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Qi X, Wang C. Prognostic Value of Platelet-to-Monocyte Ratio for Mortality in HBV-Related Acute-on-Chronic Liver Failure. Int J Gen Med 2024; 17:3173-3180. [PMID: 39049831 PMCID: PMC11268747 DOI: 10.2147/ijgm.s464402] [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: 02/16/2024] [Accepted: 06/30/2024] [Indexed: 07/27/2024] Open
Abstract
Purpose Hepatitis B virus-related acute-on-chronic liver failure (HBV-ACLF) is a critical condition associated with unfavorable survival rates. Recent studies have indicated that the platelet-to-monocyte ratio (PMR) is considered an effective prognostic marker in several diseases. However, there has been no study to evaluate the prognostic value of PMR in HBV-ACLF patients. Therefore, this study aimed to investigate the association between PMR and 28-day survival in these patients. Methods In this retrospective study, data, including clinical and laboratory parameters, were collected for 184 HBV-ACLF patients. Disease severity was assessed using the Model for End-Stage Liver Disease (MELD) score. Logistic regression analyses were conducted to identify predictors influencing 28-day survival. Receiver-operating characteristic curve (ROC) analyses were performed to assess the predictive abilities of the identified predictors. Results During the 28-day follow-up period, 56 (30.4%) HBV-ACLF patients died. PMR was significantly lower in non-survivors than in survivors (P <0.001). Logistic regression demonstrated that PMR (Odds ratio, 0.983; 95% Confidence interval, 0.976-0.990; P=0.001) and MELD score (Odds ratio, 1.317; 95% Confidence interval, 1.200-1.446; P <0.001) were independent risk factors for mortality in HBV-ACLF patients. The area under ROC curve for PMR was 0.760 (sensitivity=0.840, specificity=0.620, P=0.001) at a cut-off value of 140.6, and the area under ROC curve for MELD score was 0.819 (sensitivity=0.700, specificity=0.860, P=0.001) at a cut-off value of 23.1. PMR and MELD score exhibited similar predictive performances (Z=1.229; P=0.219). Furthermore, the combined use of PMR and MELD score further increased the area under the ROC curve to 0.858, which more accurate prognosis prediction than use of either factor alone (both P< 0.05). Conclusion The PMR could serve as a reliable tool for predicting mortality in HBV-ACLF patients. Additionally, combining the PMR with the MELD score could improve prognostic accuracy for predicting 28-day mortality in these patients. However, further and larger studies are needed to confirm our findings.
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Affiliation(s)
- Xiaoting Qi
- Department of Clinical Laboratory, The People’s Hospital of Xinjiang Uygur Autonomous Region, Uygur, 830001, People’s Republic of China
| | - Changmin Wang
- Department of Clinical Laboratory, The People’s Hospital of Xinjiang Uygur Autonomous Region, Uygur, 830001, People’s Republic of China
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2
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He X, Ding Q. D-dimer-to-platelet count ratio as a novel indicator for predicting prognosis in HBV-related decompensated cirrhosis. Heliyon 2024; 10:e26585. [PMID: 38434313 PMCID: PMC10907634 DOI: 10.1016/j.heliyon.2024.e26585] [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: 06/26/2023] [Revised: 02/15/2024] [Accepted: 02/15/2024] [Indexed: 03/05/2024] Open
Abstract
Background Hepatitis B virus-related decompensated cirrhosis (HBV-DC) is a critical illness with a low survival rate. Timely identification of prognostic indicators is crucial for risk stratification and personalized management of patients. The present study aimed to investigate the potential of the D-dimer-to-platelet count ratio (DPR) as a prognostic indicator for HBV-DC. Methods A retrospective review of medical records was conducted for 164 patients diagnosed with HBV-DC. Baseline clinical and laboratory characteristics were extracted for analysis. The endpoint was 30-day mortality. Disease severity was assessed by the Model for End-stage Liver Disease (MELD) score. A multivariate logistic regression model and receiver operating characteristic curve analysis (ROC) were used to evaluate the predictive value of DPR for mortality. Results During the 30-day follow-up period, 30 (18.3%) patients died. Non-survivors exhibited significantly higher DPR values than survivors, and a high DPR had a strong association with increased mortality. Importantly, DPR was identified as an independent risk factor for mortality in HBV-DC patients after adjustments for confounding factors (Odds ratio = 1.017; 95% Confidence interval, 1.006-1.029; p = 0.003). The cut-off value of DPR as a predictor of mortality was>57.6 (sensitivity = 57%, specificity = 86%, p < 0.001). The area under ROC curve for DPR for 30-day mortality was 0.762, comparable to the MELD score (p = 0.100). Furthermore, the combined use of DPR and MELD score further increased the area under the ROC curve to 0.897. Conclusion Elevated DPR was demonstrated to have a correlation with unfavorable outcomes in HBV-DC patients, suggesting its potential utility as an effective biomarker for assessment of prognosis in these patients.
