Cargando…
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...
Autores principales: | , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1784889248285982720 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9931427 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT parisalessio apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT borapranami apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT parolosilvia apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT maccannelldrew apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT moninemichael apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT vandermunniknick apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT tongxiao apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT eralysatish apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT bergerzdenek apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT grahamdanielle apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT fergusontoby apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT domenicienrico apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT nestorovivan apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT marchettiluca apediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT parisalessio pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT borapranami pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT parolosilvia pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT maccannelldrew pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT moninemichael pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT vandermunniknick pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT tongxiao pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT eralysatish pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT bergerzdenek pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT grahamdanielle pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT fergusontoby pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT domenicienrico pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT nestorovivan pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen AT marchettiluca pediatricquantitativesystemspharmacologymodelofneurofilamenttraffickinginspinalmuscularatrophytreatedwiththeantisenseoligonucleotidenusinersen |