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Bangash AH, Toledo J, Essibayi MA, Haranhalli N, De la Garza Ramos R, Altschul DJ, Tjoumakaris S, Yassari R, Starke RM, Rahmani R. State-of-the-art for automated machine learning predicts outcomes in poor-grade aneurysmal subarachnoid hemorrhage using routinely measured laboratory & radiological parameters: coagulation parameters and liver function as key prognosticators. Neurosurg Rev 2025; 48:300. [PMID: 40090999 PMCID: PMC11911264 DOI: 10.1007/s10143-025-03450-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2024] [Revised: 12/29/2024] [Accepted: 03/05/2025] [Indexed: 03/19/2025]
Abstract
The objective of this study was to develop and evaluate automated machine learning (aML) models for predicting short-term (1-month) and medium-term (3-month) functional outcomes [Modified Rankin Scale (mRS)] in patients suffering from poor-grade aneurysmal subarachnoid hemorrhage (aSAH), using readily available and routinely measured laboratory and radiological parameters at admission. Data from a pilot non-randomized trial of 60 poor-grade aSAH patients (Hunt-Hess grades IV or V) were analyzed. Patients were evenly divided between targeted temperature management (TTM) and standard treatment groups. The current state-of-the-art for aML was adopted to employ nine ML algorithms with hyperparameter tuning to develop algorithmic models predicting 1 month and 3-months mRS scores. Model performance was evaluated using macro-weighted average Area Under the Receiver Operating Curve (mWA-AUROC) analysis and additional metrics. Logistic regression algorithmic models achieved perfect prediction (mWA-AUROC = 1, accuracy = 100%, sensitivity and specificity = 100% [95% CI: 83.16 - 100%]) for both 1-month and 3-month mRS outcomes. For 1-month outcomes, neutrophil count, platelet count, and gamma-glutamyl transferase levels were identified as key predictors. For 3-month outcomes, patient gender, activated partial thromboplastin time, and serum aspartate aminotransferase levels were most impactful. Decision tree algorithms (mWA-AUROC = 0.9-0.925) identified specific cut-points for various parameters, providing actionable information for clinical decision-making. Positive prognostic factors included alkaline phosphatase levels higher than mid-value of their normal range, absence of hydrocephalus, use of targeted temperature management (TTM), and specific cut-offs for coagulation and liver function parameters. The use of TTM was reinforced as a key prognosticator of mRS outcomes at both time points. We have made our developed models and the associated architecture available at GitHub. This study demonstrated the potential of aML in predicting functional outcomes for poor-grade aSAH patients. The identification of novel predictors, including liver function and coagulation parameters, opens new avenues for research and intervention. While the perfect predictive performance warrants cautious interpretation and further validation, these models represent a step towards personalized medicine in aSAH management, potentially improving prognostication and treatment strategies.
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Affiliation(s)
- Ali Haider Bangash
- Hhaider5 Research Group, Rawalpindi, PB, Pakistan
- Spine Tumor Mechanics and Outcomes Research (TUMOR) Lab, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Jayro Toledo
- Department of Neurosurgery, University of Miami, Miami, FL, USA
| | - Muhammed Amir Essibayi
- Montefiore-Einstein Cerebrovascular Research Lab, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Neil Haranhalli
- Department of Neurosurgery, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Rafael De la Garza Ramos
- Spine Tumor Mechanics and Outcomes Research (TUMOR) Lab, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Neurosurgery, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - David J Altschul
- Montefiore-Einstein Cerebrovascular Research Lab, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Neurosurgery, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | | | - Reza Yassari
- Spine Tumor Mechanics and Outcomes Research (TUMOR) Lab, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Neurosurgery, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Robert M Starke
- Department of Neurosurgery, University of Miami, Miami, FL, USA
| | - Redi Rahmani
- Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.
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Li Y, Chen R, Wang C, Deng J, Luo S. Double-edged functions of hemopexin in hematological related diseases: from basic mechanisms to clinical application. Front Immunol 2023; 14:1274333. [PMID: 38022615 PMCID: PMC10653390 DOI: 10.3389/fimmu.2023.1274333] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 10/19/2023] [Indexed: 12/01/2023] Open
Abstract
It is now understood that hemolysis and the subsequent release of heme into circulation play a critical role in driving the progression of various diseases. Hemopexin (HPX), a heme-binding protein with the highest affinity for heme in plasma, serves as an effective antagonist against heme toxicity resulting from severe acute or chronic hemolysis. In the present study, changes in HPX concentration were characterized at different stages of hemolytic diseases, underscoring its potential as a biomarker for assessing disease progression and prognosis. In many heme overload-driven conditions, such as sickle cell disease, transfusion-induced hemolysis, and sepsis, endogenous HPX levels are often insufficient to provide protection. Consequently, there is growing interest in developing HPX therapeutics to mitigate toxic heme exposure. Strategies include HPX supplementation when endogenous levels are depleted and enhancing HPX's functionality through modifications, offering a potent defense against heme toxicity. It is worth noting that HPX may also exert deleterious effects under certain circumstances. This review aims to provide a comprehensive overview of HPX's roles in the progression and prognosis of hematological diseases. It highlights HPX-based clinical therapies for different hematological disorders, discusses advancements in HPX production and modification technologies, and offers a theoretical basis for the clinical application of HPX.
