Enzymatic/Mitochondrial Import Bottleneck in Sepsis with Possible Extensions to DIC: IV Glutathione and Hinokitiol as Potential Therapeutic Candidates
Abstract
1. Introduction
2. Results
2.1. Bulk Differential Expression
2.2. Cross-Dataset Consistency and Deconvolution Resolution
2.2.1. NLRP3 Upregulation Is Concentrated in Myeloid Cells
2.2.2. GCLM Bulk “Upregulation” as a Compositional Artifact
2.2.3. GCLC Transcript Abundance Inversely Correlates with Estimated Myeloid Fractions
2.2.4. GSDMD Transcript Levels Are Elevated in Multiple Myeloid and Lymphoid Populations
2.2.5. Receptor-Mediated Mitophagy Transcripts Are Suppressed in the Sepsis Landscape
2.3. Mechanistic Convergence in Myeloid Cells
2.4. Within-Patient AFG3L2–SLC25A39 Co-Transcription in Isolated Monocytes
3. Discussion
3.1. GCL Modulation and GSH: Is This the Enzymatic Bottleneck?
3.2. Converging Pathways to DIC
3.2.1. Receptor-Mediated Mitophagic Failure (BNIP3L/FUNDC1) and Procoagulant Endothelial Apoptosis
3.2.2. Mitochondrial Collapse Drives Coagulation Activation via the NLRP3/GSDMD Pyroptotic Axis
3.2.3. NK Cell and Lymphocyte Dysfunction Preventing Sepsis Resolution
3.3. Central Hypothesis
3.4. Articulating the Findings
3.4.1. The Central Bioinformatic Finding
3.4.2. Why Bulk Transcriptomics Alone Is Misleading in Sepsis
3.4.3. NK Cell and PRKN Limitations
3.5. Why N-Acetylcysteine Has Not Worked
3.6. Therapeutic Strategy
3.7. Preliminary Taxonomy of DIC Subtypes by Predicted GSH Axis Relevance
3.8. Limitations
3.8.1. No Direct mGSH Measurement
3.8.2. Observational Design
3.8.3. PRKN Undetectable
3.8.4. NK Cell Depletion Not Detected
3.8.5. GSE28750 Dataset Is Functionally Underpowered
3.8.6. No DIC Stratification
3.8.7. Gene–Cell-Type Associations
3.8.8. Protein Abundance Cannot Be Measured Directly
3.8.9. Dataset Heterogeneity
3.9. Experimental Studies That Can Be Conducted Based on Bioinformatic Findings
4. Materials and Methods
4.1. Dataset Selection
4.2. Longitudinal Validation Cohort (Cell-Specific Temporal Profiling)
4.3. Computational Methodology
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Singer, M.; Deutschman, C.S.; Seymour, C.W.; Shankar-Hari, M.; Annane, D.; Bauer, M.; Bellomo, R.; Bernard, G.R.; Chiche, J.-D.; Coopersmith, C.M.; et al. The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3). JAMA 2016, 315, 801–810. [Google Scholar] [CrossRef] [Scilit]
- Levi, M.; van der Poll, T. Coagulation and Sepsis. Thromb. Res. 2017, 149, 38–44. [Google Scholar] [CrossRef] [Scilit]
- Iba, T.; Levy, J.H.; Maier, C.L.; Helms, J.; Umemura, Y.; Moore, H.; Othman, M.; Thachil, J.; Connors, J.M.; Levi, M.; et al. Updated Definition and Scoring of Disseminated Intravascular Coagulation in 2025: Communication from the ISTH SSC Subcommittee on Disseminated Intravascular Coagulation. J. Thromb. Haemost. 2025, 23, 2356–2362. [Google Scholar] [CrossRef] [Scilit]
- Tsantes, A.G.; Parastatidou, S.; Tsantes, E.A.; Bonova, E.; Tsante, K.A.; Mantzios, P.G.; Vaiopoulos, A.G.; Tsalas, S.; Konstantinidi, A.; Houhoula, D.; et al. Sepsis-Induced Coagulopathy: An Update on Pathophysiology, Biomarkers, and Current Guidelines. Life 2023, 13, 350. [Google Scholar] [CrossRef] [Scilit]
