Bioinformatics studies predicting prognosis of leukemia patients based on the expression of ferroptosis-related genes
Abstract
Ferroptosis is a newly defined programmed cell death (PCD) process with the hallmark of the accumulation of iron-dependent lipid peroxidation, which is more immunogenic over apoptosis. Ferroptosis shows great potential as a therapeutic target against acute kidney injury (AKI), cancers, cardiovascular diseases, neurodegenerative diseases, and hepatic diseases. Accumulating evidence has highlighted that ferroptosis plays an unneglectable role in regulating the development and progression of multiple pathologies of leukemia including acute myeloid leukemia (AML), chronic myeloid leukemia (CML), acute lymphoblastic leukemia (ALL), and chronic lymphocytic leukemia (CLL). Herein, we focus on the state-of-the-art renewal in the relationship of ferroptosis with leukemia. Meanwhile, this chapter further highlights the iron, lipid and amino acid metabolism, as well as ferroptosis-based molecular mechanisms. Collectively, we summarize the contribution of ferroptosis to the pathogenesis of leukemia and discuss ferroptosis as a novel therapeutic target for different types of leukemia.
Keywords
- ferroptosis
- programmed cell death
- leukemia
- metabolism
- novel therapeutic targets
- lipid peroxides
1. Introduction
Ferroptosis is a new type of iron-dependent programmed cell death (PCD) that was first reported by Dixon et al. in 2012, which is initiated by lipid peroxidation and terminates in toxic lipid peroxidation and mitochondrial dysfunction [1, 2]. As a new form of PCD, ferroptosis can be distinguished from other types of cell death such as necrosis, pyrolysis, apoptosis, and autophagy in regard to morphology and biochemistry [3, 4]. As to the morphological characteristics, the major manifestation of ferroptosis is increase in mitochondrial membrane density, unspoilt cytomembranes, cell volume shrinkage, decline or even deficiency in mitochondrial cristae, outer membrane rupture and mitochondrial membrane crumpling, and normal cellular nucleus size with unconsolidated chromatin [5, 6]. As to the biochemical characteristics, ferroptosis results from the accumulation of iron-catalyzed lipid-based reactive oxygen species (ROS), which is commonly initiated by either the loss of the activity of the lipid repair enzyme named glutathione peroxidase 4 (Gpx4) or the inactivation of the antioxidant defenses depending on the cellular glutathione (GSH) [7]. As to the genetic characteristics, a considerable number of genes have been indicated to modulate ferroptosis by acting as inhibitors or inducers, which can be divided into the system Xc-, Gpx4, GSH, lipid peroxidation-associated genes, and iron metabolism regulation-associated genes on the basis of the variations in targets, whereas the specific regulatory mechanisms of ferroptosis still need to be further explored [8].
Taken together, ferroptosis has been regarded with initiation by the failure of the aforementioned GSH-dependent antioxidant defenses, which thus results in the uncontrolled process during lipid peroxidation and the concomitant cell death [9, 10]. Similarly, the out-of-balance phenomenon between GSH-dependent Gpx4 inactivity and the iron-catalyzed lipid ROS production eventually triggers the occurrence of ferroptosis. Accordingly, the lipophilic antioxidants and iron chelators can effectively suppress the process of ferroptotic cell death [11]. The former inhibits the initiation and accumulation of the lipid peroxidation by capturing or eliminating targeting lipoxygenase and free radicals, including ferrostatin-1 (Fer-1),
Nowadays, ferroptosis has been considered to perform a critical role in various diseases and pathologies, such as cancer, stroke, cardiomyopathy, kidney and liver injury, and neurodegeneration [17, 18]. Meanwhile, both the indicated inhibitors and activators have been continuously identified and introduced to explore the molecular mechanisms of ferroptosis, which collectively benefit the development of novel therapeutic strategies for the administration of ferroptosis-related diseases and pathologies [19]. In the meantime, accumulating evidence has indicated the changes in iron metabolism during leukemia, which thus has been considered as a crucial feature as well. To date, high oxidative stress and high iron requirements are identified with association to the alteration of iron metabolism during leukemia, which thus suggests that leukemia cells are more vulnerable to variations in ROS and iron levels when compared with the normal cells [20]. Therefore, targeting iron metabolism may provide new insights into approaches to the treatment of leukemia.
