Paired RNA profiling of circulating small extracellular vesicles links survival in ALS to reactive glial - vascular programs
Weerakkody, J. S.; Bokstaller, F.; Sthanu, U.; Pitt, D. S.
Show abstract
Circulating RNA can capture molecular variation associated with amyotrophic lateral sclerosis (ALS) progression, but biofluid heterogeneity makes biologically organized signals difficult to recover. Here, we paired microRNA (miRNA) and messenger RNA (mRNA) profiles from glutamate-aspartate transporter (GLAST)-positive small extracellular-vesicles (sEVs) to estimate survival time and identify survival-associated programs. In 45 participants with ALS and 15 controls, biologically constrained multi-omic factor analysis identified a program in which reciprocal miRNA-mRNA states among target-supported pairs tracked survival. The miRNA arm was then evaluated in an independent total-plasma cohort of 248 participants with ALS, refining a five-miRNA panel that added prognostic information beyond functional decline and neurofilament light chain, particularly over longer survival horizons. The mRNA arm was evaluated across 586 cortical profiles from 308 donors and 527,261 nuclei from 69 donors, identifying a five-gene core associated with glial reactivity, vascular programs and reduced myelinating identity. Together, these findings establish a framework for integrating regulatory RNA layers in circulation to identify clinically relevant programs and relate them to disease-relevant cellular states.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Circulating miR-181 is a prognostic biomarker for amyotrophic lateral sclerosis 95%
- TREM2 interacts with TDP-43 and mediates microglial neuroprotection against TDP-43-related neurodegeneration 93%
- Integrative genetic analysis of the amyotrophic lateral sclerosis spinal cord implicates glial activation and suggests new risk genes 92%
Similar papers in this journal
- Divergent impacts of C9orf72 repeat expansion on neurons and glia in ALS and FTD 94%
- α-Synuclein aggregates induce mitochondrial damage and trigger innate immunity to drive neuron-microglia communication 94%
- Single-nucleus epigenomic dysregulation unmasks genetic risk-associated neurodegenerative glia states 93%
Similar papers in this journal
- miR-146a is a Pleiotropic Regulator of Motor Neuron Degeneration 94%
- Cryptic intronic transcriptional initiation generates efficient endogenous mRNA templates for C9orf72-associated RAN translation 93%
- Profiling of small non-coding RNAs across cellular and biofluid compartments: implications for multiple sclerosis immunopathology 92%
Similar papers in this journal
- ALS molecular subtypes are a combination of cellular, genetic, and pathological features learned by deep multiomics classifiers 95%
- Postmortem Cortex Samples Identify Distinct Molecular Subtypes of ALS: Retrotransposon Activation, Oxidative Stress, and Activated Glia 94%
- A master regulatory network restoring brain glutamate homeostasis is coordinately activated in stroke 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.