Evidence map›Paper›PMID 36471456›Full record

ArticleCPT: pharmacometrics & systems pharmacology2023

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

Alessio Paris, Pranami Bora, Silvia Parolo, Drew MacCannell, Michael Monine, Nick van der Munnik, Xiao Tong, Satish Eraly, Zdenek Berger, Danielle Graham and 4 more

Open access · goldAbstract read
In one paragraph

Article in CPT: pharmacometrics & systems pharmacology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
1.4field-weighted citation impact, top 18% 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

7 citing papers in PubMed, 9 citations in OpenAlex.

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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

14 authors at 2 institutions in 2 countries.

Alessio ParisFondazione The Microsoft Research - University of Trento Centre for Computational and Systems Biology (COSBI), Rovereto, Italy.
Pranami BoraFondazione The Microsoft Research - University of Trento Centre for Computational and Systems Biology (COSBI), Rovereto, Italy.
Silvia ParoloFondazione The Microsoft Research - University of Trento Centre for Computational and Systems Biology (COSBI), Rovereto, Italy.
Drew MacCannellBiogen, Inc., Cambridge, Massachusetts, USA.
Michael MonineBiogen, Inc., Cambridge, Massachusetts, USA.
Nick van der MunnikBiogen, Inc., Cambridge, Massachusetts, USA.
Xiao TongBiogen, Inc., Cambridge, Massachusetts, USA.ORCID 0000-0002-0405-6429
Satish EralyBiogen, Inc., Cambridge, Massachusetts, USA.
Zdenek BergerBiogen, Inc., Cambridge, Massachusetts, USA.
Danielle GrahamBiogen, Inc., Cambridge, Massachusetts, USA.
Toby FergusonBiogen, Inc., Cambridge, Massachusetts, USA.
Enrico DomeniciFondazione The Microsoft Research - University of Trento Centre for Computational and Systems Biology (COSBI), Rovereto, Italy.
Ivan NestorovBiogen, Inc., Cambridge, Massachusetts, USA.
Luca MarchettiFondazione The Microsoft Research - University of Trento Centre for Computational and Systems Biology (COSBI), Rovereto, Italy.ORCID 0000-0001-9043-7705
Biogen (United States) · USUniversity of Trento · IT

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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.

Indexed as

Muscular Atrophy, SpinalOligonucleotides, AntisenseAdolescentAdultBiomarkersChildChild, PreschoolHumansInfantInfant, NewbornIntermediate FilamentsNetwork PharmacologyOligonucleotidesYoung AdultBiomarkersnusinersenOligonucleotidesOligonucleotides, Antisense

Identifiers

PMID36471456
PMCPMC9931427
OpenAlexW4310779568

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.