Evidence map›Paper›PMID 42111112›Full record

ArticleNature health2026

Mapping pesticide mixtures to cancer risk at the country scale with spatial exposomics.

Jorge Honles, Juan Pablo Cerapio, Claudia Monge, Agnès Marchio, Eloy Ruiz, Ramiro Fernández, Sandro Casavilca-Zambrano, Juan Contreras-Mancilla, Tatiana Vidaurre, Thomas Condom and 6 more

Abstract read
In one paragraph

Article in Nature health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Disparities in Rural-Urban Cancer Care Outcomes among Pediatric, Adolescent, and Young Adult Populations: A Comprehensive Narrative Review.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2026
    Review
  3. Article
  4. Article
  5. 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

16 authors.

Jorge HonlesUnité Pharmacochimie et Biologie pour le Développement (UMR 152 PHARMA-DEV), IRD, Université de Toulouse, Toulouse, France.ORCID 0000-0003-3015-5321
Juan Pablo CerapioInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0002-3032-3180
Claudia MongeInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0002-1215-5857
Agnès MarchioInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0001-6541-5395
Eloy RuizInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0001-5561-0752
Ramiro FernándezInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0002-2450-5447
Sandro Casavilca-ZambranoInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0001-8406-739X
Juan Contreras-MancillaInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0003-0447-0926
Tatiana VidaurreInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0003-1995-4560
Thomas CondomInstitut des Géosciences de l'Environnement (UMR 5001 IGE), CNRS, INRAE, IRD, Université Grenoble Alpes, Grenoble, France.ORCID 0000-0002-4408-8580
Swann ZeratheInstitut des Sciences de la Terre (UMR 5275 ISTerre), CNRS, IRD, Université Grenoble Alpes, Grenoble, France.ORCID 0000-0002-4020-5823
Olivier DanglesCentre d'Écologie Fonctionnelle et Évolutive (UMR 5175 CEFE), CNRS, EPHE, IRD, Université de Montpellier, Montpellier, France.ORCID 0000-0002-1987-8433
Éric DeharoInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0002-5664-9517
Javier Herrera-ZuñigaInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0002-0588-9924
Pascal PineauInternational Joint Laboratory for Molecular Anthropology of Cancer and Oncogenic Viruses (LOAM), IRD, Instituto Nacional de Enfermedades Neoplásicas, Lima, Peru.ORCID 0000-0002-9407-1592
Stéphane BertaniUnité Pharmacochimie et Biologie pour le Développement (UMR 152 PHARMA-DEV), IRD, Université de Toulouse, Toulouse, France.ORCID 0000-0002-0398-9745

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite decades of concern over the carcinogenic potential of agricultural pesticides, toxicological studies relying on single endpoints have yet to establish a definitive link between environmental pesticide exposure and cancer in real-world contexts. Here we use an integrative spatial Bayesian framework that merges high-resolution environmental pesticide risk modelling with comprehensive cancer registry data to map pesticide-linked cancer clusters in Peru with unprecedented precision. Our process-based model, encompassing 31 key pesticide active ingredients, together with an innovative stratification of cancer cases by developmental lineage, reveals a robust spatial association between environmental pesticide exposure risk and cancer incidence. In pesticide-associated cancer hotspots, exposomic profiling of liver tissue-a primary target of chemical carcinogens-uncovers a distinct transcriptomic signature of pesticide exposure, implicating a non-genotoxic mode of action that disrupts core regulatory circuitries sustaining cell identity. Collectively, these findings strongly support a mechanistic link between pesticide exposure and cancer, challenging assumptions of human non-carcinogenicity derived from reductionist experimental models. This study redefines the exposome as a lineage-conditioned, mechanistically tractable framework and shows how complex pesticide mixtures can contribute to carcinogenic trajectories, with profound and far-reaching implications for global health policy and socio-ecological equity.

Indexed as

Cancer epidemiologyEpidemiologyHepatocellular carcinomaRisk factors

Identifiers

PMID42111112
PMCPMC13156043

What OpenQuestion holds

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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.