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Zheng MH, Lonardo A. Red cell distribution width/platelet ratio predicts decompensation of metabolic dysfunction-associated steatotic liver disease-related compensated advanced chronic liver disease. World J Gastroenterol 2025; 31:100393. [PMID: 39839903 PMCID: PMC11684166 DOI: 10.3748/wjg.v31.i3.100393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 11/12/2024] [Accepted: 12/02/2024] [Indexed: 12/20/2024] Open
Abstract
Prognostication of compensated advanced chronic liver disease (cACLD) is of paramount importance for the physician-and-patient communication and for rational clinical decisions. The paper published by Dallio et al reports on red cell distribution width (RDW)/platelet ratio (RPR) as a non-invasive biomarker in predicting decompensation of metabolic dysfunction-associated steatotic liver disease (MASLD)-related cACLD. Differently from other biomarkers and algorithms, RPR is inexpensive and widely available, based on parameters which are included in a complete blood count. RPR is computed on the grounds of two different items, one of which, RDW, mirrors the host's response to a variety of disease stimuli and is non-specific. The second parameter involved in RPR, platelet count, is more specific and has been used in the hepatological clinic to discriminate cirrhotic from non-cirrhotic chronic liver disease for decades. Cardiovascular disease is the primary cause of mortality among MASLD subjects, followed by extra-hepatic cancers and liver-related mortality. Therefore, MASLD biomarkers should be validated not only in terms of liver-related events but also in the prediction of major adverse cardiovascular events and cardiovascular mortality and extra-hepatic cancers. Adequately sized multi-ethnic confirmatory investigation is required to define the role and significance of RPR in the stratification of MASLD-cACLD.
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Affiliation(s)
- Ming-Hua Zheng
- Department of Hepatology, MAFLD Research Center, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, Zhejiang Province, China
| | - Amedeo Lonardo
- Department of Internal Medicine, Azienda Ospedaliero-Universitaria of Modena (2023), Modena 41126, Italy
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Jordan A, Trkulja V, Jurin I, Marević S, Đerek L, Lukšić I, Manola Š, Lucijanić M. Accounting for Red Cell Distribution Width Improves Risk Stratification by Commonly Used Mortality/Deterioration Risk Scores in Adult Patients Hospitalized Due to COVID-19. Life (Basel) 2024; 14:1267. [PMID: 39459567 PMCID: PMC11509295 DOI: 10.3390/life14101267] [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: 09/17/2024] [Revised: 09/30/2024] [Accepted: 10/02/2024] [Indexed: 10/28/2024] Open
Abstract
Higher red blood cell distribution width (RDW) levels have gained attention in the prognostication of many chronic metabolic and malignant diseases, as well as coronavirus disease 2019 (COVID-19). We aimed to evaluate whether accounting for RDW might contribute to risk stratification when added to commonly used risk scoring systems in adult COVID-19 patients. We retrospectively analyzed a cohort of 3212 non-critical COVID-19 patients hospitalized in a tertiary-level institution from March 2020 to June 2021. Admission RDW values were considered normal if they were ≤14.5% in males or ≤16.1% in females. The Modified Early Warning Score (MEWS), International Severe Acute Respiratory and Emerging Infections Consortium Coronavirus Clinical Characterisation Consortium score (ISARIC 4C), and Veterans Health Administration COVID-19 (VACO) index were evaluated as prognostic scores. RDW exceeded the upper limit in 628 (19.6%) of the patients. When RDW was accounted for, risks of the predicted outcomes were considerably different within the same MEWS, 4C score, and VACO index levels. The same patterns applied equally to patients who started, and those who did not start, remdesivir before deterioration. RDW may be a useful tool for stratifying risk when considered on top of commonly used prognostic scores in non-critical COVID-19 patients.
