44
directionally concordant cross-platform candidates
X-LAB / ACTIVE RESEARCH
Submitted to bioRxiv · screening in progressRES-LIFE-001 · BIORXIV/2026/753397
This study tests whether age-associated expression signals in human skeletal muscle persist across public datasets and platforms, and whether those signals can be localized to specific cell types.
Author
Dong Wang
Affiliation
X-LAB
Funding
Younion Global Limited
License
CC BY 4.0
Manuscript ID
BIORXIV/2026/753397
44
directionally concordant cross-platform candidates
43
candidates retained in count-model sensitivity analysis
0 / 86
myofiber candidate tests surviving unified correction
1
fibroblast–GPCPD1 pairing supported within the candidate family
The analysis produced a traceable exploratory signal involving lower GPCPD1 expression in human skeletal muscle fibroblasts with age. In the independent baseline dataset, GPCPD1 was directionally lower but not statistically significant (p=0.172; q=0.616 across 43 candidates).
The evidence does not establish a cell-intrinsic mechanism, causal effect, clinical biomarker or therapeutic target. Independent cell-level replication is still unavailable.
whole-tissue age-associated analysis
cross-platform screening and negative-binomial sensitivity analysis
donor-level single-nucleus pseudobulk localization
independent baseline directional check
Research question and public-data scope fixed
Cross-platform and cell-type analyses completed
Independent checks and limitations audited
Manuscript v0.5 submitted to bioRxiv on 22 September 2026
Current state: bioRxiv screening