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Affiliation(s)
| | - QiuMing Ding
- Department of Clinical Laboratory, Shengzhou People's Hospital, Shengzhou Branch of the First Affiliated Hospital of Zhejiang University, Shengzhou, 312400, China
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3
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Mao W, Yuan M, He X, Zhang Q. Red cell distribution width-to-albumin ratio is a predictor of survival in hepatitis B virus-associated decompensated cirrhosis. Lab Med 2024; 55:127-131. [PMID: 37289932 DOI: 10.1093/labmed/lmad048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2023] Open
Abstract
OBJECTIVE The aim of this study was to ascertain whether red cell distribution width-to-albumin ratio (RAR) is associated with survival in hepatitis B virus (HBV)-associated decompensated cirrhosis (DC) patients. METHODS A cohort of 167 patients with confirmed HBV-DC was enrolled in our study. Demographic characteristics and laboratory data were obtained. The main endpoint was mortality at 30 days. The receiver operating characteristic curve and multivariable regression analysis were used to assess the power of RAR for predicting prognosis. RESULTS Mortality at 30 days was 11.4% (19/167). The RAR levels were higher in the nonsurvivors than the survivors, and elevated RAR levels were clearly associated with poor prognosis. Moreover, the predictive powers of RAR and Model for End-Stage Liver Disease score were not obviously different. CONCLUSION Our data indicate that RAR is a novel potential prognostic biomarker of mortality in HBV-DC.
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Affiliation(s)
- WeiLin Mao
- Department of Clinical Laboratory, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - ManChun Yuan
- Department of Clinical Laboratory, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Xia He
- Department of Clinical Laboratory, Shengzhou People's Hospital, Shengzhou Branch of the First Affiliated Hospital of Zhejiang University, Shengzhou, China
| | - Qiu Zhang
- Department of Clinical Laboratory, Shengzhou People's Hospital, Shengzhou Branch of the First Affiliated Hospital of Zhejiang University, Shengzhou, China
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Hassan M, Abdayem C, El Daouk S, Matar BF. Correlation of Hemoglobin Level With New Inflammatory Markers in the Emergency Department: A Retrospective Study Exploring Neutrophil-to-Lymphocyte, Monocyte-to-Lymphocyte, Platelet-to-Lymphocyte, and Mean Platelet Volume-to-Platelet Count Ratios. Cureus 2024; 16:e55401. [PMID: 38562344 PMCID: PMC10984368 DOI: 10.7759/cureus.55401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/02/2024] [Indexed: 04/04/2024] Open
Abstract
Background Anemia of chronic disease is known to be associated with inflammation. However, the relationship between hemoglobin (Hb) levels and potential inflammatory markers such as neutrophil-to-lymphocyte ratio (NLR), monocyte-to-lymphocyte ratio (MLR), platelet-to-lymphocyte ratio (PLR), and mean platelet volume-to-platelet count ratio (MPV/PC) has not been extensively studied. The primary objective of this retrospective analytical study conducted at Al Zahraa Hospital University Medical Center (ZHUMC), Beirut, was to investigate the correlation between Hb levels and potential inflammatory markers (NLR, MLR, PLR, MPV/PC) in patients visiting the emergency department (ED), across different genders and age groups. The secondary objectives were to compare Hb levels and inflammatory markers values between the referred medical ward group (the hospitalized patients who were admitted to the medical ward), and the non-referred to medical ward group (the patients who were discharged home from the ED), and to evaluate the predictability of inflammatory markers and Hb levels for referral to the medical ward, including the determination of optimal cutoff values for hospital admission to the medical ward. Methods We analyzed the blood parameters of 379 adult patients who presented to the ED with various medical complaints between September 1, 2022, and November 30, 2022 (three months). These patients were included in the study after we checked their eligibility regarding the verification of all our inclusion and exclusion criteria. Results Our findings revealed a significant negative correlation between Hb levels and PLR (r = -0.24) in both genders and across different age groups. The group referred to the medical ward exhibited lower Hb levels and higher NLR, MLR, and PLR values (P < 0.001). NLR/Hb ratio emerged as a predictive factor for admission in genitourinary (R² = 0.158; OR = 5.62) and respiratory groups (R² = 0.206; OR = 5.89), with specific cutoff values of 0.533 (Sensitivity = 57.1% & Specificity = 84.2%) and 0.276 (Sensitivity = 85% & Specificity = 51.1%), respectively. Conclusions Our study demonstrates that hemoglobin level negatively correlates with PLR. NLR, MLR, and PLR stand as important inflammatory markers. Moreover, we present the first study in the literature to show that NLR/Hb ratio can serve as a predictor for referral to the medical ward, particularly in the genitourinary and respiratory patient groups, underscoring its value in risk assessment as a prognostic marker reflecting the need for admission when the case is more serious.