2. Ferroptosis and leukemia
Leukemia is a group of heterogeneous hematopoietic stem cell (HSC) malignancies. It is characterized by aberrant accumulation of undifferentiated blasts capable of unrestrained proliferation in the bone marrow, which interferes with the production of normal blood cells. Leukemic cells uniquely possess the innate ability for migration and invasion. Differentiated, malignant leukocytes retain the benign leukocytes’ capacity for cell motility and survival in the circulation, while acquiring the potential for rapid and uncontrolled cell division. Currently, a variety of cancer cells of hematological malignancies (e.g., multiple myeloma, leukemia, and lymphoma) have been identified to be sensitive to ferroptosis because large amounts of iron are acquired by leukemia cells for the maintenance of rapid growth and proliferation. As a consequence, targeting iron metabolism holds the potential to supply new insights into developing novel approaches for the administration of leukemia.
As a cancer of the bone marrow and blood cells, leukemia threatens human health seriously. Recent insights into iron metabolism along with the recent discovery of ferroptosis have opened new avenues in the field of antitumor therapies. Emerging evidence has revealed that ferroptosis is essentially a nexus among metabolism, redox biology, and diseases including cancers. The discovery of ferroptosis is a major breakthrough in the development of cancer treatments. Therefore, targeting ferroptosis may provide new insights into approaches to the treatment of leukemia. Leukemia is classified into four main subgroups, including acute myeloid leukemia (AML), acute lymphoblastic leukemia (ALL), chronic myeloid leukemia (CML), and chronic lymphoblastic leukemia (CLL). Therefore, we focus on these entities in this chapter.
2.1 Ferroptosis in acute myeloid leukemia
AML is the most common type of leukemia in adults, which is characterized by the rapid growth of abnormal lineage-specific hematopoietic precursor cells that do not differentiate into functional granulocytes or monocytes during hematopoiesis in the bone marrow microenvironment [21, 22, 23, 24]. As a classical paradigm of myeloid disease with multiple life-threatening complications, AML is characterized by a significant reduction of physiological differentiation of hematopoietic stem and progenitor cells (HSPCs) toward myeloid and lymphoid lineages in parallel with aberrant activation of pathological hematopoiesis that is dominated by the continuous accumulation of the dysfunctional leukemic blast populations [25, 26]. Despite the dramatic progresses in exploring the pathogenesis and exploring advanced targeted therapies, the majority of the AML patients are still bearing immune dysregulation and the concomitant outcomes [25]. Long-term survival remains limitation with the standard-of-care chemotherapies combining anthracyclines with cytarabine. Development of resistance to chemotherapeutic agents is a major hurdle in the effective treatment of patients with AML [27]. New therapies are needed to improve chemotherapy efficacy in AML [25, 28]. Meanwhile, many endeavors have been made to ascertain
A variety of molecular and pathological changes in ferroptosis have been observed in experimental AML models and samples from AML patients (Table 1). Among ferroptosis-related genes (FRGs), GPX-1, GPX-3, GPX-4, and GPX-7 were highly expressed in
Leukemia | FRGs | Risks | Highlights of the study | Ref. |
---|---|---|---|---|
AML | GPX-1, -3, -4, and -7 | Poor prognosis | The study offered novel insights into the differential expression and prognostic potential of the GPX family in AML. | [12] |
ACSL6 and G3BP1 | Favorable prognosis | FRG risk model may be beneficial to the precision immunotherapy of AML patients in the future, especially those of HR groups. | [14] | |
GPX4, CD44, FH, CISD1, SESN2, LPCAT3, AIFM2, ACSL5, HSPB1, and SOCS1 | Favorable prognosis | |||
CHAC1, CISD1, DPP4, GPX4, AIFM2, SQLE, PGD, and ACSF2 | Poor prognosis | A novel ferroptosis-related prognostic model for outcome prediction and risk stratification in AML was conducted and validated. | [15] | |
ZFPM2, ZNF560, ZSCAN4, HMX2, HRASLS, LGALS1, LHX6, CCL23, and FAM155B | Poor prognosis | The identified genes were affected by ferroptosis and develop a prognostic risk-scoring model to predict patients’ survival at the genetic level. | [16] | |