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Affiliation(s)
- Ana Jordan
- Cardiology Department, University Hospital Dubrava, 10000 Zagreb, Croatia
| | | | - Ivana Jurin
- Cardiology Department, University Hospital Dubrava, 10000 Zagreb, Croatia
| | - Sanja Marević
- Clinical Department for Laboratory Diagnostics, University Hospital Dubrava, 10000 Zagreb, Croatia
| | - Lovorka Đerek
- Clinical Department for Laboratory Diagnostics, University Hospital Dubrava, 10000 Zagreb, Croatia
- School of Medicine, Catholic University of Croatia, 10000 Zagreb, Croatia
| | - Ivica Lukšić
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
- Maxillofacial Surgery Department, University Hospital Dubrava, 10000 Zagreb, Croatia
| | - Šime Manola
- Cardiology Department, University Hospital Dubrava, 10000 Zagreb, Croatia
- School of Dental Medicine, University of Zagreb, 10000 Zagreb, Croatia
| | - Marko Lucijanić
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
- Hematology Department, University Hospital Dubrava, 10000 Zagreb, Croatia
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Yu H, Li C, Li M, Liang Z, Smayi A, Yang B, Abassa KK, Chen J, Wu B, Yang Y. Optimal use of red cell volume distribution width-to-platelet ratio to exclude cirrhosis in patients with chronic hepatitis B. LIVER RESEARCH 2023; 7:244-251. [PMID: 39958380 PMCID: PMC11791909 DOI: 10.1016/j.livres.2023.08.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 07/30/2023] [Accepted: 08/29/2023] [Indexed: 02/18/2025]
Abstract
Background and aims Hepatitis B virus (HBV) infection is a major public health issue worldwide as it may cause serious liver diseases such as cirrhosis and hepatocellular carcinoma (HCC). Ruling out cirrhosis is important when treating chronic hepatitis B (CHB). The aim of this study was to compare the performance of the aspartate aminotransferase-to-platelet ratio index (APRI), fibrosis score based on four factors (FIB-4), and red cell volume distribution width-to-platelet ratio (RPR) in diagnosing liver fibrosis stages and to identify new cut-off values to rule out cirrhosis. Methods Between 2005 and 2020, 2182 eligible individuals who underwent liver biopsy were randomly assigned to derivation and validation cohorts in a 6:4 ratio. A grid search was applied to identify optimal cut-off values with a sensitivity of >90% and a negative predictive value (NPV) of at least 95%. Results Overall, 1309 individuals (175 patients with cirrhosis) were included in the derivation dataset, and 873 (117 patients with cirrhosis) were included in the validation cohort. The area under the receiver operating characteristic curve of RPR for diagnosing cirrhosis was 0.821, which was comparable to that of APRI (0.818, P = 0.7905) and FIB-4 (0.803, P = 0.2395). When applying an RPR of 0.06, cirrhosis was correctly identified with a sensitivity of 93.1% and an NPV of 97.1%, while it misclassified 12 of 175 (6.9%) patients in the derivation cohort. In the validation cohort, RPR had a sensitivity and NPV of 97.4% and 99.0%, respectively, and only misclassified 3 of 117 (2.6%) patients. Subgroup analysis indicated that the new RPR cut-off value performed more consistently than that of APRI and FIB-4 in all subgroups. Conclusion A recently established cut-off value for RPR (≤0.06) was validated and was more effective than APRI and FIB-4 in excluding patients with cirrhosis due to a higher sensitivity and NPV and a lower misclassification rate. This simple and dependable test could have significant clinical implications in identifying patients who require monitoring for portal hypertension-associated complications and screening for HCC, particularly in middle and primary healthcare settings.
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Affiliation(s)
- Hongsheng Yu
- Department of Gastroenterology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, Guangdong, China
| | - Chao Li
- Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Mingkai Li
- Department of Gastroenterology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, Guangdong, China
| | - Zixi Liang
- Department of Gastroenterology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, Guangdong, China
| | - Abdukyamu Smayi
- Department of Gastroenterology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, Guangdong, China
| | - Bilan Yang
- Department of Gastroenterology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, Guangdong, China
| | - Kodjo-Kunale Abassa
- Department of Gastroenterology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, Guangdong, China
| | - Jianning Chen
- Department of Pathology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Bin Wu
- Department of Gastroenterology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, Guangdong, China
| | - Yidong Yang
- Department of Gastroenterology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Liver Disease Research, Guangzhou, Guangdong, China
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Cao W, Ren H, Song B, Liao Z, Li H. Red cell distribution width and Glasgow coma scale score as predictors of in-hospital mortality in maintenance hemodialysis patients diagnosed with spontaneous intracerebral hemorrhage. Medicine (Baltimore) 2022; 101:e31094. [PMID: 36281123 PMCID: PMC9592290 DOI: 10.1097/md.0000000000031094] [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: 11/06/2022] Open
Abstract
Glasgow Coma Scale (GCS) score is being widely used as a useful predictor to investigate patients with head injury. High red cell distribution width (RDW) values have been independently associated with mortality and poor neurological outcome. However, there are few data available for Spontaneous Intracerebral Hemorrhage (SIH) in maintenance hemodialysis (MHD) patients. This study aimed to evaluate the prognostic value of the combined measurement of RDW and GCS score in MHD patients with SIH. We retrospectively studied 46 MHD patients who was admitted to our hospital for nontraumatic SIH from October 2014 to May 2020. Data including demographic information, cause of renal failure, comorbidities at ESRD, clinical and laboratory parameters at admission were collected from medical records. Univariate and multivariate Logistic regression analysis were performed to identify independent risk factors of the in-hospital Mortality in Hemodialysis Patients with SIH. The receiver operating characteristic curve (ROC) and areas under the curve (AUCs) were determined. The sensitivity and specificity of independent risk factors were calculated for a range of different cutoff points. A total of 46 patients were enrolled in the study. The in-hospital mortality rate was 69.57%. We divided subjects into 2 groups based on the clinical outcomes. Compared with survivors (n = 14), non-survivors (n = 32) had longer hemodialysis vintage (P = .017), lower GCS score (P < .001), higher hemoglobin (Hb) (P = .032) and RDW (P = .009). In multivariate logistic regression analysis, GCS score (OR 0.719, 95% CI 0.546-0.946; P = .018) and RDW (OR 4.549, 95% CI 1.243-0.946; P = .018) were independent risk factors of in-hospital mortality in MHD patients with SIH. The area under the ROC curve (AUC) for GCS score was 0.849 (95% CI 0.729-0.970) while that for RDW was 0.743 (95% CI 0.596-0.891). The AUC for the combined prediction was 0.916 (95% CI 0.828-1.000), with a sensitivity of 90.63% and a specificity of 88.46%. In conclusion, high RDW and low GCS score were useful and independent poor prognostic markers for in-hospital mortality of MHD patients with SIH.
