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Article

Gender-Specific Gene Regulation of Ferroptosis in Non-Utilized Liver Donors

by
Hala Nazzal
1,†,
Halil Kaan Caliskan
2,†,
Meghan Unes
3,
Chandrashekhara Manithody
2,
Shun Onishi
2,
Pranjali Rajalakshmi
2,
Yasar Caliskan
4,*,
Mustafa Nazzal
5 and
Ajay Jain
2,*
1
College of Arts and Sciences, Saint Louis University, 1402 S. Grand Blvd, St. Louis, MO 63104, USA
2
Department of Pediatrics, School of Medicine, Saint Louis University, 1402 S. Grand Blvd, St. Louis, MO 63104, USA
3
School of Medicine, Saint Louis University, 1402 S. Grand Blvd, St. Louis, MO 63104, USA
4
Division of Nephrology, SSM Health Saint Louis University Hospital, 1201 S. Grand Blvd, St. Louis, MO 63104, USA
5
Department of Surgery, SSM Health Saint Louis University Hospital, 1201 S. Grand Blvd, St. Louis, MO 63104, USA
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work.
Genes 2026, 17(2), 220; https://doi.org/10.3390/genes17020220
Submission received: 30 November 2025 / Revised: 10 January 2026 / Accepted: 2 February 2026 / Published: 10 February 2026
(This article belongs to the Section Molecular Genetics and Genomics)

Abstract

Background/Objectives: Females are generally more resistant to ischemia-related ferroptosis than males, due to differences in iron metabolism, antioxidant pathways, and sex hormone-mediated regulation of ferroptosis suppressors. This has not been systematically studied in a human donor liver model. To investigate the effect of sex on ferroptosis and oxidative stress pathways in non-utilized donor livers (NDLs), we assessed patterns of gene expression in NDLs under ex vivo normothermic machine perfusion (NMP). Methods: We utilized the PROTECT dual-circuit ex vivo NMP system to assess three male and two female NDLs undergoing 6 h NMP. Perfusate and tissue samples were collected at baseline and 6 h of NMP. Malondialdehyde (MDA) levels were quantified as biochemical markers of iron overload and lipid peroxidation, respectively. Ferroptosis-related gene expression was assessed using molecular assays. Comparisons between male and female NDLs were used to determine the influence of sex on ferroptosis and oxidative injury during NMP. Results: NMP was successfully performed on NDLs (n = 5) from three male (56.3 ± 5.7 years) and two female donors (46.5 ± 0.7 years, p = 0.15). The fold-change in the oxidative stress marker MDA was comparable between female (1.2 ± 0.6) and male (1.0 ± 0.4) NDLs after 6 h NMP (p = 0.76). All livers showed upregulation of ferroptosis-related genes (Hypoxia-inducible factor 1 alpha, Iron Responsive Binding Elements 2, Ribosomal Protein L8, Ferritin Heavy Chain 1, Acyl-CoA synthetase family member 2, ATP synthase membrane subunit c locus 3, Heme-oxygenase 1, NAD(P)H Quinone Dehydrogenase 1, Tetratricopeptide Repeat Domain 35, Nuclear Factor Erythroid 2 Related Factor 2). ACSF2 expression was significantly higher in female NDLs compared with males undergoing 6 h NMP (3.6 ± 3.0 vs. 1.0 ± 0.7-fold change, p = 0.04). There were no sex-based significant differences observed in the expression of other ferroptosis-related genes (HIF-1α, IREB2, RPL8, FTH-1, ATP5G3, HO-1, NQO1, TTC35, and NRF2) between male and female NDLs. No gene reached statistical significance after false-discovery-rate (FDR) correction. Conclusions: Normothermic machine perfusion of NDLs was feasible, and no sex-related differences were observed in MDA levels or most ferroptosis-related gene expression after 6 h. Although ACSF2 showed higher expression in female livers, this was not significant after multiple testing correction, highlighting the need for larger studies to explore sex-dependent ferroptosis signaling during liver preservation.

1. Introduction

1.1. Physiological Interplay Between Sex, Ferroptosis, and Hepatic Ischemia–Reperfusion Injury (IRI)

Sex significantly influences susceptibility to ferroptosis and ischemia–reperfusion injury (IRI) in transplant organs, with male organs generally more vulnerable than females, most notably in hepatic IRI [1]. This sex-based dimorphism is driven by higher male expression of the denticleless E3 ubiquitin protein ligase (DTL), which regulates the degradation of Prospero homeobox 1 (PROX1), a transcription factor involved in organ development [1]. This degradation leads to increased polyunsaturated fatty acid (PUFA) levels and enhanced ferroptosis in hepatocytes, resulting in more severe liver injury [1]. Evidence for sex-specific effects is strongest in the liver, where the DTL-PROX1 axis appears central. In contrast, the current kidney and lung transplantation literature does not clearly delineate sex-based differences in ferroptosis or IRI, although ferroptosis broadly contributes to graft injury in these organs [2,3].

