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Kapp KL, Ji Choi M, Bai K, Du L, Yende S, Kellum JA, Angus DC, Peck-Palmer OM, Robinson RAS. PATHWAYS ASSOCIATED WITH POSITIVE SEPSIS SURVIVAL OUTCOMES IN AFRICAN AMERICAN/BLACK AND NON-HISPANIC WHITE PATIENTS WITH URINARY TRACT INFECTION. Shock 2023; 60:362-372. [PMID: 37493584 PMCID: PMC10527228 DOI: 10.1097/shk.0000000000002176] [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] [Indexed: 07/27/2023]
Abstract
ABSTRACT Urinary tract infections (UTIs) are a common cause of sepsis worldwide. Annually, more than 60,000 US deaths can be attributed to sepsis secondary to UTIs, and African American/Black adults have higher incidence and case-fatality rates than non-Hispanic White adults. Molecular-level factors that may help partially explain differences in sepsis survival outcomes between African American/Black and Non-Hispanic White adults are not clear. In this study, patient samples (N = 166) from the Protocolized Care for Early Septic Shock cohort were analyzed using discovery-based plasma proteomics. Patients had sepsis secondary to UTIs and were stratified according to self-identified racial background and sepsis survival outcomes. Proteomics results suggest patient heterogeneity across mechanisms driving survival from sepsis secondary to UTIs. Differentially expressed proteins (n = 122, false discovery rate-adjusted P < 0.05) in Non-Hispanic White sepsis survivors were primarily in immune system pathways, while differentially expressed proteins (n = 47, false discovery rate-adjusted P < 0.05) in African American/Black patients were mostly in metabolic pathways. However, in all patients, regardless of racial background, there were 16 differentially expressed proteins in sepsis survivors involved in translation initiation and shutdown pathways. These pathways are potential targets for prognostic intervention. Overall, this study provides information about molecular factors that may help explain disparities in sepsis survival outcomes among African American/Black and Non-Hispanic White patients with primary UTIs.
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Affiliation(s)
- Kathryn L. Kapp
- Department of Chemistry, Vanderbilt University, Nashville, TN, 37235, USA
- The Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, TN, 32732, USA
| | - Min Ji Choi
- Department of Chemistry, Vanderbilt University, Nashville, TN, 37235, USA
| | - Kun Bai
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37203, USA
| | - Liping Du
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37203, USA
- Vanderbilt Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Sachin Yende
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
- Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA
| | - John A. Kellum
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
| | - Derek C. Angus
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
- Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA
| | - Octavia M. Peck-Palmer
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
- Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA
- Department of Pathology, University of Pittsburgh, Pittsburgh, PA, 15213, USA
| | - Renã A. S. Robinson
- Department of Chemistry, Vanderbilt University, Nashville, TN, 37235, USA
- The Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, TN, 32732, USA
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2
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Augusto JF, Beauvillain C, Poli C, Paolini L, Tournier I, Pignon P, Blanchard S, Preisser L, Soleti R, Delépine C, Monnier M, Douchet I, Asfar P, Beloncle F, Guisset O, Prével R, Mercat A, Vinatier E, Goret J, Subra JF, Couez D, Wilson MR, Blanco P, Jeannin P, Delneste Y. Clusterin Neutralizes the Inflammatory and Cytotoxic Properties of Extracellular Histones in Sepsis. Am J Respir Crit Care Med 2023; 208:176-187. [PMID: 37141109 DOI: 10.1164/rccm.202207-1253oc] [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: 07/04/2022] [Accepted: 05/03/2023] [Indexed: 05/05/2023] Open
Abstract
Rationale: Extracellular histones, released into the surrounding environment during extensive cell death, promote inflammation and cell death, and these deleterious roles have been well documented in sepsis. Clusterin (CLU) is a ubiquitous extracellular protein that chaperones misfolded proteins and promotes their removal. Objectives: We investigated whether CLU could protect against the deleterious properties of histones. Methods: We assessed CLU and histone expression in patients with sepsis and evaluated the protective role of CLU against histones in in vitro assays and in vivo models of experimental sepsis. Measurements and Main Results: We show that CLU binds to circulating histones and reduces their inflammatory, thrombotic, and cytotoxic properties. We observed that plasma CLU levels decreased in patients with sepsis and that the decrease was greater and more durable in nonsurvivors than in survivors. Accordingly, CLU deficiency was associated with increased mortality in mouse models of sepsis and endotoxemia. Finally, CLU supplementation improved mouse survival in a sepsis model. Conclusions: This study identifies CLU as a central endogenous histone-neutralizing molecule and suggests that, in pathologies with extensive cell death, CLU supplementation may improve disease tolerance and host survival.
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Affiliation(s)
- Jean-François Augusto
- Univ Angers, Nantes Université, INSERM, CNRS, CRCI2ICAT, Angers, France
- Département de Néphrologie, Dialyse et Transplantation
| | - Céline Beauvillain
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
- Laboratoire d'Immunologie et Allergologie, and
| | - Caroline Poli
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
- Laboratoire d'Immunologie et Allergologie, and
| | - Léa Paolini
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
| | - Isabelle Tournier
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
- Institut de Cancérologie de l'Ouest, Angers, France
| | - Pascale Pignon
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
| | - Simon Blanchard
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
- Laboratoire d'Immunologie et Allergologie, and
| | - Laurence Preisser
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
| | - Raffaella Soleti
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
| | - Chloé Delépine
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
| | - Marine Monnier
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
| | - Isabelle Douchet
- UMR-CNRS, ImmunConcept, University of Bordeaux, Bordeaux, France
| | - Pierre Asfar
- Service de Médecine Intensive et Réanimation, CHU d'Angers, Angers, France
- Université de Angers, Inserm, CNRS, MITOVASC, SFR ICAT, Angers, France
| | - François Beloncle
- Service de Médecine Intensive et Réanimation, CHU d'Angers, Angers, France
| | | | | | - Alain Mercat
- UMR-CNRS, ImmunConcept, University of Bordeaux, Bordeaux, France
| | - Emeline Vinatier
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
- Laboratoire d'Immunologie et Allergologie, and
| | - Julien Goret
- UMR-CNRS, ImmunConcept, University of Bordeaux, Bordeaux, France
- Department of Immunology and Immunogenetics, Bordeaux University Hospital, Bordeaux, France
| | - Jean-François Subra
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
- Département de Néphrologie, Dialyse et Transplantation
| | - Dominique Couez
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
| | - Mark R Wilson
- Molecular Horizons and School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, New South Wales, Australia; and
- Illawarra Health and Medical Research Institute, Wollongong, New South Wales, Australia
| | - Patrick Blanco
- UMR-CNRS, ImmunConcept, University of Bordeaux, Bordeaux, France
- Department of Immunology and Immunogenetics, Bordeaux University Hospital, Bordeaux, France
| | - Pascale Jeannin
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
- Laboratoire d'Immunologie et Allergologie, and
| | - Yves Delneste
- Univ Angers, Nantes Université, INSERM, CNRS, CRCIICAT, Angers, France
- Laboratoire d'Immunologie et Allergologie, and
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Gong R, Luo H, Long G, Xu J, Huang C, Zhou X, Shang Y, Zhang D. Integrative proteomic profiling of lung tissues and blood in acute respiratory distress syndrome. Front Immunol 2023; 14:1158951. [PMID: 37197655 PMCID: PMC10184823 DOI: 10.3389/fimmu.2023.1158951] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2023] [Accepted: 04/20/2023] [Indexed: 05/19/2023] Open
Abstract
Introduction Acute respiratory distress syndrome and acute lung injury (ARDS/ALI) still lack a recognized diagnostic test and pharmacologic treatments that target the underlying pathology. Methods To explore the sensitive non-invasive biomarkers associated with pathological changes in the lung of direct ARDS/ALI, we performed an integrative proteomic analysis of lung and blood samples from lipopolysaccharide (LPS)-induced ARDS mice and COVID-19-related ARDS patients. The common differentially expressed proteins (DEPs) were identified based on combined proteomic analysis of serum and lung samples in direct ARDS mice model. The clinical value of the common DEPs was validated in lung and plasma proteomics in cases of COVID-19-related ARDS. Results We identified 368 DEPs in serum and 504 in lung samples from LPS-induced ARDS mice. Gene ontology (GO) classification and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis showed that these DEPs in lung tissues were primarily enriched in pathways, including IL-17 and B cell receptor signaling pathways, and the response to stimuli. In contrast, DEPs in the serum were mostly involved in metabolic pathways and cellular processes. Through network analysis of protein-protein interactions (PPI), we identified diverse clusters of DEPs in the lung and serum samples. We further identified 50 commonly upregulated and 10 commonly downregulated DEPs in the lung and serum samples. Internal validation with a parallel-reacted monitor (PRM) and external validation in the Gene Expression Omnibus (GEO) datasets further showed these confirmed DEPs. We then validated these proteins in the proteomics of patients with ARDS and identified six proteins (HP, LTA4H, S100A9, SAA1, SAA2, and SERPINA3) with good clinical diagnostic and prognostic value. Discussion These proteins can be viewed as sensitive and non-invasive biomarkers associated with lung pathological changes in the blood and could potentially serve as targets for the early detection and treatment of direct ARDS especially in hyperinflammatory subphenotype.