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Affiliation(s)
- Wen Cao
- Department of Nephrology, People’s Hospital of Deyang City, Deyang, Sichuan, China
| | - Haoyuan Ren
- Department of Gastrointestinal Surgery, People’s Hospital of Deyang City, Deyang, Sichuan, China
- *Correspondence: Haoyuan Ren, Department of Gastrointestinal Surgery, People’s Hospital of Deyang City, Deyang 618000, Sichuan, China (e-mail: )
| | - Bin Song
- Department of Nephrology, People’s Hospital of Deyang City, Deyang, Sichuan, China
| | - Zuchun Liao
- Department of Nephrology, People’s Hospital of Deyang City, Deyang, Sichuan, China
| | - Haiyan Li
- Department of Nephrology, People’s Hospital of Deyang City, Deyang, Sichuan, China
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Michalak A, Guz M, Kozicka J, Cybulski M, Jeleniewicz W, Lach T, Cichoż-Lach H. Red blood cell distribution width derivatives in alcohol-related liver cirrhosis and metabolic-associated fatty liver disease. World J Gastroenterol 2022; 28:5636-5647. [PMID: 36304090 PMCID: PMC9594007 DOI: 10.3748/wjg.v28.i38.5636] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 08/07/2022] [Accepted: 09/21/2022] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Looking for undiscovered blood markers of liver fibrosis and steatosis still remains an issue worth exploring. There are still plenty of unresolved issues related to the actual role of hematological indices as potential markers of liver function. AIM To study red blood cell distribution width (RDW), RDW-to-platelet ratio (RPR) and RDW-to-lymphocyte ratio (RLR) in alcohol-related liver cirrhosis (ALC) and metabolic-associated fatty liver disease (MAFLD). METHODS The study group was composed of 302 people: 142 patients with ALC and 92 with MAFLD; 68 persons were included as controls. RDW, RPR and RLR were measured in each person. Indirect and direct parameters of liver fibrosis were also assessed [aspartate transaminase to alkaline transaminase ratio, aspartate transaminase to platelet ratio index (APRI), fibrosis-4 (FIB-4), gamma-glutamyl transpeptidase to platelet ratio (GPR), procollagen I carboxyterminal propeptide, procollagen III aminoterminal propeptide, transforming growth factor-α, platelet-derived growth factor AB, laminin]. MELD score in ALC patients and non-alcoholic fatty liver disease (NAFLD) fibrosis score together with BARD score were obtained in the MAFLD group. The achieved results were compared to controls. Then a correlation between assessed markers was done. Diagnostic value of each investigated parameter and its suggested cut-off in the research group were evaluated with area under the curve (AUC). RESULTS RDW, RPR and RLR values turned out to be significantly higher in ALC and MAFLD groups compared to controls (ALC: P < 0.0001; NAFLD: P < 0.05, P < 0.0001 and P < 0.0001, respectively). RPR correlated positively with MELD score (P < 0.01) and indirect indices of liver fibrosis (FIB-4 and GPR; P < 0.0001) in ALC patients; negative correlations were found between PDGF-AB and both: RDW and RPR (P < 0.01 and P < 0.0001, respectively). RPR correlated positively with NAFLD fibrosis score and APRI (P < 0.0001) in the MAFLD group; a positive relationship was observed between RDW and FIB-4, too (P < 0.05). AUC values and suggested cut-offs for RDW, RPR and RLR in ALC patients were: 0.912 (> 14.2%), 0.965 (> 0.075) and 0.914 (> 8.684), respectively. AUC values and suggested cut-offs for RDW, RPR and RLR in MAFLD patients were: 0.606 (> 12.8%), 0.724 (> 0.047) and 0.691 (> 6.25), respectively. CONCLUSION RDW with its derivatives appear to be valuable diagnostic markers in patients with ALC. They can also be associated with a deterioration of liver function in this group.