1.2. Sex-Based Differences in Vulnerability to Ferroptosis in Hepatic IRI

In hepatic IRI, males demonstrate higher expression of DTL, resulting in enhanced degradation of PROX1, increased polyunsaturated fatty acid levels, and an exacerbation of ferroptosis. In contrast, female livers show lower DTL expression, conferring relative resistance to ferroptosis and IRI [1]. Additionally, male hepatocytes have higher mitochondrial iron and reactive oxygen species (ROS) accumulation, with increased expression of iron importers (TfR1, Mfrn1) and lower ferritin (FTH1), further predisposing them to ferroptosis. Female hepatocytes exhibit enhanced iron storage and reduced iron import, contributing to ferroptosis resistance [3]. In the kidney, female sex confers protection against ferroptosis in proximal tubular cells following ischemic injury, mediated in part by upregulation of the NRF2 antioxidant pathway. Pharmacological activation of NRF2 in males can recapitulate the female-resistant phenotype [4]. Furthermore, estradiol and its metabolites directly inhibit ferroptosis through both non-genomic (radical trapping antioxidant activity) and genomic mechanisms (ESR1-mediated suppression of pro-ferroptotic pathways), explaining the reduced sensitivity of female kidneys to ischemic injury [5]. Sex hormones regulate ferroptosis surveillance mechanisms: estrogen receptor activation upregulates anti-ferroptotic enzymes (e.g., MBOAT1), while androgen receptor signaling modulates distinct ferroptosis suppressors (e.g., MBOAT2), further contributing to sex differences in ferroptosis susceptibility [6].

1.3. Ferroptosis, IRI, and Implications in Liver Transplantation

Marginal donor livers (MDLs), including those with steatosis or procured after circulatory death, are increasingly utilized to address the organ shortage crisis. However, MDLs are highly vulnerable to IRI, a key driver of early allograft dysfunction. Ferroptosis, an iron-dependent regulated form of cell death, has emerged as a central mechanism underlying IRI. Biological sex significantly influences ischemia-related ferroptosis, with males generally exhibiting greater susceptibility to ferroptotic cell death in ischemic injury compared to females. This sexual dimorphism has been demonstrated in multiple organ systems, including the liver and kidney [1,2,3,4,5,6].
In summary, females are generally more resistant to ischemia-related ferroptosis than males, due to differences in iron metabolism, antioxidant pathways, and sex hormone-mediated regulation of ferroptosis suppressors [1,2,3,4,5,6]. This has not been systematically studied in human donor livers. Considering this, we investigated the effects of sex on ferroptosis and oxidative stress pathways by leveraging ex vivo normothermic machine (NMP) perfusion in non-utilized donor livers (NDLs). This preliminary study seeks to further the understanding of sex-specific influences on liver allograft outcomes and enhance transplantation strategies.

2. Materials and Methods

2.1. Donors and Livers

Following Institutional Review Board and Institutional Biosafety Committee approval (No. 2018-00040), human NDLs were procured with informed donor consent for research purposes. All livers were deemed unsuitable for transplantation. The study complied with the Declarations of Helsinki and Istanbul. Anonymized donor information was provided by the Mid-America Transplant Center.

2.2. Normothermic Machine Perfusion of Donor Livers

Each liver was surgically split into right and left lobes and cannulated according to Couinaud and Bismuth classifications, as previously described [7]. The portal vein and hepatic artery of each lobe were cannulated and perfused using two independent circuits within the PROTECT system [7] (Figure 1). After successful cannulation, perfusion parameters were stabilized. Mean arterial pressure (MAP) was maintained between 65 and 80 mmHg, and portal vein pressure remained steady between 10 and 15 mmHg. Whole blood flow was adjusted to 0.8–1.2 L/min, with an arterial-to-portal flow ratio of 1:4. Baseline and endpoint (6 h) samples were collected from each lobe.

2.3. Hematoxylin and Eosin (H&E) Staining

Liver biopsies were fixed in 10% buffered formalin, embedded in paraffin, and stained using the Scytec H&E kit (NC0510871, Fisher, Waltham, MA, USA). A board-certified pathologist, blinded to group assignment, assessed the samples for steatosis, inflammation, and injury.

2.4. RNA Extraction and Real-Time PCR Analysis

RNA extraction was performed using TRIzol™ (Invitrogen, Carlsbad, CA, USA) at Saint Louis University. cDNA was synthesized using the Verso cDNA Synthesis Kit (Thermo Fisher, Vilnius, Lithuania). Primers for ferroptosis-related genes (HO-1, HIF-1α, RPL8, IERB2, ACSF2, ATP5G3, FTH1, NQO1, TTC35, NRF2) were designed via Integrated DNA Technologies. Real-time PCR was performed using the CFX Connect Real-Time Detection System (Bio-Rad, Hercules, CA, USA) and iTaq™ Universal SYBR® Green Supermix (Bio-Rad, Hercules, CA, USA). Each assay was performed in triplicate. Gene expression analysis was compared at baseline and after 6 h of NMP to evaluate the effect of sex.

2.5. Assessment of Lipid Peroxidation (MDA Assay)

Lipid peroxidation was evaluated using the Thiobarbituric Acid Reactive Substances (TBARS) assay kit (MAK085, Sigma-Aldrich, St. Louis, MO, USA). Malondialdehyde (MDA) is a stable end product of lipid peroxidation that serves as one of the most widely used biomarkers for oxidative stress in these tissue samples. Tissues were homogenized in lysis buffer with butylated hydroxytoluene (BHT), centrifuged, and the supernatant was subsequently incubated with TBA at 95 °C for 60 min. Following centrifugation, absorbance at 532 nm was measured using a Synergy 2 Microplate Reader (Biotek Instruments, Winooski, VT, USA).