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Affiliation(s)
- Rui Gong
- The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China (USTC), Hefei, Anhui, China
- Center for Translational Medicine, Wuhan Jinyintan Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei, China
| | - Hong Luo
- Center for Translational Medicine, Wuhan Jinyintan Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei, China
| | - Gangyu Long
- Center for Translational Medicine, Wuhan Jinyintan Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei, China
| | - Jiqian Xu
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei, China
| | - Chaolin Huang
- Center for Translational Medicine, Wuhan Jinyintan Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei, China
| | - Xin Zhou
- SpecAlly Life Technology Co., Ltd, Wuhan, Hubei, China
| | - You Shang
- The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China (USTC), Hefei, Anhui, China
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei, China
- *Correspondence: Dingyu Zhang, ; You Shang,
| | - Dingyu Zhang
- The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China (USTC), Hefei, Anhui, China
- Center for Translational Medicine, Wuhan Jinyintan Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei, China
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei, China
- *Correspondence: Dingyu Zhang, ; You Shang,
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Van Nynatten LR, Slessarev M, Martin CM, Leligdowicz A, Miller MR, Patel MA, Daley M, Patterson EK, Cepinskas G, Fraser DD. Novel plasma protein biomarkers from critically ill sepsis patients. Clin Proteomics 2022; 19:50. [PMID: 36572854 PMCID: PMC9792322 DOI: 10.1186/s12014-022-09389-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 12/09/2022] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Despite the high morbidity and mortality associated with sepsis, the relationship between the plasma proteome and clinical outcome is poorly understood. In this study, we used targeted plasma proteomics to identify novel biomarkers of sepsis in critically ill patients. METHODS Blood was obtained from 15 critically ill patients with suspected/confirmed sepsis (Sepsis-3.0 criteria) on intensive care unit (ICU) Day-1 and Day-3, as well as age- and sex-matched 15 healthy control subjects. A total of 1161 plasma proteins were measured with proximal extension assays. Promising sepsis biomarkers were narrowed with machine learning and then correlated with relevant clinical and laboratory variables. RESULTS The median age for critically ill sepsis patients was 56 (IQR 51-61) years. The median MODS and SOFA values were 7 (IQR 5.0-8.0) and 7 (IQR 5.0-9.0) on ICU Day-1, and 4 (IQR 3.5-7.0) and 6 (IQR 3.5-7.0) on ICU Day-3, respectively. Targeted proteomics, together with feature selection, identified the leading proteins that distinguished sepsis patients from healthy control subjects with ≥ 90% classification accuracy; 25 proteins on ICU Day-1 and 26 proteins on ICU Day-3 (6 proteins overlapped both ICU days; PRTN3, UPAR, GDF8, NTRK3, WFDC2 and CXCL13). Only 7 of the leading proteins changed significantly between ICU Day-1 and Day-3 (IL10, CCL23, TGFα1, ST2, VSIG4, CNTN5, and ITGAV; P < 0.01). Significant correlations were observed between a variety of patient clinical/laboratory variables and the expression of 15 proteins on ICU Day-1 and 14 proteins on ICU Day-3 (P < 0.05). CONCLUSIONS Targeted proteomics with feature selection identified proteins altered in critically ill sepsis patients relative to healthy control subjects. Correlations between protein expression and clinical/laboratory variables were identified, each providing pathophysiological insight. Our exploratory data provide a rationale for further hypothesis-driven sepsis research.
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Affiliation(s)
| | - Marat Slessarev
- grid.39381.300000 0004 1936 8884Medicine, Western University, London, ON Canada ,grid.415847.b0000 0001 0556 2414Lawson Health Research Institute, London, ON Canada
| | - Claudio M. Martin
- grid.39381.300000 0004 1936 8884Medicine, Western University, London, ON Canada ,grid.415847.b0000 0001 0556 2414Lawson Health Research Institute, London, ON Canada
| | - Aleks Leligdowicz
- grid.39381.300000 0004 1936 8884Medicine, Western University, London, ON Canada ,grid.415847.b0000 0001 0556 2414Lawson Health Research Institute, London, ON Canada
| | - Michael R. Miller
- grid.415847.b0000 0001 0556 2414Lawson Health Research Institute, London, ON Canada ,grid.39381.300000 0004 1936 8884Pediatrics, Western University, London, ON Canada
| | - Maitray A. Patel
- grid.39381.300000 0004 1936 8884Computer Science, Western University, London, ON N6A 3K7 Canada
| | - Mark Daley
- grid.415847.b0000 0001 0556 2414Lawson Health Research Institute, London, ON Canada ,grid.39381.300000 0004 1936 8884Computer Science, Western University, London, ON N6A 3K7 Canada ,grid.494618.6The Vector Institute for Artificial Intelligence, Toronto, ON M5G 1M1 Canada
| | - Eric K. Patterson
- grid.415847.b0000 0001 0556 2414Lawson Health Research Institute, London, ON Canada
| | - Gediminas Cepinskas
- grid.415847.b0000 0001 0556 2414Lawson Health Research Institute, London, ON Canada ,grid.39381.300000 0004 1936 8884Medical Biophysics, Western University, London, ON N6A 3K7 Canada
| | - Douglas D. Fraser
- grid.415847.b0000 0001 0556 2414Lawson Health Research Institute, London, ON Canada ,grid.39381.300000 0004 1936 8884Pediatrics, Western University, London, ON Canada ,grid.39381.300000 0004 1936 8884Clinical Neurological Sciences, Western University, London, ON Canada ,grid.39381.300000 0004 1936 8884Physiology and Pharmacology, Western University, London, ON Canada ,grid.412745.10000 0000 9132 1600London Health Sciences Centre, Room C2-C82, 800 Commissioners Road East, London, ON N6A 5W9 Canada
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5
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Kapp KL, Arul AB, Zhang KC, Du L, Yende S, Kellum JA, Angus DC, Peck-Palmer OM, Robinson RAS. Proteomic changes associated with racial background and sepsis survival outcomes. Mol Omics 2022; 18:923-937. [PMID: 36097965 DOI: 10.1039/d2mo00171c] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Intra-abdominal infection is a common cause of sepsis, and intra-abdominal sepsis leads to ∼156 000 U.S. deaths annually. African American/Black adults have higher incidence and mortality rates from sepsis compared to Non-Hispanic White adults. A limited number of studies have traced survival outcomes to molecular changes; however, these studies primarily only included Non-Hispanic White adults. Our goal is to better understand molecular changes that may contribute to differences in sepsis survival in African American/Black and Non-Hispanic White adults with primary intra-abdominal infection. We employed discovery-based plasma proteomics of patient samples from the Protocolized Care for Early Septic Shock (ProCESS) cohort (N = 107). We identified 49 proteins involved in the acute phase response and complement system whose expression levels are associated with both survival outcome and racial background. Additionally, 82 proteins differentially-expressed in survivors were specific to African American/Black or Non-Hispanic White patients, suggesting molecular-level heterogeneity in sepsis patients in key inflammatory pathways. A smaller, robust set of 19 proteins were in common in African American/Black and Non-Hispanic White survivors and may represent potential universal molecular changes in sepsis. Overall, this study identifies molecular factors that may contribute to differences in survival outcomes in African American/Black patients that are not fully explained by socioeconomic or other non-biological factors.
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Affiliation(s)
- Kathryn L Kapp
- Department of Chemistry, Vanderbilt University, 5423 Stevenson Center, Nashville, TN, 37235, USA.,The Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, TN, 32732, USA.
| | - Albert B Arul
- Department of Chemistry, Vanderbilt University, 5423 Stevenson Center, Nashville, TN, 37235, USA
| | - Kevin C Zhang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37203, USA
| | - Liping Du
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37203, USA.,Vanderbilt Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Sachin Yende
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA.,Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA.,Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA
| | - John A Kellum
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
| | - Derek C Angus
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA.,Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA.,Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA
| | - Octavia M Peck-Palmer
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA.,Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA.,Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA.,Department of Pathology, University of Pittsburgh, Pittsburgh, PA, 15213, USA
| | - Renã A S Robinson
- Department of Chemistry, Vanderbilt University, 5423 Stevenson Center, Nashville, TN, 37235, USA.,The Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, TN, 32732, USA.
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Miao H, Chen S, Ding R. Evaluation of the Molecular Mechanisms of Sepsis Using Proteomics. Front Immunol 2021; 12:733537. [PMID: 34745104 PMCID: PMC8566982 DOI: 10.3389/fimmu.2021.733537] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 10/08/2021] [Indexed: 12/12/2022] Open
Abstract
Sepsis is a complex syndrome promoted by pathogenic and host factors; it is characterized by dysregulated host responses and multiple organ dysfunction, which can lead to death. However, its underlying molecular mechanisms remain unknown. Proteomics, as a biotechnology research area in the post-genomic era, paves the way for large-scale protein characterization. With the rapid development of proteomics technology, various approaches can be used to monitor proteome changes and identify differentially expressed proteins in sepsis, which may help to understand the pathophysiological process of sepsis. Although previous reports have summarized proteomics-related data on the diagnosis of sepsis and sepsis-related biomarkers, the present review aims to comprehensively summarize the available literature concerning “sepsis”, “proteomics”, “cecal ligation and puncture”, “lipopolysaccharide”, and “post-translational modifications” in relation to proteomics research to provide novel insights into the molecular mechanisms of sepsis.
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Affiliation(s)
- He Miao
- Department of Intensive Care Unit, The First Hospital of China Medical University, Shenyang, China
| | - Song Chen
- Department of Trauma Intensive Care Unit, The First Affiliated Hospital of Hainan Medical University, Haikou, China.,Key Laboratory of Emergency and Trauma of Ministry of Education, Hainan Medical University, Haikou, China
| | - Renyu Ding
- Department of Intensive Care Unit, The First Hospital of China Medical University, Shenyang, China
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7
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Serum Protein Changes in Pediatric Sepsis Patients Identified With an Aptamer-Based Multiplexed Proteomic Approach. Crit Care Med 2020; 48:e48-e57. [PMID: 31714400 DOI: 10.1097/ccm.0000000000004083] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
OBJECTIVES Sepsis, a life-threatening organ dysfunction caused by a dysregulated host response to infection, is a leading cause of death and disability among children worldwide. Identifying sepsis in pediatric patients is difficult and can lead to treatment delay. Our objective was to assess the host proteomic response to infection utilizing an aptamer-based multiplexed proteomics approach to identify novel serum protein changes that might help distinguish between pediatric sepsis and infection-negative systemic inflammation and hence can potentially improve sensitivity and specificity of the diagnosis of sepsis over current clinical criteria approaches. DESIGN Retrospective, observational cohort study. SETTING PICU and cardiac ICU, Seattle Children's Hospital, Seattle, WA. PATIENTS A cohort of 40 children with clinically overt sepsis and 30 children immediately postcardiopulmonary bypass surgery (infection-negative systemic inflammation control subjects) was recruited. Children with sepsis had a confirmed or suspected infection, two or more systemic inflammatory response syndrome criteria, and at least cardiovascular and/or pulmonary organ dysfunction. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS Serum samples from 35 of the sepsis and 28 of the bypass surgery subjects were available for screening with an aptamer-based proteomic platform that measures 1,305 proteins to search for large-scale serum protein expression pattern changes in sepsis. A total of 111 proteins were significantly differentially expressed between the sepsis and control groups, using the linear models for microarray data (linear modeling) and Boruta (decision trees) R packages, with 55 being previously identified in sepsis patients. Weighted gene correlation network analysis helped identify 76 proteins that correlated highly with clinical sepsis traits, 27 of which had not been previously reported in sepsis. CONCLUSIONS The serum protein changes identified with the aptamer-based multiplexed proteomics approach used in this study can be useful to distinguish between sepsis and noninfectious systemic inflammation.