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Affiliation(s)
| | | | | | - Jun Deng
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Shanshan Luo
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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Galea I, Bandyopadhyay S, Bulters D, Humar R, Hugelshofer M, Schaer DJ. Haptoglobin Treatment for Aneurysmal Subarachnoid Hemorrhage: Review and Expert Consensus on Clinical Translation. Stroke 2023; 54:1930-1942. [PMID: 37232189 PMCID: PMC10289236 DOI: 10.1161/strokeaha.123.040205] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 03/31/2023] [Accepted: 04/12/2023] [Indexed: 05/27/2023]
Abstract
Aneurysmal subarachnoid hemorrhage (aSAH) is a devastating form of stroke frequently affecting young to middle-aged adults, with an unmet need to improve outcome. This special report focusses on the development of intrathecal haptoglobin supplementation as a treatment by reviewing current knowledge and progress, arriving at a Delphi-based global consensus regarding the pathophysiological role of extracellular hemoglobin and research priorities for clinical translation of hemoglobin-scavenging therapeutics. After aneurysmal subarachnoid hemorrhage, erythrocyte lysis generates cell-free hemoglobin in the cerebrospinal fluid, which is a strong determinant of secondary brain injury and long-term clinical outcome. Haptoglobin is the body's first-line defense against cell-free hemoglobin by binding it irreversibly, preventing translocation of hemoglobin into the brain parenchyma and nitric oxide-sensitive functional compartments of cerebral arteries. In mouse and sheep models, intraventricular administration of haptoglobin reversed hemoglobin-induced clinical, histological, and biochemical features of human aneurysmal subarachnoid hemorrhage. Clinical translation of this strategy imposes unique challenges set by the novel mode of action and the anticipated need for intrathecal drug administration, necessitating early input from stakeholders. Practising clinicians (n=72) and scientific experts (n=28) from 5 continents participated in the Delphi study. Inflammation, microvascular spasm, initial intracranial pressure increase, and disruption of nitric oxide signaling were deemed the most important pathophysiological pathways determining outcome. Cell-free hemoglobin was thought to play an important role mostly in pathways related to iron toxicity, oxidative stress, nitric oxide, and inflammation. While useful, there was consensus that further preclinical work was not a priority, with most believing the field was ready for an early phase trial. The highest research priorities were related to confirming haptoglobin's anticipated safety, individualized versus standard dosing, timing of treatment, pharmacokinetics, pharmacodynamics, and outcome measure selection. These results highlight the need for early phase trials of intracranial haptoglobin for aneurysmal subarachnoid hemorrhage, and the value of early input from clinical disciplines on a global scale during the early stages of clinical translation.
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Affiliation(s)
- Ian Galea
- Department of Clinical Neurosciences, Clinical & Experimental Sciences, Faculty of Medicine, University of Southampton, Hampshire, United Kingdom (I.G., S.B., D.B.)
- Wessex Neurological Centre, University Hospital Southampton NHS Foundation Trust, Southampton, United Kingdom (I.G., S.B., D.B.)
| | - Soham Bandyopadhyay
- Department of Clinical Neurosciences, Clinical & Experimental Sciences, Faculty of Medicine, University of Southampton, Hampshire, United Kingdom (I.G., S.B., D.B.)
- Wessex Neurological Centre, University Hospital Southampton NHS Foundation Trust, Southampton, United Kingdom (I.G., S.B., D.B.)
| | - Diederik Bulters
- Department of Clinical Neurosciences, Clinical & Experimental Sciences, Faculty of Medicine, University of Southampton, Hampshire, United Kingdom (I.G., S.B., D.B.)