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Affiliation(s)
- Majd Hassan
- Department of Medicine, Faculty of Medical Sciences, Lebanese University, Beirut, LBN
| | - Charbel Abdayem
- Department of Medicine, Faculty of Medical Sciences, Lebanese University, Beirut, LBN
| | - Sarine El Daouk
- Department of Medicine, Faculty of Public Health 1, Lebanese University, Beirut, LBN
| | - Bassam F Matar
- Department of Hematology and Oncology, Lebanese University, Al-Zahraa Hospital University Medical Center, Beirut, LBN
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Yang K, Sun B, Zhang S, Pan Y, Fang J. RDW-SD is Superior to RDW-CV in Reflecting Liver Fibrosis Stage in Patients with Chronic Hepatitis B. Infect Drug Resist 2023; 16:6881-6891. [PMID: 37920477 PMCID: PMC10619233 DOI: 10.2147/idr.s427047] [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: 06/21/2023] [Accepted: 09/18/2023] [Indexed: 11/04/2023] Open
Abstract
Purpose The clinical significance of the red blood cell distribution width (RDW)-coefficient of variation (RDW-CV) has been recognized in numerous diseases, but few studies have investigated the usefulness of RDW-standard deviation (RDW-SD). This study aimed to compare the utility of RDW-SD and RDW-CV in evaluating liver fibrosis stage in patients with chronic hepatitis B (CHB). Patients and Methods In this retrospective study, we enrolled 720 treatment-naïve CHB patients and 578 healthy controls, and evaluated their clinical parameters. In CHB patients, the associations between RDW-CV and liver fibrosis stage were analyzed as compared to RDW-SD using one-way analysis of variance (ANOVA), Spearman's rank correlation, student's t-test, binary logistic regression, and receiver operating characteristic (ROC) curve. Results RDW-SD, rather than RDW-CV was significantly elevated in CHB patients compared with healthy controls. Correlation analysis showed a stronger association between RDW-SD and liver fibrosis stage than RDW-CV in CHB patients. RDW-CV and RDW-SD are both independent predictors of significant fibrosis. For the diagnosis of significant fibrosis, the area under the receiver operating characteristic curve (AUC) for RDW-CV was 0.599, while for RDW-SD, it was 0.706. RDW-to-platelet ratio (RPR), a novel index for liver fibrosis calculated as RDW-CV/platelet, exhibited an AUC of 0.730. This AUC increased to 0.752 when RDW-CV in the RPR formula was replaced with RDW-SD. Additionally, subgroup analyses based on age, gender, and HBeAg status showed that the AUC for RDW-SD in diagnosing significant fibrosis was significantly greater than that for RDW-CV, with statistically significant differences. Conclusion RDW-SD showed superiority in reflecting liver fibrosis stage and diagnosing liver significant fibrosis than RDW-CV in treatment-naïve CHB patients.
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Affiliation(s)
- Kai Yang
- Department of Medical Technology, Anhui Medical College, Hefei, Anhui, 230601, People’s Republic of China
| | - Beibei Sun
- Department of Clinical Laboratory, the Second Hospital of Anhui Medical University, Hefei, Anhui, 230601, People’s Republic of China
| | - Shicheng Zhang
- School of Public Health and Health Management, Anhui Medical College, Hefei, Anhui, 230601, People’s Republic of China
| | - Ying Pan
- Department of Medical Technology, Anhui Medical College, Hefei, Anhui, 230601, People’s Republic of China
| | - Jun Fang
- Faculty of Pharmaceutical Science, Sojo University, Kumamoto, 860-0082, Japan
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Zinellu A, Mangoni AA. The Emerging Clinical Significance of the Red Cell Distribution Width as a Biomarker in Chronic Obstructive Pulmonary Disease: A Systematic Review. J Clin Med 2022; 11:jcm11195642. [PMID: 36233510 PMCID: PMC9571455 DOI: 10.3390/jcm11195642] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 09/22/2022] [Accepted: 09/22/2022] [Indexed: 11/16/2022] Open
Abstract
There is an intense focus on the identification of novel biomarkers of chronic obstructive pulmonary disease (COPD) to enhance clinical decisions in patients with stable disease and acute exacerbations (AECOPD). Though several local (airway) and circulatory inflammatory biomarkers have been proposed, emerging evidence also suggests a potential role for routine haematological parameters, e.g., the red cell distribution width (RDW). We conducted a systematic literature search in PubMed, Web of Science, and Scopus, from inception to April 2022, for articles investigating the diagnostic and prognostic role of the RDW in stable COPD and AECOPD. The risk of bias was assessed using the Joanna Briggs Institute Critical Appraisal Checklist. Significant associations between the RDW and the presence and severity of disease, outcomes (mortality, hospital readmission), and other relevant clinical parameters (right heart failure, pulmonary arterial hypertension) were reported in 13 out of 16 studies in stable COPD (low risk of bias in 11 studies), and 17 out of 21 studies of AECOPD (low risk of bias in 11 studies). Pending further research, our systematic review suggests that the RDW might be useful, singly or in combination with other parameters, for the diagnosis and risk stratification of patients with stable COPD and AECOPD (PROSPERO registration number: CRD42022348304).
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Affiliation(s)
- Angelo Zinellu
- Department of Biomedical Sciences, University of Sassari, 07100 Sassari, Italy
| | - Arduino A. Mangoni
- Discipline of Clinical Pharmacology, College of Medicine and Public Health, Flinders University, Sturt Road, Bedford Park, SA 5042, Australia
- Department of Clinical Pharmacology, Flinders Medical Centre, Southern Adelaide Local Health Network, Flinders Drive, Bedford Park, SA 5042, Australia
- Correspondence:
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KALYON S, GÖKDEN Y. Kronik Hepatit B Hastalarında Hematolojik Parametrelerin Karaciğer İnflamasyonu ve Fibrozu ile ilişkisi. MUSTAFA KEMAL ÜNIVERSITESI TIP DERGISI 2022. [DOI: 10.17944/mkutfd.972572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
Amaç: Bu çalışmada, Kronik Hepatit B hastalarında karaciğerdeki inflamasyonu ve fibrozisin derecesini öngörebilecek hematolojik parametreleri değerlendirmek amaçlandı.
Yöntem: Hastanemiz iç hastalıkları ve gastroenteroloji polikliniğinde Kronik Hepatit B tanısıyla takip edilen ve karaciğer biyopsisi yapılan 237 hasta çalışmaya alındı. Karaciğer biopsisi yapılmadan hemen önceki Nötrofil/Lenfosit, Platelet/Lenfosit, MPV, MPV/Platelet ve MPV/Lenfosit değerleri hesaplandı. Bu parametreler ile viral serolojik bulgular, karaciğer fibrozisi ve histolojik aktivite dereceleriyle karşılaştırıldı.
