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Zhang L, Liu Y, Zou J, Wang T, Hu H, Zhou Y, Lu Y, Qiu T, Zhou J, Liu X. The Development and Evaluation of a Prediction Model for Kidney Transplant-Based Pneumocystis carinii Pneumonia Patients Based on Hematological Indicators. Biomedicines 2024; 12:366. [PMID: 38397968 PMCID: PMC10886538 DOI: 10.3390/biomedicines12020366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2024] [Revised: 01/21/2024] [Accepted: 01/31/2024] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND This study aimed to develop a simple predictive model for early identification of the risk of adverse outcomes in kidney transplant-associated Pneumocystis carinii pneumonia (PCP) patients. METHODS This study encompassed 103 patients diagnosed with PCP, who received treatment at our hospital between 2018 and 2023. Among these participants, 20 were categorized as suffering from severe PCP, and, regrettably, 13 among them succumbed. Through the application of machine learning techniques and multivariate logistic regression analysis, two pivotal variables were discerned and subsequently integrated into a nomogram. The efficacy of the model was assessed via receiver operating characteristic (ROC) curves and calibration curves. Additionally, decision curve analysis (DCA) and a clinical impact curve (CIC) were employed to evaluate the clinical utility of the model. The Kaplan-Meier (KM) survival curves were utilized to ascertain the model's aptitude for risk stratification. RESULTS Hematological markers, namely Procalcitonin (PCT) and C-reactive protein (CRP)-to-albumin ratio (CAR), were identified through machine learning and multivariate logistic regression. These variables were subsequently utilized to formulate a predictive model, presented in the form of a nomogram. The ROC curve exhibited commendable predictive accuracy in both internal validation (AUC = 0.861) and external validation (AUC = 0.896). Within a specific threshold probability range, both DCA and CIC demonstrated notable performance. Moreover, the KM survival curve further substantiated the nomogram's efficacy in risk stratification. CONCLUSIONS Based on hematological parameters, especially CAR and PCT, a simple nomogram was established to stratify prognostic risk in patients with renal transplant-related PCP.
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Affiliation(s)
- Long Zhang
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Yiting Liu
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Jilin Zou
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Tianyu Wang
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Haochong Hu
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Yujie Zhou
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Yifan Lu
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Tao Qiu
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Jiangqiao Zhou
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Xiuheng Liu
- Department of Organ Transplantation, Renmin Hospital of Wuhan University, Wuhan 430060, China; (L.Z.); (Y.L.); (J.Z.); (T.W.); (H.H.); (Y.Z.); (Y.L.); (T.Q.)
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan 430060, China
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Hornick MG, Potempa LA. Monomeric C-reactive protein as a biomarker for major depressive disorder. Front Psychiatry 2024; 14:1325220. [PMID: 38250276 PMCID: PMC10797126 DOI: 10.3389/fpsyt.2023.1325220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 12/15/2023] [Indexed: 01/23/2024] Open
Abstract
Neuroinflammation has been postulated to be a key factor in the pathogenesis of major depressive disorder (MDD). With this is mind, there has been a wave of research looking into pro-inflammatory mediators as potential biomarkers for MDD. One such mediator is the acute phase protein, C-reactive protein (CRP). While several studies have investigated the potential of CRP as a biomarker for MDD, the results have been inconsistent. One explanation for the lack of consistent findings may be that the high-sensitivity CRP tests utilized in these studies only measure the pentameric isoform of CRP (pCRP). Recent research, however, has indicated that the monomeric isoform of CRP (mCRP) is responsible for the pro-inflammatory function of CRP, while pCRP is weakly anti-inflammatory. The objective of this minireview is to re-examine the evidence of CRP involvement in MDD with a view of mCRP as a potential biomarker.
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Affiliation(s)
- Mary G. Hornick
- College of Science, Health and Pharmacy, Roosevelt University, Schaumburg, IL, United States
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Mouliou DS. C-Reactive Protein: Pathophysiology, Diagnosis, False Test Results and a Novel Diagnostic Algorithm for Clinicians. Diseases 2023; 11:132. [PMID: 37873776 PMCID: PMC10594506 DOI: 10.3390/diseases11040132] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 09/15/2023] [Accepted: 09/19/2023] [Indexed: 10/25/2023] Open
Abstract
The current literature provides a body of evidence on C-Reactive Protein (CRP) and its potential role in inflammation. However, most pieces of evidence are sparse and controversial. This critical state-of-the-art monography provides all the crucial data on the potential biochemical properties of the protein, along with further evidence on its potential pathobiology, both for its pentameric and monomeric forms, including information for its ligands as well as the possible function of autoantibodies against the protein. Furthermore, the current evidence on its potential utility as a biomarker of various diseases is presented, of all cardiovascular, respiratory, hepatobiliary, gastrointestinal, pancreatic, renal, gynecological, andrological, dental, oral, otorhinolaryngological, ophthalmological, dermatological, musculoskeletal, neurological, mental, splenic, thyroid conditions, as well as infections, autoimmune-supposed conditions and neoplasms, including other possible factors that have been linked with elevated concentrations of that protein. Moreover, data on molecular diagnostics on CRP are discussed, and possible etiologies of false test results are highlighted. Additionally, this review evaluates all current pieces of evidence on CRP and systemic inflammation, and highlights future goals. Finally, a novel diagnostic algorithm to carefully assess the CRP level for a precise diagnosis of a medical condition is illustrated.