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Affiliation(s)
- Agata Michalak
- Department of Gastroenterology, Medical University of Lublin, Lublin 20-954, Poland
| | - Małgorzata Guz
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin 20-093, Poland
| | - Joanna Kozicka
- Department of Gastroenterology, Medical University of Lublin, Lublin 20-954, Poland
| | - Marek Cybulski
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin 20-093, Poland
| | - Witold Jeleniewicz
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin 20-093, Poland
| | - Tomasz Lach
- Department of Orthopedics and Traumatology, Medical University of Lublin, Lublin 20-954, Poland
| | - Halina Cichoż-Lach
- Department of Gastroenterology, Medical University of Lublin, Lublin 20-954, Poland
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Eser P, Corabay S, Ozmarasali AI, Ocakoglu G, Taskapilioglu MO. The association between hematologic parameters and intracranial injuries in pediatric patients with traumatic brain injury. Brain Inj 2022; 36:740-749. [PMID: 35608540 DOI: 10.1080/02699052.2022.2077442] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
OBJECTIVE Analyzing the association between hematologic parameters and abnormal cranial computerized tomography (CT) findings after head trauma. MATERIAL AND METHODS A total of 287 children with isolated traumatic brain injury (TBI) were divided into the 'normal' (NG), 'linear fracture' (LFG) and 'intraparenchymal injury' groups (IPG) based on head CT findings. Demographical/clinical data and laboratory results were obtained from medical records. RESULTS The neutrophil-lymphocyte ratio was markedly higher in the LFG (p = 0.010 and p = 0.016, respectively) and IPG (p = 0.004 and p < 0.001, respectively) compared with NG. Lower lymphocyte-monocyte ratio (p = 0.044) and higher red cell distribution width-platelet ratio (RPR) (p = 0.030) were associated with intraparenchymal injuries. Patients requiring neurosurgical intervention had higher neutrophil-lymphocyte ratio (p = 0.026) and RPR values (p = 0.031) and lower platelet counts (p = 0.035). Lower levels of erythrocytes (p = 0.005), hemoglobin (p = 0.003) and hematocrit (p = 0.002) were associated with severe TBI and unfavorable outcome (p = 0.012, p = 0.004 and p = 0.006, respectively). CONCLUSIONS Hematologic parameters are useful in predicting the presence of abnormal cranial CT findings in children with TBI in association with injury severity; surgery need and clinical outcome.
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Affiliation(s)
- Pinar Eser
- Department of Neurosurgery, Bursa Uludag University Faculty of Medicine, Turkey, Bursa
| | - Seniha Corabay
- Department of Biostatistics, Bursa Uludag University Faculty of Medicine, Turkey, Bursa
| | - Ali Imran Ozmarasali
- Department of Neurosurgery, Bursa Uludag University Faculty of Medicine, Turkey, Bursa
| | - Gokhan Ocakoglu
- Department of Biostatistics, Bursa Uludag University Faculty of Medicine, Turkey, Bursa
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Guaní-Guerra E, Torres-Murillo B, Muñoz-Corona C, Rodríguez-Jiménez JC, Macías AE, Scavo-Montes DA, Alvarez JA. Diagnostic Accuracy of the RDW for Predicting Death in COVID-19. MEDICINA (KAUNAS, LITHUANIA) 2022; 58:medicina58050613. [PMID: 35630030 PMCID: PMC9144906 DOI: 10.3390/medicina58050613] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 04/15/2022] [Accepted: 04/17/2022] [Indexed: 01/10/2023]
Abstract
Background and Objectives: An association between high red blood cell distribution width (RDW) and mortality has been found in several diseases, including infection and sepsis. Some studies have aimed at determining the association of elevated RDW with adverse prognosis in COVID-19, but its usefulness has not been well established. The objective of this study was to determine the accuracy of the RDW, measured at hospital admission and discharge, for predicting death in patients with COVID-19. Materials andMethods: An observational, retrospective, longitudinal, and analytical study was conducted in two different COVID-19 reference centers in the state of Guanajuato, Mexico. A total of 323 patients hospitalized by COVID-19 were included. Results: We found higher RDW levels at the time of hospital admission in the non-survivors group compared to levels in survivors (median = 13.6 vs. 13.0, p < 0.001). Final RDW levels were even higher in the deceased group when compared with those of survivors (median = 14.6 [IQR, 12.67−15.6] vs. 12.9 [IQR, 12.2−13.5], p < 0.001). For patients who died, an RDW > 14.5% was more common at the time of death than for patients who survived at the time of discharge (81 vs. 13 patients, p < 0.001; RR = 2.3, 95% CI 1.89−2.81). Conclusions: The RDW is an accessible and economical parameter that, together with other characteristics of the presentation and evolution of patients with COVID-19, can be helpful in determining the prognosis. An RDW that increases during hospitalization could be a more important mortality predictor than the RDW at hospital admission.
