Introduction: Ferroptosis offers novel perspectives for treating multiple blood-related diseases, yet its role in aplastic anaemia (AA) is rare. This study aimed to explore key ferroptosis-related genes (FRGs) in AA using bulk and single-cell RNA sequencing (scRNA-seq) data. Methods: scRNA-seq and bulk RNA-seq data, along with FRG lists, were obtained from public databases. Differentially expressed FRGs (DEFRGs) between AA and control samples were identified, followed by functional enrichment and protein–protein interaction analyses. Single-cell analyses were conducted to reveal main cell types in samples and DEFRGs activity in each cell was assessed. Moreover, DEGs between AA and control samples at the cellular level were explored, followed by integration with DEFRGs to determine common key genes. KEGG pathway analysis of these genes was performed at the cellular level. Immune infiltration analysis was used to evaluate the relationship between key genes and immune cells. Results: A total of 38 DEFRGs were identified, enriched in pathways such as the intrinsic apoptotic signalling pathway. scRNA-seq analysis identified seven cell types, with elevated DEFRGs activity in platelets and stromal cells. Key genes DDIT4 and NCF2, identified through integrated analysis, were involved in autophagy, mTOR signalling, and osteoclast differentiation pathways. Moreover, their expressions were positively correlated with activated dendritic cells in AA samples. Conclusion: Our findings highlight the roles of DDIT4 and NCF2, in AA progression, providing potential insights for further mechanistic exploration of AA.

Aplastic anaemia (AA) is a rare haemopoietic stem-cell disorder that results in a poor prognosis and low survival rate for patients. Conventional treatments have improved the prognosis of patients to some extent, but there are significant limitations. Ferroptosis is a type of iron-dependent programmed cell death, and key ferroptosis-related genes (FRGs) have been shown to be associated with AA, but fewer studies have been based on this to identify AA-related biomarkers. In this study, we screened a total of 38 DEFRGs in AA and control samples using the Gene Expression Omnibus (GEO) database, which were mainly clustered in functions such as the intrinsic apoptotic signalling pathway. Further analysis by single-cell RNA revealed that there were seven cell types in AA. In addition, immune infiltration analysis showed that activated dendritic cells were significantly associated with these two key genes. In summary, this study highlights the critical role of FRGs, especially DDIT4 and NCF2, in the progression of AA and provides a theoretical basis for the clinical management of AA.

1.
Javan
MR
,
Saki
N
,
Moghimian-Boroujeni
B
.
Aplastic anemia, cellular and molecular aspects
.
Cell Biol Int
.
2021
;
45
(
12
):
2395
402
.
2.
Onishi
Y
.
Aplastic anemia: history and recent developments in diagnosis and treatment
.
Int J Hematol
.
2024
;
119
(
3
):
217
9
.
3.
Yoshida
N
.
Recent advances in the diagnosis and treatment of pediatric acquired aplastic anemia
.
Int J Hematol
.
2024
;
119
(
3
):
240
7
.
4.
Dixon
SJ
,
Olzmann
JA
.
The cell biology of ferroptosis
.
Nat Rev Mol Cell Biol
.
2024
;
25
(
6
):
424
42
.
5.
Chen
Z
,
Jiang
J
,
Fu
N
,
Chen
L
.
Targetting ferroptosis for blood cell-related diseases
.
J Drug Target
.
2022
;
30
(
3
):
244
58
.
6.
Isidori
A
,
Borin
L
,
Elli
E
,
Latagliata
R
,
Martino
B
,
Palumbo
G
, et al
.
Iron toxicity: its effect on the bone marrow
.
Blood Rev
.
2018
;
32
(
6
):
473
9
.
7.
Shaw
J
,
Chakraborty
A
,
Nag
A
,
Chattopadyay
A
,
Dasgupta
AK
,
Bhattacharyya
M
.
Intracellular iron overload leading to DNA damage of lymphocytes and immune dysfunction in thalassemia major patients
.
Eur J Haematol
.
2017
;
99
(
5
):
399
408
.
8.
Liu
W
,
Tan
Z
,
Zhao
Y
,
Zhao
Y
,
Yu
X
,
Wang
B
, et al
.
Panaxadiol saponin ameliorates ferroptosis in iron-overload aplastic anemia mice and Meg-01 cells by activating Nrf2/HO-1 and PI3K/AKT/mTOR signaling pathway
.
Int Immunopharmacol
.
2023
;
118
:
110131
.
9.
Tonglin
H
,
Yanna
Z
,
Xiaoling
Y
,
Ruilan
G
,
Liming
Y
.
Single-cell RNA-seq of bone marrow cells in aplastic anemia
.
Front Genet
.
2021
;
12
:
745483
.
10.
Edgar
R
,
Domrachev
M
,
Lash
AE
.
Gene Expression Omnibus: NCBI gene expression and hybridization array data repository
.
Nucleic Acids Res
.
2002
;
30
(
1
):
207
10
.
11.
Liu
C
,
Chen
Y
,
Lu
D
,
Liu
B
,
Zhang
T
,
Deng
L
, et al
.
