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Boros E, Pintér J, Molontay R, Prószéky KG, Vörhendi N, Simon OA, Teutsch B, Pálinkás D, Frim L, Tari E, Gagyi EB, Szabó I, Hágendorn R, Vincze Á, Izbéki F, Abonyi-Tóth Z, Szentesi A, Vass V, Hegyi P, Erőss B. New machine-learning models outperform conventional risk assessment tools in Gastrointestinal bleeding. Sci Rep 2025; 15:6371. [PMID: 39984590 PMCID: PMC11845789 DOI: 10.1038/s41598-025-90986-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Accepted: 02/17/2025] [Indexed: 02/23/2025] Open
Abstract
Rapid and accurate identification of high-risk acute gastrointestinal bleeding (GIB) patients is essential. We developed two machine-learning (ML) models to calculate the risk of in-hospital mortality in patients admitted due to overt GIB. We analyzed the prospective, multicenter Hungarian GIB Registry's data. The predictive performance of XGBoost and CatBoost machine-learning algorithms with the Glasgow-Blatchford (GBS), pre-endoscopic Rockall and ABC scores were compared. We evaluated our models using five-fold cross-validation, and performance was measured by area under receiver operating characteristic curve (AUC) analysis with 95% confidence intervals (CI). Overall, we included 1,021 patients in the analysis. In-hospital death occurred in 108 cases. The XGBoost and the CatBoost model identified patients who died with an AUC of 0.84 (CI:0.76-0.90; 0.77-0.90; respectively) in the internal validation set, whereas the GBS and pre-endoscopic Rockall clinical scoring system's performance was significantly lower, AUC values of 0.68 (CI:0.62-0.74) and 0.62 (CI:0.56-0.67), respectively. ABC score had an AUC of 0.77 (CI:0.71-0.83). The XGBoost model had a specificity of 0.96 (CI:0.92-0.98) at a sensitivity of 0.25 (CI:0.10-0.43) compared with the CatBoost model, which had a specificity of 0.74 (CI:0.66-0.83) at a sensitivity of 0.78 (CI:0.57-0.95). XGBoost and the CatBoost models evaluate the mortality risk of acute GI bleeding better, than the conventional risk assessment tools.
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Affiliation(s)
- Eszter Boros
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
- Fejér County Szent György University Teaching Hospital, Székesfehérvár, Hungary
| | - József Pintér
- Department of Stochastics, Institute of Mathematics, Budapest University of Technology and Economics, Budapest, Hungary
| | - Roland Molontay
- Department of Stochastics, Institute of Mathematics, Budapest University of Technology and Economics, Budapest, Hungary
- Institute of Biostatistics and Network Science, Semmelweis University, Budapest, Hungary
| | - Kristóf Gergely Prószéky
- Department of Stochastics, Institute of Mathematics, Budapest University of Technology and Economics, Budapest, Hungary
| | - Nóra Vörhendi
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
- Internal Medicine, Hospital and Clinics of Siófok, Siófok, Hungary
| | - Orsolya Anna Simon
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
- First Department of Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Brigitta Teutsch
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
| | - Dániel Pálinkás
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Department of Gastroenterology, Central Hospital of Northern Pest - Military Hospital, Budapest, Hungary
| | - Levente Frim
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Edina Tari
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungry, Hungary
| | - Endre Botond Gagyi
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Selye János Doctoral College for Advanced Studies, Semmelweis University, Budapest, Hungary
| | - Imre Szabó
- First Department of Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Roland Hágendorn
- First Department of Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Áron Vincze
- First Department of Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Ferenc Izbéki
- Fejér County Szent György University Teaching Hospital, Székesfehérvár, Hungary
| | - Zsolt Abonyi-Tóth
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Department of Biostatistics, University of Veterinary Medicine, Budapest, Hungary
| | - Andrea Szentesi
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Vivien Vass
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Péter Hegyi
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
| | - Bálint Erőss
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary.
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary.
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Çakin Ö, Karaveli A, Yüce Aktepe M, Gümüş A, Yildirim ÖE. Comparison of Inflammatory Marker Scoring Systems and Conventional Inflammatory Markers in Patients over 65 Years of Age Admitted to the Intensive Care Unit: A Multicenter, Retrospective, Cohort Study. J Clin Med 2024; 13:4011. [PMID: 39064051 PMCID: PMC11277589 DOI: 10.3390/jcm13144011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 06/27/2024] [Accepted: 07/04/2024] [Indexed: 07/28/2024] Open
Abstract
Background: The aim of the current study is to evaluate the effects of inflammation markers on infection and mortality in patients over 65 years of age monitored in the intensive care unit (ICU). In this study, we attempted to determine the significance of the pan-immune-inflammation value (PIV); the neutrophil-lymphocyte ratio (NLR); the platelet-lymphocyte ratio (PLR); the monocyte-lymphocyte ratio (MLR); the systemic immune-inflammatory index (SII); the systemic immune response index (SIRI); multi-inflammatory indices (MIIs) 1, 2, and 3; and the CRP/albumin ratio (a new biomarker) as prognostic and mortality markers in patients over 65 years of age being monitored in the ICU. Methods: This multicenter, retrospective, cohort study was conducted on patients aged 65 and over who were admitted to two tertiary-level ICUs. Patients with cirrhosis, bone marrow transplantation, hematologic malignancy, steroid intake, current chemotherapy treatment, and neutropenia upon admission to the ICU were excluded from this study. Results: A total of 333 patients were included in this study. The group's 28-day mortality was found to be 31.8%. When each inflammatory marker associated with 28-day mortality was examined, the CRP/albumin ratio was found to be a better indicator than both the NLR and the SIRI, and the results were statistically significant (AUC: 0.665, 95% CI: 0.604-0.726, and p < 0.001). The NLR showed moderate discriminative ability in distinguishing mortality risk (AUC: 0.593, 95% CI: 0.526-0.660, and p = 0.006). Although the SIRI was lower than the NLR, it produced a statistically significant result (AUC: 0.580, 95% CI: 0.514-0.646, and p = 0.019). The CRP/albumin ratio was the most effective inflammatory marker in predicting mortality risk in older patients admitted to the ICU. Conclusions: It is important to monitor inflammatory markers (especially CRP/albumin ratio, NLR, SIRI, and MII 1-2-3) in older patients admitted to the ICU in order to accurately predict 28-day mortality. In the current study, the effects of PIV, MLR, PLR, and SII on the prediction of 28-day mortality in older ICU patients could not be demonstrated. We believe that more clinical studies are needed to determine the effects of PIV, MLR, PLR, and SII on short- and long-term prognoses and survival in older ICU patients.
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Affiliation(s)
- Özlem Çakin
- Department of Internal Medicine Intensive Care Unit, Faculty of Medicine, Akdeniz University, 07070 Antalya, Türkiye;
| | - Arzu Karaveli
- Department of Anesthesiology and Reanimation, University of Health Sciences, Antalya Training and Research Hospital, 07070 Antalya, Türkiye;
| | - Melike Yüce Aktepe
- Department of Internal Medicine Intensive Care Unit, Faculty of Medicine, Akdeniz University, 07070 Antalya, Türkiye;
| | - Ayça Gümüş
- Department of General Medicine Intensive Care Unit, Kepez State Hospital, 07070 Antalya, Türkiye;
| | - Özlem Esra Yildirim
- Department of Internal Medicine, Faculty of Medicine, Akdeniz University, 07070 Antalya, Türkiye;
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Wändell P, Carlsson AC, Larsson AO, Ärnlöv J, Ruge T, Rydell A. The predictive value of cardiovascular outcomes and mortality assessed by the C-reactive protein to albumin ratio in the UK Biobank. BMC Cardiovasc Disord 2024; 24:326. [PMID: 38926672 PMCID: PMC11202353 DOI: 10.1186/s12872-024-03995-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 06/20/2024] [Indexed: 06/28/2024] Open
Abstract
BACKGROUND The C-reactive protein/albumin ratio (CAR) seems to mirror disease severity and prognosis in several acute disorders particularly in elderly patients, yet less is known about if CAR is superior to C-reactive protein (CRP) in the general population. METHODS Prospective study design on the UK Biobank, where serum samples of CRP and Albumin were used. Cox regression analyses were conducted to assess all-cause and cardiovascular mortality, myocardial infarction, ischemic stroke, and heart failure over a follow-up period of approximately 12.5 years. The Cox model was adjusted for established cardiovascular disease (CVD) risk factors, including age, sex, smoking habits, physical activity level, BMI level, systolic blood pressure, LDL-cholesterol, statin treatment, diabetes, and previous CVD, with hazard ratios (HRs) and corresponding 95% confidence intervals (CIs). Analyses were also stratified by sex, CRP level (< 10 and ≥ 10 mg/ml) and age (< 60 and ≥ 60 years). RESULTS In total, 411,506 individuals (186,043 men and 225,463 women) were included. In comparisons between HRs for all adverse outcomes, the results were similar or identical for CAR and CRP. For example, both CAR and CRP, adjusted HRs for all-cause mortality were 1.13 (95% CI 1.12-1.14). Regarding CVD mortality, the adjusted HR for CAR was 1.14 (95% CI 1.12-1.15), while for CRP, it was 1.13 (95% CI 1.11-1.15). CONCLUSIONS Within this study CAR was not superior to CRP in predictive ability of mortality or CVD disorders. CLINICAL TRIAL REGISTRATION NUMBER Not applicable (cohort study).
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Affiliation(s)
- Per Wändell
- Division of Family Medicine and Primary Care, NVS Department, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, SE-141 83, Sweden
| | - Axel C Carlsson
- Division of Family Medicine and Primary Care, NVS Department, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, SE-141 83, Sweden.