- Wessex Neurological Centre, University Hospital Southampton NHS Foundation Trust, Southampton, United Kingdom (I.G., S.B., D.B.)
| | - Rok Humar
- Division of Internal Medicine (R.H., D.J.S.), Universitätsspital and University of Zurich, Switzerland
| | - Michael Hugelshofer
- Department of Neurosurgery, Clinical Neuroscience Center (M.H.), Universitätsspital and University of Zurich, Switzerland
| | - Dominik J. Schaer
- Division of Internal Medicine (R.H., D.J.S.), Universitätsspital and University of Zurich, Switzerland
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Vissa M, Larkin SK, Vichinsky EP, Kuypers FA, Soupene E. Assessment of total and unbound cell-free heme in plasma of patients with sickle cell disease. Exp Biol Med (Maywood) 2023; 248:897-907. [PMID: 36941786 PMCID: PMC10484191 DOI: 10.1177/15353702231157920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 01/05/2023] [Indexed: 03/23/2023] Open
Abstract
Intravascular hemolysis results in the release of cell-free hemoglobin and heme in plasma. In sickle cell disease, the fragility of the sickle red blood cell leads to chronic hemolysis, which can contribute to oxidative damage and activation of inflammatory pathways. The scavenger proteins haptoglobin and hemopexin provide pathways to remove hemoglobin and heme, respectively, from the circulation. Heme also intercalates in membranes of blood cells and endothelial cells in the vasculature and associates with other plasma components such as albumin and lipoproteins. Hemopexin has a much higher affinity and can strip heme from the other pools and detoxify plasma from cell-free circulatory heme. However, due to chronic hemolysis, hemopexin is depleted in individuals with sickle cell disease. Thus, cell-free unbound heme is expected to accumulate in plasma. We developed a methodology for the accurate quantification of the fraction of heme, which is pathologically relevant in sickle cell disease, that does not appear to be sequestered to a plasma compartment. Our data show significant variation in the concentration of unbound heme, and rather unexpectedly, the size of the unbound fraction does not correlate to the degree of hemolysis, as measured by the concentration of bound heme. Very high heme concentrations (>150 µM) were obtained in some plasma with unbound concentrations that were several fold lower than in plasma with much lower hemolysis (<50 µM). These findings underscore the long-term effects of chronic hemolysis on the blood components and of the disruption of the essential equilibrium between release of hemoproteins/heme in the circulation and adaptative response of the scavenging/removal mechanisms. Understanding the clinical implications of this loss of response may provide insights into diagnostic and therapeutic targets in patients with sickle cell disease.
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Affiliation(s)
- Madhav Vissa
- UCSF Benioff Children’s Hospital Oakland, University of California at San Francisco, Oakland, CA, USA
- Department of Pediatrics, Division of Hematology, University of California at San Francisco, Oakland, CA, USA
| | - Sandra K Larkin
- Department of Pediatrics, Division of Hematology, University of California at San Francisco, Oakland, CA, USA
| | - Elliott P Vichinsky
- UCSF Benioff Children’s Hospital Oakland, University of California at San Francisco, Oakland, CA, USA
- Department of Pediatrics, Division of Hematology, University of California at San Francisco, Oakland, CA, USA
| | - Frans A Kuypers
- Department of Pediatrics, Division of Hematology, University of California at San Francisco, Oakland, CA, USA
| | - Eric Soupene
- Department of Pediatrics, Division of Hematology, University of California at San Francisco, Oakland, CA, USA
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Tjerkstra M, Labib H, Coert BA, Spijker R, Coutinho JM, Vandertop WP, Verbaan D. Laboratory biomarkers of delayed cerebral ischemia following subarachnoid hemorrhage: A systematic review. J Circ Biomark 2023; 12:17-25. [PMID: 37056917 PMCID: PMC10087563 DOI: 10.33393/jcb.2023.2502] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Accepted: 03/20/2023] [Indexed: 04/08/2023] Open
Abstract
Delayed cerebral ischemia (DCI) substantially contributes to disability and death in subarachnoid hemorrhage (SAH) patients; however, its pathophysiology is incompletely understood and diagnostic and therapeutic strategies are lacking. Biomarkers may help to elucidate the pathophysiology, optimize early diagnosis, or provide treatment targets. We systematically searched PubMed and Embase on October 13, 2021, for studies that evaluated at least one laboratory biomarker in patients with DCI, using the most up-to-date definition of DCI as proposed by a panel of experts in 2010. Quality of studies was assessed using the Newcastle-Ottawa Scale or Cochrane Collaboration’s risk of bias assessment tool. Biomarkers of clinical and radiological DCI were analyzed separately. Results were meta-analyzed if possible, otherwise narratively reviewed. Biomarkers were classified as significant, inconclusive, or nonsignificant. We defined validated biomarkers as those with significant results in meta-analyses, or in at least two studies using similar methodologies within the same time interval after SAH. The search yielded 209 articles with 724 different biomarkers; 166 studies evaluated 646 biomarkers of clinical DCI, of which 141 were significant and 7 were validated biomarkers (haptoglobulin 2-1 and 2-2, ADAMTS13, vWF, NLR, P-selectin, F2-isoprostane); 78 studies evaluated 165 biomarkers of radiological DCI, of which 63 were significant and 1 was a validated biomarker (LPR). Hence, this review provides a selection of seven biomarkers of clinical DCI and one biomarker of radiological DCI as most promising biomarkers of DCI. Future research should focus on determining the exact predictive, diagnostic, and therapeutic potentials of these biomarkers.