MXRA5, PCDHB12, PRINS, TMEM56, TWIST1, ASTN1, DLL3, EFNB3, and FOXL1 | Favorable prognosis | |||
AP001266.2, AC007383.2, AC008906.1, AC026771.1, and KIF26B-AS1 | Favorable prognosis | Seven novel ferroptosis-related lncRNA signatures were established to accurately predict the prognosis of AML. | [17] | |
AC133961.1 and AF064858.3 | Poor prognosis | |||
AKR1C2 and SOCS1 | Poor prognosis | A prognostic risk model that included AKR1C2 and SOCS1 predicted outcomes in AML patients. | [18] | |
DNAJB6 and HSPB1 | Poor prognosis | Potential targets and new research ideas for the treatment and early detection of AML were identified. | [19] | |
HIVEP3 | Poor prognosis | HIVEP3 is a | [20] | |
Dipetidyl peptidase-4 | Poor prognosis | DPP4 as a biomarker for predicting and diagnosing AML influences drug resistance in AML. | [21] | |
CML | TP63, STEAP3, NQO1, and ELAVL1 | Poor prognosis | Cysteine depletion serves as a potential therapeutic strategy for overcoming chemotherapy resistance in CML. | [29] |
PRKAA1, HELLS, FANCD2, and CDKN2A | Favorable prognosis |
Currently, ferroptosis has been characterized by the well-established iron-dependent accumulation of the lipid hydroperoxides, which eventually leads to the severe impairments of the mitochondrial outer membrane as well as the decrease of mitochondria crista. Interestingly, cancer cell death has been proved to be involved in ferroptosis as well. Therewith, new treatment remedies by developing effective activators and inhibitors targeting ferroptosis will benefit the development of novel treatment paradigms for AML patients. As early as 2015, researchers found that the ferroptosis inducer Erastin enhances sensitivity of acute myeloid leukemia cells to chemotherapeutic agents [39]. Later, researchers demonstrated that DHA would induce autophagy and ferroptosis in AML cell lines and revealed the role of iron metabolism in DHA-induced cell death [40]. High mobility group box 1 (HMGB1) is a novel regulator of ferroptosis
2.2 Ferroptosis in acute lymphoblastic leukemia
Acute lymphoblastic leukemia (ALL) is a malignant clonal disorder of lymphoblastic hematopoiesis with high heterogeneity [45, 46]. Survival rates of ALL have improved remarkably by intensive induction chemotherapy, with complete remission (CR) rates of up to 80%. However, relapse occurred in patients ranging from 25% to 35% [47]. Interestingly, ferroptosis is suggested to be a promising strategy for cancer treatment and therefore should also be evaluated in ALL [48, 49].
After the exploration of the potential role of ferroptosis in Ph-neg B-ALL with the clinical data and the RNA-seq results of 80 Ph-neg B-ALL, a Cox regression model based on 8 FRGs (ALOX15, ATP5G3, CARS, CDKN1A, LPCAT3, SAT1, SLC1A5, and TFRC) was established to help evaluate the prognosis of Ph-neg B-ALL patients [50]. Lukas et al. reported that the glutathione (GSH) peroxidase 4 (GPX4) inhibitor RSL3 triggers lipid peroxidation, production of reactive oxygen species (ROS) and cell death in ALL cells. Importantly, LOX inhibitors, including the selective 12/15-LOX inhibitor Baicalein and the pan-LOX inhibitor nordihydroguaiaretic acid (NDGA), protect ALL cells from RSL3-induced ferroptosis [51]. Artesunate (ART), a widely used antimalarial compound, exerted potent anti-ATLL effects through inducing reactive oxygen species production, resulting in cell death mediated by apoptosis, ferroptosis, and necroptosis [52]. Greco et al. [53] reported that sulforaphane (50 μM) induced U-937 cell ferroptosis through depletion of glutathione (GSH), decreased GSH peroxidase 4 protein expression, and lipid peroxidation. PAQR3 (also known as RKTG) has been proved to take part in many human cancers by acting as a tumor suppressor. Jin and Tong [48] showed PAQR3 inhibited proliferation and aggravated ferroptosis in ALL through modulation of Nrf2 stability. This study suggested that PAQR3 may serve as an effective biological marker for ALL treatment. Meanwhile, Hydnocarpin D (HD) is a bioactive flavonolignan compound that possesses promising antitumor activity, although accumulation of lipid ROS and decrease of GSH and GPX4, while inhibition of autophagy, impeded ferroptotic cell death [54]. Poricoic acid A (PAA) is the main chemical constituent on the surface layer of the mushroom Poria Cocos and exerts protective effects against various diseases. PAA treatments also provoked ferroptosis in T-ALL cells with reduced glutathione (GSH) levels and elevated malonaldehyde (MDA) content through inducing autophagic cell death and ferroptosis [55]. Yang et al. provided the first direct evidence that circ_0000745 promoted glycolytic metabolism and cell cycle progression but suppressed the occurrence of ferroptosis and apoptosis of acute lymphoblastic leukemia (ALL) cells