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Popa-Fotea NM, Ferdoschi CE, Micheu MM. Molecular and cellular mechanisms of inflammation in atherosclerosis. Front Cardiovasc Med 2023; 10:1200341. [PMID: 37600028 PMCID: PMC10434786 DOI: 10.3389/fcvm.2023.1200341] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 07/14/2023] [Indexed: 08/22/2023] Open
Abstract
Atherosclerosis and its complications are a major cause of morbidity and mortality worldwide in spite of the improved medical and invasive treatment in terms of revascularization. Atherosclerosis is a dynamic, multi-step process in which inflammation is a ubiquitous component participating in the initiation, development, and entanglements of the atherosclerotic plaque. After activation, the immune system, either native or acquired, is part of the atherosclerotic dynamics enhancing the pro-atherogenic function of immune or non-immune cells, such as endothelial cells, smooth muscle cells, or platelets, through mediators such as cytokines or directly by cell-to-cell interaction. Cytokines are molecules secreted by the activated cells mentioned above that mediate the inflammatory component of atherosclerosis whose function is to stimulate the immune cells and the production of further cytokines. This review provides insights of the cell axis activation and specific mechanisms and pathways through which inflammation actuates atherosclerosis.
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Affiliation(s)
- Nicoleta-Monica Popa-Fotea
- Department 4 Cardio-Thoracic Pathology, University of Medicine and Pharmacy “Carol Davila,”Bucharest, Romania
- Cardiology Department, Emergency Clinical Hospital, Bucharest, Romania
| | - Corina-Elena Ferdoschi
- Department 4 Cardio-Thoracic Pathology, University of Medicine and Pharmacy “Carol Davila,”Bucharest, Romania
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Wang Y, Liu Z, Han G, Yu P, Yang X, Wang J, Lv L. A picogram BA-ELISA quantification assay for rLj-RGD3, a platelet fibrinogen receptor antagonist, in the rat plasma and its application to a pharmacokinetic study. PLoS Negl Trop Dis 2023; 17:e0011568. [PMID: 37590274 PMCID: PMC10482255 DOI: 10.1371/journal.pntd.0011568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 09/06/2023] [Accepted: 08/02/2023] [Indexed: 08/19/2023] Open
Abstract
rLj-RGD3, a new member of the RGD (Arginine-Glycine-Aspartate)-motif toxin protein family obtained from Lampetra japonica by means of recombinant DNA techniques, has been demonstrated to be a platelet fibrinogen receptor antagonist and holds potential as a drug candidate for a specific indication. The present article reports an innovative validated highly sensitive and specific biotin-avidin enzyme linked immunosorbent assay (BA-ELISA) to provide a bio-analytical method for pharmacokinetic (PK) studies of rLj-RGD3. The concentration of picogram level rLj-RGD3 in rat plasma was measured using the developed double sandwich BA-ELISA assay, which used two mouse anti-rLj-RGD3 monoclonal antibodies that recognize different epitopes for capture and detection. This method was verified to be highly specific (blank plasma did not interfere with detection), precise (RSD <15%), and accurate (86%-113%). Absolute recovery was in the 94%-119% range. The calibration curve showed good linearity within the 50 to 1600 pg/mL range. The LOQ was as low as 50 pg/mL. The above validated assay was successfully employed to assess PK of rLj-RGD3 in rats. After i.v. and s.c. dosing with 30 μg/kg, the rLj-RGD3 plasma concentration declined bi-exponentially with time. This decay was best fitted to a two-compartment model. In conclusion, the BA-ELISA method described here meets all requirements for PK studies of rLj-RGD3 with an effective pharmacological dose in the μg/kg BW range.
