Abstract Background Atopic dermatitis (AD) is a common pediatric skin disease, with recent studies suggesting a role for ferroptosis in its pathogenesis. Sodium propionate (SP) has shown therapeutic potential in AD, yet its mechanism, particularly regarding ferroptosis modulation, remains unclear. This study aims to explore whether SP alleviates AD by modulating ferroptosis-related pathways through bioinformatic and in vitro analyses. Methods We analyzed the GEO AD cohort ([38]GSE107361). Ferroptosis-related genes was compiled from the GeneCards Database and SP-associated therapeutic target genes were obtained from Swiss Target Prediction. To explore potential biological mechanisms, we employed Gene Set Variation Analysis (GSVA), Gene Ontology (GO), and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses. Weighted Gene Co-expression Network Analysis (WGCNA) and differential expression analysis identified key gene modules. We also established TNF-α/IFN-γ induced AD cell models using HaCat cells and collected cell samples for further experiments. Results The GSVA analysis demonstrated that ferroptosis-related genes could differentiate between healthy children and those with AD. The identified module includes genes with correlated expression patterns specifically linked to AD. Analysis using three algorithms identified potential therapeutic targets of SP. We screened 51 key genes related to AD and ferroptosis, selecting cyclin-dependent kinase 1 (CDK1) and latent transforming growth factor beta binding protein 2 (LTBP2) as co-expressed genes. Machine learning identified fatty acid binding protein 4 (FABP4) as a significant gene intersection of the 51 key genes. The bioinformatics analysis results were validated through cell experiments, showing that SP treatment increased the expression of the damaged skin genes loricrin (LOR) and filaggrin (FLG). Conclusion Our study indicates that SP may alleviate AD symptoms by modulating ferroptosis through the LTBP2/FABP4 pathway. Keywords: atopic dermatitis, ferroptosis, bioinformatics, propionate Introduction Atopic dermatitis (AD) is a chronic inflammatory skin disease with significant variations in prevalence among children, ranging from 2.7% to 20.1% among 65,661 participants.[39]^1 This skin disorder causes itching, one of its most unbearable symptoms. The pathophysiology of AD involves various immune cells and chemokines, including interleukin-4 (IL-4) and interleukin-13 (IL-13).[40]^2 In chronic phase, Th1 polarization and the Th17 pathway are impaired.[41]^3 Cell death has long been a focal point of research on various diseases. Recent studies have demonstrated that AD is closely associated with pyroptosis[42]^4^,[43]^5 and apoptosis.[44]^6^,[45]^7 These cell death patterns are significantly linked to oxidative stress.[46]^8^,[47]^9 Many studies are exploring emerging treatments that show great promise for AD. Ferroptosis, a novel mode of cell death, has been identified in immune diseases.[48]^10^,[49]^11 Recent studies indicate that immune cells can undergo ferroptosis.[50]^10 Ferroptosis plays a crucial role in regulating oxidative stress and the inflammatory response.[51]^12 Inhibiting ferroptosis can significantly alleviate oxidative stress and reduce disease states, such as cognitive impairment in rats with chronic cerebral hypoperfusion,[52]^13 corneal damage in xerophthalmia[53]^14 and emphysema.[54]^15 Blocking ferroptosis can diminish the inflammatory response.[55]^16^,[56]^17 Studies have shown that inhibiting ferroptosis alleviates psoriasis-related inflammation,[57]^18 reduces skin inflammation caused by UV-B radiation[58]^19 and diminishes cartilage inflammation in arthritis.[59]^20 Researches show that hydrogels can reduce scratch-induced intercellular inflammation by scavenging intracellular reactive oxygen species (ROS). They alleviate skin inflammation and help reconstruct the skin barrier in AD mice.[60]^21–23 Oxidative stress is associated with inflammation.[61]^24^,[62]^25 Significant oxidative stress has also been detected in ferroptosis.[63]^10^,[64]^25 Analyses of public databases have demonstrated that ferroptosis-related genes play significant roles in AD.[65]^26 Ptgs2 is a crucial gene involved in ferroptosis.[66]^27 A recent bioinformatics analysis examined four datasets and identified four ferroptosis-related genes (ALOXE3, FABP4, MAP3K14, and EGR1) as potential therapeutic biomarkers for AD.[67]^26 This study aimed to identify and validate the therapeutic targets of ferroptosis in AD. Current treatment options for AD are categorized as local and systemic therapies, including corticosteroids, calcineurin inhibitors, and Janus kinases (JAK) inhibitors.[68]^28 Researchers have primarily focused on baricitinib and upadacitinib among the JAK inhibitors. Studies indicate that baricitinib effectively treats moderate to severe AD by significantly improving symptoms and reducing pruritus.[69]^29 Upadacitinib also demonstrates good efficacy and safety; however, predict its effectiveness need to be further investigated.[70]^30–32 These JAK inhibitors possess distinct advantages in the treatment of AD, providing more treatment options and references for clinicians and