2.6. Statistical Analysis

All statistical analyses were performed using R (version 4.4.3, R Foundation for Statistical Computing, Vienna, Austria). Continuous variables (age, body mass index (BMI), cold ischemia time, and fold changes in gene expression and MDA level) were summarized as mean, standard deviation, median, and interquartile range. Because of the small sample size (5 livers: 2 female and 3 male), non-parametric methods were used for group comparisons. For each gene (HO-1, HIF-1α, RPL8, IREB2, ACSF2, ATP5G3, FTH1, NQO1, TTC35, NRF2) and for MDA fold change, we compared fold-change values between male and female livers using the Wilcoxon rank-sum test. All analyses were performed at the biological level, with each donor liver representing one independent observation. Comparisons between female and male livers used the Wilcoxon rank-sum test applied to per-donor median values, yielding an effective sample size of N = 2 female and N = 3 male livers. All tests were two-sided. To account for multiple testing across markers, p-values were adjusted using the false discovery rate (FDR) method. A p-value < 0.05 was considered statistically significant in the primary (unadjusted) analysis, and FDR-adjusted p-values were reported to aid interpretation in this exploratory study. Descriptive plots (boxplots with overlaid data points) were generated to visualize the distribution of fold-change values by sex for each marker.

3. Results

3.1. Donor and Liver Characteristics

All five livers (n = 5) were procured from donation after circulatory death (DCD), a group associated with increased susceptibility to IRI. The mean donor age for 3 male and 2 female donors is 56.3 ± 5.7 years and 46.5 ± 0.7 years, respectively (p = 0.15). Mean donor BMI is 31.6 kg/m2 (range: 23.8–36.2), reflecting a cohort with mild to moderate obesity. BMI and cold ischemia time were comparable between sex groups (p = 0.77 and p = 0.14, respectively). Computed tomography (CT) prior to procurement identified macrovesicular steatosis in liver A, while no other significant abnormalities were detected. The average cold ischemic time (CIT), defined as the interval between cross-clamping and the initiation of perfusion, was 5.8 h (range: 3–9), within acceptable ranges for ex vivo perfusion protocols. Characteristics of the donor population and non-utilized donor liver grafts are shown in Table 1.

3.2. Histological Assessment via H&E Staining

To establish baseline histological features and evaluate early injury, Hematoxylin and Eosin (H&E) staining was performed on pre- and post-perfusion liver samples (Figure 2). Liver A exhibited severe (>30%) macro vesicular steatosis, a known risk factor for perfusion-related injury and impaired recovery. In contrast, livers B and D showed only mild to moderate steatosis. Inflammation was typically mild and localized to zone 3 (centrilobular region) across all samples, consistent with early post-reperfusion changes. No significant hepatocellular necrosis or architectural disruption was observed, likely due to the relatively short duration of normothermic perfusion. These findings provided a foundational context for subsequent analyses of iron metabolism and ferroptosis signaling.

3.3. Ferroptosis-Related Gene Expression Patterns

Transcriptional responses to iron chelation were quantified via mRNA expression patterns of key ferroptosis-associated genes, including HO-1, HIF-1α, NQO1, FTH1, RPL8, IREB2, ATP5G3, ACSF2, TTC35, and NRF2 (Table 2). At baseline, there were no significant sex-based differences in the expression of ferroptosis-related genes, including HO-1, HIF-1α, RPL8, IREB2, ACSF2, ATP5G3, FTH1, NQO1, TTC35, and NRF2. After 6 h of NMP, ferroptosis-related genes (HIF-1α, IREB2, RPL8, FTH1, ACSF2, ATP5G3, HO-1, NQO1, TTC35, and NRF2) were upregulated across all livers (Figure 3). ACSF2 expression was significantly higher in female NDLs compared with males undergoing 6 h of NMP (3.6 ± 3.0 vs. 1.0 ± 0.7 fold-change, p = 0.04). Although not statistically significant, ATP5G3 (female: 1.8 ± 1.1 vs. male: 1.0 ± 0.7) and FTH-1 (female: 1.3 ± 0.7 vs. male: 2.3 ± 0.6) exhibited sex-related differences, with both comparisons trending toward significance (p = 0.09 for each). There were no sex-based significant differences observed in the expression of other ferroptosis-related genes (HIF-1α, IREB2, RPL8, HO-1, NQO1, TTC35, and NRF2) between male and female NDLs after 6 h of NMP. After correction for multiple testing using the FDR method, none of the observed differences remained statistically significant.

3.4. Lipid Peroxidation (MDA Assay)

Prior to perfusion, analysis of MDA levels at baseline showed no significant differences between male and female donor livers. Following 6 h of NMP, the fold-change in the oxidative stress marker MDA was comparable between female (1.2 ± 0.6) and male (1.0 ± 0.4) NDLs (p = 0.77) (Figure 4).