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8
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Gondek M, Herosimczyk A, Knysz P, Ożgo M, Lepczyński A, Szkucik K. Comparative Proteomic Analysis of Serum from Pigs Experimentally Infected with Trichinella spiralis, Trichinella britovi, and Trichinella pseudospiralis. Pathogens 2020; 9:pathogens9010055. [PMID: 31940868 PMCID: PMC7168678 DOI: 10.3390/pathogens9010055] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Revised: 01/05/2020] [Accepted: 01/09/2020] [Indexed: 12/14/2022] Open
Abstract
Although the available proteomic studies have made it possible to identify and characterize Trichinella stage-specific proteins reacting with infected host-specific antibodies, the vast majority of these studies do not provide any information about changes in the global proteomic serum profile of Trichinella-infested individuals. In view of the above, the present study aimed to examine the protein expression profile of serum obtained at 13 and 60 days postinfection (d.p.i.) from three groups of pigs experimentally infected with Trichinella spiralis, Trichinella britovi, and Trichinella pseudospiralis and from uninfected, control pigs by two-dimensional gel electrophoresis (2-DE) followed by matrix-assisted laser desorption/ionization time-of-flight (MALDI-TOF) mass spectrometry. The comparative proteomic analysis of the T. spiralis group vs. the control group revealed 5 differently expressed spots at both 13 and 60 d.p.i. Experimental infection with T. britovi induced significant expression changes in 3 protein spots at 13 d.p.i. and in 6 protein spots at 60 d.p.i. in comparison with the control group. Paired analyses between the group infected with T. pseudospiralis and the uninfected control group revealed 6 differently changed spots at 13 d.p.i. and 2 differently changed spots at 60 d.p.i. Among these 27 spots, 15 were successfully identified. Depending on the Trichinella species triggering the infection and the time point of serum collection, they were IgM heavy-chain constant region, antithrombin III-precursor, immunoglobulin gamma-chain, clusterin, homeobox protein Mohawk, apolipoprotein E precursor, serum amyloid P-component precursor, Ig lambda chains, complement C3 isoform X1, and apolipoprotein A-I. Our results demonstrate that various Trichinella species and different phases of the invasion produce a distinct, characteristic proteomic pattern in the serum of experimentally infected pigs.
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Affiliation(s)
- Michał Gondek
- Department of Food Hygiene of Animal Origin, Faculty of Veterinary Medicine, University of Life Sciences in Lublin, Akademicka 12, 20-950 Lublin, Poland; (P.K.); (K.S.)
- Correspondence: ; Tel.: +48-(81)-445-6256
| | - Agnieszka Herosimczyk
- Department of Physiology, Cytobiology and Proteomics, Faculty of Biotechnology and Animal Husbandry, West Pomeranian University of Technology, Klemensa Janickiego 29, 71-270 Szczecin, Poland; (A.H.); (M.O.); (A.L.)
| | - Przemysław Knysz
- Department of Food Hygiene of Animal Origin, Faculty of Veterinary Medicine, University of Life Sciences in Lublin, Akademicka 12, 20-950 Lublin, Poland; (P.K.); (K.S.)
| | - Małgorzata Ożgo
- Department of Physiology, Cytobiology and Proteomics, Faculty of Biotechnology and Animal Husbandry, West Pomeranian University of Technology, Klemensa Janickiego 29, 71-270 Szczecin, Poland; (A.H.); (M.O.); (A.L.)
| | - Adam Lepczyński
- Department of Physiology, Cytobiology and Proteomics, Faculty of Biotechnology and Animal Husbandry, West Pomeranian University of Technology, Klemensa Janickiego 29, 71-270 Szczecin, Poland; (A.H.); (M.O.); (A.L.)
| | - Krzysztof Szkucik
- Department of Food Hygiene of Animal Origin, Faculty of Veterinary Medicine, University of Life Sciences in Lublin, Akademicka 12, 20-950 Lublin, Poland; (P.K.); (K.S.)
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9
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Braga D, Barcella M, Herpain A, Aletti F, Kistler EB, Bollen Pinto B, Bendjelid K, Barlassina C. A longitudinal study highlights shared aspects of the transcriptomic response to cardiogenic and septic shock. CRITICAL CARE : THE OFFICIAL JOURNAL OF THE CRITICAL CARE FORUM 2019; 23:414. [PMID: 31856860 PMCID: PMC6921511 DOI: 10.1186/s13054-019-2670-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/25/2019] [Accepted: 11/12/2019] [Indexed: 12/13/2022]
Abstract
Background Septic shock (SS) and cardiogenic shock (CS) are two types of circulatory shock with a different etiology. Several studies have described the molecular alterations in SS patients, whereas the molecular factors involved in CS have been poorly investigated. We aimed to assess in the whole blood of CS and SS patients, using septic patients without shock (SC) as controls, transcriptomic modifications that occur over 1 week after ICU admission and are common to the two types of shock. Methods We performed whole blood RNA sequencing in 21 SS, 11 CS, and 5 SC. In shock patients, blood samples were collected within 16 h from ICU admission (T1), 48 h after ICU admission (T2), and at day 7 or before discharge (T3). In controls, blood samples were available at T1 and T2. Gene expression changes over time have been studied in CS, SS, and SC separately with a paired analysis. Genes with p value < 0.01 (Benjamini-Hochberg multiple test correction) were defined differentially expressed (DEGs). We used gene set enrichment analysis (GSEA) to identify the biological processes and transcriptional regulators significantly enriched in both types of shock. Results In both CS and SS patients, GO terms of inflammatory response and pattern recognition receptors (PRRs) were downregulated following ICU admission, whereas gene sets of DNA replication were upregulated. At the gene level, we observed that alarmins, interleukin receptors, PRRs, inflammasome, and DNA replication genes significantly changed their expression in CS and SS, but not in SC. Analysis of transcription factor targets showed in both CS and SS patients, an enrichment of CCAAT-enhancer-binding protein beta (CEBPB) targets in genes downregulated over time and an enrichment of E2F targets in genes with an increasing expression trend. Conclusions This pilot study supports, within the limits of a small sample size, the role of alarmins, PRRs, DNA replication, and immunoglobulins in the pathophysiology of circulatory shock, either in the presence of infection or not. We hypothesize that these genes could be potential targets of therapeutic interventions in CS and SS. Trial registration ClinicalTrials.gov, NCT02141607. Registered 19 May 2014.
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Affiliation(s)
- Daniele Braga
- Dipartimento di Scienze della Salute, Università degli Studi di Milano, 20142, Milano, Italy. .,Fondazione Filarete, 20139, Milano, Italy.
| | - Matteo Barcella
- Dipartimento di Scienze della Salute, Università degli Studi di Milano, 20142, Milano, Italy.,Fondazione Filarete, 20139, Milano, Italy
| | - Antoine Herpain
- Department of Intensive Care, Hôpital Erasme, Université Libre de Bruxelles, Brussels, Belgium
| | - Federico Aletti
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Erik B Kistler
- Department of Anestesiology & Critical Care, University of California, San Diego, USA
| | - Bernardo Bollen Pinto
- Department of Anaesthesia, Pharmacology and Intensive Care, Geneva University Hospitals, Geneva, Switzerland
| | - Karim Bendjelid
- Department of Anaesthesia, Pharmacology and Intensive Care, Geneva University Hospitals, Geneva, Switzerland
| | - Cristina Barlassina
- Dipartimento di Scienze della Salute, Università degli Studi di Milano, 20142, Milano, Italy.,Fondazione Filarete, 20139, Milano, Italy
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10
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Haptoglobin improves acute phase response and endotoxin tolerance in response to bacterial LPS. Immunol Lett 2019; 207:17-27. [PMID: 30625342 DOI: 10.1016/j.imlet.2019.01.002] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Revised: 11/22/2018] [Accepted: 01/04/2019] [Indexed: 12/16/2022]
Abstract
Sepsis is characterized by delayed acute phase response and lowered immune tolerance in patients. Acute phase serum proteins, like Haptoglobin (Hp), have been associated with increased mortality in bacteria mediated acute lung inflammation and sepsis in neonates. However, it's direct role in modulating the immune response by regulating pro-inflammatory mediators leading to immune tolerant state and if gender affects its expression levels during bacterial infection, especially in blood has not been fully explored. To understand its specific role in endotoxin-mediated immune response, we investigated the correlation between the rise in Hp levels on bacterial infection and its influence on the expression of pro-inflammatory mediators in male and female Whole blood (WHB) and PBMCs. Here, we observed pathogen-specific and gender-specific expression of Hp. Gonadal steroid hormones differentially influenced the Hp expression in LPS-induced WHB, where the addition of Estrogen increased Hp expression, with suppression of TNFα, in both genders. Further on evaluating, the influence of Hp on TNFα expression in endotoxin tolerance (ET), we show that increased Hp levels directly reduced TNFα expression in ET models. Interestingly, blockade of secreted Hp significantly reversed the (ET) state, confirmed by a significant rise in TNFα expression in both ex vivo and in vitro ET models, indicating a possible feedback inhibition by Hp on inflammatory mediators like TNFα. We also investigated the role of PKCδ in the regulation of LPS induced secretion of acute phase proteins (Hp) in serum, where inhibition of PKCδ, reduced secretion of anti-microbial proteins in response to LPS shown by restored bacterial growth. These findings clearly highlight the crucial role of Hp in maintaining immune tolerance via suppressing the pro-inflammatory mediators and also in preventing bacterial proliferation in blood during infection.
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11
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Targeted LC-MS/MS for the evaluation of proteomics biomarkers in the blood of neonates with necrotizing enterocolitis and late-onset sepsis. Anal Bioanal Chem 2018; 410:7163-7175. [DOI: 10.1007/s00216-018-1320-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2018] [Revised: 07/23/2018] [Accepted: 08/13/2018] [Indexed: 12/30/2022]
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12
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Bioinformatical Analysis of Organ-Related (Heart, Brain, Liver, and Kidney) and Serum Proteomic Data to Identify Protein Regulation Patterns and Potential Sepsis Biomarkers. BIOMED RESEARCH INTERNATIONAL 2018; 2018:3576157. [PMID: 29992139 PMCID: PMC5994327 DOI: 10.1155/2018/3576157] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/28/2017] [Revised: 12/17/2017] [Accepted: 01/21/2018] [Indexed: 01/04/2023]
Abstract
During the last years, proteomic studies have revealed several interesting findings in experimental sepsis models and septic patients. However, most studies investigated protein alterations only in single organs or in whole blood. To identify possible sepsis biomarkers and to evaluate the relationship between protein alteration in sepsis affected organs and blood, proteomics data from the heart, brain, liver, kidney, and serum were analysed. Using functional network analyses in combination with hierarchical cluster analysis, we found that protein regulation patterns in organ tissues as well as in serum are highly dynamic. In the tissue proteome, the main functions and pathways affected were the oxidoreductive activity, cell energy generation, or metabolism, whereas in the serum proteome, functions were associated with lipoproteins metabolism and, to a minor extent, with coagulation, inflammatory response, and organ regeneration. Proteins from network analyses of organ tissue did not correlate with statistically significantly regulated serum proteins or with predicted proteins of serum functions. In this study, the combination of proteomic network analyses with cluster analyses is introduced as an approach to deal with high-throughput proteomics data to evaluate the dynamics of protein regulation during sepsis.
