Evidence map›Paper›PMID 42611895›Full record

ArticlePLoS computational biology2026

The SATvac model of CD8+ T cell expansion and contraction phases considering memory and effector cell differentiation.

Seyedeh Fatemeh Seyyedizadeh, David A Christian, Thomas A Adams

Abstract read
In one paragraph

Article in PLoS computational biology, 2026. 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

3 authors.

Seyedeh Fatemeh SeyyedizadehMcMaster University, Department of Chemical Engineering, Hamilton, Ontario, Canada.ORCID 0009-0008-9938-8370
David A ChristianUniversity of Pennsylvania, Department of Pathobiology, Philadelphia, Pennsylvania, United States of America.
Thomas A AdamsMcMaster University, Department of Chemical Engineering, Hamilton, Ontario, Canada.ORCID 0000-0002-9871-9851

Funding

Mechanisms of combined CD40/TLR adjuvant-elicited cellular immunityU01AI160664 · NIAID · UNIVERSITY OF COLORADO DENVER · PI ADAMS, THOMAS A, HUNTER, CHRISTOPHER A · 2021 to 2025
$3.1M
Targeting signal 1 and 2 to promote adjuvant activityR01AI160664 · NIAID · UNIVERSITY OF PENNSYLVANIA · PI CHRISTOPHER A HUNTER, Ross M Kedl · 2026 to 2026
$804k
NIAID NIH HHS R01 AI160664NIAID NIH HHS U01 AI160664
6 · The paper itself

Abstract

Primary immune responses induce CD8+ T cell responses characterized by activation via antigen presenting cells, expansion, differentiation into effector and memory phenotypes, and contraction resulting in long-term memory populations. In this study a mathematical stochastic agent-based model is developed to simulate all phases of the CD8+ T cell response following vaccination. Importantly, the model successfully captures the stochastic nature of T cell dynamics throughout the response. It predicts T cell population with high accuracy while addressing mouse-to-mouse variability, highlighting its robust predictive power. This predictive model aims to improve T cell vaccination strategies by both informing the biology of the T cell response and streamlining vaccine development.

Indexed as

CD8-Positive T-LymphocytesCell DifferentiationImmunologic MemoryModels, ImmunologicalAnimalsComputational BiologyComputer SimulationHumansLymphocyte ActivationMiceStochastic Processes

Identifiers

PMID42611895
PMCPMC13506100

What OpenQuestion holds

Textmetadata
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.