4. Discussion

4.1. Sex-Specific Differences in Liver Ferroptosis and IRI

In this exploratory cohort, we did not observe statistically robust sex-related differences in MDA levels or ferroptosis-related gene expression fold changes after 6 h of NMP; however, ACSF2 and, to a lesser extent, ATP5G3 and FTH1, emerged as potential candidates for further investigation in larger studies.
Sex differences in susceptibility to ferroptosis and IRI have been most clearly demonstrated in hepatic models, where males exhibit greater vulnerability than females. This sexual dimorphism has been linked to differential expression of the denticleless E3 ubiquitin protein ligase (DTL), which promotes PROX1 degradation, increases PUFA levels, and enhances ferroptosis in hepatocytes, resulting in more severe liver injury in males [1].
Although no unified pathway directly links acyl-CoA synthetase family member 2 (ACSF2), DTL, and PROX1, ACSF2 plays a direct role in PUFA metabolism by enhancing PUFA uptake and activation, suggesting a potential intersection with ferroptosis-related lipid homeostasis. In contrast, while DTL regulates protein degradation via ubiquitination, there is currently no evidence that it directly modulates ACSF2 or PUFA levels. Evidence for sex-specific ferroptosis mechanisms in kidney and lung transplantation remains limited, despite established roles for ferroptosis in graft injury across organs [3]. An overview of prior studies examining sex differences in hepatic IRI is provided in Table 3.

4.2. Understanding Interplay Between Sex-Specific Genetic Factors and Hormonal Signaling

Sex is a significant biological determinant of susceptibility to hepatic IRI and ferroptosis, arising from interactions among hormonal signaling, genetic sex determinants, iron metabolism, and cell-death pathways relevant to NDL. Prior studies show that males generally experience more severe hepatic IRI than females, though this advantage is age dependent and may be attenuated by hormonal fluctuations, reduced estrogen receptor abundance, and hepatic macrosteatosis [18,19]. Evidence suggests that estrogen-independent mechanisms also contribute to early female resilience following IRI [14].
In this study of non-utilized human livers undergoing 6 h of NMP, we did not observe statistically robust sex-related differences in biochemical or transcriptional markers of IRI. Lipid peroxidation, assessed by serum MDA fold change, showed no detectable sex-related differences, consistent with emerging evidence that sex effects on IRI are context-dependent and may be attenuated in ex vivo perfusion settings. Limited sample size likely reduced power to detect subtle biological differences.
Expression changes in ferroptosis and stress-response genes showed substantial overlap between sexes after correction for multiple testing. Although no gene reached statistical significance, ACSF2 demonstrated the strongest sex-associated trend, with higher induction in female livers, while ATP5G3 and FTH1 showed intermediate differences. These genes are involved in lipid metabolism, mitochondrial function, and iron handling, processes central to ferroptotic susceptibility, and warrant validation in larger cohorts. The remaining genes, including HO-1, HIF-1α, IREB2, NQO1, TTC35, and NRF2, showed no evidence of differential regulation between sexes under the conditions studied.
Male hepatocytes are generally more vulnerable to ferroptosis due to higher mitochondrial iron and ROS and preferential upregulation of iron importers, whereas females exhibit higher baseline FTH1 expression, conferring greater resistance. Given its role in iron sequestration and oxidative stress buffering, FTH1 remains a relevant candidate for further study in marginal livers undergoing NMP.
Females also demonstrate higher hepatic expression of NRF2-regulated antioxidant genes, and NRF2 activation is a recognized protective mechanism against ferroptosis [22,23]. During NMP, differential reliance on FTH1 induction in males and NRF2-driven antioxidant pathways in females may reflect these baseline differences [24,25,26].
Genetic sex determinants further modulate hepatic resilience. The sex-determining Region Y (SRY) gene on the Y chromosome enhances inflammation and oxidative stress by suppressing β-catenin/FOXO signaling and activating NF-κB and TLR4 pathways, directly increasing male vulnerability to IRI [17]. KCNE4 deletion reveals additional sex-dependent signaling differences, as in males, it is known to suppress protective RISK/SAFE pathways, while in females, it enhances protective GSK-3β inhibitory phosphorylation [16]. Similarly, estrogen sulfotransferase (EST), induced by oxidative stress via Nrf2, decreases active estrogen signaling and disproportionately increases injury in females, while EST deletion worsens injury in males [15]. Together, these findings highlight that sex differences in hepatic resilience are not explained by a single hormone or receptor but arise from multi-layered interactions between hormonal pathways, genetic sex factors, and cellular stress responses.

4.3. Assessing Influence of Iron Metabolism and Liver Injury

Sex differences in hepatic IRI are closely linked to ferroptosis and iron metabolism. Multi-omics studies identify the DTL-PROX1 axis as a key mediator of sex-dimorphic ferroptosis, with higher DTL expression in males promoting PROX1 degradation, increasing PUFA availability, and heightening ferroptotic susceptibility [1]. Sex-specific differences in iron handling further contribute to this dimorphism: male hepatocytes exhibit greater mitochondrial iron import, higher TfR1 expression, and increased ROS generation, whereas females show higher ferritin expression and stronger antioxidant defenses, conferring relative resistance to ferroptosis [3]. Aging and metabolic status may modify these effects, as studies suggest sex-dependent alteration in hepatic iron storage and lipid peroxidation [20,21]. Together, these differences in iron homeostasis help explain sex-based variability in ferroptotic injury and are relevant to assessing donor liver vulnerability.