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Affiliation(s)
- Yuping Wang
- School of Life Sciences, Liaoning Normal University, Dalian, Liaoning Province, People’s Republic of China
| | - Zhien Liu
- Department of Pharmacology, College of Pharmacy, Dalian Medical University, Dalian, Liaoning Province, People’s Republic of China
| | - Guozhu Han
- Department of Pharmacology, College of Pharmacy, Dalian Medical University, Dalian, Liaoning Province, People’s Republic of China
| | - Ping Yu
- Department of Pharmacology, College of Pharmacy, Dalian Medical University, Dalian, Liaoning Province, People’s Republic of China
| | - Xiaobo Yang
- Department of Pharmacology, College of Pharmacy, Dalian Medical University, Dalian, Liaoning Province, People’s Republic of China
| | - Jihong Wang
- School of Life Sciences, Liaoning Normal University, Dalian, Liaoning Province, People’s Republic of China
| | - Li Lv
- Department of Pharmacology, College of Pharmacy, Dalian Medical University, Dalian, Liaoning Province, People’s Republic of China
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Monomeric C-Reactive Protein in Atherosclerotic Cardiovascular Disease: Advances and Perspectives. Int J Mol Sci 2023; 24:ijms24032079. [PMID: 36768404 PMCID: PMC9917083 DOI: 10.3390/ijms24032079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 01/16/2023] [Accepted: 01/16/2023] [Indexed: 01/21/2023] Open
Abstract
This review aimed to trace the inflammatory pathway from the NLRP3 inflammasome to monomeric C-reactive protein (mCRP) in atherosclerotic cardiovascular disease. CRP is the final product of the interleukin (IL)-1β/IL-6/CRP axis. Its monomeric form can be produced at sites of local inflammation through the dissociation of pentameric CRP and, to some extent, local synthesis. mCRP has a distinct proinflammatory profile. In vitro and animal-model studies have suggested a role for mCRP in: platelet activation, adhesion, and aggregation; endothelial activation; leukocyte recruitment and polarization; foam-cell formation; and neovascularization. mCRP has been shown to deposit in atherosclerotic plaques and damaged tissues. In recent years, the first published papers have reported the development and application of mCRP assays. Principally, these studies demonstrated the feasibility of measuring mCRP levels. With recent advances in detection techniques and the introduction of first assays, mCRP-level measurement should become more accessible and widely used. To date, anti-inflammatory therapy in atherosclerosis has targeted the NLRP3 inflammasome and upstream links of the IL-1β/IL-6/CRP axis. Large clinical trials have provided sufficient evidence to support this strategy. However, few compounds target CRP. Studies on these agents are limited to animal models or small clinical trials.
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Molins B, Figueras-Roca M, Valero O, Llorenç V, Romero-Vázquez S, Sibila O, Adán A, García-Vidal C, Soriano A. C-reactive protein isoforms as prognostic markers of COVID-19 severity. Front Immunol 2023; 13:1105343. [PMID: 36741367 PMCID: PMC9893772 DOI: 10.3389/fimmu.2022.1105343] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 12/26/2022] [Indexed: 01/21/2023] Open
Abstract
C-reactive protein (CRP), an active regulator of the innate immune system, has been related to COVID-19 severity. CRP is a dynamic protein undergoing conformational changes upon activation in inflammatory microenvironments between pentameric and monomeric isoforms. Although pentameric CRP is the circulating isoform routinely tested for clinical purposes, monomeric CRP shows more proinflammatory properties. Therefore, we aimed to determine the potential of monomeric CRP in serum as a biomarker of disease severity in COVID-19 patients (admission to intensive care unit [ICU] and/or in-hospital mortality). We retrospectively determined clinical and biological features as well as pentameric and monomeric CRP levels in a cohort of 97 COVID-19 patients within 72h of hospital admission. Patients with severe disease had higher levels of both pentameric and monomeric CRP. However, multivariate analysis showed increased mCRP but not pCRP to be independently associated to disease severity. Notably, mCRP levels higher than 4000 ng/mL (OR: 4.551, 95% CI: 1.329-15.58), together with number of co-morbidities, low lymphocyte count, and procalcitonin levels were independent predictors of disease severity in the multivariate model. Our results show the potential of mCRP levels as a marker of clinical severity in COVID-19 disease.
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Affiliation(s)
- Blanca Molins
- Group of Ocular Inflammation: Clinical and Experimental Studies, Institut d’Investigacions Biomèdiques Agustí Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Marc Figueras-Roca
- Group of Ocular Inflammation: Clinical and Experimental Studies, Institut d’Investigacions Biomèdiques Agustí Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Institut Clínic d’Oftalmologia (ICOF), Hospital Clínic, Barcelona, Spain
| | - Oliver Valero
- Statistical Department, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Víctor Llorenç
- Group of Ocular Inflammation: Clinical and Experimental Studies, Institut d’Investigacions Biomèdiques Agustí Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Institut Clínic d’Oftalmologia (ICOF), Hospital Clínic, Barcelona, Spain
| | - Sara Romero-Vázquez
- Group of Ocular Inflammation: Clinical and Experimental Studies, Institut d’Investigacions Biomèdiques Agustí Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Oriol Sibila
- Respiratory Department, Hospital Clinic of Barcelona-IDIBAPS, CIBERES, University of Barcelona, Barcelona, Spain
| | - Alfredo Adán
- Group of Ocular Inflammation: Clinical and Experimental Studies, Institut d’Investigacions Biomèdiques Agustí Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Institut Clínic d’Oftalmologia (ICOF), Hospital Clínic, Barcelona, Spain
| | - Carolina García-Vidal
- Department of Infectious Diseases, Hospital Clinic of Barcelona-IDIBAPS, University of Barcelona, Barcelona, Spain
| | - Alex Soriano
- Department of Infectious Diseases, Hospital Clinic of Barcelona-IDIBAPS, University of Barcelona, Barcelona, Spain
- CIBERINF, Barcelona, Spain
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