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Foote HP, Cohen-Wolkowiez M, Lindsell CJ, Hornik CP. Applying Artificial Intelligence in Pediatric Clinical Trials: Potential Impacts and Obstacles. J Pediatr Pharmacol Ther 2024; 29:336-340. [PMID: 38863862 PMCID: PMC11163899 DOI: 10.5863/1551-6776-29.3.336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 01/18/2024] [Indexed: 06/13/2024]
Affiliation(s)
- Henry P. Foote
- Department of Pediatrics (HPF, MC-W, CPH), Duke University Medical Center, Durham, NC
| | - Michael Cohen-Wolkowiez
- Department of Pediatrics (HPF, MC-W, CPH), Duke University Medical Center, Durham, NC
- Duke Clinical Research Institute (MC-W, CJL, CPH), Durham, NC
| | - Christopher J. Lindsell
- Duke Clinical Research Institute (MC-W, CJL, CPH), Durham, NC
- Department of Biostatistics and Bioinformatics (CJL), Duke University School of Medicine, Durham, NC
| | - Christoph P. Hornik
- Department of Pediatrics (HPF, MC-W, CPH), Duke University Medical Center, Durham, NC
- Duke Clinical Research Institute (MC-W, CJL, CPH), Durham, NC
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Zheng Y, Gao Y, Zhu W, Bai XG, Qi J. Advances in molecular agents targeting toll-like receptor 4 signaling pathways for potential treatment of sepsis. Eur J Med Chem 2024; 268:116300. [PMID: 38452729 DOI: 10.1016/j.ejmech.2024.116300] [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: 10/19/2023] [Revised: 01/23/2024] [Accepted: 03/01/2024] [Indexed: 03/09/2024]
Abstract
Sepsis is a systemic inflammatory response syndrome caused by an infection. Toll-like receptor 4 (TLR4) is activated by endogenous molecules released by injured or necrotic tissues. Additionally, TLR4 is remarkably sensitive to infection of various bacteria and can rapidly stimulate host defense responses. The TLR4 signaling pathway plays an important role in sepsis by activating the inflammatory response. Accordingly, as part of efforts to improve the inflammatory response and survival rate of patients with sepsis, several drugs have been developed to regulate the inflammatory signaling pathways mediated by TLR4. Inhibition of TLR4 signal transduction can be directed toward either TLR4 directly or other proteins in the TLR4 signaling pathway. Here, we review the advances in the development of small-molecule agents and peptides targeting regulation of the TLR4 signaling pathway, which are characterized according to their structural characteristics as polyphenols, terpenoids, steroids, antibiotics, anthraquinones, inorganic compounds, and others. Therefore, regulating the expression of the TLR4 signaling pathway and modulating its effects has broad prospects as a target for the treatment of lung, liver, kidneys, and other important organs injury in sepsis.
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Affiliation(s)
- Yunyun Zheng
- Medicine College of Pingdingshan University, Pingdingshan, Henan, 467000, China
| | - Yingying Gao
- Medicine College of Pingdingshan University, Pingdingshan, Henan, 467000, China
| | - Weiru Zhu
- Medicine College of Pingdingshan University, Pingdingshan, Henan, 467000, China
| | - Xian-Guang Bai
- Medicine College of Pingdingshan University, Pingdingshan, Henan, 467000, China.
| | - Jinxu Qi
- Medicine College of Pingdingshan University, Pingdingshan, Henan, 467000, China.
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Odum JD, Wong HR, Stanski NL. A Precision Medicine Approach to Biomarker Utilization in Pediatric Sepsis-Associated Acute Kidney Injury. Front Pediatr 2021; 9:632248. [PMID: 33937146 PMCID: PMC8079650 DOI: 10.3389/fped.2021.632248] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Accepted: 03/22/2021] [Indexed: 12/29/2022] Open
Abstract
Sepsis is a leading cause of morbidity and mortality in critically ill children, and acute kidney injury (AKI) is a frequent complication that confers an increased risk for poor outcomes. Despite the documented consequences of sepsis-associated AKI (SA-AKI), no effective disease-modifying therapies have been identified to date. As such, the only treatment options for these patients remain prevention and supportive care, both of which rely on the ability to promptly and accurately identify at risk and affected individuals. To achieve these goals, a variety of biomarkers have been investigated to help augment our currently limited predictive and diagnostic strategies for SA-AKI, however, these have had variable success in pediatric sepsis. In this mini-review, we will briefly outline the current use of biomarkers for SA-AKI, and propose a new framework for biomarker discovery and utilization that considers the individual patient's sepsis inflammatory response. Now recognized to be a key driver in the complex pathophysiology of SA-AKI, understanding the dysregulated host immune response to sepsis is a growing area of research that can and should be leveraged to improve the prediction and diagnosis of SA-AKI, while also potentially identifying novel therapeutic targets. Reframing SA-AKI in this manner - as a direct consequence of the individual patient's sepsis inflammatory response - will facilitate a precision medicine approach to its management, something that is required to move the care of this consequential disorder forward.