4.4. Sex Differences in Liver Graft Injury and Relevance to Transplant Outcomes

Taken together, the literature demonstrates that sex differences in hepatic IRI and ferroptotic injury arise from an intricate interplay of hormonal status, sex chromosome–linked regulators, iron metabolism, and cell-death signaling pathways, including MAPK, β-catenin/FOXO, RISK/SAFE, and DTL-PROX1-mediated ferroptosis. These mechanisms have direct relevance for NDLs, as donor sex, age, metabolic status, iron load, and receptor expression may influence ferroptotic sensitivity and post-reperfusion viability. Incorporating sex-specific ferroptosis pathways into donor assessment and preservation strategies may improve risk stratification and support targeted interventions to safely expand the use of marginal livers.

4.5. Study Limitations and Future Directions

Limitations of this study include its preliminary, pilot design based on findings reported from five NDLs. Cohort size in this study was limited by scarce availability of non-utilized human donor livers as well as the resource-intensive and costly nature of NMP-focused experiments. Due to small sample size, generalizability and statistical power is reduced, and further studies should be performed to investigate causation. Future studies can build upon the observational nature of this preliminary study by expanding the sample size to enhance the representativeness of a study population and, in turn, improve generalizability to clinical settings. Secondly, it is important to acknowledge variability in donor characteristics, including cause of death, race, and factors such as the hepatitis C virus, hypertension, and diabetes mellitus status. With only five donors, the ability to assess these factors as potential confounders is limited. Third, our study utilizes MDA concentrations as a lipid peroxidation marker to investigate sex-based differences. Due to limited tissue availability, additional assays, such as GPX4, ACSL4, and iron-handling proteins, including transferrin receptor (TfR) and ferroportin, could not be performed. Future studies incorporating these measures, as well as correlating ferroptosis-related gene expression data with protein-level analysis, will be essential to validate and extend these preliminary findings.
Our findings provide preliminary analyses on the influences of sex in ferroptosis-related gene expression patterns under NMP conditions. Results of this observational study provide a hypothesis-generating guide for future research, and future studies will be important to validate these initial trends.

5. Conclusions

In this small exploratory cohort, we did not observe statistically robust sex-related differences in MDA levels or ferroptosis-related gene expression changes after 6 h of NMP. Although ACSF2 and, to a lesser extent, ATP5G3 and FTH1, showed nominal sex-associated expression differences, these findings did not remain significant after correction for multiple testing and should be interpreted cautiously. Overall, this study is hypothesis-generating and underscores the need for larger, adequately powered investigations to determine whether sex-dependent ferroptosis signaling contributes meaningfully to IRI during liver preservation. Future studies integrating interactomic and network-based approaches may provide critical causal insight into the sex-specific regulation of ferroptosis during IRI, enabling identification of key regulatory nodes and therapeutic targets that are not apparent from single-gene analyses.

Author Contributions

Conceptualization, A.J., M.N., Y.C., S.O. and P.R.; Methodology, A.J., M.N. and Y.C.; Software, C.M.; validation, A.J., M.N., Y.C. and C.M.; Formal analysis, A.J., M.N., Y.C. and C.M.; Investigation, H.N., H.K.C., S.O. and P.R.; Resources, H.N., H.K.C., C.M., A.J., S.O. and P.R.; Data curation, H.N., H.K.C., S.O. and P.R.; Writing—original draft preparation, H.N., H.K.C. and M.U.; Writing—review and editing, H.N., H.K.C., M.U., M.N., S.O. and P.R.; Visualization, H.N., H.K.C., A.J., S.O. and P.R.; Supervision, A.J., M.N. and C.M.; Project administration, A.J., M.N. and Y.C. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

The study was conducted according to the guidelines of the Declaration of Helsinki and approved by the Institutional Review Board of Saint Louis University, No. 2018-00040, 29 January 2019.

Informed Consent Statement

Informed consent was obtained from all subjects involved in the study.

Data Availability Statement

The data presented in this study are available upon request from the corresponding author.

Conflicts of Interest

The authors declare no conflicts of interest.

