ArticleScientific reports2026
Fractal-fractional modeling of chronic myelogenous leukemia immune dynamics using Laguerre wavelets method.
Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This investigation proposes and analyzes a novel mathematical framework for understanding the complex tumor-immune system dynamics in Chronic Myelogenous Leukemia (CML). We adapt the established Moore and Li three-population model (naive T-cells, effector T-cells, and CML cells) by reformulating it using fractal-fractional differential operators of the Atangana–Baleanu type. This advanced approach offers a significant enhancement over standard models, as it simultaneously captures the fractal geometry of tumor structures and the non-local memory effects inherent in biological immune responses. We first establish the theoretical foundations, providing rigorous proofs for the existence, uniqueness, positivity, and boundedness of solutions, ensuring biological viability. Stability analysis of the tumor-present equilibrium is then conducted. For numerical simulation, a robust and highly accurate scheme based on the Laguerre Wavelets Method (LWM) is implemented with its efficacy demonstrated via comparison and convergence analysis. Numerical experiments visualize the system’s behavior under various fractal dimensions and fractional orders, revealing their profound impact on tumor progression. A sensitivity analysis identifies key parameters for potential therapeutic intervention. This work provides a more flexible and realistic mathematical tool for predictive oncology.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.