The Virtual Anemia Trial: An Assessment of Model‐Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With Hemodialysis
In silico approaches have been proposed as a novel strategy to increase the repertoire of clinical trial designs. Realistic simulations of clinical trials can provide valuable information regarding safety and limitations of treatment protocols and have been shown to assist in the cost‐effective plan...
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2018-04-01
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Series: | CPT: Pharmacometrics & Systems Pharmacology |
Online Access: | https://doi.org/10.1002/psp4.12276 |
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doaj-10243175cbda4117a45cee358c5884182020-11-25T03:08:25ZengWileyCPT: Pharmacometrics & Systems Pharmacology2163-83062018-04-017421922710.1002/psp4.12276The Virtual Anemia Trial: An Assessment of Model‐Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With HemodialysisDoris H. Fuertinger0Alice Topping1Franz Kappel2Stephan Thijssen3Peter Kotanko4Renal Research InstituteNew York New York USARenal Research InstituteNew York New York USAInstitute for Mathematics and Scientific Computing, Karl‐Franzens UniversityGraz AustriaRenal Research InstituteNew York New York USARenal Research InstituteNew York New York USAIn silico approaches have been proposed as a novel strategy to increase the repertoire of clinical trial designs. Realistic simulations of clinical trials can provide valuable information regarding safety and limitations of treatment protocols and have been shown to assist in the cost‐effective planning of clinical studies. In this report, we present a blueprint for the stepwise integration of internal, external, and ecological validity considerations in virtual clinical trials (VCTs). We exemplify this approach in the context of a model‐based in silico clinical trial aimed at anemia treatment in patients undergoing hemodialysis (HD). Hemoglobin levels and subsequent anemia treatment were simulated on a per patient level over the course of a year and compared to real‐life clinical data of 79,426 patients undergoing HD. The novel strategies presented here, aimed to improve external and ecological validity of a VCT, significantly increased the predictive power of the discussed in silico trial.https://doi.org/10.1002/psp4.12276 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Doris H. Fuertinger Alice Topping Franz Kappel Stephan Thijssen Peter Kotanko |
spellingShingle |
Doris H. Fuertinger Alice Topping Franz Kappel Stephan Thijssen Peter Kotanko The Virtual Anemia Trial: An Assessment of Model‐Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With Hemodialysis CPT: Pharmacometrics & Systems Pharmacology |
author_facet |
Doris H. Fuertinger Alice Topping Franz Kappel Stephan Thijssen Peter Kotanko |
author_sort |
Doris H. Fuertinger |
title |
The Virtual Anemia Trial: An Assessment of Model‐Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With Hemodialysis |
title_short |
The Virtual Anemia Trial: An Assessment of Model‐Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With Hemodialysis |
title_full |
The Virtual Anemia Trial: An Assessment of Model‐Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With Hemodialysis |
title_fullStr |
The Virtual Anemia Trial: An Assessment of Model‐Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With Hemodialysis |
title_full_unstemmed |
The Virtual Anemia Trial: An Assessment of Model‐Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With Hemodialysis |
title_sort |
virtual anemia trial: an assessment of model‐based in silico clinical trials of anemia treatment algorithms in patients with hemodialysis |
publisher |
Wiley |
series |
CPT: Pharmacometrics & Systems Pharmacology |
issn |
2163-8306 |
publishDate |
2018-04-01 |
description |
In silico approaches have been proposed as a novel strategy to increase the repertoire of clinical trial designs. Realistic simulations of clinical trials can provide valuable information regarding safety and limitations of treatment protocols and have been shown to assist in the cost‐effective planning of clinical studies. In this report, we present a blueprint for the stepwise integration of internal, external, and ecological validity considerations in virtual clinical trials (VCTs). We exemplify this approach in the context of a model‐based in silico clinical trial aimed at anemia treatment in patients undergoing hemodialysis (HD). Hemoglobin levels and subsequent anemia treatment were simulated on a per patient level over the course of a year and compared to real‐life clinical data of 79,426 patients undergoing HD. The novel strategies presented here, aimed to improve external and ecological validity of a VCT, significantly increased the predictive power of the discussed in silico trial. |
url |
https://doi.org/10.1002/psp4.12276 |
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