- Academic Primary Health Care Centre, Stockholm Region, Stockholm, Sweden.
| | - Anders O Larsson
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Johan Ärnlöv
- Division of Family Medicine and Primary Care, NVS Department, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, SE-141 83, Sweden
- School of Health and Welfare, Dalarna University, Falun, Sweden
| | - Toralph Ruge
- Division of Family Medicine and Primary Care, NVS Department, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, SE-141 83, Sweden
- Department of Emergency and Internal Medicine, Skånes University Hospital, Malmö, Sweden
- Department of Clinical Sciences Malmö, Department of Internal Medicine, Lund University, Skåne University Hospital, Malmö, Sweden
| | - Andreas Rydell
- Division of Family Medicine and Primary Care, NVS Department, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, SE-141 83, Sweden
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Wändell P, Carlsson AC, Larsson A, Ärnlöv J, Feldreich T, Ruge T. The C-reactive protein Albumin ratio was not consistently associated with cardiovascular and all-cause mortality in two community-based cohorts of 70-year-olds. Scand J Clin Lab Invest 2023; 83:439-443. [PMID: 37702518 DOI: 10.1080/00365513.2023.2255971] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Accepted: 09/03/2023] [Indexed: 09/14/2023]
Abstract
C-reactive protein (CRP)/Albumin ratio (CAR) seems to mirror disease severity and prognosis in several acute disorders particularly in elderly patients, which we aimed to study. As method we use a prospective study design; the Prospective Investigation of the Vasculature in Uppsala Seniors (PIVUS; n = 912, women 50%; mean age 70 years, baseline 2001 and 2004, median follow-up 15.0 years, end of follow-up 2019) and the Uppsala Longitudinal Study of Adult Men (ULSAM, n = 924 mean age 71 years, baseline 1991-1995, median follow-up 15.6 years, end of follow-up 2016). Serum samples were used for analyses of CRP and Albumin. Cox regression analyses were performed for cardiovascular and all-cause mortality in models adjusting for several factors (age; physical activity; Interleukin-6; cardiovascular (CVD) risk factors: smoking, BMI level, systolic blood pressure, LDL-cholesterol, and diabetes), with 95% confidence interval (CI). When adjusting for age and CVD risk factors, CAR was significantly associated with cardiovascular mortality for meta-analyzed results from PIVUS and ULSAM, HR 1.09 (95% 1.01-1.18), but neither in PIVUS (HR 1.14, 95% CI 0.99-1.31) nor in ULSAM (1.07, 95% CI 0.98-1.17). Additionally, CAR was significantly associated with all-cause mortality in ULSAM 1.31 (95% CI 1.12-1.54) but not in PIVUS HRs 1.01 (95% 0.089-1.15). The predictive value of CAR was similar to CRP alone in PIVUS and ULSAM and slightly better than albumin for the prediction of CVD-mortality in ULSAM. In conclusion, CAR was not consistently associated with cardiovascular and all-cause mortality in the two cohorts. The prognostic value of CAR for long-term CVD-mortality was similar to CRP.
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Affiliation(s)
- Per Wändell
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Huddinge, Sweden
| | - Axel Carl Carlsson
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Huddinge, Sweden
- Academic Primary Health Care Centre, Stockholm, Sweden
| | - Anders Larsson
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Johan Ärnlöv
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Huddinge, Sweden
- School of Health and Welfare, Dalarna University, Falun, Sweden
| | | | - Toralph Ruge
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Huddinge, Sweden
- Department of Emergency and Internal Medicine, Skånes University Hospital, Malmö, Sweden
- Department of Clinical Sciences Malmö, Lund University & Department of Internal Medicine, Skåne University Hospital, Malmö, Sweden
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5
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Martínez-Gestoso S, García-Sanz MT, Carreira JM, Nieto-Fontarigo JJ, Calvo-Álvarez U, Doval-Oubiña L, Camba-Matos S, Peleteiro-Pedraza L, Roibás-Veiga I, González-Barcala FJ. Prognostic Usefulness of Basic Analytical Data in Chronic Obstructive Pulmonary Disease Exacerbation. OPEN RESPIRATORY ARCHIVES 2023; 5:100271. [PMID: 37818452 PMCID: PMC10560836 DOI: 10.1016/j.opresp.2023.100271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Accepted: 09/01/2023] [Indexed: 10/12/2023] Open
Abstract
Introduction COPD causes high morbidity and mortality and high health costs. Thus, identifying and analyzing the distinctive and treatable traits seems useful to optimize the management of AEPOC patients. While various biomarkers have been researched, no solid data for systematic use have been made available. Aim Assessing the short-term prognostic usefulness of clinical and analytical parameters available in routine clinical practice in COPD exacerbations. Material and methods Multicenter prospective observational study conducted between 2016 and 2018. Patients admitted for COPD exacerbation who agreed to participate and signed an informed consent form were included. Prolonged stay, in-hospital mortality or early readmission was considered an unfavorable progression. 30-Day mortality was also analyzed. Results 615 patients were included. Mean age was 73.9 years (SD 10.6); 86.2% were male. Progression of 357 patients (58%) was considered unfavorable. Mortality at 1 month from discharge was 6.7%. The multivariate analysis shows a relationship between the CRP/Albumin ratio and unfavorable progression (OR 1.008, 95% CI 1.00; 1.01), as well as increased risk of death at 1 month from discharge with elevated urea (OR 1.01, 95% CI 1.005; 1.02) and troponin T (OR 2.21, 95% CI 1.06; 4.62). Conclusion Elevated CRP/Albumin, urea and TnT are prognostic indicators of poor short-term outcome in patients admitted for COPD exacerbation. Cardiovascular comorbidity and systemic inflammation could explain these findings.
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Affiliation(s)
| | | | | | - Juan-José Nieto-Fontarigo
- Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), University of Santiago de Compostela, Spain
| | - Uxío Calvo-Álvarez
- Respiratory Medicine, University Hospital Complex of Santiago de Compostela, Spain
| | | | - Sandra Camba-Matos
- Emergencies Department Salnés Couny Hospital, Vilagarcía de Arousa, Spain
| | | | | | - Francisco-Javier González-Barcala
- Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), University of Santiago de Compostela, Spain
- Department of Medicine, University of Santiago de Compostela, Spain
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Yüce A, Yerli M, Erkurt N, Çakar M. The Preoperative Neutrophil-Lymphocyte Ratio Is an Independent Predictive Factor in Predicting 1-Year Mortality in Amputated Diabetic Foot Patients. J Foot Ankle Surg 2023; 62:816-819. [PMID: 37100342 DOI: 10.1053/j.jfas.2023.04.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 04/10/2023] [Accepted: 04/15/2023] [Indexed: 04/28/2023]
Abstract
In this study, we aimed to evaluate the efficacy of neutrophil/lymphocyte ratio values in preoperative blood tests of patients amputated due to diabetic foot in predicting 1-year mortality. We assumed that the neutrophil/lymphocyte ratio predicted 1-year mortality in these patients. The inclusion criteria were as follows: to be diagnosed with diabetic foot, being >18 years of age, having a confirmed type 1 or type 2 diabetes mellitus diagnosis, stage 3 to 5 Wagner ulcers, and having at least 1 year of follow-up. The patients with acute traumatic injuries observed in less than 1 week, traumatic amputations, and nondiabetic amputations, and those whose data could not be obtained were excluded from the study. After the exclusion, 192 patients were included in the study. Age (p < .001), low preoperative hemoglobin (p = .024), high preoperative neutrophil (p < .001), low preoperative lymphocyte (p = .023), low preoperative albumin (p < .001), high preoperative neutrophil-to-lymphocyte ratio (p < .001), major amputation (p = .002), and were related to 1-year mortality. According to these results: (1) it was observed that a preoperative neutrophil/lymphocyte ratio value over 5.75 increases the risk of death 1.1 times and (2) it was observed that a preoperative albumin value under 2.67 increases the risk of death 5.74 times. In conclusion, the age, preoperative neutrophil/lymphocyte ratio, and albumin values of patients planning to undergo amputation surgery can be independent predictive factors in predicting 1-year mortality.
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Affiliation(s)
- Ali Yüce
- Department of Orthopedic and Traumatology, Prof. Dr. Cemil Taşcıoğlu City Hospital, Istanbul, Turkey
| | - Mustafa Yerli
- Department of Orthopedic and Traumatology, Prof. Dr. Cemil Taşcıoğlu City Hospital, Istanbul, Turkey.
| | - Nazım Erkurt
- Department of Orthopedic and Traumatology, Prof. Dr. Cemil Taşcıoğlu City Hospital, Istanbul, Turkey
| | - Murat Çakar
- Department of Orthopedic and Traumatology, Prof. Dr. Cemil Taşcıoğlu City Hospital, Istanbul, Turkey
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Hu S, Wang R, Ma T, Lei Q, Yuan F, Zhang Y, Wang D, Cheng J. Association between preoperative C-reactive protein to albumin ratio and late arteriovenous fistula dysfunction in hemodialysis patients: a cohort study. Sci Rep 2023; 13:11184. [PMID: 37433824 DOI: 10.1038/s41598-023-38202-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 07/05/2023] [Indexed: 07/13/2023] Open
Abstract
Arteriovenous fistula (AVF) dysfunction is a critical complication in hemodialysis (HD) patients, with inflammation potentially contributing to its development. This retrospective cohort study aimed to investigate the association between preoperative C-reactive protein to albumin ratio (CAR) and AVF dysfunction in Chinese HD patients. A total of 726 adults with end-stage renal disease who underwent new AVF placement between 2011 and 2019 were included. Multivariable Cox regression and Fine and Gray competing risk models were employed to assess the relationship between CAR and AVF dysfunction, considering death and renal transplantation as competing risks. Among 726 HD patients, 29.2% experienced AVF dysfunction during a median follow-up of 36 months. Adjusted analyses revealed that higher CAR levels were associated with an increased risk of AVF dysfunction, with a 27% higher risk per one-unit increase in CAR. Furthermore, patients with CAR values ≥ 0.153 exhibited a 75% elevated risk compared to those with CAR values < 0.035 (P = 0.004). The relationship between CAR and AVF dysfunction varied by the site of internal jugular vein catheter placement (P for trend = 0.011). Notably, the Fine and Gray analysis confirmed the association between CAR and AVF dysfunction, with a 31% increased risk per one-unit increase in CAR. The highest CAR tertile remained an independent predictor of AVF dysfunction (HR = 1.77, 95% CI 1.21-2.58, P = 0.003). These findings highlight the potential of CAR as a prognostic marker for AVF dysfunction in Chinese HD patients. Clinicians should consider CAR levels and catheter placement site when assessing the risk of AVF dysfunction in this population.