Bulgular: 101’i (%43) kadın, 136’sı (%57) erkek 237 hastanın yaş ortalaması 42,56±11,7 yıl idi. MPV/Platelet, MPV/Lenfosit, HBeAg, HBV-DNA değerleri ile HAİ arasında pozitif yönde istatistiksel olarak anlamlı korelesyon bulundu (P
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Kim JH, Kim SE, Song DS, Kim HY, Yoon EL, Kim TH, Jung YK, Suk KT, Jun BG, Yim HJ, Kwon JH, Lee SW, Kang SH, Kim MY, Jeong SW, Jang JY, Yoo JJ, Kim SG, Jin YJ, Cheon GJ, Kim BS, Seo YS, Kim HS, Sinn DH, Chung WJ, Kim HY, Lee HA, Nam SW, Kim IH, Suh JI, Kim JH, Chae HB, Sohn JH, Cho JY, Kim YJ, Yang JM, Park JG, Kim W, Cho HC, Kim DJ. Platelet-to-White Blood Cell Ratio Is Associated with Adverse Outcomes in Cirrhotic Patients with Acute Deterioration. J Clin Med 2022; 11:jcm11092463. [PMID: 35566588 PMCID: PMC9103428 DOI: 10.3390/jcm11092463] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 04/23/2022] [Accepted: 04/24/2022] [Indexed: 02/05/2023] Open
Abstract
Background: The platelet-to-white blood cell ratio (PWR) is a hematologic marker of the systemic inflammatory response. Recently, the PWR was revealed to have a role as an independent prognostic factor for mortality in patients with hepatitis B virus (HBV)-related acute-on-chronic failure (ACLF) and HBV-related liver cirrhosis (LC) with acute decompensation (AD). However, the prognostic role of the PWR still needs to be investigated in LC patients with AD. In this study, we analyzed whether the PWR could stratify the risk of adverse outcomes (death or liver transplantation (LT)) in these patients. Methods: A prospective cohort of 1670 patients with AD of liver cirrhosis ((age: 55.2 ± 7.8, male = 1226 (73.4%)) was enrolled and evaluated for 28-day and overall adverse outcomes. Results: During a median follow-up of 8.0 months (range, 1.9−15.5 months), 424 (25.4%) patients had adverse outcomes (death = 377, LT = 47). The most common etiology of LC was alcohol use (69.7%). The adverse outcome rate was higher for patients with a PWR ≤ 12.1 than for those with a PWR > 12.1. A lower PWR level was a prognostic factor for 28-day adverse outcomes (PWR: hazard ratio 1.707, p = 0.034) when adjusted for the etiology of cirrhosis, infection, ACLF, and the MELD score. In the subgroup analysis, the PWR level stratified the risk of 28-day adverse outcomes regardless of the presence of ACLF or the main form of AD but not for those with bacterial infection. Conclusions: A lower PWR level was associated with 28-day adverse outcomes, indicating that the PWR level can be a useful and simple tool for stratifying the risk of 28-day adverse outcomes in LC patients with AD.
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Affiliation(s)
- Jung-Hee Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24252, Korea; (J.-H.K.); (K.-T.S.); (H.-S.K.); (D.-J.K.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24252, Korea
| | - Sung-Eun Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24252, Korea; (J.-H.K.); (K.-T.S.); (H.-S.K.); (D.-J.K.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24252, Korea
- Correspondence: ; Tel.: +82-31-380-3708
| | - Do-Seon Song
- Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (D.-S.S.); (H.-Y.K.); (J.-H.K.); (S.-W.L.); (J.-M.Y.)
| | - Hee-Yeon Kim
- Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (D.-S.S.); (H.-Y.K.); (J.-H.K.); (S.-W.L.); (J.-M.Y.)
| | - Eileen L. Yoon
- Department of Internal Medicine, Hanyang University College of Medicine, Seoul 04763, Korea; (E.L.Y.); (J.-H.S.)
| | - Tae-Hyung Kim
- Department of Internal Medicine, Korea University Ansan Hospital, Ansan 15355, Korea; (T.-H.K.); (Y.-K.J.); (H.-J.Y.); (Y.-S.S.); (J.-H.K.)
| | - Young-Kul Jung
- Department of Internal Medicine, Korea University Ansan Hospital, Ansan 15355, Korea; (T.-H.K.); (Y.-K.J.); (H.-J.Y.); (Y.-S.S.); (J.-H.K.)
| | - Ki-Tae Suk
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24252, Korea; (J.-H.K.); (K.-T.S.); (H.-S.K.); (D.-J.K.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24252, Korea
| | - Baek-Gyu Jun
- Department of Internal Medicine, Inje University Sanggye Paik Hospital, Seoul 01757, Korea; (B.-G.J.); (S.-H.K.)
| | - Hyung-Joon Yim
- Department of Internal Medicine, Korea University Ansan Hospital, Ansan 15355, Korea; (T.-H.K.); (Y.-K.J.); (H.-J.Y.); (Y.-S.S.); (J.-H.K.)
| | - Jung-Hyun Kwon
- Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (D.-S.S.); (H.-Y.K.); (J.-H.K.); (S.-W.L.); (J.-M.Y.)
| | - Sung-Won Lee
- Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (D.-S.S.); (H.-Y.K.); (J.-H.K.); (S.-W.L.); (J.-M.Y.)