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13
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Abstract
Sepsis is a systemic inflammatory response caused by infection whose molecular mechanisms are still not completely understood. The early detection of sepsis remains a great challenge for clinicians because no single biomarker capable of its reliable prediction, hence, delayed diagnosis frequently undermines treatment efforts, thereby contributing to high mortality. There are several experimental approaches used to reveal the molecular mechanism of sepsis progression. Proteomics coupled with mass spectrometry made possible to identify differentially expressed proteins in clinical samples. Recent advancement in liquid chromatography-based separation methods and mass spectrometers resolution and sensitivity with absolute quantitation methods, made possible to use proteomics as a powerful tool for study of clinical samples with higher coverage proteome profiles. In recent years, number of proteomic studies have been done under sepsis and/or in response to endotoxin and showed various signaling pathways, functions, and biomarkers. This review enlightened the proteomic progress in the last decade in sepsis.
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14
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Pinheiro da Silva F, Cataldi TR, de Lima TM, Starzynski PN, Barbeiro HV, Labate MTV, CéMachado MCC, de Souza HP, Labate CA. Proteomic profiling identifies N-acetylmuramoyl-l-alanine amidase as a novel biomarker of sepsis. Biomark Med 2016; 10:1225-1229. [PMID: 27911590 DOI: 10.2217/bmm-2016-0184] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
AIM Sepsis is a critical condition that leads to high mortality and is the most common cause of death in intensive care units. Despite exhaustive efforts by the scientific community, a reliable biomarker for diagnosis, evolution and prognosis of sepsis is still lacking. Results & methodology: Here, using high-throughput proteomics, we describe N-acetylmuramoyl-l-alanine amidase as a novel candidate for differentiating infectious and noninfectious inflammatory syndromes. DISCUSSION & CONCLUSION This is the first description of N-acetylmuramoyl-l-alanine amidase as a biomarker that can be used alone or in conjunction with other biomarkers to facilitate the diagnosis of sepsis in the critically ill.
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Affiliation(s)
| | - Thais Regiani Cataldi
- Escola Superior de Agricultura 'Luiz de Queiroz', Department of Genetics, Laboratório Multiusuários Centralizado de Genômica Funcional Aplicada à Agropecuária e Agroenergia, University of Sao Paulo, Piracicaba, Brazil
| | | | | | | | - Monica Teresa Veneziano Labate
- Escola Superior de Agricultura 'Luiz de Queiroz', Department of Genetics, Laboratório Multiusuários Centralizado de Genômica Funcional Aplicada à Agropecuária e Agroenergia, University of Sao Paulo, Piracicaba, Brazil
| | | | | | - Carlos Alberto Labate
- Escola Superior de Agricultura 'Luiz de Queiroz', Department of Genetics, Laboratório Multiusuários Centralizado de Genômica Funcional Aplicada à Agropecuária e Agroenergia, University of Sao Paulo, Piracicaba, Brazil
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15
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Proteome analysis of hemofilter adsorbates to identify novel substances of sepsis: a pilot study. J Artif Organs 2016; 20:132-137. [PMID: 27858178 DOI: 10.1007/s10047-016-0936-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2016] [Accepted: 11/09/2016] [Indexed: 12/18/2022]
Abstract
Blood purification therapy using hemofilters with high adsorbing capabilities has been reported to remove excessive humoral mediators from the blood of patients with sepsis. However, there are insufficient studies of the adsorbates bound to hemofilter membranes. We hypothesized that these adsorbates in acute kidney injury (AKI) patients with sepsis were different from those in patients without sepsis and that proteome analysis of the adsorbates would identify novel substances of sepsis. This study included 20 patients who had AKI upon admission to intensive care units (ICUs) and who received continuous renal replacement therapy using polymethyl methacrylate hemofilters. We isolated adsorbates from the hemofilters after use and performed comprehensive proteome analysis. A total of 429 proteins were identified in these adsorbates. Adsorbates from the hemofilters of patients with sepsis had significantly increased frequency of proteins associated with "immune system process" and "biological adhesion" functions compared to those of non-sepsis patients (P < 0.05). Of 429 proteins, 197 were identified only in sepsis adsorbates. Of these, 3 proteins including carbonic anhydrase 1 (CA1) and leucine-rich alpha-2-glycoprotein (LRG1) were identified in all samples from sepsis patients and have not been previously reported in sepsis patients. Validation analysis of patient serum revealed that patients with sepsis had increased serum levels of CA1 and LRG1 compared to patients without sepsis (P < 0.05). To conclude, there were significant differences in the characteristics of the adsorbates from sepsis and non-sepsis patients. CA1 and LRG1 appear to be novel substances associated with sepsis.
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16
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Boyd JG, Smithson LJ, Howes D, Muscedere J, Kawaja MD. Serum proteomics as a strategy to identify novel biomarkers of neurologic recovery after cardiac arrest: a feasibility study. Intensive Care Med Exp 2016; 4:9. [PMID: 27165192 PMCID: PMC4864914 DOI: 10.1186/s40635-016-0084-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 05/03/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Serum biomarkers may play a role in prognostication after cardiac arrest. This study was designed to assess the feasibility of using two-dimensional gel electrophoresis (2D-GE) coupled with mass spectrometry (MS) as a proteomic strategy to identify novel biomarkers that may predict neurological recovery. METHODS Adult comatose survivors of ventricular fibrillation or pulseless ventricular tachycardia were considered eligible. Blood was collected and serum separated within 6 h of hospital admission and then at 24 h afterwards. Neurological outcome was assessed at 3 months with the Cerebral Performance Category (CPC) score. Serum was assessed with 2D-GE with and without prior depletion of high abundance proteins. Protein differences between patients with good (CPC 1,2) vs. poor (CPC 3-5) neurological recovery were subsequently identified with MS. RESULTS From August 2010 to June 2014, 11 patients meeting eligibility criteria were recruited, from which serum was available from 9 (5 with good neurological outcome). On non-depleted serum, only high abundance acute phase proteins such as haptoglobin, cell-free hemoglobin, albumin, and amyloid were detected in both patients with good and poor neurological recovery. Following depletion of high abundance proteins, proteins identified by MS in both patient populations were the acute phase reactants c-reactive protein and retinol binding protein-4. Proteins uniquely identified in the serum of patients with poor neurological recovery included 14-3-3 (epsilon and zeta isoforms) and muskelin. CONCLUSIONS Two-D-GE coupled with MS is a feasible strategy to facilitate the identification of novel predictive biomarkers. The presence of muskelin and 14-3-3 in the serum of patients with poor neurological prognosis warrants further investigation.
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Affiliation(s)
- J Gordon Boyd
- Department of Critical Care Medicine, Queen's University/Kingston General Hospital, Kingston, Ontario, Canada. .,Queen's Centre for Neuroscience Studies, Queen's University, 2nd Floor, Botterell Hall, Kingston, Ontario, Canada. .,Department of Medicine (Neurology) and Critical Care, Davies 2, Kingston General Hospital, Kingston, ON, K7L 2V7, Canada.
| | - Laura J Smithson
- Queen's Centre for Neuroscience Studies, Queen's University, 2nd Floor, Botterell Hall, Kingston, Ontario, Canada
| | - Daniel Howes
- Department of Critical Care Medicine, Queen's University/Kingston General Hospital, Kingston, Ontario, Canada
| | - John Muscedere
- Department of Critical Care Medicine, Queen's University/Kingston General Hospital, Kingston, Ontario, Canada
| | - Michael D Kawaja
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, Ontario, Canada
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Raju M S, V J, Kamaraju RS, Sritharan V, Rajkumar K, Natarajan S, Kumar AD, Burgula S. Continuous evaluation of changes in the serum proteome from early to late stages of sepsis caused by Klebsiella pneumoniae. Mol Med Rep 2016; 13:4835-44. [PMID: 27082932 DOI: 10.3892/mmr.2016.5112] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2015] [Accepted: 01/20/2016] [Indexed: 11/06/2022] Open
Abstract
Serum protein profiles of patients with bacterial sepsis from the day of diagnosis until recovery/mortality were compared from early to late stages in response to severe sepsis using two dimensional electrophoresis. The proteins exhibiting changes during the course of sepsis (20‑28 day mortality) were selected and identified by matrix‑assisted laser desorption ionization‑time of flight‑tandem mass spectrometry. Among the proteins identified, haptoglobin (Hp), transthyretin (TTR), orosomucoid 1/α1 acid glycoprotein (ORM1), α1 antitrypsin (A1AT), serum amyloid A (SAA) and S100A9 exhibited differential expression patterns between survivors (S; n=6) and non‑survivors (NS; n=6), particularly during the early stages of sepsis. Expression factors (EFs), taken as the ratio between the NS and S during early stages, showed ratios of Hp, 0.39 (P≤0.012); TTR, 3.96 (P≤0.03); ORM1, 0.69 (P≤0.79); A1AT, 0.92 (P≤0.87) and SAA, 0.69 (P≤0.01). S100A9, an acute phase protein, exhibited an EF ratio of 1.68 (P≤0.004) during the end stages of sepsis. A delayed rise in levels was observed in Hp, A1AT, ORM1, S100A9 and SAA, whereas TTR levels increased during the early stages of sepsis in NS. Analysis of inflammatory responses in the early stages of sepsis revealed increased mRNA expression in leukocytes of interleukin (IL)‑6 (EF, 2.50), IL‑10 (EF, 1.70) and prepronociceptin (EF, 1.6), which is a precursor for nociceptin in NS compared with S, and higher Toll‑like receptor‑4 (EF, 0.30) levels in S compared with NS. Therefore, a weaker acute phase response in the early stages of sepsis in NS, combined with an inefficient inflammatory response, may contribute to sepsis mortality.