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Affiliation(s)
- Shouliang Hu
- Division of Nephrology, The First Hospital of Yangtze University, No.8, Aviation Road, Shashi District, Jingzhou, Hubei, China
| | - Runjing Wang
- Department of Basic Medicine, Xiamen Medical College, Xiamen, China
| | - Tean Ma
- Division of Nephrology, The First Hospital of Yangtze University, No.8, Aviation Road, Shashi District, Jingzhou, Hubei, China
| | - Qingfeng Lei
- Division of Nephrology, The First Hospital of Yangtze University, No.8, Aviation Road, Shashi District, Jingzhou, Hubei, China
| | - Fanli Yuan
- Division of Nephrology, The First Hospital of Yangtze University, No.8, Aviation Road, Shashi District, Jingzhou, Hubei, China
| | - Yong Zhang
- Division of Nephrology, Jianli County People's Hospital, Jingzhou, Hubei, China
| | - Dan Wang
- Central Laboratory, The First Hospital of Yangtze University, Jingzhou, Hubei, China.
| | - Junzhang Cheng
- Division of Nephrology, The First Hospital of Yangtze University, No.8, Aviation Road, Shashi District, Jingzhou, Hubei, China.
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Kim HJ, Lee S, Kim SH, Lee S, Sim JH, Ro YJ. Association of C-reactive protein to albumin ratio with postoperative delirium and mortality in elderly patients undergoing hip fracture surgery: A retrospective cohort study in a single large center. Exp Gerontol 2023; 172:112068. [PMID: 36549547 DOI: 10.1016/j.exger.2022.112068] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 12/05/2022] [Accepted: 12/15/2022] [Indexed: 12/23/2022]
Abstract
BACKGROUND Postoperative delirium is a common complication in elderly patients who have undergone hip fracture surgery. Since postoperative delirium is associated with poor outcomes and the treatment is very complicated, identifying the patients at high risk for delirium and providing more attentive care to prevent postoperative delirium is essential. In this study, we aimed to assess the association of an elevated C-reactive protein (CRP)/albumin ratio with the increased incidence of postoperative delirium in elderly people who had undergone hip fracture surgery. METHODS A total of 629 patients who underwent hip fracture surgery between January 2014 and December 2018 were retrospectively analyzed. Patients were classified into two groups according to preoperative CRP/albumin cut-off levels (<1.5 and ≥1.5). We performed a propensity score matching analysis to compare the incidence of postoperative delirium and overall mortality between the two groups. Multivariate logistic regression and Cox regression analyses were performed to examine the association of the preoperative CRP/albumin ratio with postoperative delirium and overall mortality. RESULTS There were significant differences in the incidence of postoperative delirium (18.0 % vs. 35.8 %, P < 0.001) and overall mortality (26.7 % vs. 46.9 %, P < 0.001) between the groups before matching. We also observed significant differences in the incidence of postoperative delirium (20.7 % vs. 32.7 %, P = 0.019) and overall mortality (34.7 % vs. 46.0 %, P = 0.046) between the groups after matching. A high CRP/albumin ratio (≥1.5) was significantly associated with a higher incidence of postoperative delirium (adjusted odds ratio [OR]: 2.11, 95 % confidence interval [CI]: 1.40-3.18, P < 0.001) and a higher rate of overall mortality (adjusted hazard ratio [HR]: 1.44, 95 % CI: 1.07-1.93, P = 0.015). CONCLUSION Preoperative CRP/albumin ratio might be an independent risk factor of postoperative delirium and surgical prognosis in elderly patients undergoing hip fracture surgery.
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Affiliation(s)
- Ha-Jung Kim
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Sooho Lee
- Department of Anesthesiology and Pain Medicine, Catholic Kwandong University, College of Medicine, International St. Mary's hospital, Incheon, South Korea
| | - Sung-Hoon Kim
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Sangho Lee
- Department of Anesthesiology and Pain Medicine, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul, Republic of Korea
| | - Ji-Hoon Sim
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
| | - Young-Jin Ro
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
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Dolapoglu A, Avci E, Kiris T. The predictive value of C-reactive protein to albümin ratio for ascending aort progression in patients with ascending aortic diameter of 40-50 mm. J Cardiothorac Surg 2022; 17:254. [PMID: 36195877 PMCID: PMC9533617 DOI: 10.1186/s13019-022-02003-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Accepted: 09/24/2022] [Indexed: 11/10/2022] Open
Abstract
We aimed to investigate the ability of the C-reactive protein-to-albumin ratio (CAR) to predict ascending aorta progression in patients with 40-50 mm diameter of ascending aortic dilatation. A total of 182 diagnosed patients with ascending aortic diameters of 40-50 mm were enrolled in this study. The study population was divided into tertiles based on yearly ascending aortic growth rate values. Group I (n = 137) was defined as a value in the lower 2 tertiles (ascending aorta growth ≤ 1.00 mm/year), and group II (n = 45) was defined as a value in the third tertile (ascending aorta growth > 1.00 mm/year). Hypertension, chronic obstructive pulmonary disease, positive family history, and CAR were found to be independent risk factors for ascending aorta growth > 1.00 mm/year. The area under the ROC curve (AUC) of CAR was 0.771(95% CI 0.689-0.854) for predicting ascending aorta growth > 1.00 mm/year. In patients with 40-50 mm ascending aneurysms, CAR may be useful to predict ascending aorta progression.
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Affiliation(s)
- Ahmet Dolapoglu
- Department of Cardiovascular Surgery, Balikesir University Medical Faculty, Balıkesir, Turkey
| | - Eyüp Avci
- Department of Cardiology, Balikesir University Medical School, Balıkesir, Turkey
| | - Tuncay Kiris
- Department of Cardiology, Izmir Katip Celebi University, Ataturk Training and Research Hospital, Izmir, Turkey.
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10
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Aydemir S, Hoşgün D. Evaluation of the factors affecting long-term mortality in geriatric patients followed up in intensive care unit due to hospital-acquired pneumonia. Medicine (Baltimore) 2022; 101:e30645. [PMID: 36197164 PMCID: PMC9509032 DOI: 10.1097/md.0000000000030645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Aging is a normal physiological process involving changes in the respiratory system, thereby causing an increased incidence of pulmonary infections such as hospital-acquired pneumonia (HAP). The primary aim of this study was to investigate the role of acute-phase reactants and inflammation-based biomarkers in predicting 90-day mortality in patients aged over 65 years who were hospitalized in the intensive care unit (ICU) due to HAP. Clinical records of patients aged ≥65 years who were diagnosed as having HAP and were followed up in ICU were retrospectively evaluated. One hundred and fifteen ICU patients (67.8% male, mean age 76.81 ± 7.480 years) were studied. Ninety-day mortality occurred in 43 (37.4%) patients. Red cell distribution (RDW, %), mean platelet volume (MPV, f/L), white blood cell count (WBC, 103/μL), C-reactive protein (CRP, mg/L), and procalcitonin (PCT, ng/mL) median values were 18.2 (13.7-35.6), 7.42 (5.66-11.2), 14.3 (3.21-40), 9.58 (0.12-32), 0.41 (0.05-100) in the group with 90-day mortality. In the Receiver Operator Characteristics Curve analysis, a WBC value 18.2 × 10ˆ3/μL predicted 90-day independent mortality with a sensitivity of 90.70% and specificity of 31.94% (P = .029). The results indicated that serum WBC level can be used for predicting long-term mortality and prognosis in HAP patients aged over 65 years. High WBC value was statistically significant in predicting 90-day independent mortality (P < .05).
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Affiliation(s)
- Semih Aydemir
- Atatürk Chest Diseases and Chest Surgery Education and Research Hospital, Department of Intensive Care Unit, Ankara, Turkey
- *Correspondence: Semih Aydemir, Atatürk Chest Diseases and Chest Surgery Education and Research Hospital, Department of Intensive Care Unit, 06280, Keçiören/Ankara, Turkey (e-mail: )
| | - Derya Hoşgün
- Atatürk Chest Diseases and Chest Surgery Education and Research Hospital, Department of Intensive Care Unit, Ankara, Turkey
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11
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Giner-Galvañ V, Pomares-Gómez FJ, Quesada JA, Rubio-Rivas M, Tejada-Montes J, Baltasar-Corral J, Taboada-Martínez ML, Sánchez-Mesa B, Arnalich-Fernández F, Del Corral-Beamonte E, López-Sampalo A, Pesqueira-Fontán PM, Fernández-Garcés M, Gómez-Huelgas R, Ramos-Rincón JM, on behalf of the SEMI-COVID-19 Network. C-Reactive Protein and Serum Albumin Ratio: A Feasible Prognostic Marker in Hospitalized Patients with COVID-19. Biomedicines 2022; 10:1393. [PMID: 35740416 PMCID: PMC9219981 DOI: 10.3390/biomedicines10061393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 06/06/2022] [Accepted: 06/08/2022] [Indexed: 11/25/2022] Open
Abstract
(1) Background: C-reactive protein (CRP) and albumin are inflammatory markers. We analyzed the prognostic capacity of serum albumin (SA) and CRP for an outcome comprising mortality, length of stay, ICU admission, and non-invasive mechanical ventilation in hospitalized COVID-19 patients. (2) Methods: We conducted a retrospective cohort study based on the Spanish national SEMI-COVID-19 Registry. Two multivariate logistic models were adjusted for SA, CRP, and their combination. Training and testing samples were used to validate the models. (3) Results: The outcome was present in 41.1% of the 3471 participants, who had lower SA (mean [SD], 3.5 [0.6] g/dL vs. 3.8 [0.5] g/dL; p < 0.001) and higher CRP (108.9 [96.5] mg/L vs. 70.6 [70.3] mg/L; p < 0.001). In the adjusted multivariate model, both were associated with poorer evolution: SA, OR 0.674 (95% CI, 0.551−0.826; p < 0.001); CRP, OR 1.002 (95% CI, 1.001−1.004; p = 0.003). The CRP/SA model had a similar predictive capacity (honest AUC, 0.8135 [0.7865−0.8405]), with a continuously increasing risk and cutoff value of 25 showing the highest predictive capacity (OR, 1.470; 95% CI, 1.188−1.819; p < 0.001). (4) Conclusions: SA and CRP are good independent predictors of patients hospitalized with COVID-19. For the CRP/SA ratio value, 25 is the cutoff for poor clinical course.
