In-vitro and in-silico evidence for oxidative stress as drivers for RDW

被引:23
作者
Joosse, Huibert-Jan [1 ]
van Oirschot, Brigitte A. A. [1 ]
Kooijmans, Sander A. A. [1 ]
Hoefer, Imo E. E. [1 ]
van Wijk, Richard A. H. [1 ]
Huisman, Albert [1 ]
van Solinge, Wouter W. W. [1 ]
Haitjema, Saskia [1 ]
机构
[1] Univ Utrecht, Univ Med Ctr Utrecht, Cent Diagnost Lab, Utrecht, Netherlands
基金
荷兰研究理事会;
关键词
CELL DISTRIBUTION WIDTH; HEART-FAILURE;
D O I
10.1038/s41598-023-36514-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Red blood cell distribution width (RDW) is a biomarker associated with a variety of clinical outcomes. While anemia and subclinical inflammation have been posed as underlying pathophysiology, it is unclear what mechanisms underlie these assocations. Hence, we aimed to unravel the mechanisms in silico using a large clinical dataset and validate our findings in vitro. We retrieved complete blood counts (CBC) from 1,403,663 measurements from the Utrecht Patient Oriented Database, to model RDW using gradient boosting regression. We performed (sex-stratified) analyses in patients with anemia, patients younger/older than 50 and validation across platforms and care settings. We then validated our hypothesis regarding oxidative stress using an in vitro approach. Only percentage microcytic (pMIC) and macrocytic (pMAC) erythrocytes and mean corpuscular volume were most important in modelling RDW (RMSE = 0.40, R-2 = 0.96). Subgroup analyses and validation confirmed our findings. In vitro induction of oxidative stress underscored our results, namely increased RDW and decreased erythrocyte volume, yet no vesiculation was observed. We found that erythrocyte size, especially pMIC, is most informative in predicting RDW, but no role for anemia or inflammation. Oxidative stress affecting the size of the erythrocytes may play a role in the association between RDW and clinical outcomes.
引用
收藏
页数:9
相关论文
共 31 条
[1]   The early detection of anaemia and aetiology prediction through the modelling of red cell distribution width (RDW) in cross-sectional community patient data [J].
Badrick, Tony ;
Richardson, Alice M. ;
Arnott, Ashley ;
Lidbury, Brett A. .
DIAGNOSIS, 2015, 2 (03) :171-179
[2]   INTERNATIONAL COMMITTEE FOR STANDARDIZATION IN HEMATOLOGY - RECOMMENDED METHODS FOR RED-CELL ENZYME ANALYSIS [J].
BEUTLER, E ;
BLUME, KG ;
KAPLAN, JC ;
LOHR, GW ;
RAMOT, B ;
VALENTINE, WN .
BRITISH JOURNAL OF HAEMATOLOGY, 1977, 35 (02) :331-340
[3]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[4]   XGBoost: A Scalable Tree Boosting System [J].
Chen, Tianqi ;
Guestrin, Carlos .
KDD'16: PROCEEDINGS OF THE 22ND ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2016, :785-794
[5]   Diagnostic tool for red blood cell membrane disorders: Assessment of a new generation ektacytometer [J].
Da Costa, Lydie ;
Suner, Ludovic ;
Galimand, Julie ;
Bonnel, Amandine ;
Pascreau, Tiffany ;
Couque, Nathalie ;
Fenneteau, Odile ;
Mohandas, Narla .
BLOOD CELLS MOLECULES AND DISEASES, 2016, 56 (01) :9-22
[6]   The role of red blood cell distribution width (RDW) in cardiovascular risk assessment: useful or hype? [J].
Fava, Cristiano ;
Cattazzo, Filippo ;
Hu, Zhi-De ;
Lippi, Giuseppe ;
Montagnana, Martina .
ANNALS OF TRANSLATIONAL MEDICINE, 2019, 7 (20)
[7]   A role for activated endothelial cells in red blood cell clearance: implications for vasopathology [J].
Fens, Marcel H. A. M. ;
van Wijk, Richard ;
Andringa, Grietje ;
van Rooijen, Karlijn L. ;
Dijstelbloem, Hilde M. ;
Rasmussen, Jan T. ;
de Vooght, Karen M. K. ;
Schiffelers, Raymond M. ;
Gaillard, Carlo A. J. M. ;
van Solinge, Wouter W. .
HAEMATOLOGICA-THE HEMATOLOGY JOURNAL, 2012, 97 (04) :500-508
[8]   Red cell distribution width in heart failure: Prediction of clinical events and relationship with markers of ineffective erythropoiesis, inflammation, renal function, and nutritional state [J].
Forhecz, Zsolt ;
Gombos, Timea ;
Borgulya, Gabor ;
Pozsonyi, Zoltan ;
Prohaszka, Zoltan ;
Janoskuti, Livia .
AMERICAN HEART JOURNAL, 2009, 158 (04) :659-666
[9]   Oxidative stress in the regulation of normal and neoplastic hematopoiesis [J].
Ghaffari, Saghi .
ANTIOXIDANTS & REDOX SIGNALING, 2008, 10 (11) :1923-1940
[10]   Red blood cell distribution width predicts long-term outcomes in sepsis patients admitted to the intensive care unit [J].
Han, Yan-Qiu ;
Zhang, Lei ;
Yan, Li ;
Li, Peng ;
Ouyang, Pei-Heng ;
Lippi, Giuseppe ;
Hu, Zhi-De .
CLINICA CHIMICA ACTA, 2018, 487 :112-116