Abbreviations

The following abbreviations are used in this manuscript:
NDLsNon-utilized Donor Livers
NMPNormothermic Machine Perfusion
MDAMalondialdehyde
HIF-1 alphaHypoxia-inducible factor 1 alpha
IREB2Iron Responsive Binding Elements 2
RPL8Ribosomal Protein L8
FTH-1Ferritin Heavy Chain 1 (also appears as FTH-1)
ACSF2Acyl-CoA synthetase family member 2
ATP5G3ATP synthase membrane subunit c locus 3
HO-1Heme-oxygenase 1
NQO1NAD(P)H Quinone Dehydrogenase 1
TTC35Tetratricopeptide Repeat Domain 35
NRF2Nuclear Factor Erythroid 2 Related Factor 2
FDRFalse-Discovery-Rate
IRIIschemia–Reperfusion Injury
DTLDenticleless E3 Ubiquitin Protein Ligase
PROX1Prospero Homeobox 1
PUFAPolyunsaturated Fatty Acid
ROSReactive Oxygen Species
TfR1Transferrin Receptor 1
Mfrn1Mitochondrial Iron Importer Mitoferrin 1
MDLsMarginal Donor Livers
MAPMean Arterial Pressure
H&EHematoxylin and Eosin
TBARSThiobarbituric Acid Reactive Substances
BHTButylated Hydroxytoluene
BMIBody Mass Index
DCDDonation After Circulatory Death
CTComputed Tomography
CITCold Ischemia Time
AAAfrican American (in Table 1)
CODCause of Death (in Table 1)
CVACardiovascular Accident (in Table 1)
DMDiabetes Mellitus (in Table 1)
FFemale (in Table 1 and figures)
HCVHepatitis C Viremia (in Table 1)
HTNHypertension (in Table 1)
MMale (in Table 1 and figures)
PTPerfusion Time (in Table 1)
DFODeferoxamine (in Figure 2 caption)
ACSL4Acyl-CoA Synthetase Long-Chain Family Member 4 (in Table 3)
ALTAlanine Aminotransferase (in Table 3)
ASTAspartate Aminotransferase (in Table 3)
ERKExtracellular Signal-Regulated Kinase (in Table 3)
ER Estrogen Receptor (in Table 3)
ESTEstrogen Sulfotransferase (in Table 3)
FSHFollicle-Stimulating Hormone (in Table 3)
HbA1cHemoglobin A1c (in Table 3)
IHCImmunohistochemistry (in Table 3)
INRInternational Normalized Ratio (in Table 3)
JNKc-Jun N-terminal Kinase (in Table 3)
LHLuteinizing Hormone (in Table 3)
MAPKMitogen-Activated Protein Kinase (in Table 3)
NF-κBNuclear Factor Kappa Light Chain Enhancer of Activated B cells (in Table 3)
OVXOvariectomy (in Table 3)
SRYSex-Determining Region Y (in Table 3)