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Hopkins K, Price B, Ziogas J, Adamides A, Mangum J. Comparative proteomic analysis of ventricular and cisternal cerebrospinal fluid in haemorrhagic stroke patients. J Clin Neurosci 2023; 107:84-90. [PMID: 36525746 DOI: 10.1016/j.jocn.2022.11.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 11/04/2022] [Accepted: 11/10/2022] [Indexed: 12/23/2022]
Abstract
BACKGROUND Analysis of cerebrospinal fluid (CSF) using mass spectrometry is a relatively novel analytical tool, and comparisons of ventricular and cisternal proteomes are yet to be performed. This may have implications for clinical medicine, particularly in demonstrating continuity of the ventricular system with preserved flow in the presence of ventricular blood. Other uses include the identification of novel biomarkers, including for diagnosis of subarachnoid haemorrhage and of aetiology. The primary objective was therefore to characterise and compare the proteomes of ventricular and CSF after haemorrhagic stroke. METHODS Paired CSF samples were prospectively collected from the optico-carotid cistern and the frontal horn of the lateral ventricle at the time of craniotomy and clipping in 8 patients with haemorrhagic stroke. Six patients had an aneurysmal subarachnoid haemorrhage (aSAH) from a ruptured saccular aneurysm, one patient had an aSAH after rupture of a mycotic aneurysm and one patient had a spontaneous intracerebral haemorrhage (IPH) with an adjacent unruptured saccular aneurysm. Samples were processed and proteins identified and quantified using data-dependent liquid chromatography tandem mass spectrometry (DDA LC-MSMS). RESULTS There was no systematic difference between the cisternal and ventricular proteomes. However, blinded principal component analysis (PCA) of the cisternal and ventricular samples separated patients according to pathophysiology. Additionally CSF D-Dimer levels were not detected in the IPH patient but were reliably measured in aSAH patients. CONCLUSIONS Ventricular CSF is representative of cisternal CSF after aSAH. CSF proteomic PCA analysis can distinguish between haemorrhage types. CSF D-dimer levels may represent a novel diagnostic marker for aSAH. Label free DDA LC-MSMS CSF analysis may inform possible biomarkers.
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Affiliation(s)
- Katherine Hopkins
- Department of Biochemistry and Pharmacology, The University of Melbourne, Melbourne, VIC, Australia
| | - Benjamin Price
- Department of Biochemistry and Pharmacology, The University of Melbourne, Melbourne, VIC, Australia; Department of Neurosurgery, The Royal Melbourne Hospital, Melbourne, VIC, Australia.
| | - James Ziogas
- Department of Biochemistry and Pharmacology, The University of Melbourne, Melbourne, VIC, Australia
| | - Alexios Adamides
- Department of Neurosurgery, The Royal Melbourne Hospital, Melbourne, VIC, Australia
| | - Jonathan Mangum
- Department of Biochemistry and Pharmacology, The University of Melbourne, Melbourne, VIC, Australia
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Zeineddine HA, Honarpisheh P, McBride D, Pandit PKT, Dienel A, Hong SH, Grotta J, Blackburn S. Targeting Hemoglobin to Reduce Delayed Cerebral Ischemia After Subarachnoid Hemorrhage. Transl Stroke Res 2022; 13:725-735. [PMID: 35157256 PMCID: PMC9375776 DOI: 10.1007/s12975-022-00995-9] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 01/28/2022] [Accepted: 02/01/2022] [Indexed: 10/19/2022]
Abstract
Delayed cerebral ischemia (DCI) continues to be a sequela of aneurysmal subarachnoid hemorrhage (aSAH) that carries significant morbidity and mortality. Aside from nimodipine, no therapeutic agents are available to reduce the incidence of DCI. Pathophysiologic mechanisms contributing to DCI are poorly understood, but accumulating evidence over the years implicates several factors. Those have included microvessel vasoconstriction, microthrombosis, oxidative tissue damage, and cortical spreading depolarization as well as large vessel vasospasm. Common to these processes is red blood cell leakage into the cerebrospinal fluids (CSF) and subsequent lysis which releases hemoglobin, a central instigator in these events. This has led to the hypothesis that early blood removal may improve clinical outcome and reduce DCI. This paper will provide a narrative review of the evidence of hemoglobin as an instigator of DCI. It will also elaborate on available human data that discuss blood clearance and CSF drainage as a treatment of DCI. Finally, we will address a recent novel device that is currently being tested, the Neurapheresis CSF Management System™. This is an automated dual-lumen lumbar drainage system that has an option to filter CSF and return it to the patient.