- Curtiaud, A.; Iba, T.; Angles-Cano, E.; Meziani, F.; Helms, J. Biomarkers of Sepsis-Induced Coagulopathy: Diagnostic Insights and Potential Therapeutic Implications. Ann. Intensive Care 2025, 15, 12. [Google Scholar] [CrossRef] [Scilit]
- Aquilano, K.; Baldelli, S.; Ciriolo, M.R. Glutathione: New Roles in Redox Signaling for an Old Antioxidant. Front. Pharmacol. 2014, 5, 196. [Google Scholar] [CrossRef] [Scilit]
- Willis, M.N.; Liu, Y.; Biterova, E.I.; Simpson, M.A.; Kim, H.; Lee, J.; Barycki, J.J. Enzymatic Defects Underlying Hereditary Glutamate Cysteine Ligase Deficiency Are Mitigated by Association of the Catalytic and Regulatory Subunits. Biochemistry 2011, 50, 6508–6517. [Google Scholar] [CrossRef] [Scilit]
- Wang, Y.; Yen, F.S.; Zhu, X.G.; Timson, R.C.; Weber, R.; Xing, C.; Liu, Y.; Allwein, B.; Luo, H.; Yeh, H.-W.; et al. SLC25A39 Is Necessary for Mitochondrial Glutathione Import in Mammalian Cells. Nature 2021, 599, 136–140. [Google Scholar] [CrossRef] [Scilit]
- Shi, X.; DeCiucis, M.; Grabinska, K.A.; Kanyo, J.; Liu, A.; Lam, T.T.; Shen, H. Dual Regulation of SLC25A39 by AFG3L2 and Iron Controls Mitochondrial Glutathione Homeostasis. Mol. Cell 2024, 84, 802–810.e6. [Google Scholar] [CrossRef] [Scilit]
- Kawase, A.; Hatanaka, M.; Matsuda, N.; Shimada, H.; Iwaki, M. SLC25A39 and SLC25A40 Expression in Mice with Bile Duct Ligation or Lipopolysaccharide Treatment. Int. J. Mol. Sci. 2022, 23, 8573. [Google Scholar] [CrossRef] [Scilit]
- Yin, M.; Palsson-McDermott, E.M.; Henry, Ó.C.; Ge, Z.; Toller-Kawahisa, J.E.; Min, Y.; McGettrick, A.F.; Gordon, A.L.; Heffernan, S.B.; Marrone, L.; et al. Mitochondrial Glutathione Transporter SLC25A40 Regulates Macrophage Cytokine Production. Sci. Rep. 2025, 15, 42939. [Google Scholar] [CrossRef] [Scilit]
- Grant, C.M.; MacIver, F.H.; Dawes, I.W. Glutathione Synthetase Is Dispensable for Growth under Both Normal and Oxidative Stress Conditions in the Yeast Saccharomyces Cerevisiae Due to an Accumulation of the Dipeptide Gamma-Glutamylcysteine. Mol. Biol. Cell 1997, 8, 1699–1707. [Google Scholar] [CrossRef] [Scilit]
- Thimmulappa, R.K.; Lee, H.; Rangasamy, T.; Reddy, S.P.; Yamamoto, M.; Kensler, T.W.; Biswal, S. Nrf2 Is a Critical Regulator of the Innate Immune Response and Survival during Experimental Sepsis. J. Clin. Investig. 2006, 116, 984–995. [Google Scholar] [CrossRef] [Scilit]
- Kong, X.; Thimmulappa, R.; Craciun, F.; Harvey, C.; Singh, A.; Kombairaju, P.; Reddy, S.P.; Remick, D.; Biswal, S. Enhancing Nrf2 Pathway by Disruption of Keap1 in Myeloid Leukocytes Protects against Sepsis. Am. J. Respir. Crit. Care Med. 2011, 184, 928–938. [Google Scholar] [CrossRef] [Scilit]
- Itoh, K.; Wakabayashi, N.; Katoh, Y.; Ishii, T.; Igarashi, K.; Engel, J.D.; Yamamoto, M. Keap1 Represses Nuclear Activation of Antioxidant Responsive Elements by Nrf2 through Binding to the Amino-Terminal Neh2 Domain. Genes. Dev. 1999, 13, 76–86. [Google Scholar] [CrossRef] [Scilit]
- Lu, S.C. Glutathione Synthesis. Biochim. Biophys. Acta 2013, 1830, 3143–3153. [Google Scholar] [CrossRef] [Scilit]
- Brealey, D.; Brand, M.; Hargreaves, I.; Heales, S.; Land, J.; Smolenski, R.; Davies, N.A.; Cooper, C.E.; Singer, M. Association between Mitochondrial Dysfunction and Severity and Outcome of Septic Shock. Lancet 2002, 360, 219–223. [Google Scholar] [CrossRef] [Scilit]