2.3 Ferroptosis in chronic leukemia
Chronic leukemias are composed of a broad spectrum of subtypes such as including chronic monocytic leukemia, chronic mylocytic leukemia (juvenile, adult, and familial), chronic myelomonocytic leukemia, and chronic lymphocytic leukemia (CLL), which collectively account for lower than 5% of the childhood hematologic malignancies [57, 58, 59]. Recently, some studies have revealed the prognostic value of ferroptosis-related genes in chronic leukemia. For instance, Gong et al. indicated that ferroptosis-related genes can be used to stratify CLL patients based on overall survival (OS) (Table 1). Meanwhile, they developed a risk signature containing eight ferroptosis-related genes for predicting the OS of CLL patients [60].
Several reports have shown the potential of triggering ferroptosis for chronic leukemia therapy, particularly for eradicating aggressive malignancies that are resistant to traditional therapies [60, 61, 62, 63]. For decades, cysteine metabolism has been identified to have a critical role in cancer cell proliferation and survival, and cysteine depletion has been indicated to inhibit cancer growth and induce tumor cell ferroptosis. Furthermore, Liu et al. [64] have recently showed that cysteine depletion can induce ferroptosis in CML cells and TXNRD1 may be a key regulator gene. This illustrates that cysteine metabolism-induced ferroptosis may be a new idea for the treatment of CML except chemotherapy. Meanwhile, Song et al. [65] found that ferroptosis was involved in imatinib mesylate (IMA)-induced cardiotoxicity during the treatment of CML. In detail, they verified that IMA could downregulate Nrf2 expression but upregulate the P53 and TfR expression and thus increase the cellular ROS and iron, which collectively provided evidence for ferroptosis participation in IMA-induced cardiotoxicity and highlighted ferroptosis as a novel target in IMA-exposed patients.
3. Conclusions and perspectives
Ferroptosis is a newly discovered form of regulated cell death. Iron-dependent lipid peroxidation is a major driver of ferroptosis, and ferroptosis may also occur in leukemia. Ferroptosis is critically involved in the pathogenesis of various leukemia, including acute myeloid leukemia, acute lymphoblastic leukemia, chronic myeloid leukemia and chronic lymphocytic leukemia. With ongoing research, prognostic value of ferroptosis-related genes and potential therapeutic strategy for overcoming chemotherapy resistance are likely to become effective therapeutic strategies for leukemia.
Acknowledgments
The authors would like to thank the members of The First Affiliated Hospital of Soochow University, Gansu Provincial Hospital, Chinese Academy of Sciences (CAS), Hefei Institute of Physical Science, and Institute of Health-Biotech, Health-Biotech (Tianjin) Stem Cell Research Institute Co., Ltd., for their technical support. This study was supported by grants from the National Natural Science Foundation of China (82260031, 81700119, and 81900175), Natural Science Foundation of Jiangsu Province (BE2018652, BK20201168, and BK20190181), the project Youth Fund funded by Shandong Provincial Natural Science Foundation (ZR2020QC097), science and technology projects of Guizhou Province (QKH-J-ZK[2021]-107), the project Youth Fund funded by Jiangxi Provincial Natural Science Foundation (S2021QNJJL0277), Jiangxi Provincial Key New Product Incubation Program from Technical Innovation Guidance Program of Shangrao city (2020G002 and 2020K003), Jiangxi Provincial Novel Research & Development Institutions of Shangrao City (2022AB003, 2020AB002, and 2021F013), Natural Science Foundation of Jiangxi Province (20212BAB216073), the 2021 Central-Guided Local Science and Technology Development Fund (ZYYDDFFZZJ-1), and the Non-profit Central Research Institute Fund of Chinese Academy of Medical Sciences (2019PT320005).
