Abstract
Background – Osteoporosis (OP) is characterized by impaired bone homeostasis in which bone resorption exceeds bone formation. Disulfidptosis, a recently described disulfide stress–induced cell death program linked to cytoskeletal collapse, has been suggested to contribute to OP, yet its cell-type–specific relevance within the bone marrow mesenchymal stem cell (BM-MSC) osteogenic lineage—and the upstream upstream transcriptional and epigenetic programs shaping this stress response—remain unclear. Methods – This study integrated a peripheral blood monocyte microarray dataset (GSE56815; 20 OP vs. 20 controls) with single-cell RNA sequencing to characterize disulfidptosis-related programs in OP. OP-associated disulfidptosis genes and molecular subtypes were identified using co-expression and differential analyses. Disulfidptosis score and upstream regulators across bone marrow cell populations were inferred from single-cell data using regulon analysis with motif/cis-regulatory evidence. Chromatin remodeling–related gene modules in osteoblasts were additionally scored to assess epigenetic activation/repression programs and their association with BHLHE41. Results – Integrated WGCNA with gene-overlap screening pinpointed 17 OP-linked disulfidptosis signature genes, highlighted by a marked increase of SLC7A11, and unsupervised stratification separated OP into two molecular subtypes. Single-cell analyses showed that disulfidptosis score was enriched in the osteoblast-like subset of BM-MSCs, implicating osteoblasts as a major affected population. Network inference further nominated BHLHE41 as a potential upstream driver of SLC7A11 and connected its expression with a disulfidptosis-tolerant phenotype in OP-derived BM-MSCs. Chromatin remodeling pathway scoring indicated altered epigenetic state programs in OP osteoblasts, and SIRT1 was preferentially upregulated in BHLHE41-high osteoblasts. Conclusion – This study provides a cell-type–resolved map of disulfidptosis-related stress in osteoporosis by integrating bulk and single-cell transcriptomics. We propose a BM-MSC osteogenic-lineage–associated BHLHE41–SLC7A11 axis and link it to chromatin remodeling signatures in osteoblasts, offering a rationale for precision strategies targeting disulfide-stress vulnerability in OP.
| Original language | English |
|---|---|
| Article number | 1794298 |
| Journal | Frontiers in Genetics |
| Volume | 17 |
| DOIs | |
| State | Published - Apr 2026 |
| Externally published | Yes |
Keywords
- BHLHE41
- bone microenvironment
- disulfidptosis
- osteoporosis
- SLC7A11
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