- Franklin, C.C.; Krejsa, C.M.; Pierce, R.H.; White, C.C.; Fausto, N.; Kavanagh, T.J. Caspase-3-Dependent Cleavage of the Glutamate-L-Cysteine Ligase Catalytic Subunit during Apoptotic Cell Death. Am. J. Pathol. 2002, 160, 1887–1894. [Google Scholar] [CrossRef] [Scilit]
- Lyons, J.; Rauh-Pfeiffer, A.; Ming-Yu, Y.; Lu, X.M.; Zurakowski, D.; Curley, M.; Collier, S.; Duggan, C.; Nurko, S.; Thompson, J.; et al. Cysteine Metabolism and Whole Blood Glutathione Synthesis in Septic Pediatric Patients. Crit. Care Med. 2001, 29, 870–877. [Google Scholar] [CrossRef] [Scilit]
- Fernández-Checa, J.C.; Kaplowitz, N.; García-Ruiz, C.; Colell, A.; Miranda, M.; Marí, M.; Ardite, E.; Morales, A. GSH Transport in Mitochondria: Defense against TNF-Induced Oxidative Stress and Alcohol-Induced Defect. Am. J. Physiol. 1997, 273, G7–G17. [Google Scholar] [CrossRef] [Scilit]
- Chen, K.H.; Reece, L.M.; Leary, J.F. Mitochondrial Glutathione Modulates TNF-Alpha-Induced Endothelial Cell Dysfunction. Free Radic. Biol. Med. 1999, 27, 100–109. [Google Scholar] [CrossRef] [Scilit]
- Marinković, M.; Novak, I. A Brief Overview of BNIP3L/NIX Receptor-Mediated Mitophagy. FEBS Open Bio 2021, 11, 3230–3236. [Google Scholar] [CrossRef] [Scilit]
- Li, Y.; Zheng, W.; Lu, Y.; Zheng, Y.; Pan, L.; Wu, X.; Yuan, Y.; Shen, Z.; Ma, S.; Zhang, X.; et al. BNIP3L/NIX-Mediated Mitophagy: Molecular Mechanisms and Implications for Human Disease. Cell Death Dis. 2021, 13, 14. [Google Scholar] [CrossRef] [Scilit]
- Ge, F.; Shu, J.; Liu, Z.; Zhang, H.; Wang, J. Dual Roles of NIX/BNIP3L in Tumors: Friend or Foe. Biology 2026, 15, 302. [Google Scholar] [CrossRef] [Scilit]
- Gao, L.; Shi, Q.; Sun, B.; Zhang, X.; Zheng, P.; Zhou, L.; Tian, G.; Li, H. C-FLIP Protects Cardiac Microcirculation in Sepsis-Induced Myocardial Dysfunction Via FUNDC1-Mediated Regulation of Mitochondrial Autophagy. JACC Basic. Transl. Sci. 2025, 10, 101257. [Google Scholar] [CrossRef] [Scilit]
- Kim, J.; Kundu, M.; Viollet, B.; Guan, K.-L. AMPK and mTOR Regulate Autophagy through Direct Phosphorylation of Ulk1. Nat. Cell Biol. 2011, 13, 132–141. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Bartolomé, A.; García-Aguilar, A.; Asahara, S.-I.; Kido, Y.; Guillén, C.; Pajvani, U.B.; Benito, M. MTORC1 Regulates Both General Autophagy and Mitophagy Induction after Oxidative Phosphorylation Uncoupling. Mol. Cell Biol. 2017, 37, e00441-17. [Google Scholar] [CrossRef] [Scilit]
- Desagher, S.; Osen-Sand, A.; Nichols, A.; Eskes, R.; Montessuit, S.; Lauper, S.; Maundrell, K.; Antonsson, B.; Martinou, J.C. Bid-Induced Conformational Change of Bax Is Responsible for Mitochondrial Cytochrome c Release during Apoptosis. J. Cell Biol. 1999, 144, 891–901. [Google Scholar] [CrossRef] [Scilit]
- Owens, A.P.; Mackman, N. Microparticles in Hemostasis and Thrombosis. Circ. Res. 2011, 108, 1284–1297. [Google Scholar] [CrossRef] [Scilit]
- Ye, X.; Ding, J.; Zhou, X.; Chen, G.; Liu, S.F. Divergent Roles of Endothelial NF-kappaB in Multiple Organ Injury and Bacterial Clearance in Mouse Models of Sepsis. J. Exp. Med. 2008, 205, 1303–1315. [Google Scholar] [CrossRef] [Scilit]