Abbreviations
ROS | reactive oxygen species |
AML | acute myeloid leukemia |
ALL | acute lymphoblastic leukemia |
Gpx4 | glutathione peroxidase 4 |
DFP | deferiprone |
DFO | deferoxamine |
NAC | N-acetylcysteine |
Fer-1 | ferrostatin-1 |
Lip-1 | liproxstatin-1 |
CML | chronic myeloid leukemia |
CLL | chronic lymphoblastic leukemia |
OS | overall survival |
CR | complete remission |
AMPK | AMP-activated protein kinase |
HMGB1 | high mobility group box 1 |
HD | Hydnocarpin D |
PAA | poricoic acid A |
GSH | glutathione |
NDGA | nordihydroguaiaretic acid |
HSPCs | hematopoietic stem and progenitor cells |
IMA | imatinib mesylate |
TYP | typhaneoside |
References
- 1.
Dixon SJ, Lemberg KM, Lamprecht MR, Skouta R, Zaitsev EM, Gleason CE, et al. Ferroptosis: an iron-dependent form of nonapoptotic cell death. Cell. 2012; 149 (5):1060-1072 - 2.
Chen X, Kang R, Kroemer G, Tang D. Ferroptosis in infection, inflammation, and immunity. Journal of Experimental Medicine. 2021; 218 (6) - 3.
Yu H, Guo P, Xie X, Wang Y, Chen G. Ferroptosis, a new form of cell death, and its relationships with tumourous diseases. Journal of Cellular and Molecular Medicine. 2017; 21 (4):648-657 - 4.
Su Y, Zhao B, Zhou L, Zhang Z, Shen Y, Lv H, et al. Ferroptosis, a novel pharmacological mechanism of anti-cancer drugs. Cancer Letters. 2020; 483 :127-136 - 5.
Lee H, Zandkarimi F, Zhang Y, Meena JK, Kim J, Zhuang L, et al. Energy-stress-mediated AMPK activation inhibits ferroptosis. Nature Cell Biology. 2020; 22 (2):225-234 - 6.
Lei P, Bai T, Sun Y. Mechanisms of ferroptosis and relations with regulated cell death: a review. Frontiers in Physiology. 2019; 10 :139 - 7.
Jiang X, Stockwell BR, Conrad M. Ferroptosis: mechanisms, biology and role in disease. Nature Reviews. Molecular Cell Biology. 2021; 22 (4):266-282 - 8.
Chen S, Chen Y, Zhang Y, Kuang X, Liu Y, Guo M, et al. Iron Metabolism and Ferroptosis in Epilepsy. Frontiers in Neuroscience. 2020; 14 :601193 - 9.
Ursini F, Maiorino M. Lipid peroxidation and ferroptosis: the role of GSH and GPx4. Free Radical Biology & Medicine. 2020; 152 :175-185 - 10.
Chen X, Li J, Kang R, Klionsky DJ, Tang D. Ferroptosis: machinery and regulation. Autophagy. 2021; 17 (9):2054-2081 - 11.
Sun L, Dong H, Zhang W, Wang N, Ni N, Bai X, et al. Lipid peroxidation, GSH depletion, and SLC7A11 inhibition are common causes of EMT and ferroptosis in A549 cells, but different in specific mechanisms. DNA and Cell Biology. 2021; 40 (2):172-183 - 12.
Perez MA, Magtanong L, Dixon SJ, Watts JL. Dietary lipids induce ferroptosis in caenorhabditiselegans and human cancer cells. Developmental Cell. 2020; 54 (4):447-454 e444 - 13.
Gao J, Luo T, Wang J. Gene interfered-ferroptosis therapy for cancers. Nature Communications. 2021; 12 (1):5311 - 14.
Song X, Long D. Nrf2 and ferroptosis: A new research direction for neurodegenerative diseases. Frontiers in Neuroscience. 2020; 14 :267 - 15.