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Affiliation(s)
- Eduardo Guaní-Guerra
- Department of Research, Hospital Regional de Alta Especialidad del Bajío, San Carlos La Roncha, León P.C. 37660, Guanajuato, Mexico;
- Department of Medicine, University of Guanajuato, San Carlos La Roncha, León P.C. 37660, Guanajuato, Mexico;
| | - Brenda Torres-Murillo
- Department of Medicine, University of Guanajuato, San Carlos La Roncha, León P.C. 37660, Guanajuato, Mexico;
| | - Carolina Muñoz-Corona
- General Directorate of Quality and Health Education, Ministry of Health, Mexico City P.C. 11410, Mexico;
| | - José Carlos Rodríguez-Jiménez
- Department of Internal Medicine, Hospital Regional de Alta Especialidad del Bajío, San Carlos La Roncha, León P.C. 37660, Guanajuato, Mexico;
| | - Alejandro E. Macías
- Microbiology Laboratory, Department of Medicine and Nutrition, University of Guanajuato, León P.C. 37000, Guanajuato, Mexico;
| | | | - Jose A. Alvarez
- Department of Research, Hospital Regional de Alta Especialidad del Bajío, San Carlos La Roncha, León P.C. 37660, Guanajuato, Mexico;
- Microbiology Laboratory, Department of Medicine and Nutrition, University of Guanajuato, León P.C. 37000, Guanajuato, Mexico;
- Correspondence:
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Berzigotti A, Tsochatzis E, Boursier J, Castera L, Cazzagon N, Friedrich-Rust M, Petta S, Thiele M. EASL Clinical Practice Guidelines on non-invasive tests for evaluation of liver disease severity and prognosis - 2021 update. J Hepatol 2021; 75:659-689. [PMID: 34166721 DOI: 10.1016/j.jhep.2021.05.025] [Citation(s) in RCA: 997] [Impact Index Per Article: 249.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 05/28/2021] [Indexed: 02/07/2023]
Abstract
Non-invasive tests are increasingly being used to improve the diagnosis and prognostication of chronic liver diseases across aetiologies. Herein, we provide the latest update to the EASL Clinical Practice Guidelines on the use of non-invasive tests for the evaluation of liver disease severity and prognosis, focusing on the topics for which relevant evidence has been published in the last 5 years.
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Lorente L, Martín MM, Ruiz C, Abreu-González P, Pérez-Cejas A, González-Rivero AF, Ramos-Gómez L, Argueso M, Solé-Violán J, Cáceres JJ, Jiménez A, García-Marín V. Red blood cell distribution width as mortality biomarker in patients with traumatic brain injury. Acta Neurol Belg 2021; 121:715-720. [PMID: 32572840 DOI: 10.1007/s13760-020-01409-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Accepted: 06/10/2020] [Indexed: 01/10/2023]
Abstract
One study found higher red blood cell distribution width (RDW) on the admission of traumatic brain injury (TBI) in non-surviving patients; however, a regression analysis was not carried out to establish an association between RDW and TBI mortality. Thus, the objectives of this study were to determine whether there is an association between RDW and TBI mortality, and to describe the temporal profile of RDW during the first week. Isolated (< 10 points in non-cranial aspects of Injury Severity Score) and severe (< 9 points in Glasgow Coma Scale) TBI patients were included. RDW at days 1, 4, and 8 of TBI were determined. The end-point study was 30-day mortality. Ninety-seven surviving patients compared to the 38 non-surviving patients had higher RDW at days 1 (p < 0.001), 4 (p < 0.001), and 8 (p < 0.001). The area under the curve (95% CI) for prediction of mortality by RDW at days 1, 4, and 8 was 0.81 (0.73-0.87; p < 0.001), 0.92 (0.85-0.96; p < 0.001) and 0.94 (0.88-0.98; p < 0.001). Regression analysis showed an association between RDW and mortality (odds ratio = 1.778; 95% CI 1.312-2.409; p < 0.001). The association found between RDW on admission and mortality is the main new finding of our study. Regarding the temporal profile of RDW, the fact that RDW during the first week of TBI may help in estimating prognosis is another interesting finding of our study.