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Affiliation(s)
- Vicente Giner-Galvañ
- Department of Internal Medicine, Hospital Clínico Universitario San Juan de Alicante, 03550 Alicante, Spain
- Fundación para el Fomento de la Investigación Sanitaria y Biomédica (FISABIO), 46020 Valencia, Spain;
- Departamento de Medicina Clínica, Medicine School, University Miguel Hernández, 03550 Alicante, Spain; (J.A.Q.); (J.M.R.-R.)
| | - Francisco José Pomares-Gómez
- Fundación para el Fomento de la Investigación Sanitaria y Biomédica (FISABIO), 46020 Valencia, Spain;
- Departamento de Medicina Clínica, Medicine School, University Miguel Hernández, 03550 Alicante, Spain; (J.A.Q.); (J.M.R.-R.)
- Department of Endocrinology, Hospital Clínico Universitario San Juan de Alicante, 03550 Alicante, Spain
| | - José Antonio Quesada
- Departamento de Medicina Clínica, Medicine School, University Miguel Hernández, 03550 Alicante, Spain; (J.A.Q.); (J.M.R.-R.)
| | - Manuel Rubio-Rivas
- Department of Internal Medicine, Bellvitge University Hospital, 08097 L’Hospitalet de Llobregat, Spain;
| | - Javier Tejada-Montes
- Department of Internal Medicine, Hospital Universitario 12 de Octubre, 28041 Madrid, Spain;
| | | | | | - Blanca Sánchez-Mesa
- Department of Internal Medicine, Hospital Costa del Sol, 20603 Marbella, Spain;
| | | | | | - Almudena López-Sampalo
- Department of Internal Medicine, Regional University Hospital of Málaga, 29010 Málaga, Spain; (A.L.-S.); (R.G.-H.)
- Biomedical Research Institute of Málaga (IBIMA), University of Málaga (UMA), 29590 Málaga, Spain
| | - Paula María Pesqueira-Fontán
- Department of Internal Medicine, Complejo Hospitalario Universitario de Santiago, 15706 Santiago de Compostela, Spain;
| | - Mar Fernández-Garcés
- Department of Internal Medicine, Doctor Peset University Hospital, 46017 Valencia, Spain;
| | - Ricardo Gómez-Huelgas
- Department of Internal Medicine, Regional University Hospital of Málaga, 29010 Málaga, Spain; (A.L.-S.); (R.G.-H.)
- Biomedical Research Institute of Málaga (IBIMA), University of Málaga (UMA), 29590 Málaga, Spain
| | - José Manuel Ramos-Rincón
- Departamento de Medicina Clínica, Medicine School, University Miguel Hernández, 03550 Alicante, Spain; (J.A.Q.); (J.M.R.-R.)
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12
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Phi Thi Nguyen N, Luong Cong T, Tran TTH, Nhu Do B, Tien Nguyen S, Thanh Vu B, Ho Thi Nguyen L, Van Ngo M, Trung Dinh H, Duong Huy H, Xuan Vu N, Nguyen Trung K, Ngoc Vu D, The Pham N, Dinh Le T. Lower Plasma Albumin, Higher White Blood Cell Count and High-Sensitivity C-Reactive Protein are Associated with Femoral Artery Intima-Media Thickness Among Newly Diagnosed Patients with Type 2 Diabetes Mellitus. Int J Gen Med 2022; 15:2715-2725. [PMID: 35300147 PMCID: PMC8922038 DOI: 10.2147/ijgm.s351342] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 02/22/2022] [Indexed: 11/23/2022] Open
Abstract
Introduction Low albumin levels, high levels of high-sensitivity C-reactive protein (hs-CRP), and high white blood cell count were risk factors for changes in arterial intima-media thickness (IMT). Femoral artery IMT damages were one of the common peripheral artery type 2 diabetes. This study was conducted to determine the association between femoral artery IMT and plasma albumin, hs-CRP levels, and white blood cell count in newly diagnosed patients with type 2 diabetes mellitus (nT2D). Materials and Methods From January 2015 to May 2020, 306 patients with nT2D were recruited for this cross-sectional descriptive study at Vietnam's National Endocrinology Hospital. We measured IMT by Doppler ultrasound. Results There was a statistically significant difference in albumin, hs-CRP levels, hs-CRP-to-albumin ratio, and white blood cell counts between three different IMT groups namely normal IMT, thick IMT, and atherosclerosis (p = 0.003, p = 0.001, p = 0.001 and p = 0.049, respectively). In the multivariate linear regression analysis, white blood cell count, and hs-CRP levels showed a significantly positive correlation to IMT (standardized B and p of 0.17, 0.015 and 0.163, 0.024, respectively), but albumin levels were a significantly negative correlation to IMT (standardized B = -0.151, p = 0.029). The multivariate logistic regression analysis showed that albumin (OR = 0.79, 95% CI 0.65-0.90, p = 0.018), hs-CRP (OR = 1.09, 95% CI 1.01-1.18, p = 0.026), and white blood cell count (OR = 1.36, 95% CI 1.03-1.81, p = 0.033) had correlation to atherosclerosis of femoral artery. Conclusion Reduced plasma albumin, elevated hs-CRP, and white blood cell count associated with IMT increased the odds for atherosclerosis of femoral artery among nT2D.
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Affiliation(s)
- Nga Phi Thi Nguyen
- Department of Endocrinology, Military Hospital 103, Hanoi, Vietnam
- Department of Rheumatology and Endocrinology, Vietnam Military Medical University, Hanoi, Vietnam
| | - Thuc Luong Cong
- Cardiovascular Center, Military Hospital 103, Hanoi, Vietnam
- Department of Cardiology, Vietnam Military Medical University, Hanoi, Vietnam
| | - Thi Thanh Hoa Tran
- Emergency Resuscitation Department, National Hospital of Endocrinology, Hanoi, Vietnam
| | - Binh Nhu Do
- Division of Military Science, Military Hospital 103, Vietnam Military Medical University, Hanoi, Vietnam
| | - Son Tien Nguyen
- Department of Endocrinology, Military Hospital 103, Hanoi, Vietnam
- Department of Rheumatology and Endocrinology, Vietnam Military Medical University, Hanoi, Vietnam
| | - Binh Thanh Vu
- Department of Internal Medicine, Thai Binh University of Medicine and Pharmacy, Thai Binh, Vietnam
| | - Lan Ho Thi Nguyen
- Department of General Internal Medicine, National Hospital of Endocrinology, Hanoi, Vietnam
| | - Manh Van Ngo
- Postgraduate Training Management Department, Thai Binh University of Medicine and Pharmacy, Thai Binh, Vietnam
| | - Hoa Trung Dinh
- Department of Requested Treatment, National Hospital of Endocrinology, Hanoi, Vietnam
| | - Hoang Duong Huy
- Department of Neurology, Thai Binh University of Medicine and Pharmacy, Thai Binh, Vietnam
| | - Nghia Xuan Vu
- Department of Blood Transfusion, 108 Military Central Hospital, Hanoi, Vietnam
| | - Kien Nguyen Trung
- Department of Science Management, Thai Binh University of Medicine and Pharmacy, Thai Binh, Vietnam
| | - Duong Ngoc Vu
- Department of Imaging Diagnosis, Hanoi Medical University, Hanoi, Vietnam
| | - Nghia The Pham
- Department of Imaging Diagnosis, Hanoi Medical University, Hanoi, Vietnam
| | - Tuan Dinh Le
- Department of Rheumatology and Endocrinology, Vietnam Military Medical University, Hanoi, Vietnam
- Center of Emergency, Critical Care Medicine and Clinical Toxicology, Military Hospital 103, Vietnam Military Medical University, Hanoi, Vietnam
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13
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Çelikkol A, Güzel EÇ, Doğan M, Erdal B, Yilmaz A. C-Reactive Protein-to-Albumin Ratio as a Prognostic Inflammatory Marker in COVID-19. J Lab Physicians 2022; 14:74-83. [PMID: 36111132 PMCID: PMC9470381 DOI: 10.1055/s-0041-1741439] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Objectives
As a result of developed generalized inflammation, the main prognostic factor determining morbidity and mortality in coronavirus disease 2019 (COVID-19) patients is acute respiratory distress syndrome. The purpose of our study was to define (1) the laboratory tests that will contribute to the diagnosis and follow-up of COVID-19 patients, (2) the differences between the laboratory-confirmed (LC), unconfirmed (LUC), and control (C) groups, and (3) the variation between groups of acute-phase reactants and biomarkers that can be used as an indicator of disease severity and inflammation.
Materials and Methods
A total of 102 patients undergoing treatment with COVID-19 interim guidelines were evaluated. Reverse transcriptase-polymerase chain reaction (RT-PCR) test was positive in 56 (LC), classified as mild or severe, and negative in 46 (LUC) patients. In addition, 30 healthy subjects (C) with negative RT-PCR tests were also evaluated.
All statistical analyses were performed with the SPSS 22.0 program and the
p
-values for significant findings were less than 0.05. Parametric/nonparametric distribution was determined by performing the Kolmogorov–Smirnov test for all groups. Student's
t
-test was used for variables with parametric distribution and the Mann–Whitney U-test for variables with the nonparametric distribution. A cut-off level for biomarkers was determined using the ROC (receiver operator characteristic) curve.
Results
In the LC group, platelet, platecrit, mean platelet volume, platelet diameter width, white blood cell, lymphocyte, eosinophil, neutrophil, immature granulocyte, immature lymphocyte, immature monocyte, large immune cell, and atypical lymphocyte counts among the complete blood count parameters of mature and immature cell counts showed a significant difference according to the C and LUC groups. C-reactive protein, neutrophil-to-lymphocyte ratio, platelet-to-lymphocyte ratio, and C-reactive protein-to-albumin ratio (CAR) indices were significantly elevated in LC patients and were significantly higher in patients classified as severe compared to mild. When CAR optimal cutoff was determined as 0.475, area under the curve was 0.934, sensitivity was 90.91%, specificity was 86.21%, positive predictive value was 92.59%, and negative predictive value was 83.33%. The diagnostic accuracy for CAR was 89.29%.
Conclusion
The CAR index with the highest diagnostic value and the highest predictability could be the most useful biomarker in the diagnosis and evaluation of disease severity in COVID-19 patients.