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Affiliation(s)
- Hussein A Zeineddine
- Department of Neurosurgery, The University of Texas Health Science Center at Houston, 6400 Fannin Street, Suite 2800, Houston, TX, 77030, USA
| | - Pedram Honarpisheh
- Department of Neurosurgery, The University of Texas Health Science Center at Houston, 6400 Fannin Street, Suite 2800, Houston, TX, 77030, USA
| | - Devin McBride
- Department of Neurosurgery, The University of Texas Health Science Center at Houston, 6400 Fannin Street, Suite 2800, Houston, TX, 77030, USA
| | - Peeyush Kumar Thankamani Pandit
- Department of Neurosurgery, The University of Texas Health Science Center at Houston, 6400 Fannin Street, Suite 2800, Houston, TX, 77030, USA
| | - Ari Dienel
- Department of Neurosurgery, The University of Texas Health Science Center at Houston, 6400 Fannin Street, Suite 2800, Houston, TX, 77030, USA
| | - Sung-Ha Hong
- Department of Neurosurgery, The University of Texas Health Science Center at Houston, 6400 Fannin Street, Suite 2800, Houston, TX, 77030, USA
| | - James Grotta
- Clinical Innovation and Research Institute, Memorial Hermann Hospital-Texas Medical Center, Houston, TX, USA
| | - Spiros Blackburn
- Department of Neurosurgery, The University of Texas Health Science Center at Houston, 6400 Fannin Street, Suite 2800, Houston, TX, 77030, USA.
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Ameka M, Hasty AH. Paying the Iron Price: Liver Iron Homeostasis and Metabolic Disease. Compr Physiol 2022; 12:3641-3663. [PMID: 35766833 PMCID: PMC10155403 DOI: 10.1002/cphy.c210039] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Iron is an essential metal element whose bioavailability is tightly regulated. Under normal conditions, systemic and cellular iron homeostases are synchronized for optimal function, based on the needs of each system. During metabolic dysfunction, this synchrony is lost, and markers of systemic iron homeostasis are no longer coupled to the iron status of key metabolic organs such as the liver and adipose tissue. The effects of dysmetabolic iron overload syndrome in the liver have been tied to hepatic insulin resistance, nonalcoholic fatty liver disease, and nonalcoholic steatohepatitis. While the existence of a relationship between iron dysregulation and metabolic dysfunction has long been acknowledged, identifying correlative relationships is complicated by the prognostic reliance on systemic measures of iron homeostasis. What is lacking and perhaps more informative is an understanding of how cellular iron homeostasis changes with metabolic dysfunction. This article explores bidirectional relationships between different proteins involved in iron homeostasis and metabolic dysfunction in the liver. © 2022 American Physiological Society. Compr Physiol 12:3641-3663, 2022.
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Affiliation(s)
- Magdalene Ameka
- Department of Molecular Physiology and Biophysics, School of Medicine, Vanderbilt University, Nashville, Tennessee, USA
| | - Alyssa H Hasty
- Department of Molecular Physiology and Biophysics, School of Medicine, Vanderbilt University, Nashville, Tennessee, USA.,VA Tennessee Valley Healthcare System, Nashville, Tennessee, USA
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Wang X, Huang X, Yang Q, Yan Z, Wang P, Gao X, Luo R, Gun S. TMT labeled comparative proteomic analysis reveals spleen active immune responses during Clostridium perfringens type C infected piglet diarrhea. PeerJ 2022; 10:e13006. [PMID: 35402105 PMCID: PMC8988937 DOI: 10.7717/peerj.13006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 02/03/2022] [Indexed: 01/11/2023] Open
Abstract
Background Clostridium perfringens (C. perfringens) type C is the principal pathogenic clostridia of swine, frequently causing hemorrhagic diarrhea, even necrotic enteritis in piglets, leading to severe economic loss for swine industr ies worldwide. However, there are no specific and effective prevention measures. Therefore, clarifying the molecular mechanisms of hosts against pathogenesis infection is very important to reduce the incidence of C. perfringens type C infected piglet diarrhea disease. Methods We performed an TMT labeling-based quantitative spleen proteomic analysis of the control group (SC), tolerance group (SR) and susceptible group (SS) to identify the differentially expressed proteins (DEPs), and screened potential molecular markers of piglet spleen tissues in response to C. perfringens type C infection. Results In this study, a total of 115, 176 and 83 DEPs were identified in SR vs SC, SS vs SC, and SR vs SC, respectively, which may play the important regulatory roles in the process of piglet spleens in response toC. perfringens type C-infected diarrhea diseases. GO enrichment analysis revealed that the DEPs were mostly significantly enriched in acute inflammatory response, defense response, antimicrobial response, transporter activity, cellular metabolic process and so on, and KEGG pathway enrichment analysis showed that the significantly enriched immune related pathways of the PPAR signaling pathway, IL-17 signaling pathway, antigen processing and presentation, which hints at the immune defense process of piglet spleen against C. perfringens infection. This study helps to elucidate the protein expressional pattern of piglet spleen against C. perfringens type C-infected diarrhea disease, which can contribute to the prevention and control for pig diarrhea disease and the further development of diarrhea resistant pig breeding.