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Affiliation(s)
- Swathi Raju M
- Department of Microbiology, Osmania University, Hyderabad, Telangana 500007, India
| | - Jahnavi V
- Molecular Diagnostics and Biomarkers Department of Laboratory Medicine Global Hospitals, Hyderabad, Telangana 500004, India
| | - Ratnakar S Kamaraju
- Molecular Diagnostics and Biomarkers Department of Laboratory Medicine Global Hospitals, Hyderabad, Telangana 500004, India
| | - Venkataraman Sritharan
- Molecular Diagnostics and Biomarkers Department of Laboratory Medicine Global Hospitals, Hyderabad, Telangana 500004, India
| | - Karthik Rajkumar
- Department of Microbiology, Osmania University, Hyderabad, Telangana 500007, India
| | - Sumathi Natarajan
- Department of Biochemistry, Osmania University, Hyderabad, Telangana 500007, India
| | - Anil D Kumar
- Department of Biochemistry, Osmania University, Hyderabad, Telangana 500007, India
| | - Sandeepta Burgula
- Department of Microbiology, Osmania University, Hyderabad, Telangana 500007, India
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18
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Wang L, Cang J, Xue Z. Protective effects of thoracic epidural anesthesia on hypoxia-induced acute lung injury in rabbits. Exp Ther Med 2016; 11:2021-2027. [PMID: 27168845 DOI: 10.3892/etm.2016.3151] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2014] [Accepted: 10/07/2015] [Indexed: 02/06/2023] Open
Abstract
The mechanism underlying the effect of thoracic epidural anesthesia (TEA) on hypoxia-induced acute lung injury (ALI) is currently unknown. In the present study, a rabbit acute lung injury model was established to investigate the effects of TEA on inflammatory factors, pulmonary surfactant and ultrastructure. A total of 56 rabbits were randomly assigned to four groups (n=14 per group): Control group (Group C), hypoxia group (Group H), sevoflurane group (Group S) and combined sevoflurane-epidural anesthesia group (Group ES). The ALI model was considered to have been successfully induced when the ratio of arterial oxygen partial pressure to fractional inspired oxygen was <300. The correct placement of a catheter for TEA was confirmed using epidurography. ALI was maintained for 3 h. Arterial blood samples were collected from all groups during spontaneous breathing (T0) and at 3 h after ALI induction (T5) in order to evaluate the serum levels of interleukin (IL)-6, IL-8 and IL-10. Bronchoalveolar lavage fluid was harvested to determine the total phospholipid, saturated phosphatidylcholine and total protein levels. Furthermore, the dry/wet weight ratio and the mRNA expression levels of IL-6, IL-8 and IL-10 in the lung tissue were determined using ELISA. In addition, light and transmission electron microscopy and histological techniques were used to examine the morphology of alveolar type II cells in the rat lung tissue. The results indicate that changes of serum IL-6, IL-8 and IL-10 levels following ALI were consistent with the changes in the mRNA expression levels of IL-6, IL-8 and IL-10 in the lung tissue. TEA attenuated these changes and thus reduced the severity of the ALI. In addition, TEA improved the alveolar structure, reduced the number of polymorphonuclear cells and mitigated the damage of lamellar bodies. In summary, the results of the present study indicate that TEA reduces lung tissue damage by inhibiting systemic and local inflammation, decreasing the inactivation of pulmonary surfactant and improving the alveolar ultrastructure following ALI.
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Affiliation(s)
- Lijun Wang
- Department of Anesthesiology, Ear, Eye, Nose and Throat Hospital, Fudan University, Shanghai 200031, P.R. China
| | - Jing Cang
- Department of Anesthesiology, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Zhanggang Xue
- Department of Anesthesiology, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
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Popova TG, Teunis A, Vaseghi H, Zhou W, Espina V, Liotta LA, Popov SG. Nitric oxide as a regulator of B. anthracis pathogenicity. Front Microbiol 2015; 6:921. [PMID: 26388860 PMCID: PMC4557104 DOI: 10.3389/fmicb.2015.00921] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Accepted: 08/21/2015] [Indexed: 12/18/2022] Open
Abstract
Nitric oxide (NO) is a key physiological regulator in eukaryotic and prokaryotic organisms. It can cause a variety of biological effects by reacting with its targets or/and indirectly inducing oxidative stress. NO can also be produced by bacteria including the pathogenic Bacillus anthracis; however, its role in the infectious process only begins to emerge. NO incapacitates macrophages by S-nitrosylating the intracellular proteins and protects B. anthracis from oxidative stress. It is also implicated in the formation of toxic peroxynitrite. In this study we further assessed the effects of B. anthracis NO produced by the NO synthase (bNOS) on bacterial metabolism and host cells in experiments with the bNOS knockout Sterne strain. The mutation abrogated accumulation of nitrite and nitrate as tracer products of NO in the culture medium and markedly attenuated growth in both aerobic and microaerobic conditions. The regulatory role of NO was also suggested by the abnormally high rate of nitrate denitrification by the mutant in the presence of oxygen. Anaerobic regulation mediated by NO was reflected in reduced fermentation of glucose by the mutant correlating with the reduced toxicity of bacteria toward host cells in culture. The toxic effect of NO required permeabilization of the target cells as well as the activity of fermentation-derived metabolite in the conditions of reduced pH. The host cells demonstrated increased phosphorylation of major survivor protein kinase AKT correlating with reduced toxicity of the mutant in comparison with Sterne. Our global proteomic analysis of lymph from the lymph nodes of infected mice harboring bacteria revealed numerous changes in the pattern and levels of proteins associated with the activity of bNOS influencing key cell physiological processes relevant to energy metabolism, growth, signal transduction, stress response, septic shock, and homeostasis. This is the first in vivo observation of the bacterial NO effect on the lymphatic system.
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Affiliation(s)
- Taissia G Popova
- National Center for Biodefense and Infectious Disease, College of Science, George Mason University, Manassas, VA USA ; Center for Applied Proteomics and Molecular Medicine, College of Science, George Mason University, Manassas, VA USA
| | - Allison Teunis
- Center for Applied Proteomics and Molecular Medicine, College of Science, George Mason University, Manassas, VA USA
| | - Haley Vaseghi
- University of North Carolina at Chapel Hill, Chapel Hill, NC USA
| | - Weidong Zhou
- Center for Applied Proteomics and Molecular Medicine, College of Science, George Mason University, Manassas, VA USA
| | - Virginia Espina
- Center for Applied Proteomics and Molecular Medicine, College of Science, George Mason University, Manassas, VA USA
| | - Lance A Liotta
- Center for Applied Proteomics and Molecular Medicine, College of Science, George Mason University, Manassas, VA USA
| | - Serguei G Popov
- National Center for Biodefense and Infectious Disease, College of Science, George Mason University, Manassas, VA USA
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20
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Tsalik EL, Langley RJ, Dinwiddie DL, Miller NA, Yoo B, van Velkinburgh JC, Smith LD, Thiffault I, Jaehne AK, Valente AM, Henao R, Yuan X, Glickman SW, Rice BJ, McClain MT, Carin L, Corey GR, Ginsburg GS, Cairns CB, Otero RM, Fowler VG, Rivers EP, Woods CW, Kingsmore SF. An integrated transcriptome and expressed variant analysis of sepsis survival and death. Genome Med 2014; 6:111. [PMID: 25538794 PMCID: PMC4274761 DOI: 10.1186/s13073-014-0111-5] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2014] [Accepted: 11/14/2014] [Indexed: 12/13/2022] Open
Abstract
Background Sepsis, a leading cause of morbidity and mortality, is not a homogeneous disease but rather a syndrome encompassing many heterogeneous pathophysiologies. Patient factors including genetics predispose to poor outcomes, though current clinical characterizations fail to identify those at greatest risk of progression and mortality. Methods The Community Acquired Pneumonia and Sepsis Outcome Diagnostic study enrolled 1,152 subjects with suspected sepsis. We sequenced peripheral blood RNA of 129 representative subjects with systemic inflammatory response syndrome (SIRS) or sepsis (SIRS due to infection), including 78 sepsis survivors and 28 sepsis non-survivors who had previously undergone plasma proteomic and metabolomic profiling. Gene expression differences were identified between sepsis survivors, sepsis non-survivors, and SIRS followed by gene enrichment pathway analysis. Expressed sequence variants were identified followed by testing for association with sepsis outcomes. Results The expression of 338 genes differed between subjects with SIRS and those with sepsis, primarily reflecting immune activation in sepsis. Expression of 1,238 genes differed with sepsis outcome: non-survivors had lower expression of many immune function-related genes. Functional genetic variants associated with sepsis mortality were sought based on a common disease-rare variant hypothesis. VPS9D1, whose expression was increased in sepsis survivors, had a higher burden of missense variants in sepsis survivors. The presence of variants was associated with altered expression of 3,799 genes, primarily reflecting Golgi and endosome biology. Conclusions The activation of immune response-related genes seen in sepsis survivors was muted in sepsis non-survivors. The association of sepsis survival with a robust immune response and the presence of missense variants in VPS9D1 warrants replication and further functional studies. Trial registration ClinicalTrials.gov NCT00258869. Registered on 23 November 2005. Electronic supplementary material The online version of this article (doi:10.1186/s13073-014-0111-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ephraim L Tsalik
- Emergency Medicine Service, Durham Veterans Affairs Medical Center, Durham, North Carolina 27705 USA ; Department of Medicine, Duke University Medical Center, Durham, NC 27710 USA
| | - Raymond J Langley
- National Center for Genome Resources, Santa Fe, NM 87505 USA ; Department of Immunology, Lovelace Respiratory Research Institute, Albuquerque, NM 87108 USA
| | - Darrell L Dinwiddie
- National Center for Genome Resources, Santa Fe, NM 87505 USA ; Department of Pediatrics, Center for Translational Sciences, University of New Mexico, Albuquerque, NM 87131 USA
| | - Neil A Miller
- National Center for Genome Resources, Santa Fe, NM 87505 USA ; Center for Pediatric Genomic Medicine, Children's Mercy Hospitals and Clinic, Kansas City, MO 64108 USA
| | - Byunggil Yoo
- Center for Pediatric Genomic Medicine, Children's Mercy Hospitals and Clinic, Kansas City, MO 64108 USA
| | | | - Laurie D Smith
- Center for Pediatric Genomic Medicine, Children's Mercy Hospitals and Clinic, Kansas City, MO 64108 USA
| | - Isabella Thiffault
- Center for Pediatric Genomic Medicine, Children's Mercy Hospitals and Clinic, Kansas City, MO 64108 USA
| | - Anja K Jaehne
- Department of Emergency Medicine, Henry Ford Hospital, Detroit, Michigan 48202 USA
| | - Ashlee M Valente
- Department of Medicine, Duke University Medical Center, Durham, NC 27710 USA
| | - Ricardo Henao
- Department of Electrical & Computer Engineering, Duke University, Durham, NC 27710 USA
| | - Xin Yuan
- Department of Electrical & Computer Engineering, Duke University, Durham, NC 27710 USA
| | - Seth W Glickman
- Department of Emergency Medicine, University of North Carolina School of Medicine, Chapel Hill, NC 27599 USA
| | - Brandon J Rice
- National Center for Genome Resources, Santa Fe, NM 87505 USA
| | - Micah T McClain
- Department of Medicine, Duke University Medical Center, Durham, NC 27710 USA ; Medicine Service, Durham Veterans Affairs Medical Center, Durham, NC 27705 USA
| | - Lawrence Carin
- Department of Electrical & Computer Engineering, Duke University, Durham, NC 27710 USA
| | - G Ralph Corey
- Department of Medicine, Duke University Medical Center, Durham, NC 27710 USA ; Medicine Service, Durham Veterans Affairs Medical Center, Durham, NC 27705 USA
| | - Geoffrey S Ginsburg
- Department of Medicine, Duke University Medical Center, Durham, NC 27710 USA
| | - Charles B Cairns
- Department of Emergency Medicine, University of North Carolina School of Medicine, Chapel Hill, NC 27599 USA
| | - Ronny M Otero
- Department of Emergency Medicine, Henry Ford Hospital, Detroit, Michigan 48202 USA ; Department of Emergency Medicine, University of Michigan, Ann Arbor, MI 48109 USA
| | - Vance G Fowler
- Department of Medicine, Duke University Medical Center, Durham, NC 27710 USA
| | - Emanuel P Rivers
- Department of Emergency Medicine, Henry Ford Hospital, Detroit, Michigan 48202 USA
| | - Christopher W Woods
- Department of Medicine, Duke University Medical Center, Durham, NC 27710 USA ; Medicine Service, Durham Veterans Affairs Medical Center, Durham, NC 27705 USA
| | - Stephen F Kingsmore
- National Center for Genome Resources, Santa Fe, NM 87505 USA ; Department of Pediatrics, Center for Translational Sciences, University of New Mexico, Albuquerque, NM 87131 USA
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Kazemipour N, Qazizadeh H, Sepehrimanesh M, Salimi S. Biomarkers identified from serum proteomic analysis for the differential diagnosis of systemic lupus erythematosus. Lupus 2014; 24:582-7. [PMID: 25391542 DOI: 10.1177/0961203314558860] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2014] [Accepted: 10/03/2014] [Indexed: 01/22/2023]
Abstract
Systemic lupus erythematosus (SLE) is a chronic autoimmune disease that involves different organs. Its most important feature is the production of specific autoantibodies against nuclear or cytoplasmic antigens. Proteomic analysis of serum, as one of the most readily available body fluids, can be used as a method for clarifying the pathogenesis of SLE. In this study the serum proteome of 13 patients with SLE was evaluated and compared with seven healthy control participants. A specific kit was used to remove high-abundance proteins. After depletion, the protein expression patterns created by two-dimensional gel electrophoresis (2-DE) and MALDI-TOF/TOF-MS were used to identify disease-associated proteins. We found differential expression of 15 protein spots, including seven up-regulated and eight down-regulated proteins in SLE samples, in comparison with healthy participants. These spots were identified by MALDI-TOF/TOF-MS and classified into three groups include keratins, apolipoproteins and albumin, and individual proteins such as transthyretin, haptoglobin and prothrombin. These findings can help to clarify the pathophysiology and mechanism of SLE.