- Zhu, L.; Dong, H.; Li, L.; Liu, X. The Mechanisms of Sepsis Induced Coagulation Dysfunction and Its Treatment. J. Inflamm. Res. 2025, 18, 1479–1495. [Google Scholar] [CrossRef] [Scilit]
- Dauphinee, S.M.; Karsan, A. Lipopolysaccharide Signaling in Endothelial Cells. Lab. Investig. 2006, 86, 9–22. [Google Scholar] [CrossRef] [Scilit]
- Marí, M.; de Gregorio, E.; de Dios, C.; Roca-Agujetas, V.; Cucarull, B.; Tutusaus, A.; Morales, A.; Colell, A. Mitochondrial Glutathione: Recent Insights and Role in Disease. Antioxidants 2020, 9, 909. [Google Scholar] [CrossRef] [Scilit]
- Zhou, R.; Tardivel, A.; Thorens, B.; Choi, I.; Tschopp, J. Thioredoxin-Interacting Protein Links Oxidative Stress to Inflammasome Activation. Nat. Immunol. 2010, 11, 136–140. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Shimada, K.; Crother, T.R.; Karlin, J.; Dagvadorj, J.; Chiba, N.; Chen, S.; Ramanujan, V.K.; Wolf, A.J.; Vergnes, L.; Ojcius, D.M.; et al. Oxidized Mitochondrial DNA Activates the NLRP3 Inflammasome during Apoptosis. Immunity 2012, 36, 401–414. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Iyer, S.S.; He, Q.; Janczy, J.R.; Elliott, E.I.; Zhong, Z.; Olivier, A.K.; Sadler, J.J.; Knepper-Adrian, V.; Han, R.; Qiao, L.; et al. Mitochondrial Cardiolipin Is Required for NLRP3 Inflammasome Activation. Immunity 2013, 39, 311–323. [Google Scholar] [CrossRef] [Scilit]
- Yang, X.; Cheng, X.; Tang, Y.; Qiu, X.; Wang, Y.; Kang, H.; Wu, J.; Wang, Z.; Liu, Y.; Chen, F.; et al. Bacterial Endotoxin Activates the Coagulation Cascade through Gasdermin D-Dependent Phosphatidylserine Exposure. Immunity 2019, 51, 983–996.e6. [Google Scholar] [CrossRef] [Scilit]
- Millman, A.C.; Salman, M.; Dayaram, Y.K.; Connell, N.D.; Venketaraman, V. Natural Killer Cells, Glutathione, Cytokines, and Innate Immunity against Mycobacterium Tuberculosis. J. Interferon Cytokine Res. 2008, 28, 153–165. [Google Scholar] [CrossRef] [Scilit]
- Chiche, L.; Forel, J.-M.; Thomas, G.; Farnarier, C.; Vely, F.; Bléry, M.; Papazian, L.; Vivier, E. The Role of Natural Killer Cells in Sepsis. J. Biomed. Biotechnol. 2011, 2011, 986491. [Google Scholar] [CrossRef] [Scilit]
- Jensen, I.J.; Winborn, C.S.; Fosdick, M.G.; Shao, P.; Tremblay, M.M.; Shan, Q.; Tripathy, S.K.; Snyder, C.M.; Xue, H.-H.; Griffith, T.S.; et al. Polymicrobial Sepsis Influences NK-Cell-Mediated Immunity by Diminishing NK-Cell-Intrinsic Receptor-Mediated Effector Responses to Viral Ligands or Infections. PLoS Pathog. 2018, 14, e1007405. [Google Scholar] [CrossRef] [Scilit]
- GEO Accession Viewer. Whole Blood Transcriptome of Survivors and Nonsurvivors of Sepsis. Available online: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=gse54514 (accessed on 27 August 2026).
- GEO Accession Viewer. Expression Profiling Across the Pediatric Systemic Inflammatory Response Syndrome, Sepsis, And Septic Shock Spectrum. Available online: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=gse13904 (accessed on 28 August 2026).
- GEO Accession Viewer. Development and Validation of a Novel Molecular Biomarker Diagnostic Test for the Early Detection of Sepsis. Available online: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28750 (accessed on 28 August 2026).