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Affiliation(s)
- Xiaoli Wang
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China,Guizhou Institute of Prataculture, Guizhou Academy of Agriculture Science, Guiyang, China
| | - Xiaoyu Huang
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China
| | - Qiaoli Yang
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China
| | - Zunqiang Yan
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China
| | - Pengfei Wang
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China
| | - Xiaoli Gao
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China
| | - Ruirui Luo
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China
| | - Shuangbao Gun
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou, Gansu, China,Gansu Research Center for Swine Production Engineering and Technology, Lanzhou, Gansu, China
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Yang YC, Liu SH, Hsu YH, Wu YL, Chu PT, Lin PC. Cerebrospinal fluid predictors of shunt-dependent hydrocephalus after hemorrhagic stroke: a systematic review and meta-analysis. Neurosurg Rev 2022; 45:1847-1859. [PMID: 35015193 DOI: 10.1007/s10143-022-01731-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 12/06/2021] [Accepted: 01/03/2022] [Indexed: 12/23/2022]
Abstract
Hydrocephalus is a common complication of hemorrhagic stroke and has been reported to contribute to poor neurological outcomes. Herein, we aimed to investigate the validity of cerebrospinal fluid (CSF) data in predicting shunt-dependent hydrocephalus (SDHC) in patients with hemorrhagic stroke. PubMed, CENTRAL, and Embase databases were searched for relevant studies published through July 31, 2021. The 16 studies with 1505 patient included those in which CSF data predicted risk for SDHC and reports on CSF parameters in patients in whom SDHC or hydrocephalus that was not shunt-dependent developed following hemorrhagic stroke. We appraised the study quality using Newcastle-Ottawa Scale and conducted a meta-analysis of the pooled estimates of the CSF predictors. The meta-analysis revealed three significant CSF predictors for shunt dependency, i.e., higher protein levels (mean difference [MD] = 32.09 mg/dL, 95% confidence interval [CI] = 25.48-38.70, I2 = 0%), higher levels of transforming growth factor β1 (TGF-β1; MD = 0.52 ng/mL, 95% CI = 0.42-0.62, I2 = 0%), and higher ferritin levels (MD = 108.87 µg/dL, 95% CI = 56.68-161.16, I2 = 36%). The red blood cell count, lactate level, and glucose level in CSF were not significant in predicting SDHC in patients with hemorrhagic stroke. Therefore, higher protein, TGF-β1, and ferritin levels in CSF are significant predictors for SDHC in patients with hemorrhagic stroke. Measuring these CSF parameters would help in the early recognition of SDHC risk in clinical care.
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Affiliation(s)
- Yao-Chung Yang
- Division of Neurosurgery, Department of Surgery, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan.,National Defense Medical Center, Taipei, Taiwan
| | - Szu-Hao Liu
- Division of Neurosurgery, Department of Surgery, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
| | - Yu-Hone Hsu
- Division of Neurosurgery, Department of Surgery, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
| | - Yu-Lun Wu
- Division of Neurosurgery, Department of Surgery, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
| | - Ping-Teng Chu
- Division of Surgical Intensive Care, Department of Critical Care Medicine, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
| | - Pei-Chin Lin
- Department of Medical Education and Research, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan. .,Department of Pharmacy, School of Pharmacy, Kaohsiung Medical University, Kaohsiung, Taiwan.
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Tong C, Cong P, Liu Y, Shi X, Shi L, Mao S, Zhao Y, Hou M, Liu Y. Tandem Mass Tag-Based Quantitative Proteomic Analysis Reveals Pathways Involved in Brain Injury Induced by Chest Exposure to Shock Waves. Front Mol Neurosci 2021; 14:688050. [PMID: 34630032 PMCID: PMC8496458 DOI: 10.3389/fnmol.2021.688050] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 07/30/2021] [Indexed: 11/20/2022] Open
Abstract
Recurrent chest blast exposure can lead to brain inflammation, oxidative stress, and mental disorders in soldiers. However, the mechanism that underlies brain injury caused indirectly by chest blasts remains unclear. It is urgent to find additional reliable biomarkers to reveal the intimate details of the pathogenesis of this phenomenon. We used the term tandem mass tag (TMT) labeling combined with liquid chromatography–tandem mass spectrometry (LC-MS/MS) to screen for differentially expressed proteins in rat brain at different time points after a chest blast. Data are available via ProteomeXchange with the identifier PXD025204. Gene Ontology (GO), the Kyoto Encyclopedia of Genes and Genomes (KEGG), the Database for Annotation, Visualization and Integrated Discovery (DAVID), and Cytoscape analyses were used to analyze the proteomic profiles of blast-exposed rats. In addition, we performed Western blotting to verify protein levels. We identified 6,931 proteins, of which 255 were differentially expressed and 43, 84, 52, 97, and 49 were identified in brain tissues at 12, 24, 48, and 72 h and 1 week after chest blast exposure, respectively. In this study, the GO, KEGG, Clusters of Orthologous Groups of proteins, and Search Tool for the Retrieval of Interacting Genes/Proteins (STRING) analyses indicated that brain damage caused by chest blast exposure involved many important biological processes and signaling pathways, such as inflammation, cell adhesion, phagocytosis, neuronal and synaptic damage, oxidative stress, and apoptosis. Furthermore, Western blotting confirmed that these differentially expressed proteins and affected signaling pathways were associated with brain damage caused by chest blast exposure. This study identifies potential protein biomarkers of brain damage caused indirectly by chest blast and new targets for the treatment of this condition.