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Affiliation(s)
- Aliye Çelikkol
- Department of Clinical Biochemistry, Medical Faculty of Tekirdağ Namık Kemal University, Süleymanpaşa, Turkey
| | - Eda Çelik Güzel
- Department of Family Medicine, Medical Faculty of Tekirdağ Namık Kemal University, Süleymanpaşa, Turkey
| | - Mustafa Doğan
- Department of İnfectious Diseases and Clinical Microbiology, Çorlu State Hospital, Çorlu, Turkey
| | - Berna Erdal
- Department of Clinical Biochemistry, Medical Faculty of Tekirdağ Namık Kemal University, Süleymanpaşa, Turkey
| | - Ahsen Yilmaz
- Department of Clinical Biochemistry, Medical Faculty of Tekirdağ Namık Kemal University, Süleymanpaşa, Turkey
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14
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Bayat V, Phelps S, Ryono R, Lee C, Parekh H, Mewton J, Sedghi F, Etminani P, Holodniy M. A Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) Prediction Model From Standard Laboratory Tests. Clin Infect Dis 2021; 73:e2901-e2907. [PMID: 32785701 PMCID: PMC7454351 DOI: 10.1093/cid/ciaa1175] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Accepted: 08/20/2020] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND With the limited availability of testing for the presence of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) virus and concerns surrounding the accuracy of existing methods, other means of identifying patients are urgently needed. Previous studies showing a correlation between certain laboratory tests and diagnosis suggest an alternative method based on an ensemble of tests. METHODS We have trained a machine learning model to analyze the correlation between SARS-CoV-2 test results and 20 routine laboratory tests collected within a 2-day period around the SARS-CoV-2 test date. We used the model to compare SARS-CoV-2 positive and negative patients. RESULTS In a cohort of 75 991 veteran inpatients and outpatients who tested for SARS-CoV-2 in the months of March through July 2020, 7335 of whom were positive by reverse transcription polymerase chain reaction (RT-PCR) or antigen testing, and who had at least 15 of 20 lab results within the window period, our model predicted the results of the SARS-CoV-2 test with a specificity of 86.8%, a sensitivity of 82.4%, and an overall accuracy of 86.4% (with a 95% confidence interval of [86.0%, 86.9%]). CONCLUSIONS Although molecular-based and antibody tests remain the reference standard method for confirming a SARS-CoV-2 diagnosis, their clinical sensitivity is not well known. The model described herein may provide a complementary method of determining SARS-CoV-2 infection status, based on a fully independent set of indicators, that can help confirm results from other tests as well as identify positive cases missed by molecular testing.
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Affiliation(s)
- Vafa Bayat
- Research and Development, Bitscopic Inc, Palo Alto, California, USA
| | | | - Russell Ryono
- Clinical Applications, Bitscopic Inc, Palo Alto, California, USA
| | - Chong Lee
- Data Science, Palo Alto, California, USA
| | | | | | | | | | - Mark Holodniy
- Public Health Surveillance and Research, Department of Veterans Affairs, Palo Alto, California, USA
- VHA Public Health Reference Laboratory, Palo Alto, California, USA
- Division of Infectious Disease and Geographic Medicine, Stanford University School of Medicine, Stanford, California, USA
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15
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Karimi A, Shobeiri P, Kulasinghe A, Rezaei N. Novel Systemic Inflammation Markers to Predict COVID-19 Prognosis. Front Immunol 2021; 12:741061. [PMID: 34745112 PMCID: PMC8569430 DOI: 10.3389/fimmu.2021.741061] [Citation(s) in RCA: 97] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 09/28/2021] [Indexed: 12/15/2022] Open
Abstract
Coronavirus disease 2019 (COVID-19) has resulted in a global pandemic, challenging both the medical and scientific community for the development of novel vaccines and a greater understanding of the effects of the SARS-CoV-2 virus. COVID-19 has been associated with a pronounced and out-of-control inflammatory response. Studies have sought to understand the effects of inflammatory response markers to prognosticate the disease. Herein, we aimed to review the evidence of 11 groups of systemic inflammatory markers for risk-stratifying patients and prognosticating outcomes related to COVID-19. Numerous studies have demonstrated the effectiveness of neutrophil to lymphocyte ratio (NLR) in prognosticating patient outcomes, including but not limited to severe disease, hospitalization, intensive care unit (ICU) admission, intubation, and death. A few markers outperformed NLR in predicting outcomes, including 1) systemic immune-inflammation index (SII), 2) prognostic nutritional index (PNI), 3) C-reactive protein (CRP) to albumin ratio (CAR) and high-sensitivity CAR (hsCAR), and 4) CRP to prealbumin ratio (CPAR) and high-sensitivity CPAR (hsCPAR). However, there are a limited number of studies comparing NLR with these markers, and such conclusions require larger validation studies. Overall, the evidence suggests that most of the studied markers are able to predict COVID-19 prognosis, however NLR seems to be the most robust marker.
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Affiliation(s)
- Amirali Karimi
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
- Network of Immunity in Infection, Malignancy and Autoimmunity (NIIMA), Universal Scientific Education and Research Network (USERN), Tehran, Iran
| | - Parnian Shobeiri
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
- Network of Immunity in Infection, Malignancy and Autoimmunity (NIIMA), Universal Scientific Education and Research Network (USERN), Tehran, Iran
- Research Center for Immunodeficiencies, Pediatrics Center of Excellence, Children’s Medical Center, Tehran University of Medical Sciences, Tehran, Iran
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Arutha Kulasinghe
- Centre for Genomics and Personalised Health, School of Biomedical Q6 Sciences, Queensland University of Technology, Brisbane, QL, Australia
| | - Nima Rezaei
- Network of Immunity in Infection, Malignancy and Autoimmunity (NIIMA), Universal Scientific Education and Research Network (USERN), Tehran, Iran
- Research Center for Immunodeficiencies, Pediatrics Center of Excellence, Children’s Medical Center, Tehran University of Medical Sciences, Tehran, Iran
- Department of Immunology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
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16
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Eraslan Doganay G, Cirik MO. Determinants of prognosis in geriatric patients followed in respiratory ICU; either infection or malnutrition. Medicine (Baltimore) 2021; 100:e27159. [PMID: 34516508 PMCID: PMC8428736 DOI: 10.1097/md.0000000000027159] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Accepted: 08/19/2021] [Indexed: 01/05/2023] Open
Abstract
Severity of illness, age, malnutrition, and infection are the important factors determining intensive care unit (ICU) survival.The aim of the study is to determine the relations between Geriatric Nutritional Risk Index (GNRI), C-reactive protein/albumin (CAR), and prognosis-mortality of geriatric patients (age of ≥65 years) admitted to intensive care unit.The study with 10/15/2020, 697 approval date, and number retrospectively registered. Between January 1, 2018 and December 31, 2019, 413 geriatric patients admitted to ICU. The patients were divided into three groups according to their age.The age group, gender, Charlson comorbidity index, intensive care scores (Acute Physiology And Chronic Health Evaluation II and Sequential Organ Failure Assessment), the infection markers (white blood cell, procalcitonin, CAR levels), malnutrition tools for each patient (body mass index, Nutrition Risk in Critically ill score, and GNRI scores) were analyzed retrospectively. Also length of stay (LOS) ICU, length of stay hospital, and 30-day mortality were recorded.Geriatric patients number of 403 was included in the study. Forty-nine (12.3%) patients had a history of malignancy, 272 (67.5%) patients had Chronic Obstructive Pulmonary Disease comorbidity. There was no difference in mortality between age groups.In patients with mortality, body mass index, had being Chronic Obstructive Pulmonary Disease history, GNRI, length of stay hospital, and albumin were significantly lower; malignancy comorbidity rate, inotrope use, modified Nutrition Risk in Critically ill score, mechanical ventilation duration, LOS ICU, Sequential Organ Failure Assessment, Acute Physiology And Chronic Health Evaluation II, Charlson comorbidity index, C-reactive protein, procalcitonin, and CAR were significantly higher.Both malnutrition and infection affect mortality in geriatric patients in intensive care. The GNRI is better than CAR at predicting mortality.
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17
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Predicting Poor Outcome of COVID-19 Patients on the Day of Admission with the COVID-19 Score. Crit Care Res Pract 2021; 2021:5585291. [PMID: 34123422 PMCID: PMC8189812 DOI: 10.1155/2021/5585291] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Accepted: 05/22/2021] [Indexed: 01/08/2023] Open
Abstract
Background COVID-19 may result in multiorgan failure and death. Early detection of patients at risk may allow triage and more intense monitoring. The aim of this study was to develop a simple, objective admission score, based on laboratory tests, that identifies patients who are likely going to deteriorate. Methods This is a retrospective cohort study of all COVID-19 patients admitted to a tertiary academic medical center in New York City during the COVID-19 crisis in spring 2020. The primary combined endpoint included intubation, stage 3 acute kidney injury (AKI), or death. Laboratory tests available on admission in at least 70% of patients (and age) were included for univariate analysis. Tests that were statistically or clinically significant were then included in a multivariate binary logistic regression model using stepwise exclusion. 70% of all patients were used to train the model, and 30% were used as an internal validation cohort. The aim of this study was to develop and validate a model for COVID-19 severity based on biomarkers. Results Out of 2545 patients, 833 (32.7%) experienced the primary endpoint. 53 laboratory tests were analyzed, and of these, 47 tests (and age) were significantly different between patients with and without the endpoint. The final multivariate model included age, albumin, creatinine, C-reactive protein, and lactate dehydrogenase. The area under the ROC curve was 0.850 (CI [95%]: 0.813, 0.889), with a sensitivity of 0.800 and specificity of 0.761. The probability of experiencing the primary endpoint can be calculated as p=e(−2.4475+0.02492age − 0.6503albumin+0.81926creat+0.00388CRP+0.00143LDH)/1+e(−2.4475+ 0.02492age − 0.6503albumin+0.81926creat+0.00388CRP+0.00143LDH). Conclusions Our study demonstrated that poor outcome in COVID-19 patients can be predicted with good sensitivity and specificity using a few laboratory tests. This is useful for identifying patients at risk during admission.
