Evidence map›Paper›PMID 32256384›Full record

ArticleFrontiers in physiology2020

Model-Based Simulation of Maintenance Therapy of Childhood Acute Lymphoblastic Leukemia.

Felix Jost, Jakob Zierk, Thuy T T Le, Thomas Raupach, Manfred Rauh, Meinolf Suttorp, Martin Stanulla, Markus Metzler, Sebastian Sager

Open access · goldAbstract read
In one paragraph

Article in Frontiers in physiology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
0.5field-weighted citation impact, top 30% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 5 citations in OpenAlex.

  1. Review
  2. Article
  3. Review
  4. microRNA-155-5p initiates childhood acute lymphoblastic leukemia by regulating the IRF4/CDK6/CBL axis.Laboratory investigation; a journal of technical methods and pathology · 2022
    Article
  5. Article
  6. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 4 institutions in 1 country.

Felix JostDepartment of Mathematics, Institute of Mathematical Optimization, Otto-von-Guericke University Magdeburg, Magdeburg, Germany.
Jakob ZierkDepartment of Paediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany.
Thuy T T LeDepartment of Mathematics, Institute of Mathematical Optimization, Otto-von-Guericke University Magdeburg, Magdeburg, Germany.
Thomas RaupachDepartment of Paediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany.
Manfred RauhDepartment of Paediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany.
Meinolf SuttorpPediatric Hematology and Oncology, University Hospital "Carl Gustav Carus", Dresden, Germany.
Martin StanullaDepartment of Pediatric Hemato-Oncology, Hannover Medical School, Hanover, Germany.
Markus MetzlerDepartment of Paediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany.
Sebastian SagerDepartment of Mathematics, Institute of Mathematical Optimization, Otto-von-Guericke University Magdeburg, Magdeburg, Germany.
Universitätsklinikum Erlangen · DEOtto-von-Guericke University Magdeburg · DEMedizinische Hochschule Hannover · DEUniversity Hospital Carl Gustav Carus · DE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Acute lymphoblastic leukemia is the most common malignancy in childhood. Successful treatment requires initial high-intensity chemotherapy, followed by low-intensity oral maintenance therapy with oral 6-mercaptopurine (6MP) and methotrexate (MTX) until 2-3 years after disease onset. However, intra- and inter-individual variability in the pharmacokinetics (PK) and pharmacodynamics (PD) of 6MP and MTX make it challenging to balance the desired antileukemic effects with undesired excessive myelosuppression during maintenance therapy. A model to simulate the dynamics of different cell types, especially neutrophils, would be a valuable contribution to improving treatment protocols (6MP and MTX dosing regimens) and a further step to understanding the heterogeneity in treatment efficacy and toxicity. We applied and modified a recently developed semi-mechanistic PK/PD model to neutrophils and analyzed their behavior using a non-linear mixed-effects modeling approach and clinical data obtained from 116 patients. The PK model of 6MP influenced the accuracy of absolute neutrophil count (ANC) predictions, whereas the PD effect of MTX did not. Predictions based on ANC were more accurate than those based on white blood cell counts. Using the new cross-validated mathematical model, simulations of different treatment protocols showed a linear dose-effect relationship and reduced ANC variability for constant dosages. Advanced modeling allows the identification of optimized control criteria and the weighting of specific influencing factors for protocol design and individually adapted therapy to exploit the optimal effect of maintenance therapy on survival.

Indexed as

6-mercaptopurinechildhood acute lymphoblastic leukemiamaintenance therapymethotrexateneutropenianon-linear mixed-effects modelingpopulation pharmacokinetics/pharmacodynamics

Identifiers

PMID32256384
PMCPMC7093595
OpenAlexW2990510700

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.