Evidence map›Paper›PMID 40569571›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2025

Multivariate Screening and Automated Clustering of Macrophage Immunoreactome to Nanoparticles and Photothermal Therapy.

Sonia Becharef, Léa Jabbour, Nassima Bekaddour, Giulio Avveduto, Nathalie Luciani, Gautier Laurent, Rana Bazzi, Edouard Alphandery, Stéphane Roux, Amanda K A Silva and 3 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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. Review
  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

13 authors.

Sonia BecharefUniversité Paris Cité, NABI, CNRS UMR8175, INSERM U1334, Paris, France.
Léa JabbourUniversité Paris Cité, NABI, CNRS UMR8175, INSERM U1334, Paris, France.
Nassima BekaddourUniversité Paris Cité, LCBPT CNRS, UMR8601, Team Chemistry & Biology, Modeling & Immunology for Therapy, Paris, France.
Giulio AvvedutoUniversité Paris Cité, NABI, CNRS UMR8175, INSERM U1334, Paris, France.
Nathalie LucianiUniversité Paris Cité, NABI, CNRS UMR8175, INSERM U1334, Paris, France.
Gautier LaurentUniversité de Franche-Comté, Chrono-environnement, UMR 6249 CNRS/UFC, Besançon, 25030, France.
Rana BazziUniversité de Franche-Comté, Chrono-environnement, UMR 6249 CNRS/UFC, Besançon, 25030, France.
Edouard AlphanderyNanobacterie, Paris, France.
Stéphane RouxUniversité de Franche-Comté, Chrono-environnement, UMR 6249 CNRS/UFC, Besançon, 25030, France.
Amanda K A SilvaUniversité Paris Cité, NABI, CNRS UMR8175, INSERM U1334, Paris, France.ORCID https://orcid.org/0000-0002-7713-1813
Kelly AubertinUniversité Paris Cité, NABI, CNRS UMR8175, INSERM U1334, Paris, France.
Jean-Philippe HerbeuvalUniversité Paris Cité, LCBPT CNRS, UMR8601, Team Chemistry & Biology, Modeling & Immunology for Therapy, Paris, France.
Florence GazeauUniversité Paris Cité, NABI, CNRS UMR8175, INSERM U1334, Paris, France.ORCID https://orcid.org/0000-0002-6482-3597

Funding

Agence Nationale de la Recherche ANR-22-AIBB-0002Agence Nationale de la Recherche ANR-23-CE18-0016lConseil Régional, Île-de-France DOS0154423/00Conseil Régional, Île-de-France DOS0154424/00Conseil Régional, Île-de-France DOS0154426/00Conseil Régional, Île-de-France DOS0154427/00IdEx Université Paris Cité ANR-18-IDEX-0001
6 · The paper itself

Abstract

Immunotherapy aims to control the immune system against diseases such as cancer or infections. Nanotechnology is part of the armamentarium to reprogram the immune system in a spatially and temporally controlled manner. However, predicting immune responses using high-throughput tests is challenging due to the immunoreactome's complexity and plasticity. This work presents a fast, machine learning-assisted predictive assay to classify the multifactorial immune responses to any kind of treatments. Engineered human THP-1 monocytes differentiated and polarized into M0, M1, and M2 macrophages are used to monitor nuclear factor Kappa B (NF-kB) and interferon regulatory factor (IRF) pathway activations and gene expression profile in response to metallic nanoparticles (NPs), activated or not by light to induce photothermal therapy (PTT). Principal component analysis (PCA) reveals distinct responses to nanoparticles and the reprogramming toward inflammatory macrophage triggered by PTT. Gold-iron oxide nanoflowers and magnetosomes per se favor polarization toward M2 profile, while light activation shifts this M2-like macrophages toward an M1 phenotype. These findings, confirmed on human blood derived monocytes shed light on the intricate immunomodulatory effects of nanoparticles and PTT on macrophage behavior and provide a basis for an adaptable screening method for the predictive design of therapeutic strategies for immunotherapy in cancer and other diseases.

Indexed as

MacrophagesMetal NanoparticlesPhotothermal TherapyGoldHumansImmunotherapyMonocytesGoldimmunotherapymacrophagesnanoparticlesphotothermal therapy

Identifiers

PMID40569571
PMCPMC12376647

What OpenQuestion holds

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Registered trials

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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.