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18
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Acet H, Güzel T, Aslan B, Isik MA, Ertas F, Catalkaya S. Predictive Value of C-Reactive Protein to Albumin Ratio in ST-Segment Elevation Myocardial Infarction Patients Treated With Primary Percutaneous Coronary Intervention. Angiology 2020; 72:244-251. [PMID: 33371718 DOI: 10.1177/0003319720963697] [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] [Indexed: 12/12/2022]
Abstract
The present study aimed to examine the association of C-reactive protein to albumin ratio (CAR) with short-term major adverse cardiac events (MACEs) in ST-segment elevation myocardial infarction (STEMI) patients undergoing primary percutaneous coronary intervention (pPCI). We included 539 STEMI patient treated with pPCI in this study. Patients were divided into 2 groups according to MACE development. Patients with MACE had higher CAR than those without (1.18 [0.29-1.99] vs 0.21 [0.09-0.49], P < .001). Multivariate analysis showed that The Global Record for Acute Coronary Events score, Percutaneous Coronary Intervention with TAXus and cardiac surgery (SYNTAX) score, glucose and CAR (odds ratio:1.326, 95% CI: 1.212-1452, P < .001) were independent predictors of MACE. The CAR may be proven useful for risk stratification in STEMI patients undergoing pPCI.
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Affiliation(s)
- Halit Acet
- Department of Cardiology, Faculty of Medicine, 37507Dicle University, Diyarbakir, Turkey
| | - Tuncay Güzel
- Department of Cardiology, Akhisar State Hospital, Manisa, Turkey
| | - Bayram Aslan
- Department of Cardiology, Ergani State Hospital, Diyarbakir, Turkey
| | - Mehmet Ali Isik
- Department of Cardiology, 37507Mardin State Hospital, Mardin, Turkey
| | - Faruk Ertas
- Department of Cardiology, Faculty of Medicine, 37507Dicle University, Diyarbakir, Turkey
| | - Sibel Catalkaya
- Department of Cardiology, Edremit State Hospital, Edremit, Turkey
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Wang H, Xing Y, Yao X, Li Y, Huang J, Tang J, Zhu S, Zhang Y, Xiao J. Retrospective Study of Clinical Features of COVID-19 in Inpatients and Their Association with Disease Severity. Med Sci Monit 2020; 26:e927674. [PMID: 33342993 PMCID: PMC7760720 DOI: 10.12659/msm.927674] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 10/26/2020] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND The aim of this study was to analyze the clinical features and laboratory indices of patients with coronavirus disease (COVID-19) and explore their association with the severity of the disease. MATERIAL AND METHODS A total of 61 patients with COVID-19 were divided into groups with common symptoms and with severe diseases, and clinical data were collected to analyze and compare the differences between them. RESULTS In patients with severe COVID-19, compared with the common group, lymphocyte count and albumin levels were lower, and aspartate aminotransferase (AST), blood urea, blood creatinine, lactate dehydrogenase (LDH), and C-reactive protein (CRP) levels, and prothrombin time (PT) were elevated (all P<0.05). The neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), mean platelet volume-to-lymphocyte ratio (MPVLR), and C-reactive protein-to-albumin ratio (CAR) were significantly elevated in the severe group compared with the group with common symptoms; however, the lymphocyte-to-monocyte ratio (LMR) was significantly reduced (P<0.05). Univariate logistic regression showed that lower lymphocyte count, prolonged PT, elevated CRP and LDH levels, and elevated NLR, PLR, MPVLR, and CAR were risk factors for COVID-19 severity (P<0.05). Multivariate logistic regression showed that elevated CRP levels (odds ratio [OR], 0.028; 95% confidence interval [CI]: 0.002-0.526; P=0.017), prolonged PT (OR, 0.014; 95% CI: 0.001-0.341; P=0.09), and an MPVLR >8.9 (OR, 0.026; 95% CI: 0.002-0.349; P=0.006) were independent risk factors for COVID-19 severity. CONCLUSIONS Elevated CRP and prolonged PT, and an MPVLR >8.9 were independent risk factors for COVID-19 severity.
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Affiliation(s)
- Hao Wang
- Department of Cardiovascular Medicine, Chongqing University Center Hospital, Chongqing, P.R. China
| | - Yang Xing
- Department of Clinical Laboratory, Chongqing University Center Hospital, Chongqing, P.R. China
| | - Xiaohong Yao
- Department of Medical Section, Traditional Chinese Medical Hospital of Dawu County, Xiaogan, Hubei, P.R. China
| | - Yang Li
- Department of Cardiovascular Medicine, Chongqing University Center Hospital, Chongqing, P.R. China
| | - Jietao Huang
- Department of Cardiovascular Medicine, Chongqing University Center Hospital, Chongqing, P.R. China
| | - Jun Tang
- Department of Cardiovascular Medicine, Chongqing University Center Hospital, Chongqing, P.R. China
| | - Shasha Zhu
- Department of Cardiovascular Medicine, Chongqing University Center Hospital, Chongqing, P.R. China
| | - Ying Zhang
- Department of Cardiovascular Medicine, Chongqing University Center Hospital, Chongqing, P.R. China
| | - Jun Xiao
- Department of Cardiovascular Medicine, Chongqing University Center Hospital, Chongqing, P.R. China
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20
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Liu S, Qiu P, Luo L, Jiang L, Chen Y, Yan C, Zhan X. Serum C-reactive protein to albumin ratio and mortality associated with peritoneal dialysis. Ren Fail 2020; 42:600-606. [PMID: 32602387 PMCID: PMC7946068 DOI: 10.1080/0886022x.2020.1783680] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 05/25/2020] [Accepted: 05/30/2020] [Indexed: 02/05/2023] Open
Abstract
Background: Serum C-reactive protein to albumin ratio (CAR) was recently identified as a poor marker of prognosis among various populations. The current study aimed to examine the association between CAR and all-cause mortality among patients undergoing peritoneal dialysis (PD).Methods: A total of 758 patients with PD were included in this study during the period from 1 November 2005 to 28 February 2017 and followed up until 31 May 2017. The primary outcome was all-cause mortality. We used multivariate Cox proportional hazard models and Kaplan-Meier survival curves to assess the relationship between CAR and all-cause mortality in these patients.Results: Among 758 participants, mean age was 49.1 ± 14.2 years, with 56% males and 18.6% prevalence of diabetes. Median CAR was 0.13 (interquartile range [IQR], 0.07-0.34). After 27 months (IQR, 14-40 months) of follow-up, 157 deaths had been reported. After adjusting for confounding factors, we found a significant association between serum CAR and all-cause mortality among those in the highest CAR group (hazard ratio 1.91, 95% confidence interval 1.05- 3.47, p = 0.034).Conclusions: In patients undergoing PD, an increase in serum CAR is independently associated with increased risk for all-cause mortality.
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Affiliation(s)
- Siyi Liu
- Department of Nephrology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Panlin Qiu
- Department of Nephrology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Laimin Luo
- Department of Nephrology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Lei Jiang
- Department of Nephrology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Yanbing Chen
- Department of Nephrology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Caixia Yan
- Department of Nephrology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Xiaojiang Zhan
- Department of Nephrology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- CONTACT Xiaojiang Zhan Department of Nephrology, The First Affiliated Hospital of Nanchang University, No. 17, Yongwai Street, Nanchang, Jiangxi330006, China
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21
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Seo Y, Paik J, Shin S, Kim A, Kang S. Differential diagnostic factors of type 1 and type 2 myocardial infarction in patients with elevated cardiac troponin levels. Clin Exp Emerg Med 2020; 7:213-219. [PMID: 33028065 PMCID: PMC7550816 DOI: 10.15441/ceem.19.049] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Accepted: 07/22/2019] [Indexed: 11/23/2022] Open
Abstract
Objective Emergency physicians experience difficulty in determining the disposition of patients with elevated troponin I levels using emergency room tests. In this study, we aimed to investigate factors that could discriminate between the occurrence of type 1 myocardial infarction (T1MI) and type 2 myocardial infarction (T2MI) in patients with elevated troponin I levels. Methods Patients admitted to the emergency department between January 1, 2017 and June 30, 2017 with elevated troponin I levels who underwent subsequent cardiac biomarker testing were included. Samples for baseline blood tests, such as cardiac biomarker levels, were collected within approximately 10 minutes of admission. Electrocardiogram, transthoracic echocardiography, and percutaneous coronary intervention results were retrospectively examined via patient report and chart reviews. Results During the study period, 169 of 234 (72%) patients were diagnosed with T2MI and 65 (28%) were diagnosed with T1MI. Among various factors, typical chest pain (odds ratio [OR], 4.40; 95% confidence interval [CI], 1.46 to 13.24; P=0.008), high troponin I levels (OR, 1.50; 95% CI, 1.19 to 1.90; P<0.001), high cholesterol (OR, 1.01; 95% CI, 1.00 to 1.02; P=0.008), and low D-dimer levels (OR, 0.87; 95% CI, 0.77 to 0.98; P=0.027) were significantly associated with T1MI incidence. Conclusion Our findings in this study indicate that typical chest pain, high levels of troponin I and cholesterol, and low levels of D-dimer were associated with the diagnosis of T1MI. Further studies are suggested to determine the cut-off values for accurate diagnosis of T1MI in the ED.