- Lian, G.; Gnanaprakasam, J.R.; Wang, T.; Wu, R.; Chen, X.; Liu, L.; Shen, Y.; Yang, M.; Yang, J.; Chen, Y.; et al. Glutathione de Novo Synthesis but Not Recycling Process Coordinates with Glutamine Catabolism to Control Redox Homeostasis and Directs Murine T Cell Differentiation. eLife 2018, 7, e36158. [Google Scholar] [CrossRef] [Scilit]
- Han, Q.; Yu, Y.; Liu, X.; Guo, Y.; Shi, J.; Xue, Y.; Li, Y. The Role of Endothelial Cell Mitophagy in Age-Related Cardiovascular Diseases. Aging Dis. 2024, 16, 2151–2176. [Google Scholar] [CrossRef] [Scilit]
- Galley, H.F. Oxidative Stress and Mitochondrial Dysfunction in Sepsis. Br. J. Anaesth. 2011, 107, 57–64. [Google Scholar] [CrossRef] [Scilit]
- Szakmany, T.; Hauser, B.; Radermacher, P. N-Acetylcysteine for Sepsis and Systemic Inflammatory Response in Adults. Cochrane Database Syst. Rev. 2012, 2012, CD006616. [Google Scholar] [CrossRef] [Scilit]
- Aebi, S.; Assereto, R.; Lauterburg, B.H. High-Dose Intravenous Glutathione in Man. Pharmacokinetics and Effects on Cyst(e)Ine in Plasma and Urine. Eur. J. Clin. Investig. 1991, 21, 103–110. [Google Scholar] [CrossRef] [Scilit]
- Ortolani, O.; Conti, A.; De Gaudio, A.R.; Moraldi, E.; Cantini, Q.; Novelli, G. The Effect of Glutathione and N-Acetylcysteine on Lipoperoxidative Damage in Patients with Early Septic Shock. Am. J. Respir. Crit. Care Med. 2000, 161, 1907–1911. [Google Scholar] [CrossRef] [Scilit]
- Le, C.-Y.; Ye, Y.-J.; Xu, J.; Li, L.; Feng, X.-Q.; Chen, N.-P.; Zhu, B.-Q.; Ding, Z.-S.; Qian, C.-D. Hinokitiol Selectively Enhances the Antibacterial Activity of Tetracyclines against Staphylococcus aureus. Microbiol. Spectr. 2023, 11, e03205-22. [Google Scholar] [CrossRef] [Scilit]
- Cho, Y.M.; Hasumura, M.; Takami, S.; Imai, T.; Hirose, M.; Ogawa, K.; Nishikawa, A. A 13-Week Subchronic Toxicity Study of Hinokitiol Administered in the Diet to F344 Rats. Food Chem. Toxicol. 2011, 49, 1782–1786. [Google Scholar] [CrossRef] [Scilit]
- Ahmed, F.H.; Abdelgilil, M.E.; El-Sayed, W.M. Hinokitiol as a Promising Anticancer Agent: Mechanisms of Action, Potential in Combination Therapy, and Overcoming Chemoresistance. Curr. Pharm. Des. 2026, 32, 1485–1498. [Google Scholar] [CrossRef] [Scilit]
- Stroobants, T.; Willemart, C.; Walravens, M.; Veeckmans, G.; Ligthart, S.; Hoste, E.; Benoit, D.D.; Berghe, T.V.; Jorens, P.G. Clinical Implications of Ferroptosis in Critical Illness: A Narrative Review. J. Intensive Care 2026, 14, 69. [Google Scholar] [CrossRef] [Scilit]
- Zhou, H.-T.; Huang, J.; Liu, Y.-K.; Wang, J.-H.; Wang, J. The Emerging Role of Ferroptosis in the Pathological Development and Progression of Sepsis. Mil. Med. Res. 2025, 12, 81. [Google Scholar] [CrossRef] [Scilit]
- Omar, H.A.; El-Bassossy, H.M.; Hassan, N.A. Hinokitiol for Hypertensive Emergencies: Effects on Peripheral Resistance, Cardiac Load, Baroreflex Sensitivity, and Electrolytes Balance. Naunyn Schmiedebergs Arch. Pharmacol. 2023, 396, 1269–1277. [Google Scholar] [CrossRef] [Scilit]
- Cao, Z.; Bhella, D.; Lindsay, J.G. Reconstitution of the Mitochondrial PrxIII Antioxidant Defence Pathway: General Properties and Factors Affecting PrxIII Activity and Oligomeric State. J. Mol. Biol. 2007, 372, 1022–1033. [Google Scholar] [CrossRef] [Scilit]
