Evidence map›Paper›PMID 41613316›Full record

ArticleFrontiers in medicine2025

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

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

Abstract read
In one paragraph

Article in Frontiers in medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Li Fen *Hematology Department of Yunnan First People's Hospital, Kunming University of Science and Technology Affiliated Hospital, Yunnan Province Clinical Research Center for Hematologic Disease, Hu Yu Expert Workstation, Yunnan Province Major Difficult Diseases Traditional Chinese and Western Medicine Clinical Collaboration Pilot Project - Leukemia, Yunnan Provincial Clinical Medical Center for Blood Diseases and Thrombosis Prevention and Treatment, Yunnan Provincial Atherosclerosis Traditional Chinese and Western Medicine Collaborative Collaboration Base, Kunming, China.
Duan Hua Nan *Yunnan Provincial Clinical Medical Center for Digestive Diseases/Gastroenterology, The First People's Hospital of Yunnan Province, Kunming, China.
Yu Lin Na *Yunnan Provincial Clinical Medical Center for Digestive Diseases/Gastroenterology, The First People's Hospital of Yunnan Province, Kunming, China.
Zhao Jie *Hematology Department of Yunnan First People's Hospital, Kunming University of Science and Technology Affiliated Hospital, Yunnan Province Clinical Research Center for Hematologic Disease, Hu Yu Expert Workstation, Yunnan Province Major Difficult Diseases Traditional Chinese and Western Medicine Clinical Collaboration Pilot Project - Leukemia, Yunnan Provincial Clinical Medical Center for Blood Diseases and Thrombosis Prevention and Treatment, Yunnan Provincial Atherosclerosis Traditional Chinese and Western Medicine Collaborative Collaboration Base, Kunming, China.
Gu Xue ZhongHematology Department of Yunnan First People's Hospital, Kunming University of Science and Technology Affiliated Hospital, Yunnan Province Clinical Research Center for Hematologic Disease, Hu Yu Expert Workstation, Yunnan Province Major Difficult Diseases Traditional Chinese and Western Medicine Clinical Collaboration Pilot Project - Leukemia, Yunnan Provincial Clinical Medical Center for Blood Diseases and Thrombosis Prevention and Treatment, Yunnan Provincial Atherosclerosis Traditional Chinese and Western Medicine Collaborative Collaboration Base, Kunming, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: 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. Methods: 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. Results: 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, Conclusion: This study identified five validated key genes-ALOX15, CAT, HBZ, MT2A, and CYGB-offering new insights into HLH pathogenesis and potential therapeutic targets.

Indexed as

hemophagocytic lymphohistiocytosisimmune microenvironmentiron metabolismkey genestranscriptomics

Identifiers

PMID41613316
PMCPMC12846933

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