Evidence mapPaperPMID 39856532Full record

ArticleCPT: pharmacometrics & systems pharmacology2025

Pharmacokinetics-Based Design of Subcutaneous Controlled Release Systems for Biologics.

Abigail K Grosskopf, Antonio A Ginart, Phillip Spinosa, Vittal Shivva

Abstract read
In one paragraph

Article in CPT: pharmacometrics & systems pharmacology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

4 authors.

Abigail K GrosskopfDepartment of Translational Pharmacokinetics and Pharmacodynamics, Genentech Inc., South San Francisco, California, USA.ORCID https://orcid.org/0000-0002-0471-1825
Antonio A GinartDepartment of Electrical Engineering, Stanford University, Stanford, California, USA.
Phillip SpinosaDepartment of Translational Pharmacokinetics and Pharmacodynamics, Genentech Inc., South San Francisco, California, USA.ORCID https://orcid.org/0000-0002-9353-9085
Vittal ShivvaDepartment of Translational Pharmacokinetics and Pharmacodynamics, Genentech Inc., South San Francisco, California, USA.ORCID https://orcid.org/0000-0003-4527-5916

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Protein therapeutics have emerged as an exceedingly promising treatment modality in recent times but are predominantly given as intravenous administration. Transitioning to subcutaneous (SC) administration of these therapies could significantly enhance patient convenience by enabling at-home administration, thereby potentially reducing the overall cost of treatment. Approaches that enable sustained delivery of subcutaneously administered biologics offer further advantages in terms of less frequent dosing and better patient compliance. Controlled release technologies, such as hydrogels and subcutaneous implantable technologies, present exciting solutions by enabling the gradual release of biologics from the delivery system. Despite their substantial potential, significant hurdles remain in appropriately applying and integrating these technologies with the ongoing development of complex biologic-based therapies. We evaluate the potential impact of subcutaneously delivered controlled release systems on the downstream pharmacokinetics (PK) of several FDA-approved biologics by employing rigorous mathematical analysis and predictive PK simulations. By leveraging linear time-invariant (LTI) systems theory, we provide a robust framework for understanding and optimizing the release dynamics of these technologies. We demonstrate simple quantitative metrics and approaches that can inform the design and implementation of controlled release technologies. The findings highlight key opportunity areas to reduce dosing frequency, stabilize concentration profiles, and synergize the codelivery of biologics, calling for collaboration between drug delivery and PK scientists to create the most convenient, optimized, and effective precision therapies.

Indexed as

Biological ProductsDelayed-Action PreparationsDrug Delivery SystemsHumansHydrogelsInjections, SubcutaneousModels, BiologicalBiological ProductsDelayed-Action PreparationsHydrogelsbiologicscontrolled releasedrug deliverydrug developmentlinear time invariant systemspharmacokinetic modeling

Identifiers

PMID39856532
PMCPMC12001277

What Socratic 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 Socratic graph.