- Sinha, R.; Sinha, I.; Calcagnotto, A.; Trushin, N.; Haley, J.S.; Schell, T.D.; Richie, J.P. Oral Supplementation with Liposomal Glutathione Elevates Body Stores of Glutathione and Markers of Immune Function. Eur. J. Clin. Nutr. 2018, 72, 105–111. [Google Scholar] [CrossRef] [Scilit]
- Fowler, A.A.; Truwit, J.D.; Hite, R.D.; Morris, P.E.; DeWilde, C.; Priday, A.; Fisher, B.; Thacker, L.R.; Natarajan, R.; Brophy, D.F.; et al. Effect of Vitamin C Infusion on Organ Failure and Biomarkers of Inflammation and Vascular Injury in Patients With Sepsis and Severe Acute Respiratory Failure: The CITRIS-ALI Randomized Clinical Trial. JAMA 2019, 322, 1261–1270, Corection in JAMA 2020, 323, 379. https://doi.org/10.1001/jama.2019.21469. [Google Scholar] [CrossRef] [Scilit]
- Narendra, D.; Kane, L.A.; Hauser, D.N.; Fearnley, I.M.; Youle, R.J. p62/SQSTM1 is required for Parkin-induced mitochondrial clustering but not mitophagy; VDAC1 is dispensable for both. Autophagy 2010, 6, 1090–1106. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Meng, F.; Yao, D.; Shi, Y.; Kabakoff, J.; Wu, W.; Reicher, J.; Ma, Y.; Moosmann, B.; Masliah, E.; Lipton, S.A.; et al. Oxidation of the Cysteine-Rich Regions of Parkin Perturbs Its E3 Ligase Activity and Contributes to Protein Aggregation. Mol. Neurodegener. 2011, 6, 34. [Google Scholar] [CrossRef] [Scilit]
- Xiao, B.; Goh, J.-Y.; Xiao, L.; Xian, H.; Lim, K.-L.; Liou, Y.-C. Reactive Oxygen Species Trigger Parkin/PINK1 Pathway-Dependent Mitophagy by Inducing Mitochondrial Recruitment of Parkin. J. Biol. Chem. 2017, 292, 16697–16708. [Google Scholar] [CrossRef] [Scilit]
- Rittirsch, D.; Huber-Lang, M.S.; Flierl, M.A.; Ward, P.A. Immunodesign of Experimental Sepsis by Cecal Ligation and Puncture. Nat. Protoc. 2009, 4, 31–36. [Google Scholar] [CrossRef] [Scilit]
- Shalova, I.N.; Lim, J.Y.; Chittezhath, M.; Zinkernagel, A.S.; Beasley, F.; Hernández-Jiménez, E.; Toledano, V.; Cubillos-Zapata, C.; Rapisarda, A.; Chen, J.; et al. Human Monocytes Undergo Functional Re-Programming during Sepsis Mediated by Hypoxia-Inducible Factor-1α. Immunity 2015, 42, 484–498. [Google Scholar] [CrossRef] [Scilit]
- Benjamini, Y.; Drai, D.; Elmer, G.; Kafkafi, N.; Golani, I. Controlling the False Discovery Rate in Behavior Genetics Research. Behav. Brain Res. 2001, 125, 279–284. [Google Scholar] [CrossRef] [Scilit]
- Aran, D.; Hu, Z.; Butte, A.J. xCell: Digitally Portraying the Tissue Cellular Heterogeneity Landscape. Genome Biol. 2017, 18, 220. [Google Scholar] [CrossRef] [Scilit]



| Dataset | Gene | Log2FC | p.adj. | Sig. |
|---|---|---|---|---|
| GSE13904 | AFG3L2 | −0.240 | <0.0001 | *** |
| GSE28750 | AFG3L2 | −0.564 | 0.00059 | *** |
| GSE54514 | AFG3L2 | +0.079 | 0.325 | ns |
| GSE13904 | BNIP3L | −0.145 | 0.215 | ns |
| GSE28750 | BNIP3L | +0.916 | 0.00109 | ** |
| GSE54514 | BNIP3L | −0.261 | 0.184 | ns |
| GSE13904 | FUNDC1 | −0.525 | 0.000186 | *** |
| GSE28750 | FUNDC1 | −1.150 | 0.000146 | *** |
| GSE54514 | FUNDC1 | −0.154 | 0.0250 | * |
| GSE13904 | GCLC | −0.088 | 0.675 | ns |