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Figure 1. Schematic illustration of the novel PROTECT model used for split-liver normothermic perfusion and evaluation of iron chelation.
Figure 1. Schematic illustration of the novel PROTECT model used for split-liver normothermic perfusion and evaluation of iron chelation.
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Figure 2. Hematoxylin and Eosin (H&E) staining of liver tissue. DFO: deferoxamine-treated lobes; control: untreated lobes. Magnification: ×200.
Figure 2. Hematoxylin and Eosin (H&E) staining of liver tissue. DFO: deferoxamine-treated lobes; control: untreated lobes. Magnification: ×200.
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Figure 3. mRNA expression fold change after 6 h of normothermic machine perfusion (NMP) by sex. Fold-change values for HO-1, HIF-1α, RPL8, IREB2, ACSF2, ATP5G3, FTH1, NQO1, TTC35, and NRF2 after 6 h of NMP are shown for female (F) and male (M) donor livers. For each donor, gene expression assays were performed in triplicate both before and after NMP. This resulted in a total of six data points for female livers and nine data points for male livers. Each point represents an individual measurement from a single liver; boxplots display the median, interquartile range, and full range of observations. Comparisons between female and male livers used the Wilcoxon rank-sum test applied to per-donor median values, yielding an effective sample size of N = 2 female and N = 3 male livers. No gene reached statistical significance after false-discovery-rate (FDR) correction. ACSF2 showed the smallest unadjusted p-value (p = 0.04; FDR = 0.215), suggesting a non-significant trend toward higher expression in female livers.
Figure 3. mRNA expression fold change after 6 h of normothermic machine perfusion (NMP) by sex. Fold-change values for HO-1, HIF-1α, RPL8, IREB2, ACSF2, ATP5G3, FTH1, NQO1, TTC35, and NRF2 after 6 h of NMP are shown for female (F) and male (M) donor livers. For each donor, gene expression assays were performed in triplicate both before and after NMP. This resulted in a total of six data points for female livers and nine data points for male livers. Each point represents an individual measurement from a single liver; boxplots display the median, interquartile range, and full range of observations. Comparisons between female and male livers used the Wilcoxon rank-sum test applied to per-donor median values, yielding an effective sample size of N = 2 female and N = 3 male livers. No gene reached statistical significance after false-discovery-rate (FDR) correction. ACSF2 showed the smallest unadjusted p-value (p = 0.04; FDR = 0.215), suggesting a non-significant trend toward higher expression in female livers.
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Figure 4. Lipid peroxidation (MDA) fold change after 6 h of NMP by sex. Serum MDA fold change is shown for female (F) and male (M) donor livers. Points represent individual measurements; boxes show median and interquartile range. Comparisons between female and male livers used the Wilcoxon rank-sum test applied to per-donor median values, yielding an effective sample size of n = 2 female and n = 3 male livers. No significant sex-related difference was observed (Wilcoxon rank-sum p = 0.77).
Figure 4. Lipid peroxidation (MDA) fold change after 6 h of NMP by sex. Serum MDA fold change is shown for female (F) and male (M) donor livers. Points represent individual measurements; boxes show median and interquartile range. Comparisons between female and male livers used the Wilcoxon rank-sum test applied to per-donor median values, yielding an effective sample size of n = 2 female and n = 3 male livers. No significant sex-related difference was observed (Wilcoxon rank-sum p = 0.77).
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Table 1. Donor and liver characteristics (n = 5).
Table 1. Donor and liver characteristics (n = 5).
LiverAgeSexRaceBMICODReason for DeclineCT findingsHCVAlcoholismDMHTNCITPT
A50MW32.9CVAMarginal liver, DCD status, high BMI, expedited allocationDiffuse hepatic steatosisNNNY3.55
B61MW33.6AnoxiaMarginal liver, DCD status, high BMI, expedited allocation, declined upon visualizationMild periportal edemaNNNY3.55
C47FW27.3CVADeclined upon visualizationMild periportal edemaNNNY85
D46FAA35.6AnoxiaMarginal liver, DCD status, high BMIN/ANNNY94
E58MW23.8Head traumaExpedited allocation, marginal liver, DCD statusCholelithiasis without cholecystitisNYNN36
Abbreviations: AA: African American, BMI: body mass index, COD: cause of death, CIT: cold ischemia time (hours), CVA: cardiovascular accident, DCD: donation after circulatory death, DM: diabetes mellitus, F: female, HCV: hepatitis C viremia, HTN: hypertension, M: male, PT: perfusion time (hours).
Table 2. Ferroptosis-related genes.
Table 2. Ferroptosis-related genes.
GeneFunctionPromotion/Suppression
HO-1 (Heme-oxygenase 1)Metabolizes heme and supplies ferrous iron to cells, and is known to suppress ferroptosisUnclear
HIF1-alpha (Hypoxia-inducible factor 1 alpha)One of the key factors mediating adaptation to hypoxiaSuppress
NQO1 (Quinone oxidoreductase 1)Induced by oxidative stress and has a protective function against hypoxiaPromote
FTH1 (Ferritin heavy chain 1)Encodes the component of ferritinSuppress
RPL8 (Ribosomal protein L8)Knockdown of RPL8 suppresses erastin-induced ferroptosisPromote
IREB2 (Iron responsive binding elements 2)Regulates iron metabolism and controls homeostatic genesPromote
ATP5G3 (ATP synthase F0 complex subunit C3)Upregulated by other ferroptosis-related genesPromote
TTC35 (Tetratricopeptide repeat domain 35)Required for erastin-induced ferroptosisPromote
ACSF2 (Acyl-CoA synthetase 2)Associated with the regulation of mitochondrial fatty acid metabolismSuppress-Promote
NRF2 (Nuclear factor erythroid 2 related factor 2)A key regulator of antioxidant response and control of other ferroptosis-related genesSuppress
Table 3. Characteristics of studies assessing sex differences in hepatic ischemia–reperfusion injury (IRI).
Table 3. Characteristics of studies assessing sex differences in hepatic ischemia–reperfusion injury (IRI).
Author Journal (Year)Study CharacteristicsOutcome MeasuresFindings
Huang et al. Cell Rep. (2025) [1]Human liver tissue; murine hepatic IRI; hepatocyte modelsDTL–PROX1 signaling; ferroptosisDTL promotes ferroptosis and hepatic IRI via PROX1 degradation and lipid remodeling, driving sex dimorphism. Pharmacologic DTL inhibition attenuated liver injury.
Granata et al. Antioxidants (2022) [2]Review of kidney transplantation IRIOxidative stress pathways; ferroptosisHighlights ferroptosis as a key mediator of IRI, interacting with mitophagy and antioxidant systems.