Single-cell transcriptomic analysis of PB and BM NK cells from severe aplastic anaemia patients
.
Clin Transl Med
.
2022
;
12
(
12
):
e1092
.
12.
Zhu
C
,
Lian
Y
,
Wang
C
,
Wu
P
,
Li
X
,
Gao
Y
, et al
.
Single-cell transcriptomics dissects hematopoietic cell destruction and T-cell engagement in aplastic anemia
.
Blood
.
2021
;
138
(
1
):
23
33
.
13.
Love
MI
,
Huber
W
,
Anders
S
.
Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2
.
Genome Biol
.
2014
;
15
(
12
):
550
.
14.
Liang
JY
,
Wang
DS
,
Lin
HC
,
Chen
XX
,
Yang
H
,
Zheng
Y
, et al
.
A novel ferroptosis-related gene signature for overall survival prediction in patients with hepatocellular carcinoma
.
Int J Biol Sci
.
2020
;
16
(
13
):
2430
41
.
15.
Zhuo
S
,
Chen
Z
,
Yang
Y
,
Zhang
J
,
Tang
J
,
Yang
K
.
Clinical and biological significances of a ferroptosis-related gene signature in glioma
.
Front Oncol
.
2020
;
10
:
590861
.
16.
Yu
G
,
Wang
L
,
Han
Y
,
He
QY
.
clusterProfiler: an R package for comparing biological themes among gene clusters
.
OMICS
.
2012
;
16
(
5
):
284
7
.
17.
Szklarczyk
D
,
Morris
JH
,
Cook
H
,
Kuhn
M
,
Wyder
S
,
Simonovic
M
, et al
.
The STRING database in 2017: quality-controlled protein–protein association networks, made broadly accessible
.
Nucleic Acids Res
.
2016
;
45
(
D1
):
D362
8
.
18.
Wu
T
,
Hu
E
,
Xu
S
,
Chen
M
,
Guo
P
,
Dai
Z
, et al
.
clusterProfiler 4.0: a universal enrichment tool for interpreting omics data
.
Innovation
.
2021
;
2
(
3
):
100141
.
19.
Aran
D
,
Looney
AP
,
Liu
L
,
Wu
E
,
Fong
V
,
Hsu
A
, et al
.
Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage
.
Nat Immunol
.
2019
;
20
(
2
):
163
72
.
20.
Chen
Y
,
Feng
Y
,
Yan
F
,
Zhao
Y
,
Zhao
H
,
Guo
Y
.
A novel immune-related gene signature to identify the tumor microenvironment and prognose disease among patients with oral squamous cell carcinoma patients using ssGSEA: a bioinformatics and biological validation study
.
Front Immunol
.
2022
;
13
:
922195
.
21.
Zhao
M
,
Wu
F
,
Tang
Z
,
Yang
X
,
Liu
Y
,
Wang
F
, et al
.
Anti-inflammatory and antioxidant activity of ursolic acid: a systematic review and meta-analysis
.
Front Pharmacol
.
2023
;
14
:
1256946
.
22.
Wang
H
,
Li
Y
,
Liu
X
,
Wu
Y
.
Identification and validation of ferroptosis-related gene SLC2A1 as a novel prognostic biomarker in AKI
.
Aging
.
2024
;
16
(
6
):
5634
50
.
23.
Cheng
B
,
Lai
Y
,
Huang
H
,
Peng
S
,
Tang
C
,
Chen
J
, et al
.
MT1G, an emerging ferroptosis-related gene: a novel prognostic biomarker and indicator of immunotherapy sensitivity in prostate cancer
.
Environ Toxicol
.
2024
;
39
(
2
):
927
41
.
24.
AlKhater
SA
,
Deswarte
C
,
Casanova
JL
,
Bustamante
J
.
A novel variant in the neutrophil cytosolic factor 2 (NCF2) gene results in severe disseminated BCG infectious disease: a clinical report and literature review
.
Mol Genet Genomic Med
.
2020
;
8
(
6
):
e1237
.
25.
Ma
LL
,
Bai
Y
,
Liu
WH
,
Diao
ZL
.
Bioinformatics analysis of potential key ferroptosis-related genes involved in tubulointerstitial injury in patients with diabetic nephropathy
.
Ren Fail
.
2023
;
45
(
1
):
2199095
.
26.
Italiano
D
,
Lena
AM
,
Melino
G
,
Candi
E
.
Identification of NCF2/p67phox as a novel p53 target gene
.
Cell Cycle
.
2012
;
11
(
24
):
4589
96
.
27.
Li
M
,
Xin
S
,
Gu
R
,
Zheng
L
,
Hu
J
,
Zhang
R
, et al
.
Novel diagnostic biomarkers related to oxidative stress and macrophage ferroptosis in atherosclerosis
.
Oxid Med Cell Longev
.
2022
;
2022
:
8917947
.
28.
Teti
A
,
Teitelbaum
SL
.
Congenital disorders of bone and blood
.
Bone
.
2019
;
119
:
71
81
.
29.