| GSE28750 | GCLC | +0.101 | 0.230 | ns |
| GSE54514 | GCLC | −0.141 | 0.408 | ns |
| GSE13904 | GCLM | +1.522 | <0.0001 | *** |
| GSE28750 | GCLM | +1.964 | 0.0004 | *** |
| GSE54514 | GCLM | −0.136 | 0.408 | ns |
| GSE13904 | GSDMD | +0.087 | 0.048 | * |
| GSE54514 | GSDMD | −0.077 | 0.884 | ns |
| GSE13904 | NFE2L2 | +0.071 | 0.048 | * |
| GSE54514 | NFE2L2 | −0.282 | 0.171 | ns |
| GSE13904 | NLRP3 | +0.295 | <0.0001 | *** |
| GSE28750 | NLRP3 | +0.277 | 0.211 | ns |
| GSE54514 | NLRP3 | −0.063 | 0.408 | ns |
| GSE13904 | PINK1 | +0.272 | 0.048 | * |
| GSE54514 | PINK1 | −0.271 | 0.171 | ns |
| GSE13904 | SLC25A39 | −0.327 | 0.0071 | ** |
| GSE28750 | SLC25A39 | −0.121 | 0.775 | ns |
| GSE54514 | SLC25A39 | −0.149 | 0.498 | ns |
| GSE13904 | SLC25A40 | +0.434 | 0.0021 | ** |
| GSE28750 | SLC25A40 | +1.595 | 0.0019 | ** |
| GSE54514 | SLC25A40 | +0.137 | 0.993 | ns |
| Dataset | Method | Cell Type | Δ (Composition Score) | p.adj. | Sig. | Direction |
|---|---|---|---|---|---|---|
| GSE54514 | Wilcoxon median Δ | Monocytes | −0.004 | 0.963 | ns | Lower |
| GSE54514 | Wilcoxon median Δ | Neutrophils | −0.0003 | 0.776 | ns | Lower |
| GSE54514 | Wilcoxon median Δ | NK cells | 0.000 | 0.776 | ns | - |
| GSE54514 | Wilcoxon median Δ | CD8+ T-cells | −0.017 | 0.864 | ns | Lower |
| GSE54514 | Wilcoxon median Δ | CD4+ T-cells | 0.000 | 0.754 | ns | - |
| GSE54514 | Wilcoxon median Δ | B-cells | +0.014 | 0.497 | ns | Higher |
| GSE54514 | Wilcoxon median Δ | Macrophages M1 | 0.000 | 0.424 | ns | - |
| GSE54514 | Wilcoxon median Δ | Macrophages M2 | 0.000 | 0.689 | ns | - |
| GSE13904 | Wilcoxon median Δ | Monocytes | +0.413 | 4.20 × 10−6 | *** | Higher |
| GSE13904 | Wilcoxon median Δ | Neutrophils | +0.460 | 4.20 × 10−6 | *** | Higher |
| GSE13904 | Wilcoxon median Δ | CD8+ T-cells | −0.377 | 4.20 × 10−6 | *** | Lower |
| GSE13904 | Wilcoxon median Δ | CD4+ T-cells | −0.076 | 0.00074 | *** | Lower |
| GSE13904 | Wilcoxon median Δ | B-cells | −0.601 | 5.05 × 10−5 | *** | Lower |
| GSE13904 | Wilcoxon median Δ | Macrophages M1 | +0.079 | 7.68 × 10−6 | *** | Higher |
| GSE13904 | Wilcoxon median Δ | Macrophages M2 | +0.057 | 6.12 × 10−6 | *** | Higher |
| GSE28750 | Wilcoxon median Δ | CD8+ T-cells | −0.156 | 4.70 × 10−5 | *** | Lower |
| GSE28750 | Wilcoxon median Δ | CD4+ T-cells | −0.017 | 0.00156 | ** | Lower |
| GSE28750 | Wilcoxon median Δ | B-cells | −0.092 | 4.77 × 10−5 | *** | Lower |
| GSE28750 | Wilcoxon median Δ | Macrophages M1 | +0.012 | 4.70 × 10−5 | *** | Higher |
| GSE28750 | Wilcoxon median Δ | Macrophages M2 | +0.006 | 1.62 × 10−4 | *** | Higher |
| Gene | Cell Type | Datasets (rho) | Sig. |
|---|---|---|---|
| NLRP3 | Monocytes | GSE13904: +0.633 | *** |
| NLRP3 | Neutrophils | GSE13904: +0.537 | *** |
| GCLM | Macrophages M1 | GSE54514: +0.356/GSE13904: +0.366 | */*** |
| GCLM | CD8+ T-cells | GSE54514: −0.490/GSE13904: −0.247/GSE28750: −0.455 | **/*/* |
| GCLC | Monocytes | GSE54514: −0.530 | *** |
| GCLC | Neutrophils | GSE13904: −0.340 | ** |
| SLC25A39 | Monocytes | GSE13904: −0.400 | *** |
| SLC25A39 | Macrophages M1 | GSE13904: −0.230 | *** |