| | - Seong-Hee Kang
- Department of Internal Medicine, Inje University Sanggye Paik Hospital, Seoul 01757, Korea; (B.-G.J.); (S.-H.K.)
| | - Moon-Young Kim
- Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju 26426, Korea;
| | - Soung-Won Jeong
- Department of Internal Medicine, Soonchunhyang University College of Medicine, Seoul 04401, Korea; (S.-W.J.); (J.-Y.J.)
| | - Jae-Young Jang
- Department of Internal Medicine, Soonchunhyang University College of Medicine, Seoul 04401, Korea; (S.-W.J.); (J.-Y.J.)
| | - Jeong-Ju Yoo
- Department of Internal Medicine, Soonchunhyang University Bucheon Hospital, Bucheon 14584, Korea; (J.-J.Y.); (S.-G.K.)
| | - Sang-Gyune Kim
- Department of Internal Medicine, Soonchunhyang University Bucheon Hospital, Bucheon 14584, Korea; (J.-J.Y.); (S.-G.K.)
| | - Young-Joo Jin
- Department of Internal Medicine, Inha University Hospital, Inha University School of Medicine, Incheon 22212, Korea;
| | - Gab-Jin Cheon
- Department of Internal Medicine, Gangneung Asan Hospital, University of Ulsan College of Medicine, Gangneung 25440, Korea;
| | - Byung-Seok Kim
- Department of Internal Medicine, Daegu Catholic University School of Medicine, Daegu 42472, Korea;
| | - Yeon-Seok Seo
- Department of Internal Medicine, Korea University Ansan Hospital, Ansan 15355, Korea; (T.-H.K.); (Y.-K.J.); (H.-J.Y.); (Y.-S.S.); (J.-H.K.)
| | - Hyung-Su Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24252, Korea; (J.-H.K.); (K.-T.S.); (H.-S.K.); (D.-J.K.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24252, Korea
| | - Dong-Hyun Sinn
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06531, Korea;
| | - Woo-Jin Chung
- Department of Internal Medicine, Keimyung University School of Medicine, Daegu 42601, Korea;
| | - Hwi-Young Kim
- Department of Internal Medicine, College of Medicine, Ewha Womans University, Seoul 07804, Korea; (H.-Y.K.); (H.-A.L.)
| | - Han-Ah Lee
- Department of Internal Medicine, College of Medicine, Ewha Womans University, Seoul 07804, Korea; (H.-Y.K.); (H.-A.L.)
| | - Seung-Woo Nam
- Department of Internal Medicine, National Medical Center, Seoul 04564, Korea;
| | - In-Hee Kim
- Department of Internal Medicine, Chonbuk National University Hospital, Chonbuk National University Medical School, Jeonju 54896, Korea;
| | - Jung-Il Suh
- Department of Gastroenterology, Dongguk University College of Medicine, Kyongju 38067, Korea;
| | - Ji-Hoon Kim
- Department of Internal Medicine, Korea University Ansan Hospital, Ansan 15355, Korea; (T.-H.K.); (Y.-K.J.); (H.-J.Y.); (Y.-S.S.); (J.-H.K.)
| | - Hee-Bok Chae
- Department of Internal Medicine, Medical Research Institute, Chungbuk National University College of Medicine, Cheongju 28644, Korea;
| | - Joo-Hyun Sohn
- Department of Internal Medicine, Hanyang University College of Medicine, Seoul 04763, Korea; (E.L.Y.); (J.-H.S.)
| | - Ju-Yeon Cho
- Department of Internal Medicine, College of Medicine, Chosun University, Gwangju 61452, Korea;
| | - Yoon-Jun Kim
- Department of Internal Medicine, Liver Research Institute, Seoul National University College of Medicine, Seoul 03080, Korea;
| | - Jin-Mo Yang
- Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (D.-S.S.); (H.-Y.K.); (J.-H.K.); (S.-W.L.); (J.-M.Y.)
| | - Jung-Gil Park
- Department of Internal Medicine, Yeungnam University College of Medicine, Daegu 42415, Korea;
| | - Won Kim
- Department of Internal Medicine, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul 07061, Korea;
| | - Hyun-Chin Cho
- Department of Internal Medicine, Gyeongsang National University Hospital, Jinju 52727, Korea;
| | - Dong-Joon Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon 24252, Korea; (J.-H.K.); (K.-T.S.); (H.-S.K.); (D.-J.K.)
- Institute for Liver and Digestive Diseases, Hallym University, Chuncheon 24252, Korea
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Low Hemoglobin-to-Red Cell Distribution Width Ratio Is Associated with Mortality in Patients with HBV-Related Decompensated Cirrhosis. BIOMED RESEARCH INTERNATIONAL 2022; 2022:5754790. [PMID: 35198637 PMCID: PMC8860564 DOI: 10.1155/2022/5754790] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Revised: 01/28/2022] [Accepted: 02/02/2022] [Indexed: 12/15/2022]
Abstract
Background The prognostic role of hemoglobin-to-red blood cell distribution width ratio (HRR) in HBV-related decompensated cirrhosis (HBV-DeCi) has not been established. The present study is aimed at determining the potential of HRR as a predictive factor for the prognosis of HBV-DeCi patients. Methods The study included 177 HBV-DeCi patients. The clinical outcome was death at 30 days. Multivariate regression analysis and receiver operating characteristic curve analysis were applied to assess the predictive value of HRR for poor outcomes. Results A total of 26 patients (14.7%) had died by 30 days. Patients with unfavorable outcomes had lower HRR than patients with favorable outcomes. Multivariate analysis revealed that HRR and Model for End-Stage Liver Disease (MELD) score were independently associated with poor outcomes. Combination of HRR and MELD score may improve prognostic accuracy in HBV-DeCi. Conclusions The present findings indicate that low HRR may be a promising predictor for mortality in HBV-DeCi patients.
