# Identification of iron metabolism-related key genes and exploration of their potential mechanisms in hemophagocytic lymphohistiocytosis based on transcriptome sequencing

**Authors:** Li Fen, Duan Hua Nan, Yu Lin Na, Zhao Jie, Gu Xue Zhong

PMC · DOI: 10.3389/fmed.2025.1685793 · Frontiers in Medicine · 2026-01-14

## TL;DR

This study identifies key genes related to iron metabolism in hemophagocytic lymphohistiocytosis and explores their roles in disease progression and potential treatment.

## Contribution

The study identifies five key genes in iron metabolism linked to HLH and validates their expression patterns and functional roles.

## Key findings

- Five key genes (ALOX15, CAT, HBZ, MT2A, CYGB) were identified and validated in HLH patients.
- ALOX15 and CAT showed significant correlations with immune cell activation and detoxification pathways.
- Drug prediction identified 15 compounds targeting these key genes for potential therapeutic use.

## Abstract

Hemophagocytic lymphohistiocytosis (HLH) is a severe inflammatory disorder caused by excessive immune activation. This exploratory study aimed to systematically identify potential diagnostic key genes linked to iron metabolism during HLH progression using comprehensive bioinformatics analysis and explore the underlying mechanisms.

Thirty peripheral blood mononuclear cell (PBMC) samples—15 from patients with HLH and 15 controls—were analyzed through mRNA sequencing. Total RNA was extracted from these samples. First, the overlap between differentially expressed genes (DEGs) and iron metabolism-related genes (FeRGs) was identified to select candidate genes. Key genes were then derived using the Boruta method and least absolute shrinkage and selection operator (LASSO) regression analysis. Further investigations, including correlation, functional, and enrichment analyses, as well as immune infiltration and drug prediction, were performed to explore the molecular mechanisms. Finally, reverse transcription quantitative PCR (RT-qPCR) was used to validate the expression levels of the key genes in clinical specimens.

The intersection of 464 DEGs and 520 FeRGs identified 10 candidate genes. Machine learning analysis identified ALOX15, CAT, HBZ, MT2A, and CYGB as HLH key genes. A significant positive correlation was observed between ALOX15 and HBZ, while ALOX15 showed a notable negative correlation with CYGB and MT2A (|correlation coefficient (r)| > 0.3, p < 0.05). These key genes were functionally associated with antioxidant activity, toxic substance response, and inorganic compound detoxification, primarily involved in oxidative phosphorylation and Huntington’s disease-related pathways. Notably, ALOX15 and CAT were significantly correlated with activated dendritic cells and CD4 memory T cells. Drug prediction revealed 15 compounds targeting ALOX15, MT2A, and CAT. Expression of ALOX15, CAT, and HBZ was down-regulated, while MT2A and CYGB were up-regulated in the HLH group, consistent with differential expression trends.

This study identified five validated key genes—ALOX15, CAT, HBZ, MT2A, and CYGB—offering new insights into HLH pathogenesis and potential therapeutic targets.

## Linked entities

- **Genes:** ALOX15 (arachidonate 15-lipoxygenase) [NCBI Gene 246], CAT (catalase) [NCBI Gene 847], HBZ (hemoglobin subunit zeta) [NCBI Gene 3050], MT2A (metallothionein 2A) [NCBI Gene 4502], CYGB (cytoglobin) [NCBI Gene 114757]
- **Diseases:** hemophagocytic lymphohistiocytosis (MONDO:0015540), HLH (MONDO:0015540)

## Full-text entities

- **Genes:** CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CYGB (cytoglobin) [NCBI Gene 114757] {aka HGB, NOD, STAP}, MT2A (metallothionein 2A) [NCBI Gene 4502] {aka MT-2, MT-II, MT2}, HBZ (hemoglobin subunit zeta) [NCBI Gene 3050] {aka HBAZ, HBZ-T1, HBZ1}, CAT (catalase) [NCBI Gene 847], ALOX15 (arachidonate 15-lipoxygenase) [NCBI Gene 246] {aka 12-LOX, 15-LOX, 15-LOX-1, LOG15}
- **Diseases:** inflammatory disorder (MESH:D007249), Huntington's disease (MESH:D006816), HLH (MESH:D051359)
- **Chemicals:** inorganic compound (MESH:D007287), iron (MESH:D007501)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12846933/full.md

## References

78 references — full list in the complete paper: https://tomesphere.com/paper/PMC12846933/full.md

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Source: https://tomesphere.com/paper/PMC12846933