| SLC25A40 | Monocytes | GSE13904: +0.500 | *** |
| NFE2L2 | Monocytes | GSE13904: +0.473/GSE54514: +0.415 | ***/* |
| NFE2L2 | Neutrophils | GSE13904: +0.602 | *** |
| AFG3L2 | Macrophages M1/M2 | GSE28750: −0.740/−0.730 | *** |
| GSDMD | Macrophages M1 | GSE13904: +0.379 | *** |
| GSDMD | Neutrophils | GSE13904: +0.253 | * |
| BNIP3L | Monocytes | GSE54514: −0.451/GSE13904: −0.271 | **/* |
| BNIP3L | Neutrophils | GSE13904: −0.310 | ** |
| FUNDC1 | Macrophages M2 | GSE13904: −0.501/GSE28750: −0.840 | ***/*** |
| FUNDC1 | B-cells | GSE13904: +0.494/GSE28750: +0.679 | ***/*** |
| FUNDC1 | CD8+ T-cells | GSE13904: +0.395/GSE28750: +0.844 | ***/*** |
| DIC Subtype | Primary Mechanism | Predicted GSH Axis Relevance |
|---|---|---|
| Sepsis-induced | Endothelial oxidative destruction, NLRP3/GSDMD pyroptosis, complement | HIGH, primary subject of this hypothesis |
| Cancer-associated | Mixed: endothelial oxidative stress and procoagulant protein release | HIGH to MODERATE (companion paper) |
| Obstetric (AFE) | Massive complement and endothelial activation | HIGH, oxidative-endothelial dominant |
| Major trauma | Endothelial injury, hypoperfusion-driven oxidative stress | MODERATE to HIGH |
| Genetic thrombophilia | Regulatory protein structural dysfunction | LOW, non-oxidative mechanism |
| Heparin-induced (HIT) | Immune-mediated platelet activation | LOW, immunological, non-oxidative |
| TTP/HUS | ADAMTS13 deficiency or complement dysregulation | LOW to MINIMAL |
| Dataset | Study | n Sep | n Ctrl | Platform | Notes | Samples |
|---|---|---|---|---|---|---|
| GSE54514 | Parnell et al. [41] | 35 | 18 | Illumina HT-12 | Septic shock; whole blood | 53 |
| GSE13904 | Wong et al. [42] | 99 | 18 | Affymetrix U133 + 2 | Pediatric; survivors and non-survivors (SIRS excluded) | 117 |
| GSE28750 | Sutherland et al. [43] | 10 | 20 | Affymetrix U133 + 2 | Adult ICU whole blood | 30 |
| Total | 3 transcriptomic cohorts | 144 | 56 | 2 platforms | 200 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Badiu, F.; Slevin, M. Enzymatic/Mitochondrial Import Bottleneck in Sepsis with Possible Extensions to DIC: IV Glutathione and Hinokitiol as Potential Therapeutic Candidates. Int. J. Mol. Sci. 2026, 27, 8642. https://doi.org/10.3390/ijms27198642
Badiu F, Slevin M. Enzymatic/Mitochondrial Import Bottleneck in Sepsis with Possible Extensions to DIC: IV Glutathione and Hinokitiol as Potential Therapeutic Candidates. International Journal of Molecular Sciences. 2026; 27(19):8642. https://doi.org/10.3390/ijms27198642
Chicago/Turabian StyleBadiu, Felix, and Mark Slevin. 2026. "Enzymatic/Mitochondrial Import Bottleneck in Sepsis with Possible Extensions to DIC: IV Glutathione and Hinokitiol as Potential Therapeutic Candidates" International Journal of Molecular Sciences 27, no. 19: 8642. https://doi.org/10.3390/ijms27198642
APA StyleBadiu, F., & Slevin, M. (2026). Enzymatic/Mitochondrial Import Bottleneck in Sepsis with Possible Extensions to DIC: IV Glutathione and Hinokitiol as Potential Therapeutic Candidates. International Journal of Molecular Sciences, 27(19), 8642. https://doi.org/10.3390/ijms27198642