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Pomacu MM, Trașcă MD, Pădureanu V, Bugă AM, Andrei AM, Stănciulescu EC, Baniță IM, Rădulescu D, Pisoschi CG. Interrelation of inflammation and oxidative stress in liver cirrhosis. Exp Ther Med 2021; 21:602. [PMID: 33936259 PMCID: PMC8082585 DOI: 10.3892/etm.2021.10034] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Accepted: 02/22/2021] [Indexed: 12/11/2022] Open
Abstract
Recently, the trend of research has been focused on the role of hematological indicators in assessing the activities of various diseases. The aim of the present study was to determine the usefulness of such hematological indicators for assessment of the relationship between inflammation and oxidative stress in order to provide new predictive tools for a non-invasive investigation of disease outcome for liver cirrhosis patients. A total of 35 subjects with compensated or decompensated liver cirrhosis and 10 age-matched healthy volunteers were included in this study. The patients were divided into two groups: Group 1, patients with toxic metabolic cirrhosis due to ethanol consumption; group 2, patients with liver cirrhosis following hepatitis B virus (HBV) and hepatitis C virus (HCV) infection. Using hematological data obtained after the complete counting of peripheral blood cells, the monocyte/lymphocyte (MLR), neutrophil/lymphocyte (NLR) and platelet/lymphocyte (PLR) ratios as well as systemic immune inflammation biomarkers were determined. The erythrocyte sedimentation ratio (ESR), C-reactive protein (CRP), fibrinogen and biochemical parameters related to liver function were also registered. Thiobarbituric acid reactive substances (TBARS), protein carbonyl content (PCARB), and total antioxidant capacity (TAC) were also investigated in the peripheral blood samples of healthy subjects and liver cirrhosis patients. The results revealed that NLR, MLR and PLR were significantly increased in group 2. PLR was significantly increased in group 1 compared with that noted in the control group. TBARS and PCARB were increased in patients from group 1 compared to patients from group 2 and the control group. However, no difference in TAC was found between the liver cirrhosis groups and the control. We showed that the pro-inflammatory status of liver cirrhosis patients can be easily appreciated by NLR, MLR but not PLR. However, the increase in these ratios was not significantly associated with a decrease in the antioxidant capacity and an augmentation of oxidative stress markers for the patients diagnosed with cirrhosis included in the two groups of study.
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Affiliation(s)
- Mihnea Marian Pomacu
- Department of Biochemistry, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania.,4th Department-Medical Specialties, First Clinic of Internal Medicine, Clinical City Hospital 'Filantropia', University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Maria Diana Trașcă
- 4th Department-Medical Specialties, First Clinic of Internal Medicine, Clinical City Hospital 'Filantropia', University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Vlad Pădureanu
- Department of Internal Medicine, County Hospital of Craiova, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Ana Maria Bugă
- Department of Biochemistry, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Ana Marina Andrei
- Department of Biochemistry, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | | | - Ileana Monica Baniță
- Department of Histology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Dumitru Rădulescu
- Department of General Surgery, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
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Bu J, Deng Z, Liu H, Li J, Wang D, Yang Y, Zhong S. Current methods and prospects of coronavirus detection. Talanta 2021; 225:121977. [PMID: 33592725 PMCID: PMC7833523 DOI: 10.1016/j.talanta.2020.121977] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 11/29/2020] [Accepted: 12/03/2020] [Indexed: 12/21/2022]
Abstract
SARS-COV-2 is a novel coronavirus discovered in Wuhan in December 30, 2019, and is a family of SARS-COV (severe acute respiratory syndrome coronavirus), that is, coronavirus family. After infection with SARS-COV-2, patients often experience fever, cough, gas prostration, dyspnea and other symptoms, which can lead to severe acute respiratory syndrome (SARS), kidney failure and even death. The SARS-COV-2 virus is particularly infectious and has led to a global infection crisis, with an explosion in the number of infections. Therefore, rapid and accurate detection of the virus plays a vital role. At present, many detection methods are limited in their wide application due to their defects such as high preparation cost, poor stability and complex operation process. Moreover, some methods need to be operated by professional medical staff, which can easily lead to infection. In order to overcome these problems, a Surface molecular imprinting technology (SM-MIT) is proposed for the first time to detect SARS-COV-2 virus. For this SM-MIT method, this review provides detailed detection principles and steps. In addition, this method not only has the advantages of low cost, high stability and good specificity, but also can detect whether it is infected at designated points. Therefore, we think SM-MIT may have great potential in the detection of SARS-COV-2 virus.
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Affiliation(s)
- Jiaqi Bu
- College of Chemistry and Chemical Engineering, Central South University, Changsha, 410083, PR China
| | - Zhiwei Deng
- College of Chemistry and Chemical Engineering, Central South University, Changsha, 410083, PR China
| | - Hui Liu
- College of Chemistry and Chemical Engineering, Central South University, Changsha, 410083, PR China
| | - Jiacheng Li
- College of Chemistry and Chemical Engineering, Central South University, Changsha, 410083, PR China
| | - De Wang
- College of Chemistry and Chemical Engineering, Central South University, Changsha, 410083, PR China
| | - Yanjing Yang
- College of Chemistry and Chemical Engineering, Central South University, Changsha, 410083, PR China.
| | - Shian Zhong
- College of Chemistry and Chemical Engineering, Central South University, Changsha, 410083, PR China.