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Affiliation(s)
- N Kazemipour
- Department of Biochemistry, School of Veterinary Medicine, Shiraz University, Shiraz, Iran Department of Biology, College of Science, University of Sistan and Baluchestan, Zahedan, Iran
| | - H Qazizadeh
- Department of Biology, College of Science, University of Sistan and Baluchestan, Zahedan, Iran
| | - M Sepehrimanesh
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - S Salimi
- Cellular and Molecular Research Center, Zahedan University of Medical Sciences, Zahedan, Iran
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Cao Z, Robinson RAS. The role of proteomics in understanding biological mechanisms of sepsis. Proteomics Clin Appl 2014; 8:35-52. [PMID: 24339042 DOI: 10.1002/prca.201300101] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2013] [Revised: 11/27/2013] [Accepted: 11/29/2013] [Indexed: 11/10/2022]
Abstract
Sepsis is a systemic inflammatory state caused by infection. Complications of this infection with multiple organ failure lead to more lethal conditions, such as severe sepsis and septic shock. Sepsis is one of the leading causes of US deaths. Novel biomarkers with high sensitivity and specificity may be helpful for early diagnosis of sepsis and for improvement of patient outcomes through the development of new therapies. Mass spectrometry-based proteomics offers powerful tools to identify such biomarkers and furthermore to give insight to fundamental mechanisms of this clinical condition. In this review, we summarize findings from proteomics studies of sepsis and how their applications have provided more understanding into the pathogenesis of septic infection. Literatures related to "proteomics", "sepsis", "systemic inflammatory response syndrome", "severe sepsis", "septic infection", and "multiple organ dysfunction syndrome" were searched using PubMed. Findings about neonatal and adult sepsis are discussed separately. Within the adult sepsis studies, results are grouped based on the models (e.g., human or animal). Across investigations in clinical populations and in rodent and mammalian animal models, biological pathways, such as inflammatory and acute phase response, coagulation, complement, mitochondrial energy metabolism, chaperones, and oxidative stress, are altered at the protein level. These proteomics studies have discovered many novel biomarker candidates of septic infection. Validation the clinical use of these biomarker candidates may significantly impact the diagnosis and prognosis of sepsis. In addition, the molecular mechanisms revealed by these studies may also guide the development of more effective treatments.
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Affiliation(s)
- Zhiyun Cao
- Department of Chemistry, University of Pittsburgh, Pittsburgh, PA, USA
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Identification of differentially expressed serum proteins in infectious purpura fulminans. DISEASE MARKERS 2014; 2014:698383. [PMID: 24659849 PMCID: PMC3934775 DOI: 10.1155/2014/698383] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/05/2013] [Revised: 12/26/2013] [Accepted: 01/01/2014] [Indexed: 12/19/2022]
Abstract
Purpura fulminans (PF) is a life-threatening hemorrhagic condition. Because of the rarity and randomness of the disease, no improvement in treatment has been made for a long time. In this study, we assessed the serum proteome response to PF by comparing serum proteins between healthy controls and PF patient. Liquid chromatography with tandem mass spectrometry (LC-MS/MS) approach was used after depleting 6 abundant proteins of serum. In total, 262 proteins were confidently identified with 2 unique peptides, and 38 proteins were identified significantly up- (≥2) or downregulated (≤0.5) based on spectral counting ratios (SpCPF/N). In the 38 proteins with significant abundance changes, 11 proteins were previously known to be associated with burn or sepsis response, but 27 potentially novel proteins may be specifically associated with PF process. Two differentially expressed proteins, alpha-1-antitrypsin (SERPINA1) and alpha-2 antiplasmin (SERPINF2), were validated by Western blot. This is the first study where PF patient and healthy controls are compared in a proteomic study to elucidate proteins involved in the response to PF. This study provides an initial basis for future studies of PF, and the differentially expressed proteins might provide new therapeutic targets to decrease the mortality of PF.
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Trifonova O, Larina I, Grigoriev A, Lisitsa A, Moshkovskii S, Archakov A. Application of 2-DE for studying the variation of blood proteome. Expert Rev Proteomics 2014; 7:431-8. [DOI: 10.1586/epr.10.23] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
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Cao Z, Yende S, Kellum JA, Angus DC, Robinson RAS. Proteomics reveals age-related differences in the host immune response to sepsis. J Proteome Res 2013; 13:422-32. [PMID: 24266763 DOI: 10.1021/pr400814s] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Sepsis is commonly caused by community-acquired pneumonia (CAP) and may develop into severe sepsis, characterized by multiple organ failure. The risk of severe sepsis among CAP patients and subsequent mortality increases sharply after the age of 65. The molecular mechanisms associated with this age-related risk are not fully understood. To better understand factors involved with increased incidence and mortality of severe sepsis in the elderly, we used a nested case-control study of patients enrolled in a multicenter observational cohort of 2320 participants with CAP. We identified a total of 39 CAP patients 50-65 and 70-85 years old who did or did not develop severe sepsis. Plasma samples were obtained on presentation to the emergency department and prior to therapeutic interventions. A semiquantitative plasma proteomics workflow was applied which incorporated tandem immunoaffinity depletion, iTRAQ labeling, strong cation exchange fractionation, and nanoflow liquid chromatography coupled to high-resolution mass spectrometry. In total, 772 proteins were identified, of which 58 proteins exhibit statistically significant differences in expression levels among patients with severe sepsis as a function of age. Differentially expressed proteins are involved in pathways such as acute phase response, coagulation signaling, atherosclerosis signaling, lipid metabolism, and production of nitric oxide and reactive oxygen species. This study provides insight into factors that may explain age-related differences in incidence of severe sepsis in the elderly.
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Affiliation(s)
- Zhiyun Cao
- Department of Chemistry and ‡The Clinical Research, Investigation, and Systems Modeling of Acute Illness (CRISMA) Laboratory and Department of Critical Care Medicine, University of Pittsburgh , Pittsburgh, Pennsylvania 15260, United States
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Janz DR, Bastarache JA, Sills G, Wickersham N, May AK, Bernard GR, Ware LB. Association between haptoglobin, hemopexin and mortality in adults with sepsis. CRITICAL CARE : THE OFFICIAL JOURNAL OF THE CRITICAL CARE FORUM 2013; 17:R272. [PMID: 24225252 PMCID: PMC4056258 DOI: 10.1186/cc13108] [Citation(s) in RCA: 68] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/11/2013] [Accepted: 10/28/2013] [Indexed: 02/01/2023]
Abstract
Introduction Plasma levels of cell-free hemoglobin are associated with mortality in patients with sepsis; however descriptions of independent associations with free hemoglobin and free heme scavengers, haptoglobin and hemopexin, are lacking beyond their description as acute phase reactants. We sought to determine the association of plasma levels of endogenous free hemoglobin and haptoglobin and hemopexin with in-hospital mortality in adults with sepsis. Methods We conducted a retrospective observational study of a total of 387 critically ill patients with sepsis in multiple intensive care units in an academic tertiary care hospital. Measurements of plasma haptoglobin and hemopexin were made on blood drawn within 24 hours of intensive care unit admission. The primary outcome was the association between plasma haptoglobin and hemopexin with in-hospital mortality. Results Survivors had significantly higher plasma haptoglobin concentrations (median 1234 μg/ml, interquartile range (IQR) 569 to 3037) and hemopexin concentrations (616 μg/ml, IQR 397 to 934) measured on enrollment compared to non-survivors (haptoglobin 750 μg/ml, IQR 404 to 2421, P = 0.008; hemopexin 470 μg/ml, IQR 303 to 891, P = 0.012). After controlling for potential confounders including cell-free hemoglobin concentration, patients with higher haptoglobin concentrations were significantly less likely to die in the hospital (odds ratio (OR) 0.653, 95% CI 0.433 to 0.984, P = 0.042), while the same association was not seen with hemopexin (OR 0.53, 95% CI 0.199 to 1.416, P = 0.206). In a subgroup analysis, the association between increased haptoglobin and hemopexin and decreased risk of mortality was no longer significant when analyzing patients with no detectable cell-free hemoglobin (P = 0.737 and P = 0.584, respectively). Conclusion In critically ill patients with sepsis, elevated plasma levels of haptoglobin were associated with a decreased risk of in-hospital mortality and this association was independent of confounders. Increased haptoglobin may play a protective role in sepsis patients who have elevated levels of circulating cell-free hemoglobin beyond its previous description as an acute phase reactant.