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Affiliation(s)
- Youngho Seo
- Department of Emergency Medicine, Inha University College of Medicine, Incheon, Korea
| | - Jinhui Paik
- Department of Emergency Medicine, Inha University College of Medicine, Incheon, Korea
| | - Seunglyul Shin
- Department of Emergency Medicine, Inha University College of Medicine, Incheon, Korea
| | - Ahjin Kim
- Department of Hospital Medicine, Inha University College of Medicine, Incheon, Korea
| | - Soo Kang
- Department of Emergency Medicine, Inha University College of Medicine, Incheon, Korea
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22
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Kerkütlüoglu M, Yucel O, Günes H, Yılmaz M. C-reactive protein/albumin ratio designates advanced heart failure among outpatients with heart failure. INTERNATIONAL JOURNAL OF THE CARDIOVASCULAR ACADEMY 2020. [DOI: 10.4103/ijca.ijca_49_19] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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23
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Roenhoej Rønhøj R, Hasselbalch RB, Schultz M, Pries-Heje M, Plesner LL, Ravn L, Lind M, Jensen BN, Hoei-Hansen Høi-Hansen T, Carlson N, Torp-Pedersen C, Rasmussen LS, Rasmussen LJH, Eugen-Olsen J, Koeber Køber L, Iversen K. Abnormal routine blood tests as predictors of mortality in acutely admitted patients. Clin Biochem 2019; 77:14-19. [PMID: 31843666 DOI: 10.1016/j.clinbiochem.2019.12.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Revised: 12/07/2019] [Accepted: 12/12/2019] [Indexed: 11/16/2022]
Abstract
BACKGROUND This study aimed to improve early risk stratification in the emergency department by creating a simple blood test score based on routine biomarkers and assess its predictive ability for 30-day mortality of acutely admitted patients. METHODS This was a secondary analysis of data from the TRIAGE II study. It included unselected acutely admitted medical and surgical patients, who had albumin, C-reactive protein, creatinine, haemoglobin, leukocytes, potassium, sodium and thrombocytes levels analysed upon admission. Patients were classified according to the number of biomarker results outside the reference range into four risk groups termed "very low", "low", "intermediate", and "high" with 0-1, 2-3, 4-5 and 6-8 abnormal biomarker results, respectively. Logistic regression was used to calculate odds ratios for 30-day mortality and receiver operating characteristic was used to test the discriminative value. The primary analysis was done in patients triaged with ADAPT (Adaptive Process Triage). Subsequently, we analysed two other cohorts of acutely admitted patients. RESULTS The TRIAGE II cohort included 17,058 eligible patients, 30-day mortality was 5.2%. The primary analysis included 7782 patients. Logistic regression adjusted for age and sex showed an OR of 24.1 (95% CI 14.9-41.0) between the very low- and the high-risk group. The area under the curve (AUC) was 0.79 (95% CI 0.76-0.81) for the blood test score in predicting 30-day mortality. The subsequent analyses confirmed the results. CONCLUSIONS A blood test score based on number of routine biomarkers with an abnormal result was a predictor of 30-day mortality in acutely admitted patients.
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Affiliation(s)
- Rasmus Roenhoej Rønhøj
- Department of Cardiology, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark.
| | - Rasmus B Hasselbalch
- Department of Cardiology, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark
| | - Martin Schultz
- Department of Cardiology, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark
| | - Mia Pries-Heje
- Department of Cardiology, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark
| | - Louis L Plesner
- Department of Cardiology, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark
| | - Lisbet Ravn
- Department of Emergency Medicine, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark
| | - Morten Lind
- Department of Emergency Medicine, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark
| | - Birgitte N Jensen
- Department of Emergency Medicine, Bispebjerg Hospital, Bispebjerg Bakke 23, 2400 Copenhagen, Denmark
| | | | - Nicholas Carlson
- Department of Cardiology, Gentofte Hospital, Gentofte Hospitalsvej 1, 2900 Hellerup, Denmark; The Danish Heart Foundation, Vognmagergade 7, 1120 Copenhagen, Denmark
| | - Christian Torp-Pedersen
- Departments of Cardiology and Clinical Research, Nordsjaellands Hospital, Dyrehavevej 29, 3400 Hilleroed, Denmark; Department of Cardiology, Aalborg University Hospital, Hobrovej 18-22, 9100 Aalborg, Denmark
| | - Lars S Rasmussen
- Department of Anaesthesia, Center of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100 Copenhagen, Denmark
| | - Line J H Rasmussen
- Clinical Research Centre, Hvidovre Hospital, University of Copenhagen, Kettegaard Alle 30, 2650 Hvidovre, Denmark
| | - Jesper Eugen-Olsen
- Clinical Research Centre, Hvidovre Hospital, University of Copenhagen, Kettegaard Alle 30, 2650 Hvidovre, Denmark
| | - Lars Koeber Køber
- Department of Cardiology, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100 Copenhagen, Denmark
| | - Kasper Iversen
- Department of Cardiology, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark; Department of Emergency Medicine, Herlev-Gentofte Hospital, Borgmester Ib Juuls Vej 1, 2730 Herlev, Denmark
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Park J, Lim SJ, Choi HJ, Hong SH, Park CS, Choi JH, Chae MS. Predictive utility of the C-reactive protein to albumin ratio in early allograft dysfunction in living donor liver transplantation: A retrospective observational cohort study. PLoS One 2019; 14:e0226369. [PMID: 31821367 PMCID: PMC6903745 DOI: 10.1371/journal.pone.0226369] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2019] [Accepted: 11/25/2019] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND This study was performed to determine the association between the ratio of C-reactive protein to albumin (CRP/ALB) and the risk of early allograft dysfunction (EAD) in patients undergoing living donor liver transplantation (LDLT). PATIENTS AND METHODS A total of 588 adult patients undergoing LDLT were retrospectively investigated, after 22 were excluded because of signs of overt infection or history of ALB infusion. The study population was classified into high and low CRP/ALB ratio groups according to EAD. All laboratory variables, including CRP and ALB, had been collected on the day before surgery. A percentage value for the CRP/ALB ratio (%) was calculated as CRP/ALB × 100. RESULTS After LDLT, 83 patients (14.1%) suffered EAD occurrence. A higher CRP/ALB ratio was independently associated with risk of EAD, Model for End-stage Liver Disease score, fresh frozen plasma transfusion, and donor age. Based on a cutoff CRP/ALB ratio (i.e., > 20%), the probability of EAD was significantly (2-fold) higher in the high versus low CRP/ALB group. The predictive utility of CRP/ALB ratio for EAD was greater than those of other inflammatory markers. In addition, patients with a high CRP/ALB ratio had poorer survival than those with a low CRP/ALB ratio during the follow-up period. CONCLUSIONS The easily calculated CRP/ALB ratio may allow estimation of the risk of EAD after LDLT and can provide additional information that may facilitate the estimation of a patient's overall condition.
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Affiliation(s)
- Jaesik Park
- Department of Anesthesiology and Pain Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Soo Jin Lim
- Department of Anesthesiology and Pain Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Ho Joong Choi
- Department of Surgery, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Sang Hyun Hong
- Department of Anesthesiology and Pain Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Chul Soo Park
- Department of Anesthesiology and Pain Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Jong Ho Choi
- Department of Anesthesiology and Pain Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Min Suk Chae
- Department of Anesthesiology and Pain Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
- * E-mail:
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25
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Bhandarkar N, Save S, Bavdekar SB, Sisodia P, Desai S. Serum Albumin and C-Reactive Protein as Predictors of Adverse Outcomes in Critically Ill Children: A Prospective Observational Pilot Study. Indian J Pediatr 2019; 86:758-759. [PMID: 30915645 DOI: 10.1007/s12098-019-02934-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Accepted: 03/14/2019] [Indexed: 12/11/2022]
Affiliation(s)
- Neha Bhandarkar
- Pediatric Intensive Care Unit (PICU), Department of Pediatrics, Topiwala National Medical College and BYL Nair Charitable Hospital, Mumbai, 400008, India
| | - Sushma Save
- Pediatric Intensive Care Unit (PICU), Department of Pediatrics, Topiwala National Medical College and BYL Nair Charitable Hospital, Mumbai, 400008, India
| | - Sandeep B Bavdekar
- Pediatric Intensive Care Unit (PICU), Department of Pediatrics, Topiwala National Medical College and BYL Nair Charitable Hospital, Mumbai, 400008, India.
| | - Pankhuri Sisodia
- Pediatric Intensive Care Unit (PICU), Department of Pediatrics, Topiwala National Medical College and BYL Nair Charitable Hospital, Mumbai, 400008, India
| | - Saumil Desai
- Department of Neonatology, Seth GS Medical College and KEM Hospital, Mumbai, India
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26
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Schultz M, Rasmussen LJH, Carlson N, Hasselbalch RB, Jensen BN, Usinger L, Eugen-Olsen J, Torp-Pedersen C, Rasmussen LS, Iversen KK. Risk assessment models for potential use in the emergency department have lower predictive ability in older patients compared to the middle-aged for short-term mortality - a retrospective cohort study. BMC Geriatr 2019; 19:134. [PMID: 31096925 PMCID: PMC6521424 DOI: 10.1186/s12877-019-1154-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2018] [Accepted: 05/09/2019] [Indexed: 11/29/2022] Open
Abstract
Background Older patients is a complex group at increased risk of adverse outcomes compared to younger patients, which should be considered in the risk assessment performed in emergency departments. We evaluated whether the predictive ability of different risk assessment models for acutely admitted patients is affected by age. Methods Cohort study of middle-aged and older patients. We investigated the accuracy in discriminating between survivors and non-survivors within 7 days of different risk assessment models; a traditional triage algorithm, a triage algorithm with clinical assessment, vital signs, routine biomarkers, and the prognostic biomarker soluble urokinase plasminogen activator receptor (suPAR). Results The cohort included 22,653 (53.2%) middle-aged patients (age 40–69 years), and 19,889 (46.8%) older patients (aged 70+ years). Death within 7 days occurred in 139 patients (0.6%) in middle-aged patients and 596 (3.0%) of the older patients. The models based on vital signs and routine biomarkers had the highest area under the curve (AUC), and both were significantly better at discriminating 7-day mortality in middle-aged patients compared to older patients; AUC (95% CI): 0.88 (0.84–0.91), 0.75 (0.72–0.78), P < 0.01, and 0.86 (0.82–0.90), 0.76 (0.73–0.78), P < 0.001. In a subgroup of the total cohort (6.400 patients, 15.0%), the suPAR level was available. suPAR had the highest AUC of all individual predictors with no significant difference between the age groups, but further research in this biomarker is required before it can be used. Conclusion The predictive value was lower in older patients compared to middle-aged patients for all investigated models. Vital signs or routine biomarkers constituted the best models for predicting 7-day mortality and were better than the traditional triage model. Hence, the current risk assessment for short-term mortality can be strengthened, but modifications for age should be considered when constructing new risk assessment models in the emergency department. Electronic supplementary material The online version of this article (10.1186/s12877-019-1154-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Martin Schultz
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Herlev Ringvej 75, DK-2730, Herlev, Denmark. .,Department of Internal Medicine and Geriatrics, Herlev and Gentofte Hospital, University of Copenhagen, Herlev, Denmark.