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Pu X, Deng D, Chu C, Zhou T, Liu J. High-dimensional hepatopath data analysis by machine learning for predicting HBV-related fibrosis. Sci Rep 2021; 11:5081. [PMID: 33658585 PMCID: PMC7930086 DOI: 10.1038/s41598-021-84556-4] [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: 06/16/2020] [Accepted: 02/16/2021] [Indexed: 11/09/2022] Open
Abstract
Chronic HBV infection, the main cause of liver cirrhosis and hepatocellular carcinoma, has become a global health concern. Machine learning algorithms are particularly adept at analyzing medical phenomenon by capturing complex and nonlinear relationships in clinical data. Our study proposed a predictive model on the basis of 55 routine laboratory and clinical parameters by machine learning algorithms as a novel non-invasive method for liver fibrosis diagnosis. The model was further evaluated on the accuracy and rationality and proved to be highly accurate and efficient for the prediction of HBV-related fibrosis. In conclusion, we suggested a potential combination of high-dimensional clinical data and machine learning predictive algorithms for the liver fibrosis diagnosis.
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Affiliation(s)
- Xiangke Pu
- Institute of Hepatology, The Third People's Hospital of Changzhou, Changzhou, 213001, China
| | - Danni Deng
- Department of Neurosurgery, The First People's Hospital of Changzhou, Changzhou, 213001, China
| | - Chaoyi Chu
- Library, Jiangsu University of Technology, Changzhou, 213001, China
| | - Tianle Zhou
- School of Computer Science and Engineering, Jiangsu University of Technology, Changzhou, 213001, China.
| | - Jianhong Liu
- Institute of Hepatology, The Third People's Hospital of Changzhou, Changzhou, 213001, China.
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Lorente L, Martín MM, Argueso M, Solé-Violán J, Perez A, Marcos Y Ramos JA, Ramos-Gómez L, López S, Franco A, González-Rivero AF, Martín M, Gonzalez V, Alcoba-Flórez J, Rodriguez MÁ, Riaño-Ruiz M, Guillermo O Campo J, González L, Cantera T, Ortiz-López R, Ojeda N, Rodríguez-Pérez A, Domínguez C, Jiménez A. Association between red blood cell distribution width and mortality of COVID-19 patients. Anaesth Crit Care Pain Med 2021; 40:100777. [PMID: 33171297 PMCID: PMC7648194 DOI: 10.1016/j.accpm.2020.10.013] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2020] [Revised: 06/23/2020] [Accepted: 10/02/2020] [Indexed: 02/07/2023]
Abstract
PURPOSE We have previously reported an association between high red blood cell distribution width (RDW) and mortality in septic and brain infarction patients. However, no association between RDW and mortality in coronavirus disease 2019 (COVID-19) patients has been reported so far; thus, the objective of this study was to determine if that association exists. METHODS Prospective and observational study carried out in 8 Intensive Care Units from 6 hospitals of Canary Islands (Spain) including COVID-19 patients. We recorded RDW at ICU admission and 30-day survival. RESULTS We found that patients who did not survive (n=25) compared to surviving patients (n=118) were older (p=0.004), showed higher RDW (p=0.001), urea (p<0.001), APACHE-II (p<0.001) and SOFA (p<0.001), and lower platelet count (p=0.007) and pH (p=0.008). Multiple binomial logistic regression analysis showed that RDW was associated with 30-day mortality after controlling for: SOFA and age (OR=1.659; 95% CI=1.130-2.434; p=0.01); APACHE-II and platelet count (OR=2.062; 95% CI=1.359-3.129; p=0.001); and pH and urea (OR=1.797; 95% CI=1.250-2.582; p=0.002). The area under the curve (AUC) of RDW for mortality prediction was of 71% (95% CI=63-78%; p<0.001). We did not find significant differences in the predictive capacity between RDW and SOFA (p=0.66) or between RDW and APACHE-II (p=0.12). CONCLUSIONS Our study provides new information regarding the ability to predict mortality in patients with COVID-19. There is an association between high RDW and mortality. RDW has a good performance to predict 30-day mortality, similar to other severity scores (such as APACHE II and SOFA) but easier and faster to obtain.
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Affiliation(s)
- Leonardo Lorente
- Intensive Care Unit, Hospital Universitario de Canarias, Ofra, s/n. La Laguna, 38320 Santa Cruz de Tenerife, Spain.
