Evidence map›Paper›PMID 40011369›Full record

ArticlePharmaceutical research2025

Leveraging Model Master Files from a Technology Company Perspective: Facilitating Quantitative Medicine in Regulatory Frameworks.

Jan De Backer, James Clarke, Hosein Sadafi, William Ganley, Jessica Spires

Abstract read
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In one paragraph

Article in Pharmaceutical research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Jan De BackerFluidda Inc., 228 East 45Th Street, 9Th Floor, Suite 9E, New York, NY, 10017, USA.
James ClarkeCertara Predictive Technologies Division, Certara UK, Sheffield, UK.
Hosein SadafiFluidda Inc., 228 East 45Th Street, 9Th Floor, Suite 9E, New York, NY, 10017, USA. hosein.sadafi@fluidda.com.ORCID http://orcid.org/0000-0003-3313-5940
William GanleyNanopharm Ltd, an Aptar Pharma Company, Grange Road, Cwmbran, NP44 3WY, UK.
Jessica SpiresSimulations Plus Inc., 42505 10th Street West, Lancaster, CA, 93534, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Model Master Files (MMFs) offer a much needed approach to integrating computational modelling into drug development and regulatory frameworks, supporting the growth of quantitative medicine. By acting as confidential repositories for validated models, MMFs enable streamlined submissions, model reuse, and context-specific reviews while safeguarding intellectual property. For technology companies (such as software providers), MMFs provide a structured pathway to engage with the FDA, align innovations with regulatory standards, and expand the use of models across diverse applications. A challenge with the current framework is the need to provide the same validation and verification information to multiple drug companies each time the submit an application. With an MMF in place, drug companies can refer to this same document which the technology provider can add to over time. However, challenges persist, including limited direct interaction with the FDA outside (A)NDA submissions and the need for consistent model validation and version management. Addressing these issues through enhanced collaboration and clear guidelines will maximize the potential of MMFs, fostering broader adoption of modelling and simulation in drug development and advancing personalized medicine.

Indexed as

Drug DevelopmentDrug IndustryComputer SimulationDrug ApprovalHumansPrecision MedicineSoftwareUnited StatesUnited States Food and Drug Administrationbioequivalencecomputational modelingdrugmaster filesmodel master filesimulation

Identifiers

What OpenQuestion holds

Textmetadata
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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.