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Comparison of HBV-DNA Levels with Biochemical and Microbiological Parameters for Chronic Hepatitis Evaluation, Bursa, Turkey. JOURNAL OF MEDICAL MICROBIOLOGY AND INFECTIOUS DISEASES 2021. [DOI: 10.52547/jommid.9.1.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
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Plateletcrit and Mean Platelet Volume in the Evaluation of Alcoholic Liver Cirrhosis and Nonalcoholic Fatty Liver Disease Patients. BIOMED RESEARCH INTERNATIONAL 2021; 2021:8867985. [PMID: 33644233 PMCID: PMC7901043 DOI: 10.1155/2021/8867985] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 01/07/2021] [Accepted: 02/05/2021] [Indexed: 02/07/2023]
Abstract
Platelet (PLT) indices have been proposed as potential markers in the assessment of liver fibrosis and exacerbation of liver failure. The aim of our study was to verify mean platelet volume (MPV), platelet distribution width (PDW), and plateletcrit (PCT) in alcohol-related liver cirrhosis (ALC) and nonalcoholic fatty liver disease (NAFLD) patients. One hundred forty-two patients with ALC, 92 with NAFLD, and 68 in control group were enrolled in this study. Hematological indices (MPV, PCT, and PDW) and serological (indirect and direct) markers of liver fibrosis (AAR, APRI, FIB-4, GPR, PICP, PIIINP, TGF-α, PDGF-AB, laminin) were measured in each participant. MELD score in ALC patients and NAFLD fibrosis score (NFS) together with BARD score in the NAFLD group were also obtained. Results were compared between research and control groups. Then, a correlation between evaluated indices was performed in study groups. Receiver operating characteristic curves (ROCs) and area under the curve (AUC) values were applied to assess the diagnostic accuracy of measured indices. Significant increase in PDW and decrease in PCT in comparison to controls were noted in examined ALC (60.4% vs. 51.2% and 0.1% vs. 0.21%, respectively, p < 0.0001) and NAFLD (54.75% vs. 51.2% and 0.19 vs. 0.21%, respectively, p < 0.01) patients. Decreased level of MPV was observed in NAFLD group (7.85 fl vs. 8.90 fl, p < 0.0001). Additionally, PCT correlated with NFS (p < 0.0001). Evaluated PLT indices correlated with MELD score (MPV and PDW, p < 0.001; PCT, p < 0.05). They correlated with indirect and direct markers of liver fibrosis in the whole research group, too. PCT was the parameter with the greatest diagnostic accuracy in ALC patients (AUC = 0,839 for cutoff < 0.17%); in NAFLD group, it was MPV (AUC = 0,808 for cutoff < 7.9 fl). PCT in ALC and MPV in NAFLD can be perceived as potential diagnostic markers.
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Fei Y, Wang X, Zhang H, Huang M, Chen X, Zhang C. Reference intervals of systemic immune-inflammation index, neutrophil to lymphocyte ratio, platelet to lymphocyte ratio, mean platelet volume to platelet ratio, mean platelet volume and red blood cell distribution width-standard deviation in healthy Han adults in Wuhan region in central China. Scand J Clin Lab Invest 2020; 80:500-507. [PMID: 32673141 DOI: 10.1080/00365513.2020.1793220] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Low-grade inflammatory indicators are widely used in the diagnosis and prognosis of different diseases, particularly, in cancers. The establishing of reference intervals (RIs) are necessary to provide baselines for the interpretation and application of the indicators in clinical. A retrospective review was organized to include ostensibly healthy subjects aged >18 years old to establish RIs based on gender and age for systemic immune-inflammation index (SII), neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), mean platelet volume-to-platelet ratio (MPV/PLT), MPV and red blood cell distribution width - standard deviation (RDW-SD). Another 5012 healthy persons were included to validate the RIs. The differences among gender, age, and Body Mass Index (BMI) groups were compared to assess their influences on each indicator. A total of 26,242 males and 11,934 females were included. All indicators differed between males and females except NLR. Compared with males, the values of SII, PLR, MPV and RDW-SD were higher while MPV/PLT lower in females. The values of SII, NLR and PLR increased with age in females between 18 and 50 years old, declined in 51-60 years old group, then increased with age again. Values of MPV/PLT and RDW-SD increased with age. The values of SII increased with BMI while PLR, MPV, and MPV/PLT decreased. We effectively established RIs for the indicators. They will help with predicting disease progression in various clinical practices. Gender, age, and BMI were suggested to be taken into consideration when these parameters were applied in clinical.