Tao et al. Redox Biol. (2023) [3]Male/female mice ± ovariectomy; hepatocyte cultures; human liver samplesFerroptosis susceptibility; iron handlingMale hepatocytes were more vulnerable to ferroptosis due to higher mitochondrial Fe2+ and ROS. Females had lower TfR1/Mfrn1 and higher FTH1/FSP1, conferring resistance independent of ovarian hormones.
Ide et al. Cell Rep. (2022) [4]Male and female kidney injury modelsFerroptosis sensitivity; repairSex differences in ferroptosis underlie divergent injury and repair responses.
Tonnus et al. Nature (2025) [5]AKI models with estradiol manipulationFerroptosis; kidney injuryEstradiol inhibits ferroptosis through multiple mechanisms, conferring tissue protection.
Liang et al. Cell (2023) [6]Cell and animal modelsGPX4-independent ferroptosisFerroptosis surveillance is sex-hormone regulated and independent of GPX4.
Nazzal et al. Pediatr. Transplant. (2022) [7]Split liver IRI modelFerroptosis markers; injury severityFerroptosis modulators mitigate liver IRI, validating translational relevance.
Marszalek et al. J. Biol. Chem. (2004) [8]ACSL2 overexpression in cell modelsFatty acid uptake; lipid metabolismACSL2 enhances long-chain fatty acid internalization, relevant to lipid remodeling in ferroptosis.
Marszalek et al. J. Biol. Chem (2005) [9]Cellular metabolic studiesDHA metabolismACSL6 preferentially promotes DHA metabolism, demonstrating isoform-specific lipid regulation.
Wójcik et al. J. Cell Mol. Med. (2014) [10]Adipocyte differentiation modelsProteasome activity; lipid metabolismOmega-3 PUFAs modulate lipid metabolism via the ubiquitin–proteasome system.
Karim et al. eLife (2025) [11]Cell models under nutrient stressACSS2 deacetylation; lipogenesisSIRT2-mediated ACSS2 deacetylation suppresses lipogenesis during metabolic stress.
Eckhoff et al. Surgery (2002) [12]Male C57BL/6J miceHistology; nonviable cells; TNF-α17β-estradiol protected against hepatic IRI, reduced histologic injury, TNF-α, and neutrophil adhesion.
Vilatoba et al. Transplant Proc. (2005) [13]Reduced-size liver IRI modelAST; apoptosis; MAPK signalingFemales had lower AST. Estradiol reduced injury, apoptosis, and modulated JNK/ERK/p38 pathways.
De Vries et al. Ann. Hepatol. (2013) [14]Male and female rats ± ER blockadeBile flow; AST/ALT; histologyFemales recovered bile flow faster; ER blockade slowed recovery, suggesting limited ER involvement.
Guo et al. J. Biol. Chem. (2015) [15]WT and EST-KO miceAST/ALT; Nrf2 signalingEST induction reduced active estrogen during oxidative stress, producing sex-specific IRI outcomes.
Hu et al. Am. J. Physiol. (2019) [16]Male/female KCNE4-KO miceALT; RISK/SAFE pathwaysKCNE4 deletion worsened IRI in males; females showed enhanced protective signaling.
Dong et al. Ann. Surg. (2022) [17]Human hepatectomy; SRY-overexpressing miceLiver enzymes; inflammationSRY drives male-biased hepatic IRI via β-catenin destabilization and NF-κB/TLR4 activation.
Han et al. Transplantation (2022) [18]358 living liver donorsAST/ALT slope; ER IHCFemale advantage present only in ≤40-year non-steatotic donors; ER expression mirrored findings.
Li et al. Sci. Rep. (2023) [19]75 hepatectomy patientsALT; AST; bilirubin; INR/PTMales had more severe IRI. Premenopausal females showed worse injury than postmenopausal females.
Bloomer et al. Exp. Physiol. (2024) [20]Young and aged ratsIron content; ferroptosis mediatorsFemales had higher non-heme iron and FTH1; aging increased oxidative stress despite similar labile iron.
Giuliano et al. Int. Emerg. Med. (2025) [21]893 adult patientsSerum iron; metabolic markersLower serum iron associated with metabolic dysfunction; sex-specific associations observed in women only.
Liu et al. Drug Metab. Dispos. (2021) [22]Human liver transcriptomicsNRF2-regulated genesSex-, age-, and ethnicity-dependent variation in drug-processing and NRF2 target genes.
Yu et al. Front. Physiol. (2025) [23]Vascular cell modelsFerroptosis regulationSex hormones differentially regulate ferroptosis mechanisms.
Adams et al. Lancet (2023) [24]Clinical reviewIron overloadComprehensive overview of iron metabolism disorders relevant to liver disease.
Matz-Soja et al. J. Hepatol. (2025) [25]Review of liver homeostasisSex differences; zonationSex-related variation influences liver physiology and disease susceptibility.
Harrison-Findik, World J. Hepatol. (2010) [26]ReviewIron metabolism; liver diseaseFoundational review of sex-based differences in iron metabolism and liver pathology.
Abbreviations: ACSL4: acyl-coA synthetase long-chain family member 4, ALT: alanine aminotransferase, AST: aspartate aminotransferase, BMI: body mass index, ERK: extracellular signal-regulated kinase, DTL: denticleless E3 ubiquitin ligase homolog, ER: estrogen receptor, EST: estrogen sulfotransferase, FSH: follicle-stimulating hormone, FTH1: ferritin heavy chain 1, HbA1c: hemoglobin A1c, IHC: immunohistochemistry, INR: international normalized ratio, IRI: ischemia and reperfusion injury, JNK: c-Jun N-terminal kinase, LH: luteinizing hormone, MAPK: mitogen-activated protein kinase, Mfrn1: mitochondrial iron importer mitoferrin 1, NF-κB: nuclear factor kappa light chain enhancer of activated B cells, Nrf-2: nuclear factor erythroid 2-related factor, OVX: ovariectomy, PROX3: Prospero homeobox 3, PT: prothrombin time, ROS: reactive oxygen species, SRY: sex-determining region Y, TfR1: transferrin receptor 1, TNF-α: tumor necrosis factor-alpha.
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Nazzal, H.; Caliskan, H.K.; Unes, M.; Manithody, C.; Onishi, S.; Rajalakshmi, P.; Caliskan, Y.; Nazzal, M.; Jain, A. Gender-Specific Gene Regulation of Ferroptosis in Non-Utilized Liver Donors. Genes 2026, 17, 220. https://doi.org/10.3390/genes17020220

AMA Style

Nazzal H, Caliskan HK, Unes M, Manithody C, Onishi S, Rajalakshmi P, Caliskan Y, Nazzal M, Jain A. Gender-Specific Gene Regulation of Ferroptosis in Non-Utilized Liver Donors. Genes. 2026; 17(2):220. https://doi.org/10.3390/genes17020220

Chicago/Turabian Style

Nazzal, Hala, Halil Kaan Caliskan, Meghan Unes, Chandrashekhara Manithody, Shun Onishi, Pranjali Rajalakshmi, Yasar Caliskan, Mustafa Nazzal, and Ajay Jain. 2026. "Gender-Specific Gene Regulation of Ferroptosis in Non-Utilized Liver Donors" Genes 17, no. 2: 220. https://doi.org/10.3390/genes17020220

APA Style

Nazzal, H., Caliskan, H. K., Unes, M., Manithody, C., Onishi, S., Rajalakshmi, P., Caliskan, Y., Nazzal, M., & Jain, A. (2026). Gender-Specific Gene Regulation of Ferroptosis in Non-Utilized Liver Donors. Genes, 17(2), 220. https://doi.org/10.3390/genes17020220

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