Evidence map›Paper›PMID 42677489›Full record

ArticleClinical pharmacology and therapeutics2026

Dispensing of actionable pharmacogenetic drugs among adults receiving cardiovascular disease medications in the Northern Netherlands: A serial cross-sectional study.

Zhuolin Zhang, Guiling Zhou, Jens H J Bos, Eelko Hak, Talitha Feenstra, Frank Klont

Abstract read
In one paragraph

Article in Clinical pharmacology and therapeutics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Zhuolin ZhangUnit of Pharmaco-Therapy, -Epidemiology, and -Economics, Groningen Research Institute of Pharmacy, Faculty of Science and Engineering, University of Groningen, Groningen, The Netherlands.ORCID https://orcid.org/0009-0009-4978-2203
Guiling ZhouUnit of Pharmaco-Therapy, -Epidemiology, and -Economics, Groningen Research Institute of Pharmacy, Faculty of Science and Engineering, University of Groningen, Groningen, The Netherlands.ORCID https://orcid.org/0000-0003-1872-0084
Jens H J BosUnit of Pharmaco-Therapy, -Epidemiology, and -Economics, Groningen Research Institute of Pharmacy, Faculty of Science and Engineering, University of Groningen, Groningen, The Netherlands.ORCID https://orcid.org/0000-0001-9209-7564
Eelko HakUnit of Pharmaco-Therapy, -Epidemiology, and -Economics, Groningen Research Institute of Pharmacy, Faculty of Science and Engineering, University of Groningen, Groningen, The Netherlands.ORCID https://orcid.org/0000-0003-0849-7210
Talitha FeenstraUnit of Pharmaco-Therapy, -Epidemiology, and -Economics, Groningen Research Institute of Pharmacy, Faculty of Science and Engineering, University of Groningen, Groningen, The Netherlands.ORCID https://orcid.org/0000-0002-5788-0454
Frank KlontUnit of Pharmaco-Therapy, -Epidemiology, and -Economics, Groningen Research Institute of Pharmacy, Faculty of Science and Engineering, University of Groningen, Groningen, The Netherlands.ORCID https://orcid.org/0000-0003-3503-1694

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The extent of pharmacogenetic (PGx) drug dispensing among Dutch adults receiving medications for cardiovascular disease (CVD) is unknown. Using the University of Groningen IADB.nl pharmacy database, we performed a serial cross-sectional study (2019-2023) to estimate the annual prevalence of PGx drug dispensing and annual rates of initiation. We also identified the most dispensed PGx drug classes, most frequently associated genes, and the proportion of individuals with potential opportunities for reuse of PGx testing results. Adults on CVD medication treatment were defined as those with ≥2 prescriptions for the same CVD medication (ATC classes B01, C01, C03, C07-C10) within 180 days in a calendar year. PGx drugs were defined as drugs with actionable drug-gene interactions according to international CPIC or national DPWG guidelines. The annual cohort size ranged from 47,602 in 2019 to 41,846 in 2023 (mean age ~70 years; ~48% male). The prevalence of ≥1 PGx drug dispensing (~90%) and multiple (≥2) PGx drug dispensing (~68%) remained stable across 5 years, both increasing significantly with age. CVD-related PGx drugs were most common (75%), followed by proton pump inhibitors (55%). In 2023, CYP2C19, CYP2D6, and SLCO1B1-associated drugs had most users (60%, 53%, and 51%). Among those receiving drugs associated with CYP2C19, CYP2D6, and SLCO1B1, 24%, 23%, and 4% would have opportunities for reuse of testing results with single-gene testing, and 66%, 65%, and 83% with panel testing. In conclusion, PGx drug dispensing was highly prevalent among people receiving CVD medications, warranting further research into the (cost-)effectiveness of PGx testing.

Identifiers

PMID42677489
PMCPMC13531312

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