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Skibsted S, Bhasin MK, Aird WC, Shapiro NI. Bench-to-bedside review: future novel diagnostics for sepsis - a systems biology approach. Crit Care 2013; 17:231. [PMID: 24093155 PMCID: PMC4057467 DOI: 10.1186/cc12693] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
The early, accurate diagnosis and risk stratification of sepsis remains an important challenge in the critically ill. Since traditional biomarker strategies have not yielded a gold standard marker for sepsis, focus is shifting towards novel strategies that improve assessment capabilities. The combination of technological advancements and information generated through the human genome project positions systems biology at the forefront of biomarker discovery. While previously available, developments in the technologies focusing on DNA, gene expression, gene regulatory mechanisms, protein and metabolite discovery have made these tools more feasible to implement and less costly, and they have taken on an enhanced capacity such that they are ripe for utilization as tools to advance our knowledge and clinical research. Medicine is in a genome-level era that can leverage the assessment of thousands of molecular signals beyond simply measuring selected circulating proteins. Genomics is the study of the entire complement of genetic material of an individual. Epigenetics is the regulation of gene activity by reversible modifications of the DNA. Transcriptomics is the quantification of the relative levels of messenger RNA for a large number of genes in specific cells or tissues to measure differences in the expression levels of different genes, and the utilization of patterns of differential gene expression to characterize different biological states of a tissue. Proteomics is the large-scale study of proteins. Metabolomics is the study of the small molecule profiles that are the terminal downstream products of the genome and consists of the total complement of all low-molecular-weight molecules that cellular processes leave behind. Taken together, these individual fields of study may be linked during a systems biology approach. There remains a valuable opportunity to deploy these technologies further in human research. The techniques described in this paper not only have the potential to increase the spectrum of diagnostic and prognostic biomarkers in sepsis, but they may also enable the discovery of new disease pathways. This may in turn lead us to improved therapeutic targets. The objective of this paper is to provide an overview and basic framework for clinicians and clinical researchers to better understand the 'omics technologies' to enhance further use of these valuable tools.
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Affiliation(s)
- Simon Skibsted
- Department of Emergency Medicine and Center for Vascular Biology Research, Beth Israel Deaconess Medical Center and Harvard Medical School, 330 Brookline Avenue, Boston, MA 02215, USA
- Center for Vascular Biology Research, Beth Israel Deaconess Medical Center, 99 Brookline Street, Boston, MA 02215, USA
| | - Manoj K Bhasin
- Beth Israel Deaconess Medical Center Genomics and Core, 99 Brookline Avenue, Boston, MA 02115, USA
| | - William C Aird
- Center for Vascular Biology Research, Beth Israel Deaconess Medical Center, 99 Brookline Street, Boston, MA 02215, USA
| | - Nathan I Shapiro
- Department of Emergency Medicine and Center for Vascular Biology Research, Beth Israel Deaconess Medical Center and Harvard Medical School, 330 Brookline Avenue, Boston, MA 02215, USA
- Center for Vascular Biology Research, Beth Israel Deaconess Medical Center, 99 Brookline Street, Boston, MA 02215, USA
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Urinary proteomics analysis for sepsis biomarkers with iTRAQ labeling and two-dimensional liquid chromatography–tandem mass spectrometry. J Trauma Acute Care Surg 2013; 74:940-5. [DOI: 10.1097/ta.0b013e31828272c5] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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29
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Su L, Cao L, Zhou R, Jiang Z, Xiao K, Kong W, Wang H, Deng J, Wen B, Tan F, Zhang Y, Xie L. Identification of novel biomarkers for sepsis prognosis via urinary proteomic analysis using iTRAQ labeling and 2D-LC-MS/MS. PLoS One 2013; 8:e54237. [PMID: 23372690 PMCID: PMC3553154 DOI: 10.1371/journal.pone.0054237] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2012] [Accepted: 12/10/2012] [Indexed: 12/17/2022] Open
Abstract
OBJECTIVES Sepsis is the major cause of death for critically ill patients. Recent progress in proteomics permits a thorough characterization of the mechanisms associated with critical illness. The purpose of this study was to screen potential biomarkers for early prognostic assessment of patients with sepsis. METHODS For the discovery stage, 30 sepsis patients with different prognoses were selected. Urinary proteins were identified using isobaric tags for relative and absolute quantitation (iTRAQ) coupled with LC-MS/MS. Mass spec instrument analysis were performed with Mascot software and the International Protein Index (IPI); bioinformatic analyses were used by the algorithm of set and the Gene Ontology (GO) Database. For the verification stage, the study involved another 54 sepsis-hospitalized patients, with equal numbers of patients in survivor and non-survivor groups based on 28-day survival. Differentially expressed proteins were verified by Western Blot. RESULTS A total of 232 unique proteins were identified. Proteins that were differentially expressed were further analyzed based on the pathophysiology of sepsis and biomathematics. For sepsis prognosis, five proteins were significantly up-regulated: selenium binding protein-1, heparan sulfate proteoglycan-2, alpha-1-B glycoprotein, haptoglobin, and lipocalin; two proteins were significantly down-regulated: lysosome-associated membrane proteins-1 and dipeptidyl peptidase-4. Based on gene ontology clustering, these proteins were associated with the biological processes of lipid homeostasis, cartilage development, iron ion transport, and certain metabolic processes. Urinary LAMP-1 was down-regulated, consistent with the Western Blot validation. CONCLUSION This study provides the proteomic analysis of urine to identify prognostic biomarkers of sepsis. The seven identified proteins provide insight into the mechanism of sepsis. Low urinary LAMP-1 levels may be useful for early prognostic assessment of sepsis. TRIAL REGISTRATION ClinicalTrial.gov NCT01493492.
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Affiliation(s)
- Longxiang Su
- Department of Respiratory Medicine, Hainan Branch of Chinese PLA General Hospital, Sanya, Hainan Province, China
- Medical College, Nankai University, Tianjin, China
- Department of Respiratory Medicine, Chinese PLA General Hospital, Beijing, China
| | - Lichao Cao
- Shenzhen Proteome Engineering Laboratory, BGI Shenzhen, Shenzhen, China
| | - Ruo Zhou
- Shenzhen Proteome Engineering Laboratory, BGI Shenzhen, Shenzhen, China
| | - Zhaoxu Jiang
- Department of Respiratory Medicine, Hainan Branch of Chinese PLA General Hospital, Sanya, Hainan Province, China
- Medical College, Nankai University, Tianjin, China
- Department of Respiratory Medicine, Chinese PLA General Hospital, Beijing, China
| | - Kun Xiao
- Department of Respiratory Medicine, Hainan Branch of Chinese PLA General Hospital, Sanya, Hainan Province, China
- Department of Respiratory Medicine, Chinese PLA General Hospital, Beijing, China
| | - Weijing Kong
- Department of Pediatrics, First Hospital, Peking University, Beijing, China
| | - Huijuan Wang
- Department of Respiratory Medicine, Hainan Branch of Chinese PLA General Hospital, Sanya, Hainan Province, China
- Medical College, Nankai University, Tianjin, China
- Department of Respiratory Medicine, Chinese PLA General Hospital, Beijing, China
| | - Jie Deng
- Department of Respiratory Medicine, Hainan Branch of Chinese PLA General Hospital, Sanya, Hainan Province, China
- Department of Respiratory Medicine, Chinese PLA General Hospital, Beijing, China
| | - Bo Wen
- Shenzhen Proteome Engineering Laboratory, BGI Shenzhen, Shenzhen, China
| | - Fengji Tan
- Shenzhen Proteome Engineering Laboratory, BGI Shenzhen, Shenzhen, China
| | - Yong Zhang
- Shenzhen Proteome Engineering Laboratory, BGI Shenzhen, Shenzhen, China
| | - Lixin Xie
- Department of Respiratory Medicine, Hainan Branch of Chinese PLA General Hospital, Sanya, Hainan Province, China
- Department of Respiratory Medicine, Chinese PLA General Hospital, Beijing, China
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Zhu P, Bowden P, Zhang D, Marshall JG. Mass spectrometry of peptides and proteins from human blood. MASS SPECTROMETRY REVIEWS 2011; 30:685-732. [PMID: 24737629 DOI: 10.1002/mas.20291] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2008] [Revised: 12/09/2009] [Accepted: 01/19/2010] [Indexed: 06/03/2023]
Abstract
It is difficult to convey the accelerating rate and growing importance of mass spectrometry applications to human blood proteins and peptides. Mass spectrometry can rapidly detect and identify the ionizable peptides from the proteins in a simple mixture and reveal many of their post-translational modifications. However, blood is a complex mixture that may contain many proteins first expressed in cells and tissues. The complete analysis of blood proteins is a daunting task that will rely on a wide range of disciplines from physics, chemistry, biochemistry, genetics, electromagnetic instrumentation, mathematics and computation. Therefore the comprehensive discovery and analysis of blood proteins will rank among the great technical challenges and require the cumulative sum of many of mankind's scientific achievements together. A variety of methods have been used to fractionate, analyze and identify proteins from blood, each yielding a small piece of the whole and throwing the great size of the task into sharp relief. The approaches attempted to date clearly indicate that enumerating the proteins and peptides of blood can be accomplished. There is no doubt that the mass spectrometry of blood will be crucial to the discovery and analysis of proteins, enzyme activities, and post-translational processes that underlay the mechanisms of disease. At present both discovery and quantification of proteins from blood are commonly reaching sensitivities of ∼1 ng/mL.
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Affiliation(s)
- Peihong Zhu
- Department of Chemistry and Biology, Ryerson University, 350 Victoria Street, Toronto, Ontario, Canada M5B 2K3
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Abstract
The future application of biomarkers in critical illness will be to select and guide therapy. Specific biomarkers could identify a pathophysiologic perturbation or noxious mediator to counteract or the need to replete a deficient protective protein. Functional genomics could identify patients at risk for illness or at risk for a poor outcome in critical illness. Genetic expression studies could help differentiate patients with sepsis from those with noninfectious inflammation and could also help to monitor illnesses over time. Expressional and functional proteomics could lead to the identification of new biomarkers and organ-specific therapies.
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Affiliation(s)
- Steven P LaRosa
- Warren Alpert School of Medicine, Brown University, 171 Meeting Street, Providence, RI 02912, USA.