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Affiliation(s)
- Yang Fei
- Department of Laboratory Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xu Wang
- Department of Laboratory Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Hui Zhang
- Department of Laboratory Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ming Huang
- Department of Laboratory Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xing Chen
- Department of Laboratory Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Chi Zhang
- Department of Laboratory Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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Zhang J, Qiu Y, He X, Mao W, Han Z. Platelet-to-white blood cell ratio: A novel and promising prognostic marker for HBV-associated decompensated cirrhosis. J Clin Lab Anal 2020; 34:e23556. [PMID: 32893950 PMCID: PMC7755811 DOI: 10.1002/jcla.23556] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 08/11/2020] [Accepted: 08/13/2020] [Indexed: 12/14/2022] Open
Abstract
Aim The present study aimed to investigate associations of the platelet‐to‐white blood cell ratio (PWR)—a novel hematological indicator of inflammatory responses—with 30‐day outcomes in patients with HBV‐associated decompensated cirrhosis (HBV‐DeCi). Methods We recruited 131 patients with HBV‐DeCi for this retrospective study and extracted baseline clinical data and laboratory characteristics from medical records. Univariate and multivariate analyses were performed to determine major factors influencing 30‐day mortality. Area under the receiver operating characteristic curve analyses was performed to compare the predictive values of prognostic markers. Results During the 30‐day follow‐up period, 15 patients died. The PWR was significantly different between nonsurvivors and survivors. Lower PWR was found to be associated with an increased risk of mortality, and PWR was found to be an independent predictor of mortality in patients with HBV‐DeCi. Conclusions Our results demonstrate that low PWR may be a predictor of poor prognosis in patients with HBV‐DeCi, and this factor may be a useful supplement to standard approaches to enable effective management of these patients.
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Affiliation(s)
- JinFei Zhang
- Department of Clinical Laboratory, Shengzhou People's Hospital, Shengzhou Branch of the First Affiliated Hospital of Zhejiang University, Shengzhou, China
| | - YingPo Qiu
- Department of Clinical Laboratory, The Second Hospital of Yinzhou District, Ningbo, China
| | - Xia He
- Department of Clinical Laboratory, Shengzhou People's Hospital, Shengzhou Branch of the First Affiliated Hospital of Zhejiang University, Shengzhou, China
| | - WeiLin Mao
- Department of Clinical Laboratory, Shengzhou People's Hospital, Shengzhou Branch of the First Affiliated Hospital of Zhejiang University, Shengzhou, China.,Department of Clinical Laboratory, College of Medicine, The First Affiliated Hospital, Zhejiang University, Hangzhou, China
| | - Zhong Han
- Department of Clinical Laboratory, Shengzhou People's Hospital, Shengzhou Branch of the First Affiliated Hospital of Zhejiang University, Shengzhou, China
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Mean Platelet Volume/Lymphocyte Ratio as a Prognostic Indicator for HBV-Related Decompensated Cirrhosis. Gastroenterol Res Pract 2020; 2020:4107219. [PMID: 32714387 PMCID: PMC7352138 DOI: 10.1155/2020/4107219] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 06/09/2020] [Accepted: 06/19/2020] [Indexed: 12/30/2022] Open
Abstract
Aim To evaluate the prognostic role of the mean platelet volume/lymphocyte ratio (MPVLR) for mortality in patients with hepatitis B virus-related decompensated cirrhosis (HBV-DeCi). Methods The medical records of 101 patients with HBV-DeCi were retrospectively reviewed, and their baseline clinical and laboratory characteristics were extracted. The predictive value of the MPVLR for death was estimated using receiver operating characteristic curve analysis and a multivariate logistic regression model. Results Patients with HBV-DeCi in the high-MPVLR group exhibited significantly increased 90-day mortality compared with that of the patients within the low-MPVLR group, and MPVLR was an independent predictor of 90-day mortality in patients with HBV-DeCi. Conclusions Increased MPVLR is associated with poor outcomes in patients with HBV-DeCi and might be a useful component of future prognostic scores.
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Li X, Wu J, Mao W. Evaluation of the neutrophil-to-lymphocyte ratio, monocyte-to-lymphocyte ratio, and red cell distribution width for the prediction of prognosis of patients with hepatitis B virus-related decompensated cirrhosis. J Clin Lab Anal 2020; 34:e23478. [PMID: 32666632 PMCID: PMC7676184 DOI: 10.1002/jcla.23478] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 06/19/2020] [Accepted: 06/22/2020] [Indexed: 12/14/2022] Open
Abstract
Background The development and progression of hepatitis B virus‐related decompensated cirrhosis (DeCi) is associated with inflammatory responses. The monocyte‐to‐lymphocyte ratio (MLR), neutrophil‐to‐lymphocyte ratio (NLR), and red cell distribution width (RDW) are well‐known inflammation markers. We aimed to assess the utility of these parameters for predicating the prognosis of patients with HBV‐DeCi. Methods We retrospectively recruited 174 patients diagnosed with HBV‐DeCi. Univariate and multivariate regression models were used to determine risk factors for mortality. Areas under the receiver operating characteristic curves were calculated to estimate and compare the predictive values of the three parameters. Hepatic function was evaluated using the Model for End‐Stage Liver Disease (MELD) score. Results The NLR, RDW, and MLR were found to be significantly higher in patients who did not survive compared with surviving patients. Moreover, these variables were all able to predict early poor outcomes in patients with HBV‐DeCi, with NLR exhibiting the highest accuracy. Furthermore, a combination of the NLR and MELD score was a more accurate prognostic marker for predicting mortality than either marker alone in such patients. Conclusions Hematological parameters can provide prognostic information for patients with HBV‐DeCi. Routine assessment of these parameters at admission may provide valuable data to complement other conventional measures for assessing disease condition in patients with HBV‐DeCi.
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Affiliation(s)
- XinKe Li
- Department of Radiation Oncology, College of Medicine, The First Affiliated Hospital, Zhejiang University, Hangzhou, China
| | - JianPing Wu
- Department of Clinical Laboratory, College of Medicine, The First Affiliated Hospital, Zhejiang University, Hangzhou, China
| | - WeiLin Mao
- Department of Clinical Laboratory, College of Medicine, The First Affiliated Hospital, Zhejiang University, Hangzhou, China
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