Dong H, Qiang Z, Chai D, Peng J, Xia Y, Hu R, et al. Nrf2 inhibits ferroptosis and protects against acute lung injury due to intestinal ischemia reperfusion via regulating SLC7A11 and HO-1. Aging (Albany NY). 2020; 12 (13):12943-12959 - 16.
Zhang Y, Swanda RV, Nie L, Liu X, Wang C, Lee H, et al. mTORC1 couples cyst(e)ine availability with GPX4 protein synthesis and ferroptosis regulation. Nature Communications. 2021; 12 (1):1589 - 17.
Friedmann Angeli JP, Krysko DV, Conrad M. Ferroptosis at the crossroads of cancer-acquired drug resistance and immune evasion. Nature Reviews. Cancer. 2019; 19 (7):405-414 - 18.
Proneth B, Conrad M. Ferroptosis and necroinflammation, a yet poorly explored link. Cell Death and Differentiation. 2019; 26 (1):14-24 - 19.
Qin Y, Qiao Y, Wang D, Tang C, Yan G. Ferritinophagy and ferroptosis in cardiovascular disease: mechanisms and potential applications. Biomedicine & Pharmacotherapy. 2021; 141 :111872 - 20.
Wang F, Lv H, Zhao B, Zhou L, Wang S, Luo J, et al. Iron and leukemia: new insights for future treatments. Journal of Experimental & Clinical Cancer Research. 2019; 38 (1):406 - 21.
Newell LF, Cook RJ. Advances in acute myeloid leukemia. BMJ. 2021; 375 :n2026 - 22.
Estey E, Hasserjian RP, Dohner H. Distinguishing AML from MDS: A fixed blast percentage may no longer be optimal. Blood. 2022; 139 (3):323-332 - 23.
Liu H. Emerging agents and regimens for AML. Journal of Hematology & Oncology. 2021; 14 (1):49 - 24.
Zhu HY, Huang ZX, Chen GQ , Sheng F, Zheng YS. Typhaneoside prevents acute myeloid leukemia (AML) through suppressing proliferation and inducing ferroptosis associated with autophagy. Biochemical and Biophysical Research Communications. 2019; 516 (4):1265-1271 - 25.
Zhang L, Chi Y, Wei Y, Zhang W, Wang F, Zhang L, et al. Bone marrow-derived mesenchymal stem/stromal cells in patients with acute myeloid leukemia reveal transcriptome alterations and deficiency in cellular vitality. Stem Cell Research & Therapy. 2021; 12 (1):365 - 26.
Koenig KL, Sahasrabudhe KD, Sigmund AM, Bhatnagar B. AML with myelodysplasia-related changes: development, challenges, and treatment advances. Genes (Basel). 24 July 2020; 11 (8):845 - 27.
Christopher MJ, Petti AA, Rettig MP, Miller CA, Chendamarai E, Duncavage EJ, et al. Immune escape of relapsed AML cells after allogeneic transplantation. The New England Journal of Medicine. 2018; 379 (24):2330-2341 - 28.
Kloess S, Oberschmidt O, Dahlke J, Vu XK, Neudoerfl C, Kloos A, et al. Preclinical assessment of suitable natural killer cell sources for chimeric antigen receptor natural killer-based "Off-the-Shelf" acute myeloid leukemia immunotherapies. Human Gene Therapy. 2019; 30 (4):381-401 - 29.
Ye F, Chai W, Xie M, Yang M, Yu Y, Cao L, et al. HMGB1 regulates erastin-induced ferroptosis via RAS-JNK/p38 signaling in HL-60/NRAS(Q61L) cells. American Journal of Cancer Research. 2019; 9 (4):730-739 - 30.
Wei J, Xie Q , Liu X, Wan C, Wu W, Fang K, et al. Identification the prognostic value of glutathione peroxidases expression levels in acute myeloid leukemia. Ann Transl Med. 2020; 8 (11):678 - 31.
Zhou F, Chen B. Prognostic significance of ferroptosis-related genes and their methylation in AML. Hematology. 2021; 26 (1):919-930 - 32.
Huang X, Zhou D, Ye X, Jin J. A novel ferroptosis-related gene signature can predict prognosis and influence immune microenvironment in acute myeloid leukemia. Bosnian Journal of Basic Medical Sciences. 2022; 22 (4):608-628 - 33.
