From Unit to Dose: A Machine Learning Approach for Precise Prediction of Hemoglobin and Iron Content in Individual Packed Red Blood Cell Units-Reference-Cited by-同舟云学术

From Unit to Dose: A Machine Learning Approach for Precise Prediction of Hemoglobin and Iron Content in Individual Packed Red Blood Cell Units

Published:2022-11-04 Issue:36 Volume:9 Page:
ISSN:2198-3844
Container-title:Advanced Science
language:en
Short-container-title:Advanced Science

Author:

Epah Jeremy¹,Gülec Ilay¹,Winter Stefan²,Dörr Johanna¹,Geisen Christof¹,Haecker Eva¹,Link Dietmar¹,Schwab Matthias²³⁴,Seifried Erhard¹,Schäfer Richard¹⁵⁶^ORCID

Affiliation:

1. Institute for Transfusion Medicine and Immunohaematology, German Red Cross Blood Donor Service Baden‐Württemberg‐Hessen gGmbH Goethe University Hospital 60528 Frankfurt am Main Germany

2. Dr. Margarete Fischer‐Bosch Institute of Clinical Pharmacology Stuttgart, Germany University of Tübingen 72076 Tübingen Germany

3. Departments of Clinical Pharmacology Pharmacy and Biochemistry University of Tübingen 72076 Tübingen Germany

4. Cluster of Excellence iFIT (EXC 2180), Image‐Guided and Functionally Instructed Tumor Therapies“ University of Tübingen 72076 Tübingen Germany

5. Institute for Transfusion Medicine and Gene Therapy Medical Center – University of Freiburg 79106 Freiburg Germany

6. Center for Chronic Immunodeficiency (CCI) Medical Center – University of Freiburg 79106 Freiburg Germany

Funder

Robert Bosch Stiftung

Deutsche Forschungsgemeinschaft

Publisher

Wiley

Subject

General Physics and Astronomy,General Engineering,Biochemistry, Genetics and Molecular Biology (miscellaneous),General Materials Science,General Chemical Engineering,Medicine (miscellaneous)

Link

https://onlinelibrary.wiley.com/doi/pdf/10.1002/advs.202204077

Reference73 articles.

1. WHO HQ/Geneva World Health Organization (WHO) Global Forum for Blood Safety: Patient Blood Management (2011) https://www.who.int/bloodsafety/events/gfbs_01_pbm_concept_paper.pdf(accessed: October 2021).

2. Optimal transfusion practices after allogeneic hematopoietic cell transplantation: a systematic scoping review of evidence from randomized controlled trials

3. Iron overload and toxicity: the hidden risk of multiple blood transfusions

4. Improved survival in MDS patients receiving iron chelation therapy – A matched pair analysis of 188 patients from the Düsseldorf MDS registry

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