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A pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen

Phosphorylated neurofilament heavy subunit (pNfH) has been recently identified as a promising biomarker of disease onset and treatment efficacy in spinal muscular atrophy (SMA). This study introduces a quantitative systems pharmacology model representing the SMA pediatric scenario in the age range o...

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Autores principales: Paris, Alessio, Bora, Pranami, Parolo, Silvia, MacCannell, Drew, Monine, Michael, van der Munnik, Nick, Tong, Xiao, Eraly, Satish, Berger, Zdenek, Graham, Danielle, Ferguson, Toby, Domenici, Enrico, Nestorov, Ivan, Marchetti, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9931427/
https://www.ncbi.nlm.nih.gov/pubmed/36471456
http://dx.doi.org/10.1002/psp4.12890
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author Paris, Alessio
Bora, Pranami
Parolo, Silvia
MacCannell, Drew
Monine, Michael
van der Munnik, Nick
Tong, Xiao
Eraly, Satish
Berger, Zdenek
Graham, Danielle
Ferguson, Toby
Domenici, Enrico
Nestorov, Ivan
Marchetti, Luca
author_facet Paris, Alessio
Bora, Pranami
Parolo, Silvia
MacCannell, Drew
Monine, Michael
van der Munnik, Nick
Tong, Xiao
Eraly, Satish
Berger, Zdenek
Graham, Danielle
Ferguson, Toby
Domenici, Enrico
Nestorov, Ivan
Marchetti, Luca
author_sort Paris, Alessio
collection PubMed
description Phosphorylated neurofilament heavy subunit (pNfH) has been recently identified as a promising biomarker of disease onset and treatment efficacy in spinal muscular atrophy (SMA). This study introduces a quantitative systems pharmacology model representing the SMA pediatric scenario in the age range of 0–20 years with and without treatment with the antisense oligonucleotide nusinersen. Physiological changes typical of the pediatric age and the contribution of SMA and its treatment to the peripheral pNfH levels were included in the model by extending the equations of a previously developed mathematical model describing the neurofilament trafficking in healthy adults. All model parameters were estimated by fitting data from clinical trials that enrolled SMA patients treated with nusinersen. The data from the control group of the study was employed to build an in silico population of untreated subjects, and the parameters related to the treatment were estimated by fitting individual pNfH time series of SMA patients followed during the treatment. The final model reproduces well the pNfH levels in the presence of SMA in both the treated and untreated conditions. The results were validated by comparing model predictions with the data obtained from an additional cohort of SMA patients. The reported good predictive model performance makes it a valuable tool for investigating pNfH as a biomarker of disease progression and treatment response in SMA and for the in silico evaluation of novel treatment protocols.
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spelling pubmed-99314272023-02-16 A pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen Paris, Alessio Bora, Pranami Parolo, Silvia MacCannell, Drew Monine, Michael van der Munnik, Nick Tong, Xiao Eraly, Satish Berger, Zdenek Graham, Danielle Ferguson, Toby Domenici, Enrico Nestorov, Ivan Marchetti, Luca CPT Pharmacometrics Syst Pharmacol Research Phosphorylated neurofilament heavy subunit (pNfH) has been recently identified as a promising biomarker of disease onset and treatment efficacy in spinal muscular atrophy (SMA). This study introduces a quantitative systems pharmacology model representing the SMA pediatric scenario in the age range of 0–20 years with and without treatment with the antisense oligonucleotide nusinersen. Physiological changes typical of the pediatric age and the contribution of SMA and its treatment to the peripheral pNfH levels were included in the model by extending the equations of a previously developed mathematical model describing the neurofilament trafficking in healthy adults. All model parameters were estimated by fitting data from clinical trials that enrolled SMA patients treated with nusinersen. The data from the control group of the study was employed to build an in silico population of untreated subjects, and the parameters related to the treatment were estimated by fitting individual pNfH time series of SMA patients followed during the treatment. The final model reproduces well the pNfH levels in the presence of SMA in both the treated and untreated conditions. The results were validated by comparing model predictions with the data obtained from an additional cohort of SMA patients. The reported good predictive model performance makes it a valuable tool for investigating pNfH as a biomarker of disease progression and treatment response in SMA and for the in silico evaluation of novel treatment protocols. John Wiley and Sons Inc. 2022-12-05 /pmc/articles/PMC9931427/ /pubmed/36471456 http://dx.doi.org/10.1002/psp4.12890 Text en © 2022 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research
Paris, Alessio
Bora, Pranami
Parolo, Silvia
MacCannell, Drew
Monine, Michael
van der Munnik, Nick
Tong, Xiao
Eraly, Satish
Berger, Zdenek
Graham, Danielle
Ferguson, Toby
Domenici, Enrico
Nestorov, Ivan
Marchetti, Luca
A pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen
title A pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen
title_full A pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen
title_fullStr A pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen
title_full_unstemmed A pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen
title_short A pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen
title_sort pediatric quantitative systems pharmacology model of neurofilament trafficking in spinal muscular atrophy treated with the antisense oligonucleotide nusinersen
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9931427/
https://www.ncbi.nlm.nih.gov/pubmed/36471456
http://dx.doi.org/10.1002/psp4.12890
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