Song Y, Tian S, Zhang P, Zhang N, Shen Y, Deng J. Construction and validation of a novel ferroptosis-related prognostic model for acute myeloid leukemia. Frontiers in Genetics. 2021; 12 :708699 - 34.
Wang J, Zhuo Z, Wang Y, Yang S, Chen J, Wang Y, et al. Identification and validation of a prognostic risk-scoring model based on ferroptosis-associated cluster in acute myeloid leukemia. Frontiers in Cell and Development Biology. 2021; 9 :800267 - 35.
Zheng Z, Wu W, Lin Z, Liu S, Chen Q , Jiang X, et al. Identification of seven novel ferroptosis-related long non-coding RNA signatures as a diagnostic biomarker for acute myeloid leukemia. BMC Medical Genomics. 2021; 14 (1):236 - 36.
Han C, Zheng J, Li F, Guo W, Cai C. Novel prognostic signature for acute myeloid leukemia: bioinformatics analysis of combined CNV-driven and ferroptosis-related genes. Frontiers in Genetics. 2022; 13 :849437 - 37.
Zhang X, Zhang X, Liu K, Li W, Wang J, Liu P, et al. HIVEP3 cooperates with ferroptosis gene signatures to confer adverse prognosis in acute myeloid leukemia. Cancer Medicine. 10 May 2022. DOI: 10.1002/cam4.4806. Epub ahead of print. PMID: 35535739 - 38.
Wei J, Nai GY, Dai Y, Huang XJ, Xiong MY, Yao XY, et al. Dipetidyl peptidase-4 and transferrin receptor serve as prognostic biomarkers for acute myeloid leukemia. Ann Transl Med. 2021; 9 (17):1381 - 39.
Yu Y, Xie Y, Cao L, Yang L, Yang M, Lotze MT, et al. The ferroptosis inducer erastin enhances sensitivity of acute myeloid leukemia cells to chemotherapeutic agents. Molecular & Cellular Oncology. 2015; 2 (4):e1054549 - 40.
Du J, Wang T, Li Y, Zhou Y, Wang X, Yu X, et al. DHA inhibits proliferation and induces ferroptosis of leukemia cells through autophagy dependent degradation of ferritin. Free Radical Biology & Medicine. 2019; 131 :356-369 - 41.
Birsen R, Larrue C, Decroocq J, Johnson N, Guiraud N, Gotanegre M, et al. APR-246 induces early cell death by ferroptosis in acute myeloid leukemia. Haematologica. 2022; 107 (2):403-416 - 42.
Dong LH, Huang JJ, Zu P, Liu J, Gao X, Du JW, et al. CircKDM4C upregulates P53 by sponging hsa-let-7b-5p to induce ferroptosis in acute myeloid leukemia. Environmental Toxicology. 2021; 36 (7):1288-1302 - 43.
Yusuf RZ, Saez B, Sharda A, van Gastel N, Yu VWC, Baryawno N, et al. Aldehyde dehydrogenase 3a2 protects AML cells from oxidative death and the synthetic lethality of ferroptosis inducers. Blood. 2020; 136 (11):1303-1316 - 44.
Lai X, Sun Y, Zhang X, Wang D, Wang J, Wang H, et al. Honokiol induces ferroptosis by upregulating HMOX1 in acute myeloid leukemia cells. Frontiers in Pharmacology. 2022; 13 :897791 - 45.
Aldoss I, Forman SJ, Pullarkat V. Acute lymphoblastic leukemia in the older adult. Journal of Oncology Practice/ American Society of Clinical Oncology. 2019; 15 (2):67-75 - 46.
Gregory S. Adult acute lymphoblastic leukemia: treatment and management updates. Seminars in Oncology Nursing. 2019; 35 (6):150951 - 47.
Jabbour E, Kantarjian H. A new era in the treatment of acute lymphoblastic leukemia. Blood. 2021; 137 (12):1563-1564 - 48.
Jin L, Tong L. PAQR3 inhibits proliferation and aggravates ferroptosis in acute lymphoblastic leukemia through modulation Nrf2 stability. Immunity, Inflammation and Disease. 2021; 9 (3):827-839 - 49.