Miao
ZF
,
Sun
JX
,
Adkins-Threats
M
,
Pang
MJ
,
Zhao
JH
,
Wang
X
, et al
.
DDIT4 licenses only healthy cells to proliferate during injury-induced metaplasia
.
Gastroenterology
.
2021
;
160
(
1
):
260
71.e10
.
30.
Tirado-Hurtado
I
,
Fajardo
W
,
Pinto
JA
.
DNA damage inducible transcript 4 gene: the switch of the metabolism as potential target in cancer
.
Front Oncol
.
2018
;
8
:
106
.
31.
Li
P
,
Lin
N
,
Guo
M
,
Huang
H
,
Yu
T
,
Zhang
L
.
REDD1 knockdown protects H9c2 cells against myocardial ischemia/reperfusion injury through Akt/mTORC1/Nrf2 pathway-ameliorated oxidative stress: an in vitro study
.
Biochem Biophys Res Commun
.
2019
;
519
(
1
):
179
85
.
32.
Peng
X
,
Yang
R
,
Peng
W
,
Zhao
Z
,
Tu
G
,
He
B
, et al
.
Overexpression of LINC00551 promotes autophagy-dependent ferroptosis of lung adenocarcinoma via upregulating DDIT4 by sponging miR-4328
.
PeerJ
.
2022
;
10
:
e14180
.
33.
Ricci
A
,
Galluzzi
L
,
Magnani
M
,
Menotta
M
.
DDIT4 gene expression is switched on by a new HDAC4 function in ataxia telangiectasia
.
FASEB J
.
2020
;
34
(
1
):
1802
18
.
34.
Levine
B
,
Kroemer
G
.
Biological functions of autophagy genes: a disease perspective
.
Cell
.
2019
;
176
(
1–2
):
11
42
.
35.
Montazersaheb
S
,
Ehsani
A
,
Fathi
E
,
Farahzadi
R
,
Vietor
I
.
An overview of autophagy in hematopoietic stem cell transplantation
.
Front Bioeng Biotechnol
.
2022
;
10
:
849768
.
36.
Huang
J
,
Ge
M
,
Lu
S
,
Shi
J
,
Yu
W
,
Li
X
, et al
.
Impaired autophagy in adult bone marrow CD34+ cells of patients with aplastic anemia: possible pathogenic significance
.
PLoS One
.
2016
;
11
(
3
):
e0149586
.
37.
Liu
S-L
,
Zhou
Y-M
,
Tang
D-B
,
Zhou
N
,
Zheng
WW
,
Tang
ZH
, et al
.
Rapamycin ameliorates immune-mediated aplastic anemia by inhibiting the proliferation and metabolism of T cells
.
Biochem Biophys Res Commun
.
2019
;
518
(
2
):
212
8
.
38.
Furlong
E
,
Carter
T
.
Aplastic anaemia: current concepts in diagnosis and management
.
J Paediatr Child Health
.
2020
;
56
(
7
):
1023
8
.
39.
Vivier
E
,
Rebuffet
L
,
Narni-Mancinelli
E
,
Cornen
S
,
Igarashi
RY
,
Fantin
VR
.
Natural killer cell therapies
.
Nature
.
2024
;
626
(
8000
):
727
36
.
40.
Liu
H
,
Zhang
T
,
Chen
Y
,
Liu
C
,
Qi
W
,
Shao
Y
, et al
.
Proteomics analysis reveals alterations of NK cells in patients with severe aplastic anemia
.
Int J Lab Hematol
.
2020
;
42
(
3
):
308
15
.
41.
Chen
T
,
Zhang
T
,
Liu
C
,
Wang
C
,
Ding
S
,
Shao
Z
, et al
.
NK cells suppress CD8(+) T cell immunity via NKG2D in severe aplastic anemia
.
Cell Immunol
.
2019
;
335
:
6
14
.
42.
Xue
D
,
Lu
S
,
Zhang
H
,
Zhang
L
,
Dai
Z
,
Kaufman
DS
, et al
.
Induced pluripotent stem cell-derived engineered T cells, natural killer cells, macrophages, and dendritic cells in immunotherapy
.
Trends Biotechnol
.
2023
;
41
(
7
):
907
22
.
43.
Gao
M
,
Zhang
D
,
Xu
R
.
Advances in understanding the role of dendritic cells in aplastic anaemia
.
Scand J Immunol
.
2023
;
97
(
5
):
e13265
.
44.
Sun
Y
,
Wu
C
,
Liu
C
,
Wang
H
,
Zhang
Y
,
Zhang
Y
, et al
.
Myeloid dendritic cells in severe aplastic anemia patients exhibit stronger phagocytosis
.
J Clin Lab Anal
.
2021
;
35
(
12
):
e24063
.
45.
Yu
H
,
Zhao
Y
,
Pan
X
,
Liu
C
,
Fu
R
.
Upregulated expression of Profilin1 on dendritic cells in PatientsWith severe aplastic anemia
.
Front Immunol
.
2021
;
12
:
631954
.
You do not currently have access to this content.