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Affiliation(s)
- Changci Tong
- The Second Affiliated Hospital of Shenyang Medical College, The Veterans General Hospital of Liaoning Province, Shenyang, China.,Shenyang Medical College, Shenyang, China
| | - Peifang Cong
- The Second Affiliated Hospital of Shenyang Medical College, The Veterans General Hospital of Liaoning Province, Shenyang, China.,Shenyang Medical College, Shenyang, China
| | - Ying Liu
- The Second Affiliated Hospital of Shenyang Medical College, The Veterans General Hospital of Liaoning Province, Shenyang, China.,Shenyang Medical College, Shenyang, China
| | - Xiuyun Shi
- The Second Affiliated Hospital of Shenyang Medical College, The Veterans General Hospital of Liaoning Province, Shenyang, China.,Shenyang Medical College, Shenyang, China
| | - Lin Shi
- The Second Affiliated Hospital of Shenyang Medical College, The Veterans General Hospital of Liaoning Province, Shenyang, China.,Shenyang Medical College, Shenyang, China
| | - Shun Mao
- The Second Affiliated Hospital of Shenyang Medical College, The Veterans General Hospital of Liaoning Province, Shenyang, China.,Shenyang Medical College, Shenyang, China
| | | | - Mingxiao Hou
- The Second Affiliated Hospital of Shenyang Medical College, The Veterans General Hospital of Liaoning Province, Shenyang, China.,Shenyang Medical College, Shenyang, China
| | - Yunen Liu
- The Second Affiliated Hospital of Shenyang Medical College, The Veterans General Hospital of Liaoning Province, Shenyang, China.,Shenyang Medical College, Shenyang, China
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12
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Wu F, Liu Z, Li G, Zhou L, Huang K, Wu Z, Zhan R, Shen J. Inflammation and Oxidative Stress: Potential Targets for Improving Prognosis After Subarachnoid Hemorrhage. Front Cell Neurosci 2021; 15:739506. [PMID: 34630043 PMCID: PMC8497759 DOI: 10.3389/fncel.2021.739506] [Citation(s) in RCA: 58] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2021] [Accepted: 08/20/2021] [Indexed: 12/13/2022] Open
Abstract
Subarachnoid hemorrhage (SAH) has a high mortality rate and causes long-term disability in many patients, often associated with cognitive impairment. However, the pathogenesis of delayed brain dysfunction after SAH is not fully understood. A growing body of evidence suggests that neuroinflammation and oxidative stress play a negative role in neurofunctional deficits. Red blood cells and hemoglobin, immune cells, proinflammatory cytokines, and peroxidases are directly or indirectly involved in the regulation of neuroinflammation and oxidative stress in the central nervous system after SAH. This review explores the role of various cellular and acellular components in secondary inflammation and oxidative stress after SAH, and aims to provide new ideas for clinical treatment to improve the prognosis of SAH.
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Affiliation(s)
- Fan Wu
- First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China.,Department of Neurosurgery, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Zongchi Liu
- First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China.,Department of Neurosurgery, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Ganglei Li
- First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China.,Department of Neurosurgery, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Lihui Zhou
- First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China.,Department of Neurosurgery, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Kaiyuan Huang
- First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China.,Department of Neurosurgery, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Zhanxiong Wu
- College of Electronics and Information, Hangzhou Dianzi University, Hangzhou, China
| | - Renya Zhan
- First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China.,Department of Neurosurgery, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Jian Shen
- First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China.,Department of Neurosurgery, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
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13
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Ikram A, Javaid MA, Ortega-Gutierrez S, Selim M, Kelangi S, Anwar SMH, Torbey MT, Divani AA. Delayed Cerebral Ischemia after Subarachnoid Hemorrhage. J Stroke Cerebrovasc Dis 2021; 30:106064. [PMID: 34464924 DOI: 10.1016/j.jstrokecerebrovasdis.2021.106064] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 07/25/2021] [Accepted: 08/15/2021] [Indexed: 12/23/2022] Open
Abstract
Delayed cerebral ischemia (DCI) is the most feared complication of aneurysmal subarachnoid hemorrhage (aSAH). It increases the mortality and morbidity associated with aSAH. Previously, large cerebral artery vasospasm was thought to be the sole major contributing factor associated with increased risk of DCI. Recent literature has challenged this concept. We conducted a literature search using PUBMED as the prime source of articles discussing various other factors which may contribute to the development of DCI both in the presence or absence of large cerebral artery vasospasm. These factors include microvascular spasm, micro-thrombosis, cerebrovascular dysregulation, and cortical spreading depolarization. These factors collectively result in inflammation of brain parenchyma, which is thought to precipitate early brain injury and DCI. We conclude that diagnostic modalities need to be refined in order to diagnose DCI more efficiently in its early phase, and newer interventions need to be developed to prevent and treat this condition. These newer interventions are currently being studied in experimental models. However, their effectiveness on patients with aSAH is yet to be determined.