Zhu T, Liu B, Wu D, Xu G, Fan Y. Autophagy regulates VDAC3 ubiquitination by FBXW7 to promote erastin-induced ferroptosis in acute lymphoblastic leukemia. Frontiers in Cell and Development Biology. 2021; 9 :740884 - 50.
Hong Y, Zhang L, Tian X, Xiang X, Yu Y, Zeng Z, et al. Identification of immune subtypes of Ph-neg B-ALL with ferroptosis related genes and the potential implementation of Sorafenib. BMC Cancer. 2021; 21 (1):1331 - 51.
Probst L, Dachert J, Schenk B, Fulda S. Lipoxygenase inhibitors protect acute lymphoblastic leukemia cells from ferroptotic cell death. Biochemical Pharmacology. 2017; 140 :41-52 - 52.
Ishikawa C, Senba M, Mori N. Evaluation of artesunate for the treatment of adult T-cell leukemia/lymphoma. European Journal of Pharmacology. 2020; 872 :172953 - 53.
Greco G, Schnekenburger M, Catanzaro E, Turrini E, Ferrini F, Sestili P, et al. Discovery of sulforaphane as an inducer of ferroptosis in u-937 leukemia cells: expanding its anticancer potential. Cancers (Basel). 2021; 14 (1) - 54.
Lou S, Hong H, Maihesuti L, Gao H, Zhu Z, Xu L, et al. Inhibitory effect of hydnocarpin D on T-cell acute lymphoblastic leukemia via induction of autophagy-dependent ferroptosis. Experimental Biology and Medicine (Maywood, N.J.). 2021; 246 (13):1541-1553 - 55.
Chen L, Fang W, Liu J, Qi X, Zhao L, Wang Y, et al. Poricoic acid A (PAA) inhibits T-cell acute lymphoblastic leukemia through inducing autophagic cell death and ferroptosis. Biochemical and Biophysical Research Communications. 2022; 608 :108-115 - 56.
Yang X, Li Y, Zhang Y, Liu J. Circ_0000745 promotes acute lymphoblastic leukemia progression through mediating miR-494-3p/NET1 axis. Hematology. 2022; 27 (1):11-22 - 57.
Morrison VA. Chronic leukemias. CA: A Cancer Journal for Clinicians. 1994; 44 (6):353-377 - 58.
Altman AJ. Chronic leukemias of childhood. Pediatric Clinics of North America. 1988; 35 (4):765-787 - 59.
Young JA. Epidemiology and management of infectious complications of contemporary management of chronic leukemias. Infectious Disorders Drug Targets. 2011; 11 (1):3-10 - 60.
Gong H, Li H, Yang Q , Zhang G, Liu H, Ma Z, et al. A ferroptosis molecular subtype-related signature for predicting prognosis and response to chemotherapy in patients with chronic lymphocytic leukemia. BioMed Research International. 2022; 2022 :5646275 - 61.
Zhu S, Liu J, Kang R, Yang M, Tang D. Targeting NF-kappaB-dependent alkaliptosis for the treatment of venetoclax-resistant acute myeloid leukemia cells. Biochemical and Biophysical Research Communications. 2021; 562 :55-61 - 62.
Pramil E, Herbi Bastian L, Denefle T, Nemati F, Xiao M, Larde E, et al. Targeting chronic lymphocytic leukemia with N-methylated thrombospondin-1-derived peptides overcomes drug resistance. Blood Advances. 2019; 3 (20):2920-2933 - 63.
Li R, Yin B, Zeng D, Liu Z. A novobiocin derivative, XN4, triggers ferroptosis in gastric cancer cells via the activation of NOX4. Pharmaceutical Biology. 2022; 60 (1):1449-1457 - 64.
Liu S, Wu W, Chen Q , Zheng Z, Jiang X, Xue Y, et al. TXNRD1: a key regulator involved in the ferroptosis of CML cells induced by cysteine depletion in vitro. Oxidative Medicine and Cellular Longevity. 2021; 2021 :7674565 - 65.
Song C, Li D, Zhang J, Zhao X. Role of ferroptosis in promoting cardiotoxicity induced by Imatinib Mesylate via down-regulating Nrf2 pathways in vitro and in vivo. Toxicology and Applied Pharmacology. 2022; 435 :115852