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Abstract
To investigate changes in protein expression by proteomic analysis in the sera of patients with sepsis and to identify new biomarkers of sepsis. A total of 45 consecutive patients with severe sepsis or septic shock (sepsis group), 22 healthy volunteers, and 23 patients undergoing off-pump coronary artery bypass grafting (control group). Serum samples from eight patients of each group underwent proteomic analysis involving removal of 12 major proteins and subsequent reversed-phase high-performance liquid chromatography fractionation and one-dimensional electrophoresis. The intensity of 41 bands (with 12 proteins identified) increased and that of 42 bands (with 22 proteins identified) decreased in the sepsis group. Results of proteomic analysis successfully validated by Western blotting and/or enzyme-linked immunosorbent assay for three proteins (YKL-40, lipocalin 2, and S100A9) increased in the sepsis group as well as two proteins (retinol-binding protein, vitamin D-binding protein) decreased. Serum YKL-40 levels (sYKL-40) on intensive care unit (ICU) admission were assessed by enzyme-linked immunosorbent assay between the two groups; resulting YKL-40 was significantly higher in the sepsis group (P < 0.001). Furthermore, sYKL-40 on ICU admission was significantly higher in patients with positive blood culture (P < 0.005), patients with septic shock (P < 0.05), and patients requiring continuous hemodiafiltration (P < 0.05) or hydrocortisone replacement therapy (P < 0.005) during subsequent treatment. A positive correlation between sYKL-40 and blood IL-6 level on ICU admission was noted in the sepsis group (r = 0.465, P < 0.01). YKL-40 identified by proteomic analysis is considered as a biomarker of sepsis. However, further investigation is needed to clarify its roles and clinical usefulness as a biomarker.
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Chapter 9: Oxidative stress in malignant progression: The role of Clusterin, a sensitive cellular biosensor of free radicals. Adv Cancer Res 2010; 104:171-210. [PMID: 19878777 DOI: 10.1016/s0065-230x(09)04009-3] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Clusterin/Apolipoprotein J (CLU) gene is expressed in most human tissues and encodes for two protein isoforms; a conventional heterodimeric secreted glycoprotein and a truncated nuclear form. CLU has been functionally implicated in several physiological processes as well as in many pathological conditions including ageing, diabetes, atherosclerosis, degenerative diseases, and tumorigenesis. A major link of all these, otherwise unrelated, diseases is that they are characterized by increased oxidative injury due to impaired balance between production and disposal of reactive oxygen or nitrogen species. Besides the aforementioned diseases, CLU gene is differentially regulated by a wide variety of stimuli which may also promote the production of reactive species including cytokines, interleukins, growth factors, heat shock, radiation, oxidants, and chemotherapeutic drugs. Although at low concentration reactive species may contribute to normal cell signaling and homeostasis, at increased amounts they promote genomic instability, chronic inflammation, lipid oxidation, and amorphous aggregation of target proteins predisposing thus cells for carcinogenesis or other age-related disorders. CLU seems to intervene to these processes due to its small heat-shock protein-like chaperone activity being demonstrated by its property to inhibit protein aggregation and precipitation, a main feature of oxidant injury. The combined presence of many potential regulatory elements in the CLU gene promoter, including a Heat-Shock Transcription Factor-1 and an Activator Protein-1 element, indicates that CLU gene is an extremely sensitive cellular biosensor of even minute alterations in the cellular oxidative load. This review focuses on CLU regulation by oxidative injury that is the common molecular link of most, if not all, pathological conditions where CLU has been functionally implicated.
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Maurer MH. Proteomics of brain extracellular fluid (ECF) and cerebrospinal fluid (CSF). MASS SPECTROMETRY REVIEWS 2010; 29:17-28. [PMID: 19116946 DOI: 10.1002/mas.20213] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Mass spectrometry has become the gold standard for the identification of proteins in proteomics. In this review, I will discuss the available literature on proteomic experiments that analyze human cerebrospinal fluid (CSF) and brain extracellular fluid (ECF), mostly obtained by cerebral microdialysis. Both materials are of high diagnostic value in clinical neurology, for example, in cerebrovascular disorders like stroke, neurodegenerative diseases like Alzheimer's Disease, Parkinson's Disease, amyotrophic lateral sclerosis (ALS), traumatic brain injury and cerebral infectious and inflammatory disease, such as multiple sclerosis. Moreover, there are standard procedures for sampling. In a number of studies in recent years, biomarkers have been proposed in CSF and ECF for improved diagnosis or to control therapy, based on proteomics and mass spectrometry. I will also discuss the needs for a transition of research-based experimental screening with mass spectrometry to fast and reliable diagnostic instrumentation for clinical use.
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Affiliation(s)
- Martin H Maurer
- Department of Physiology and Pathophysiology, University of Heidelberg, Heidelberg, Germany.
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Differential proteomics of the plasma of individuals with sepsis caused by Acinetobacter baumannii. J Proteomics 2009; 73:267-78. [PMID: 19782774 DOI: 10.1016/j.jprot.2009.09.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2009] [Revised: 08/23/2009] [Accepted: 09/15/2009] [Indexed: 12/23/2022]
Abstract
This study examines alterations in the plasma proteome in ten adults affected by sepsis caused by Acinetobacter baumannii as compared to paired healthy controls. 2-DE profiles of plasma from patients and paired healthy donors, depleted of the six most abundant proteins, were analysed by the DIGE technique. Protein spot detection and quantification were performed with the Differential In-gel Analysis and Biological Variation Analysis modules of the DeCyder() software. Differentially expressed proteins were identified by mass spectrometry (MALDI-TOF/TOF) after colloidal Coomassie blue staining. Almost 900 spots were detected on a unique 2-D gel by the DIGE technique. A total of 269 protein spots of differential abundance were shown to be statistically significant (2.5-fold) with p values of p< or =0.01 (135 spots) and p< or =0.05 (134 spots) as determined by the t test. Seventy-one spots were submitted to mass spectrometry and about 30% could be successfully identified. This multiplex approach significantly reduced experimental variability, allowing for the confident detection of small differences in protein levels. Results include differentially expressed lipoproteins as well as proteins belonging to inflammatory/coagulation pathways and the kallikrein-kinin system. These data improves the knowledge for future developments in sepsis diagnosis, staging and therapy.
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Abstract
Critical illness, such as sepsis or septic shock with multiple organ dysfunction syndrome, is the leading cause of morbidity and mortality in intensive care units. The complexity of critical illness requires a robust methodology to explore the underlying mechanisms. Proteomics represents a powerful postgenomic biotechnology used for simultaneous examination of a large number of proteins or the proteome. Recent progress in proteomic techniques allows thorough evaluation of molecular changes associated with critical illness, thereby permitting to identify novel biomarkers and therapeutic targets. This review provides an update on the recent progress and potential of rapidly evolving proteomics approach to facilitate new discoveries in the field of critical care medicine.
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Alterations in rat serum proteome and metabolome as putative disease markers in sepsis. ACTA ACUST UNITED AC 2009; 66:1065-75. [PMID: 19359916 DOI: 10.1097/ta.0b013e3181958ad7] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVES Despite a decreased mortality from sepsis, the absolute number of sepsis-related deaths has actually increased during the last years. At present, there are no biological markers available that can reliably assist early clinical diagnosis and the prompt initiation of therapy. This study investigated the changes in serum protein expression in a coecal ligature and puncture model of rat sepsis at 12, 24, and 48 hours after the induction of sepsis using differential proteomics. METHODS Sixty-two male Wistar rats were randomly assigned to a sepsis group (coecal ligature and puncture; n = 46) or a sham group (n = 16). Surviving rats were killed 12 hour (n = 6), 24 hour (n = 9), or 48 hour (n = 4) after operation, and their serum lysates were subjected to two-dimensional gel electrophoresis and peptide mass fingerprinting. A systematic functional network mapping and molecular pathway analysis were performed using Ingenuity Pathways Analysis. RESULTS Septic mortality was 58.7%, but no rat of the sham group was lost. Per gel, an average of 1,082 +/- 10 spots could be discriminated, of which 40 different protein spots were differentially expressed (p < 0.01). From the total of 40, the number of regulated protein spots was 13 (12 hour group) versus 10 (24 hour group) versus 18 (48 hour group). Ingenuity pathways analysis identified 10 of the differential proteins and allocated them to a pathway of tissue inflammation. CONCLUSIONS The present study quantitatively detected several proteins differentially expressed in acute sepsis. Since a longer time-period was investigated and compared with previous studies, the results may offer new insights into septic organ dysfunction and altered protein pathways. The horizontal analysis of protein expression arrays and systematic biochemical pathways may represent an important new tool for the clinical assessment of septic conditions and support the development of early sepsis markers.
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Altered plasma proteome during an early phase of peritonitis-induced sepsis. Clin Sci (Lond) 2009; 116:721-30. [DOI: 10.1042/cs20080478] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Sepsis is a systemic response to infection commonly found in critically ill patients and is associated with multi-organ failure and high mortality rate. Its pathophysiology and molecular mechanisms are complicated and remain poorly understood. In the present study, we performed a proteomics investigation to characterize early host responses to sepsis as determined by an altered plasma proteome in a porcine model of peritonitis-induced sepsis, which simulated several clinical characteristics of human sepsis syndrome. Haemodynamics, oxygen exchange, inflammatory responses, oxidative and nitrosative stress, and other laboratory parameters were closely monitored. Plasma samples were obtained from seven pigs before and 12 h after the induction of sepsis, and plasma proteins were resolved with two-dimensional gel electrophoresis (n=7 gels/group; before being compared with during sepsis). The resolved proteins were stained with the SYPRO Ruby fluorescence dye and subjected to quantitative and comparative analyses. From approx. 1500 protein spots visualized in each gel, levels of 36 protein spots were significantly altered in the plasma of animals with sepsis (sepsis/basal ratios or degrees of change ranged from 0.07 to 21.24). Q-TOF (quadrupole–time-of-flight) MS and MS/MS (tandem MS) identified 30 protein forms representing 22 unique proteins whose plasma levels were increased, whereas six forms of five unique proteins were significantly decreased during sepsis. The proteomic results could be related to the clinical features of this animal model, as most of these altered proteins have important roles in inflammatory responses and some of them play roles in oxidative and nitrosative stress. In conclusion, these findings may lead to a better understanding of the pathophysiology and molecular mechanisms underlying the sepsis syndrome.
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From Hemodynamics To Proteomics: Unraveling the Complexity of Acute Kidney Injury in Sepsis. Intensive Care Med 2009. [DOI: 10.1007/978-0-387-77383-4_53] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Lung Proteomics in Intensive Care. Intensive Care Med 2009. [DOI: 10.1007/978-0-387-92278-2_3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Baum A, Pohl M, Kreusch S, Cumme GA, Ditze G, Misselwitz J, Kiehntopf M, Udby L, Meier-Hellmann A, Rhode H. Searching biomarker candidates in serum using multidimensional native chromatography. II Method evaluation with Alport syndrome and severe inflammation. J Chromatogr B Analyt Technol Biomed Life Sci 2008; 876:31-40. [DOI: 10.1016/j.jchromb.2008.10.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2008] [Revised: 10/02/2008] [Accepted: 10/08/2008] [Indexed: 10/21/2022]
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