundation of China, Kunming Medical University, NIH Clinical Center
Good health and well-being
Openalex Percentile: Top 72%
Tryptophan and brain disorders
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.