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Affiliation(s)
- Asad Ikram
- Department of Neurology, University of New Mexico, MSC10-5620, 1, Albuquerque, NM 87131, USA
| | - Muhammad Ali Javaid
- Department of Neurology, University of New Mexico, MSC10-5620, 1, Albuquerque, NM 87131, USA
| | | | - Magdy Selim
- Stroke Division, Department of Neurology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Sarah Kelangi
- Department of Neurology, University of New Mexico, MSC10-5620, 1, Albuquerque, NM 87131, USA
| | | | - Michel T Torbey
- Department of Neurology, University of New Mexico, MSC10-5620, 1, Albuquerque, NM 87131, USA
| | - Afshin A Divani
- Department of Neurology, University of New Mexico, MSC10-5620, 1, Albuquerque, NM 87131, USA.
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14
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Karnaukhova E, Owczarek C, Schmidt P, Schaer DJ, Buehler PW. Human Plasma and Recombinant Hemopexins: Heme Binding Revisited. Int J Mol Sci 2021; 22:ijms22031199. [PMID: 33530421 PMCID: PMC7866118 DOI: 10.3390/ijms22031199] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 12/24/2020] [Indexed: 11/24/2022] Open
Abstract
Plasma hemopexin (HPX) is the key antioxidant protein of the endogenous clearance pathway that limits the deleterious effects of heme released from hemoglobin and myoglobin (the term “heme” is used in this article to denote both the ferrous and ferric forms). During intra-vascular hemolysis, heme partitioning to protein and lipid increases as the plasma concentration of HPX declines. Therefore, the development of HPX as a replacement therapy during high heme stress could be a relevant intervention for hemolytic disorders. A logical approach to enhance HPX yield involves recombinant production strategies from human cell lines. The present study focuses on a biophysical assessment of heme binding to recombinant human HPX (rhHPX) produced in the Expi293FTM (HEK293) cell system. In this report, we examine rhHPX in comparison with plasma HPX using a systematic analysis of protein structural and functional characteristics related to heme binding. Analysis of rhHPX by UV/Vis absorption spectroscopy, circular dichroism (CD), size-exclusion chromatography (SEC)-HPLC, and catalase-like activity demonstrated a similarity to HPX fractionated from plasma. In particular, the titration of HPX apo-protein(s) with heme was performed for the first time using a wide range of heme concentrations to model HPX–heme interactions to approximate physiological conditions (from extremely low to more than two-fold heme molar excess over the protein). The CD titration data showed an induced bisignate CD Soret band pattern typical for plasma and rhHPX versions at low heme-to-protein molar ratios and demonstrated that further titration is dependent on the amount of protein-bound heme to the extent that the arising opposite CD couplet results in a complete inversion of the observed CD pattern. The data generated in this study suggest more than one binding site in both plasma and rhHPX. Furthermore, our study provides a useful analytical platform for the detailed characterization of HPX–heme interactions and potentially novel HPX fusion constructs.
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Affiliation(s)
- Elena Karnaukhova
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD 20993, USA
- Correspondence: (E.K.); (P.W.B.)
| | - Catherine Owczarek
- CSL Limited, Bio21 Institute, Parkville, Victoria 3010, Australia; (C.O.); (P.S.)
| | - Peter Schmidt
- CSL Limited, Bio21 Institute, Parkville, Victoria 3010, Australia; (C.O.); (P.S.)
| | - Dominik J. Schaer
- Division of Internal Medicine, University Hospital of Zurich, 8091 Zurich, Switzerland;
| | - Paul W. Buehler
- Department of Pathology, The University of Maryland School of Medicine, Baltimore, MD 21201, USA
- The Center for Blood Oxygen Transport and Hemostasis, Department of Pediatrics, The University of Maryland School of Medicine, Baltimore, MD 21201, USA
- Correspondence: (E.K.); (P.W.B.)
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