| | - María M Martín
- Intensive Care Unit, Hospital Universitario Nuestra Señora de Candelaria, Crta del Rosario s/n, Santa Cruz de Tenerife 38010, Spain
| | - Mónica Argueso
- Intensive Care Unit, Complejo Hospitalario Universitario Insular, Plaza Dr. Pasteur s/n, Las Palmas de Gran Canaria 35016, Spain
| | - Jordi Solé-Violán
- Intensive Care Unit, Hospital Universitario Dr. Negrín, Barranco de la Ballena s/n, Las Palmas de Gran Canaria 35010, Spain
| | - Alina Perez
- Internal Intensive Care Unit, Hospital Universitario de Canarias, Ofra, s/n, La Laguna, 38320 Santa Cruz de Tenerife, Spain
| | - José Alberto Marcos Y Ramos
- Intensive Care Unit, Hospital Doctor José Molina Orosa, Ctra. Arrecife-Tinajo, km 1.300, Arrecife, Lanzarote 35550, Spain
| | - Luis Ramos-Gómez
- Intensive Care Unit, Hospital General La Palma, Buenavista de Arriba s/n, Breña Alta, La Palma 38713, Spain
| | - Sergio López
- Department of Anaesthesiology, Hospital Universitario Dr. Negrín, Barranco de la Ballena s/n, Las Palmas de Gran Canaria 35010, Spain
| | - Andrés Franco
- Immunology Unit of Laboratory Department, Hospital Universitario de Canarias, Ofra, s/n. La Laguna, 38320 Santa Cruz de Tenerife, Spain
| | - Agustín F González-Rivero
- Laboratory Department, Hospital Universitario de Canarias, Ofra, s/n. La Laguna, 38320 Santa Cruz de Tenerife, Spain
| | - María Martín
- Intensive Care Unit, Hospital Universitario de Canarias, Ofra, s/n. La Laguna, 38320 Santa Cruz de Tenerife, Spain
| | - Verónica Gonzalez
- Intensive Care Unit, Hospital Universitario de Canarias, Ofra, s/n. La Laguna, 38320 Santa Cruz de Tenerife, Spain
| | - Julia Alcoba-Flórez
- Microbiology Unit of Laboratory Department, Hospital Universitario Nuestra Señora de Candelaria, Crta del Rosario s/n, Santa Cruz de Tenerife 38010, Spain
| | - Miguel Ángel Rodriguez
- Intensive Care Unit, Hospital Universitario Nuestra Señora de Candelaria, Crta del Rosario s/n, Santa Cruz de Tenerife 38010, Spain
| | - Marta Riaño-Ruiz
- Department of Biochemistry, Complejo Hospitalario Universitario Insular, Plaza Dr. Pasteur s/n, Las Palmas de Gran Canaria 35016, Spain
| | - Juan Guillermo O Campo
- Intensive Care Unit, Complejo Hospitalario Universitario Insular, Plaza Dr. Pasteur s/n, Las Palmas de Gran Canaria 35016, Spain
| | - Lourdes González
- Internal Intensive Care Unit, Hospital Universitario de Canarias, Ofra, s/n, La Laguna, 38320 Santa Cruz de Tenerife, Spain
| | - Tamara Cantera
- Intensive Care Unit, Hospital Doctor José Molina Orosa, Ctra. Arrecife-Tinajo, km 1.300, Arrecife, Lanzarote 35550, Spain
| | - Raquel Ortiz-López
- Intensive Care Unit, Hospital General La Palma, Buenavista de Arriba s/n, Breña Alta, La Palma 38713, Spain
| | - Nazario Ojeda
- Department of Anaesthesiology, Hospital Universitario Dr. Negrín, Barranco de la Ballena s/n, Las Palmas de Gran Canaria 35010, Spain
| | - Aurelio Rodríguez-Pérez
- Department of Anaesthesiology, Hospital Universitario Dr. Negrín, Barranco de la Ballena s/n, Las Palmas de Gran Canaria 35010, Spain
| | - Casimira Domínguez
- Laboratory Department, Hospital Universitario Dr. Negrín, Barranco de la Ballena s/n, Las Palmas de Gran Canaria 35010, Spain
| | - Alejandro Jiménez
- Research Unit, Hospital Universitario de Canarias, Ofra, s/n, La Laguna, 38320 Santa Cruz de Tenerife, Spain
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Lorente L, Martín MM, González-Rivero AF, Pérez-Cejas A, Sabatel R, Ramos L, Argueso M, Cáceres JJ, Solé-Violán J, Jiménez A, García-Marín V. Red blood cell distribution width and mortality of spontaneous intracerebral hemorrhage patients. Clin Neurol Neurosurg 2020; 195:106066. [PMID: 32652396 DOI: 10.1016/j.clineuro.2020.106066] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Revised: 07/02/2020] [Accepted: 07/03/2020] [Indexed: 12/18/2022]
Abstract
OBJECTIVES Two studies have found an association between hematoma expansion and red blood cell distribution width (RDW) in the diagnosis of spontaneous intracerebral hemorrhage (SIH); however, its association with SIH mortality has been not reported. Thus, the objectives of this study were to determine whether RDW in patients with SIH could be associated with mortality and could be used as mortality biomarker. PATIENTS AND METHODS Observational and prospective study of patients with severe supratentorial SIH (Glasgow Coma Scale < 9) from Intensive Care Units of 6 Spanish hospitals. RDW was recorded at days 1, 4 and 8 of SIH. Thirty-day mortality was considered the end-point study. RESULTS Non-surviving patients (n = 54) compared to surviving patients (n = 63) had higher RDW (p ≤ 0.001) at days 1, 4 and 8 of SIH. The area under curve (95 % confidence interval) to predict 30-day mortality by RDW at days 1, 4, and 8 of SIH was 0.87 (0.79-0.92; p < 0.001), 0.74 (0.64-0.83; p < 0.001) and 0.79 (0.68-0.87; p < 0.001) respectively. In the regression analysis an association between RDW and 30-day mortality was found controlling for early evacuation of SIH, midline shift, ICH score and glycemia (Odds ratio = 1.159; 95 % CI = 1.046-1.284; p = 0.005). CONCLUSIONS The higher RDW during the first week of SIH in non-surviving than in surviving patients, and the potential role of RDW at any time during the first week as mortality biomarker are the main novelties of our study.
