Evidence map›Paper›PMID 39365028›Full record

ArticleClinical pharmacology and therapeutics2025

Value of Pharmacogenetic Testing Assessed with Real-World Drug Utilization and Genotype Data.

Kaisa Litonius, Noora Kulla, Petra Falkenbach, Kati Kristiansson, E Katriina Tarkiainen, Liisa Ukkola-Vuoti, Kristiina Cajanus, Mari Korhonen, Sofia Khan, Johanna Sistonen and 8 more

Abstract read
In one paragraph

Article in Clinical pharmacology and therapeutics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Trial
  2. Review
  3. Article
  4. Article
  5. Pharmacogenetic analyses in people with dementia in Northeast Germany.Alzheimer's & dementia (Amsterdam, Netherlands)
    Article
  6. Review
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

18 authors.

Kaisa LitoniusDepartment of Clinical Pharmacology, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-7112-8357
Noora KullaIntegrative Physiology and Pharmacology, Institute of Biomedicine, University of Turku, Turku, Finland.ORCID 0009-0006-6336-2756
Petra FalkenbachFinnish Coordinating Center for Health Technology Assessment, Oulu University Hospital, University of Oulu, Oulu, Finland.ORCID 0000-0003-3541-5313
Kati KristianssonFinnish Institute for Health and Welfare, Helsinki, Finland.ORCID 0000-0003-4688-107X
E Katriina TarkiainenDepartment of Clinical Pharmacology, University of Helsinki, Helsinki, Finland.ORCID 0009-0001-9543-2388
Liisa Ukkola-VuotiFinnish Institute for Health and Welfare, Helsinki, Finland.ORCID 0000-0002-0770-361X
Kristiina CajanusIntegrative Physiology and Pharmacology, Institute of Biomedicine, University of Turku, Turku, Finland.ORCID 0000-0001-9621-633X
Mari KorhonenGenome Unit, HUS Diagnostic Center, Helsinki University Hospital, Helsinki, Finland.
Sofia KhanGenome Unit, HUS Diagnostic Center, Helsinki University Hospital, Helsinki, Finland.
Johanna SistonenGenome Unit, HUS Diagnostic Center, Helsinki University Hospital, Helsinki, Finland.ORCID 0009-0005-5541-2314
Arto OrpanaGenome Unit, HUS Diagnostic Center, Helsinki University Hospital, Helsinki, Finland.
Mats LindstedtCSC-IT Center for Science Ltd., Espoo, Finland.
Tommi NyrönenCSC-IT Center for Science Ltd., Espoo, Finland.ORCID 0000-0002-5569-5183
Markus PerolaFinnish Institute for Health and Welfare, Helsinki, Finland.ORCID 0000-0003-4842-1667
Miia TurpeinenFinnish Coordinating Center for Health Technology Assessment, Oulu University Hospital, University of Oulu, Oulu, Finland.ORCID 0000-0002-1420-4632
Ville KytöHeart Center, Turku University Hospital, University of Turku, Turku, Finland.ORCID 0000-0002-4521-1093
Aleksi TornioIntegrative Physiology and Pharmacology, Institute of Biomedicine, University of Turku, Turku, Finland.ORCID 0000-0001-5713-5692
Mikko NiemiDepartment of Clinical Pharmacology, University of Helsinki, Helsinki, Finland.ORCID 0000-0003-4550-2189

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Implementation of pharmacogenetic testing in clinical care has been slow and with few exceptions is hindered by the lack of real-world evidence on how to best target testing. In this retrospective register-based study, we analyzed a nationwide cohort of 1,425,000 patients discharged from internal medicine or surgical wards and a cohort of 2,178 university hospital patients for purchases and prescriptions of pharmacogenetically actionable drugs. Pharmacogenetic variants were obtained from whole genome genotype data for a subset (n = 930) of the university hospital patients. We investigated factors associated with receiving pharmacogenetically actionable drugs and developed a literature-based cost-benefit model for pre-emptive pharmacogenetic panel testing. In a 2-year follow-up, 60.4% of the patients in the nationwide cohort purchased at least one pharmacogenetically actionable drug, most commonly ibuprofen (25.0%) and codeine (19.4%). Of the genotyped subset, 98.8% carried at least one actionable pharmacogenetic genotype and 23.3% had at least one actionable gene-drug pair. Patients suffering from musculoskeletal or cardiovascular diseases were more prone to receive pharmacogenetically actionable drugs during inpatient episode. The cost-benefit model included frequently dispensed drugs in the university hospital cohort, comprising ondansetron (19.4%), simvastatin (7.4%), clopidogrel (5.0%), warfarin (5.1%), (es)citalopram (5.3%), and azathioprine (0.5%). For untargeted pre-emptive pharmacogenetic testing of all university hospital patients, the model indicated saving €17.49 in direct healthcare system costs per patient in 2 years without accounting for the cost of the test itself. Therefore, it might be reasonable to target pre-emptive pharmacogenetic testing to patient groups most likely to receive pharmacogenetically actionable drugs.

Indexed as

Cost-Benefit AnalysisGenotypePharmacogenomic TestingAdultAgedCohort StudiesDrug UtilizationFemaleHospitals, UniversityHumansMaleMiddle AgedPharmacogeneticsPharmacogenomic VariantsRegistriesRetrospective Studies

Identifiers

PMID39365028
PMCPMC11652815

What Socratic holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

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 Socratic graph.