| | | | | | - Rasmus Bo Hasselbalch
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Herlev Ringvej 75, DK-2730, Herlev, Denmark
| | - Birgitte Nybo Jensen
- Department of Emergency Medicine, Bispebjerg Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Lotte Usinger
- Department of Internal Medicine and Geriatrics, Herlev and Gentofte Hospital, University of Copenhagen, Herlev, Denmark
| | - Jesper Eugen-Olsen
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Hvidovre, Denmark
| | - Christian Torp-Pedersen
- Department of Health, Science and Technology, Aalborg University Hospital, Aalborg, Denmark.,Department of Cardiology and Epidemiology/Biostatistics, Aalborg University Hospital, Aalborg, Denmark
| | - Lars Simon Rasmussen
- Department of Anaesthesia, Centre of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Kasper Karmark Iversen
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Herlev Ringvej 75, DK-2730, Herlev, Denmark
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Park JE, Chung KS, Song JH, Kim SY, Kim EY, Jung JY, Kang YA, Park MS, Kim YS, Chang J, Leem AY. The C-Reactive Protein/Albumin Ratio as a Predictor of Mortality in Critically Ill Patients. J Clin Med 2018; 7:jcm7100333. [PMID: 30297655 PMCID: PMC6210319 DOI: 10.3390/jcm7100333] [Citation(s) in RCA: 94] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Revised: 09/28/2018] [Accepted: 10/04/2018] [Indexed: 12/27/2022] Open
Abstract
The C-reactive protein (CRP)/albumin ratio has recently emerged as a marker for poor prognosis or mortality across various patient groups. This study aimed to identify the association between CRP/albumin ratio and 28-day mortality and predict the accuracy of CRP/albumin ratio for 28-day mortality in medical intensive care unit (ICU) patients. This was a retrospective cohort study of 875 patients. We evaluated the prognostic value of CRP/albumin ratio to predict mortality at 28 days after ICU admission, using Cox proportional hazard model and Kaplan-Meier survival analysis. The 28-day mortality was 28.0%. In the univariate analysis, the Acute Physiology and Chronic Health Evaluation II (APACHE II) score (p < 0.001), CRP level (p = 0.045), albumin level (p < 0.001), and CRP/albumin ratio (p = 0.032) were related to 28-day mortality. The area under the receiver operating characteristic (ROC) curve (the area under the ROC curves (AUC)) of CRP/albumin ratio was higher than that of CRP for mortality (0.594 vs. 0.567, p < 0.001). The cut-off point for CRP/albumin ratio for mortality was 34.3. On Cox proportional-hazard regression analysis, APACHE II score (hazards ratio (HR) = 1.05, 95% confidence interval (CI) = 1.04⁻1.07, p < 0.001) and CRP/albumin ratio (HR = 1.68, 95% CI = 1.27⁻2.21, p < 0.001 for high CRP/albumin ratio) were independent predictors of 28-day mortality. Higher CRP/albumin ratio was associated with increased mortality in critically ill patients.
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Affiliation(s)
- Ji Eun Park
- Department of Pulmonary and Critical Care Medicine, Ajou University School of Medicine, Suwon 16499, Korea.
- Department of Medicine, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Kyung Soo Chung
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Joo Han Song
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Song Yee Kim
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Eun Young Kim
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Ji Ye Jung
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Young Ae Kang
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Moo Suk Park
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Young Sam Kim
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Joon Chang
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
| | - Ah Young Leem
- Division of Pulmonology, Department of Internal Medicine, Institute of Chest Disease, Severance Hospital, Yonsei University College of Medicine, Seoul 03722, Korea.
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Schultz M, Rasmussen LJH, Andersen MH, Stefansson JS, Falkentoft AC, Alstrup M, Sandø A, Holle SLK, Meyer J, Törnkvist PBS, Høi-Hansen T, Kjøller E, Jensen BN, Lind M, Ravn L, Kallemose T, Lange T, Køber L, Rasmussen LS, Eugen-Olsen J, Iversen KK. Use of the prognostic biomarker suPAR in the emergency department improves risk stratification but has no effect on mortality: a cluster-randomized clinical trial (TRIAGE III). Scand J Trauma Resusc Emerg Med 2018; 26:69. [PMID: 30153859 PMCID: PMC6114851 DOI: 10.1186/s13049-018-0539-5] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Accepted: 08/21/2018] [Indexed: 12/22/2022] Open
Abstract
Background Risk stratification of patients in the emergency department can be strengthened using prognostic biomarkers, but the impact on patient prognosis is unknown. The aim of the TRIAGE III trial was to investigate whether the introduction of the prognostic and nonspecific biomarker: soluble urokinase plasminogen activator receptor (suPAR) for risk stratification in the emergency department reduces mortality in acutely admitted patients. Methods The TRIAGE III trial was a cluster-randomized interventional trial conducted at emergency departments in the Capitol Region of Denmark. Eligible hospitals were required to have an emergency department with an intake of acute medical and surgical patients and no previous access to suPAR measurement. Three emergency departments were randomized; one withdrew shortly after the trial began. The inclusion period was from January through June of 2016 consisting of twelve cluster-periods of 3-weeks alternating between intervention and control and a subsequent follow-up of ten months. Patients were allocated to the intervention if they arrived in interventional periods, where suPAR measurement was routinely analysed at arrival. In the control periods suPAR measurement was not performed. The main outcome was all-cause mortality 10 months after arrival of the last patient in the inclusion period. Secondary outcomes included 30-day mortality. Results The trial enrolled a consecutive cohort of 16,801 acutely admitted patients; all were included in the analyses. The intervention group consisted of 6 cluster periods with 8900 patients and the control group consisted of 6 cluster periods with 7901 patients. After a median follow-up of 362 days, death occurred in 1241 patients (13.9%) in the intervention group and in 1126 patients (14.3%) in the control group. The weighted Cox model found a hazard ratio of 0.97 (95% confidence interval, 0.89 to 1.07; p = 0.57). Analysis of all subgroups and of 30-day all-cause mortality showed similar results. Conclusions The TRIAGE III trial found no effect of introducing the nonspecific and prognostic biomarker suPAR in emergency departments on short- or long-term all-cause mortality among acutely admitted patients. Further research is required to evaluate how prognostic biomarkers can be implemented in routine clinical practice. Trial registration clinicaltrials.gov, NCT02643459. Registered 31 December 2015. Electronic supplementary material The online version of this article (10.1186/s13049-018-0539-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Martin Schultz
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark. .,Department of Internal medicine and Geriatrics, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark.
| | - Line Jee Hartmann Rasmussen
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Kettegård Alle 30, 2650, Hvidovre, Denmark
| | - Malene H Andersen
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark
| | - Jakob S Stefansson
- Department of Anaesthesia, Centre of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100, Copenhagen, Denmark
| | - Alexander C Falkentoft
- Department of Cardiology, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100, Copenhagen, Denmark
| | - Morten Alstrup
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark
| | - Andreas Sandø
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark
| | - Sarah L K Holle
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark
| | - Jeppe Meyer
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Kettegård Alle 30, 2650, Hvidovre, Denmark
| | - Peter B S Törnkvist
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Kettegård Alle 30, 2650, Hvidovre, Denmark
| | - Thomas Høi-Hansen
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark
| | - Erik Kjøller
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark
| | - Birgitte Nybo Jensen
- Department of Emergency Medicine, Bispebjerg Hospital, University of Copenhagen, Bispebjerg Bakke 23, 2400, Copenhagen, Denmark
| | - Morten Lind
- Department of Emergency Medicine, Herlev and Gentofte Hospital, University of Copenhagen, Herlev ringvej 75, 2730, Herlev, Denmark
| | - Lisbet Ravn
- Department of Emergency Medicine, Herlev and Gentofte Hospital, University of Copenhagen, Herlev ringvej 75, 2730, Herlev, Denmark
| | - Thomas Kallemose
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Kettegård Alle 30, 2650, Hvidovre, Denmark
| | - Theis Lange
- Department of Public Health, University of Copenhagen, Section of biostatistics, Øster Farimagsgade 5, 1014, Copenhagen, Denmark.,Center for Statistical Science, Peking University, No. 5 Yiheyuan Road Haidian District, Beijing, 100871, China
| | - Lars Køber
- Department of Cardiology, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100, Copenhagen, Denmark
| | - Lars Simon Rasmussen
- Department of Anaesthesia, Centre of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100, Copenhagen, Denmark
| | - Jesper Eugen-Olsen
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Kettegård Alle 30, 2650, Hvidovre, Denmark
| | - Kasper Karmark Iversen
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark.,Department of Emergency Medicine, Herlev and Gentofte Hospital, University of Copenhagen, Herlev ringvej 75, 2730, Herlev, Denmark
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The High-Sensitivity C-Reactive Protein/Albumin Ratio Predicts Long-Term Oncologic Outcomes after Curative Resection for Hepatocellular Carcinoma. J Clin Med 2018; 7:jcm7060139. [PMID: 29880755 PMCID: PMC6024983 DOI: 10.3390/jcm7060139] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2018] [Revised: 05/31/2018] [Accepted: 06/06/2018] [Indexed: 12/13/2022] Open
Abstract
High-sensitivity C-reactive protein (hsCRP) is a prognostic factor for hepatocellular carcinoma (HCC), while albumin is known to be a disease severity index of the malnutrition status in HCC patients. The present study investigated the association between postoperative hsCRP/albumin ratio and both overall survival (OS) and recurrence-free survival (RFS) following HCC surgery. This retrospective observational study examined the medical records of 389 patients who underwent resection for HCC between 2004 and 2013. Postoperative day 0⁻1 hsCRP/albumin ratio was collected, and the optimal postoperative mortality cut-off point was derived using receiver operating characteristics (ROC) analysis. A postoperative hsCRP/albumin ratio increase of 1.0 was associated with a 1.171-fold increase in mortality (hazard ratio (HR): 1.171, 95% confidence interval (CI): 1.072⁻1.278, p < 0.001) and a 1.19-fold increase in recurrence (HR: 1.190, 95% CI: 1.108⁻1.278, p < 0.001). The hsCRP/albumin ratio cut-off point was found to be 0.625 and 0.500. When patients were grouped by this cut-off point, the >0.625 group showed a 2.257-fold increase in mortality (HR: 2.257, 95% CI: 1.470⁻3.466, p < 0.001), and the >0.500 group showed a 1.518-fold increase in recurrence (HR: 1.518, 95% CI: 1.125⁻2.050, p = 0.006).
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