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Affiliation(s)
- Leonardo Lorente
- Intensive Care Unit. Hospital Universitario de Canarias. Ofra, s/n. La Laguna, 38320 Santa Cruz de Tenerife, Spain.
| | - María M Martín
- Intensive Care Unit. Hospital Universitario Nuestra Señora de Candelaria, Crta del Rosario s/n, Santa Cruz de Tenerife, 38010, Spain.
| | - Agustín F González-Rivero
- Laboratory Department. Hospital Universitario de Canarias. Ofra, s/n. La Laguna, 38320, Santa Cruz de Tenerife, Spain.
| | - Antonia Pérez-Cejas
- Laboratory Department. Hospital Universitario de Canarias. Ofra, s/n. La Laguna, 38320, Tenerife, Spain.
| | - Rafael Sabatel
- Department of Radiology. Hospital Universitario de Canarias. Ofra, s/n. La Laguna, 38320, Santa Cruz de Tenerife, Spain.
| | - Luis Ramos
- Intensive Care Unit. Hospital General La Palma, Buenavista de Arriba s/n, Breña Alta, La Palma, 38713, Spain.
| | - Mónica Argueso
- Intensive Care Unit. Hospital Clínico Universitario de Valencia. Avda. Blasco Ibáñez nº17-19, Valencia, 46004, Spain.
| | - Juan J Cáceres
- Intensive Care Unit. Hospital Insular, Plaza Dr. Pasteur s/n, Las Palmas de Gran Canaria, 35016, Spain.
| | - Jordi Solé-Violán
- Intensive Care Unit. Hospital Universitario Dr. Negrín, Barranco de la Ballena s/n, Las Palmas de Gran Canaria, 35010, Spain.
| | - Alejandro Jiménez
- Research Unit. Hospital Universitario de Canarias. Ofra, s/n. La Laguna, 38320, Santa Cruz de Tenerife, Spain.
| | - Victor García-Marín
- Department of Neurosurgery, Hospital Universitario de Canarias. Ofra, s/n. La Laguna, 38320, Santa Cruz de Tenerife, Spain.
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Early Mortality of Brain Infarction Patients and Red Blood Cell Distribution Width. Brain Sci 2020; 10:brainsci10040196. [PMID: 32224967 PMCID: PMC7226572 DOI: 10.3390/brainsci10040196] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Revised: 03/14/2020] [Accepted: 03/24/2020] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Meta-analysis has found that high baseline red blood cell distribution width (RDW) is associated with increased long-term mortality (mortality at one year or more) in ischemic stroke. The objectives of this study were to determine whether there is an association between RDW and 30-day mortality, and to explore whether RDW during the first week of ischemic stroke could be a 30-day mortality biomarker. METHODS We included patients with malignant middle cerebral artery infarction (MMCAI). RDW at days 1, 4, and 8 of MMCAI were determined. The end-point study was 30-day mortality. RESULTS We found that survivor (n = 37) in respect to non-survivor patients (n = 37) had lower RDW at days 1 (p < 0.001), 4 (p < 0.001), and 8 (p = 0.02). The area under curve (95% CI) for prediction of 30-day mortality by RDW at days 1, 4, and 8 of MMCAI were 0.80 (0.69-0.89; p < 0.001), 0.79 (0.66-0.89; p < 0.001), and 0.73 (0.58-0.84; p = 0.02). Regression analysis showed an association between RDW (odds ratio = 1.695; 95% CI = 1.230-2.335; p < 0.001) and 30-day mortality. CONCLUSIONS The association between RDW and early mortality, and the potential role of RDW during the first week of MMCAI as a prognostic biomarker of early mortality were the main novelties of our study.
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