Evidence map›Paper›PMID 39629963›Full record

ArticleEuropean journal of pain (London, England)2025

A genome-wide association study of European advanced cancer patients treated with opioids identifies regulatory variants on chromosome 20 associated with pain intensity.

Francesca Minnai, Morena Shkodra, Sara Noci, Martina Esposito, Cinzia Brunelli, Alessandra Pigni, Ernesto Zecca, Frank Skorpen, Pål Klepstad, Stein Kaasa and 5 more

Abstract read
In one paragraph

Article in European journal of pain (London, England), 2025. 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. Cancer pain.Nature reviews. Disease primers · 2026
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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

15 authors.

Francesca MinnaiInstitute for Biomedical Technologies, National Research Council, Segrate, Italy.ORCID https://orcid.org/0000-0003-3646-3800
Morena ShkodraFondazione IRCCS Istituto Nazionale Dei Tumori, Palliative Care, Pain Therapy and Rehabilitation Unit, Milan, Italy.ORCID https://orcid.org/0000-0001-6543-7738
Sara NociFondazione IRCCS Istituto Nazionale Dei Tumori, Genetic Epidemiology and Pharmacogenomics Unit, Milan, Italy.ORCID https://orcid.org/0000-0002-6227-3907
Martina EspositoInstitute for Biomedical Technologies, National Research Council, Segrate, Italy.ORCID https://orcid.org/0009-0007-4118-3893
Cinzia BrunelliFondazione IRCCS Istituto Nazionale Dei Tumori, Palliative Care, Pain Therapy and Rehabilitation Unit, Milan, Italy.ORCID https://orcid.org/0000-0003-3905-1289
Alessandra PigniFondazione IRCCS Istituto Nazionale Dei Tumori, Palliative Care, Pain Therapy and Rehabilitation Unit, Milan, Italy.ORCID https://orcid.org/0000-0003-1869-965X
Ernesto ZeccaFondazione IRCCS Istituto Nazionale Dei Tumori, Palliative Care, Pain Therapy and Rehabilitation Unit, Milan, Italy.ORCID https://orcid.org/0000-0003-1689-0370
Frank SkorpenDepartment of Circulation and Medical Imaging, Norwegian University of Science and Technology, Trondheim, Norway.ORCID https://orcid.org/0000-0001-7093-8000
Pål KlepstadDepartment of Circulation and Medical Imaging, Norwegian University of Science and Technology, Trondheim, Norway.ORCID https://orcid.org/0000-0003-2804-8447
Stein KaasaUniversity of Oslo, Oslo, Norway.ORCID https://orcid.org/0000-0002-3268-8036
Oscar CorliIstituto di Ricerche Farmacologiche Mario Negri-IRCCS, Milan, Italy.ORCID https://orcid.org/0000-0002-5282-8657
Maria C PallottiIRCCS Istituto Romagnolo per Lo Studio Dei Tumori "Dino Amadori"-IRST, Meldola, Italy.ORCID https://orcid.org/0000-0002-6629-262X
Marco C MaltoniMedical Oncology Unit, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy.ORCID https://orcid.org/0000-0002-4604-9825
Augusto T CaraceniFondazione IRCCS Istituto Nazionale Dei Tumori, Palliative Care, Pain Therapy and Rehabilitation Unit, Milan, Italy.ORCID https://orcid.org/0000-0002-0375-6204
Francesca ColomboInstitute for Biomedical Technologies, National Research Council, Segrate, Italy.ORCID https://orcid.org/0000-0003-2015-4317

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundOpioids in step III of the WHO analgesic ladder are the standard of care for treating cancer pain. However, a significant minority of patients do not benefit from therapy. Genetics might play a role in predisposing patients to a good or poor response to opioids. Here, we investigated this issue by conducting a genome-wide association study (GWAS).

methodsWe genotyped 2057 European advanced cancer patients treated with morphine, buprenorphine, fentanyl and oxycodone. We carried out a whole-genome regression model (using REGENIE software) between genotypes and the opioid response phenotype, defined as a numerical score measuring patient pain intensity.

resultsThe GWAS identified five non-coding variants on chromosome 20 with a p-value <5.0 × 10

conclusionsOur results support the role of genetics in the opioid response in advanced cancer patients. Further functional analyses are needed to understand the biological mechanism underlying the observed association and lead to the development of individualized pain treatment plans, ultimately improving the quality of life for cancer patients. SIGNIFICANCE STATEMENT: This genome-wide association study on European advanced cancer patients treated with opioids identifies novel regulatory variants on chromosome 20 (near PCMTD2 and OPRL1 genes) associated with pain intensity. These findings enhance our understanding of the genetic basis of opioid response, suggesting new potential markers for opioid efficacy. The study is a significant advancement in pharmacogenomics, providing a robust dataset and new insights into the genetic factors influencing pain intensity, which could lead to personalized cancer pain management.

Indexed as

Analgesics, OpioidCancer PainGenome-Wide Association StudyAdultAgedEuropeFemaleGenotypeHumansMaleMiddle AgedNeoplasmsNociceptin ReceptorPain MeasurementPolymorphism, Single NucleotideQuantitative Trait LociAnalgesics, OpioidNociceptin ReceptorOPRL1 protein, humanReceptors, Opioid

Identifiers

PMID39629963
PMCPMC11616469

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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.