ArticleNaunyn-Schmiedeberg's archives of pharmacology2026
Integrated transcriptomic and in silico structural analysis identifies NFS1 and HSPA9 as potential regulators associated with mitochondrial ferroptosis and cell death resistance in colorectal cancer.
Article in Naunyn-Schmiedeberg's archives of pharmacology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Colorectal cancer (CRC) exhibits extensive metabolic reprogramming and resistance to regulated cell death, contributing to tumor progression and therapeutic failure. Ferroptosis, an iron-dependent and mitochondria-associated form of cell death, has emerged as a potential therapeutic vulnerability; however, its integrated molecular regulation in CRC remains poorly understood. In this study, an integrative transcriptomic and in silico structural analysis was performed using two GEO datasets (GSE290002 and GSE65632). Differential expression analysis combined with curated mitochondrial and ferroptosis-related gene sets identified 69 mitochondrial ferroptosis-associated genes dysregulated in CRC. Functional enrichment analyses revealed significant involvement in oxidative phosphorylation, TCA cycle activity, iron-sulfur cluster assembly, and redox homeostasis. Protein-protein interaction and co-expression analyses identified HSPA9 and NFS1 as central hub genes associated with mitochondrial stress adaptation and ferroptosis resistance. Survival and stage-specific analyses further supported their prognostic significance in CRC progression. Structural and pathogenicity analyses of prioritized nsSNPs demonstrated that NFS1 variants may disrupt catalytic stability and ligand interactions, whereas HSPA9 variants predominantly affected conformational flexibility and protein-protein interaction interfaces. Collectively, these findings highlight mitochondrial ferroptosis dysregulation as a key mechanistic feature of colorectal cancer and identify HSPA9 and NFS1 as potential biomarkers and therapeutic targets. This study provides a comprehensive systems-level framework for understanding mitochondrial ferroptosis regulation and its translational relevance in CRC.
Indexed as
Identifiers
42347878What OpenQuestion holds
Registered trials
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.