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Affiliation(s)
- James D Odum
- Division of Critical Care, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
| | - Hector R Wong
- Division of Critical Care, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
| | - Natalja L Stanski
- Division of Critical Care, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
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Anderson BJ, Calfee CS, Liu KD, Reilly JP, Kangelaris KN, Shashaty MGS, Lazaar AL, Bayliffe AI, Gallop RJ, Miano TA, Dunn TG, Johansson E, Abbott J, Jauregui A, Deiss T, Vessel K, Belzer A, Zhuo H, Matthay MA, Meyer NJ, Christie JD. Plasma sTNFR1 and IL8 for prognostic enrichment in sepsis trials: a prospective cohort study. CRITICAL CARE : THE OFFICIAL JOURNAL OF THE CRITICAL CARE FORUM 2019; 23:400. [PMID: 31818332 PMCID: PMC6902425 DOI: 10.1186/s13054-019-2684-2] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Accepted: 11/22/2019] [Indexed: 01/07/2023]
Abstract
Background Enrichment strategies improve therapeutic targeting and trial efficiency, but enrichment factors for sepsis trials are lacking. We determined whether concentrations of soluble tumor necrosis factor receptor-1 (sTNFR1), interleukin-8 (IL8), and angiopoietin-2 (Ang2) could identify sepsis patients at higher mortality risk and serve as prognostic enrichment factors. Methods In a multicenter prospective cohort study of 400 critically ill septic patients, we derived and validated thresholds for each marker and expressed prognostic enrichment using risk differences (RD) of 30-day mortality as predictive values. We then used decision curve analysis to simulate the prognostic enrichment of each marker and compare different prognostic enrichment strategies. Measurements and main results An admission sTNFR1 concentration > 8861 pg/ml identified patients with increased mortality in both the derivation (RD 21.6%) and validation (RD 17.8%) populations. Among immunocompetent patients, an IL8 concentration > 94 pg/ml identified patients with increased mortality in both the derivation (RD 17.7%) and validation (RD 27.0%) populations. An Ang2 level > 9761 pg/ml identified patients at 21.3% and 12.3% increased risk of mortality in the derivation and validation populations, respectively. Using sTNFR1 or IL8 to select high-risk patients improved clinical trial power and efficiency compared to selecting patients with septic shock. Ang2 did not outperform septic shock as an enrichment factor. Conclusions Thresholds for sTNFR1 and IL8 consistently identified sepsis patients with higher mortality risk and may have utility for prognostic enrichment in sepsis trials.
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Affiliation(s)
- Brian J Anderson
- Division of Pulmonary, Allergy and Critical Care Medicine, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, 5036 Gates Building, Philadelphia, PA, 19104, USA.
| | - Carolyn S Calfee
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - Kathleen D Liu
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - John P Reilly
- Division of Pulmonary, Allergy and Critical Care Medicine, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, 5036 Gates Building, Philadelphia, PA, 19104, USA
| | - Kirsten N Kangelaris
- Division of Hospital Medicine, Department of Medicine, University of California San Francisco, San Francisco, USA
| | - Michael G S Shashaty
- Division of Pulmonary, Allergy and Critical Care Medicine, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, 5036 Gates Building, Philadelphia, PA, 19104, USA.,Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - Aili L Lazaar
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA.,GlaxoSmithKline R&D, Brentford, UK
| | | | - Robert J Gallop
- Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA.,Department of Mathematics, West Chester University, West Chester, USA
| | - Todd A Miano
- Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - Thomas G Dunn
- Division of Pulmonary, Allergy and Critical Care Medicine, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, 5036 Gates Building, Philadelphia, PA, 19104, USA
| | - Erik Johansson
- Division of Pulmonary, Allergy and Critical Care Medicine, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, 5036 Gates Building, Philadelphia, PA, 19104, USA
| | - Jason Abbott
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - Alejandra Jauregui
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - Thomas Deiss
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - Kathryn Vessel
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - Annika Belzer
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - Hanjing Zhuo
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - Michael A Matthay
- Division of Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, USA
| | - Nuala J Meyer
- Division of Pulmonary, Allergy and Critical Care Medicine, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, 5036 Gates Building, Philadelphia, PA, 19104, USA
| | - Jason D Christie
- Division of Pulmonary, Allergy and Critical Care Medicine, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, 5036 Gates Building, Philadelphia, PA, 19104, USA.,Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
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