Evidence map›Paper›PMID 41643665›Full record

ArticleAmerican journal of human genetics2026

Variant interpretation training for the genomics era: Learning outcomes to inform professional competencies and education.

Amy Nisselle, Douglas Liddicoat, Corrina Cliffe, Lyndon Gallacher, Melissa Martyn, Jan Hodgson, Naomi L Baker, Victoria Beshay, Miriam Fanjul-Fernandez, Andrew P Fellowes and 8 more

Abstract read
In one paragraph

Article in American journal of human genetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

18 authors.

Amy NisselleMelbourne Genomics Health Alliance, Parkville, VIC 3052, Australia; Murdoch Children's Research Institute, Parkville, VIC 3052, Australia; Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia. Electronic address: amy.nisselle@mcri.edu.au.
Douglas LiddicoatMelbourne Genomics Health Alliance, Parkville, VIC 3052, Australia; Murdoch Children's Research Institute, Parkville, VIC 3052, Australia.
Corrina CliffeAustralasian Society of Diagnostic Genomics, Human Genetics Society of Australasia, Alexandria, NSW 2015, Australia; Douglass Hanly Moir Pathology, Macquarie Park, NSW 2113, Australia.
Lyndon GallacherDepartment of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia; Victorian Clinical Genetics Services, Parkville, VIC 3052, Australia.
Melissa MartynMelbourne Genomics Health Alliance, Parkville, VIC 3052, Australia; Murdoch Children's Research Institute, Parkville, VIC 3052, Australia; Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia.
Jan HodgsonDepartment of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia.
Naomi L BakerVictorian Clinical Genetics Services, Parkville, VIC 3052, Australia.
Victoria BeshayPeter MacCallum Cancer Centre, Parkville, VIC 3052, Australia.
Miriam Fanjul-FernandezVictorian Clinical Genetics Services, Parkville, VIC 3052, Australia.
Andrew P FellowesPeter MacCallum Cancer Centre, Parkville, VIC 3052, Australia.
Sebastian LunkeDepartment of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia; Victorian Clinical Genetics Services, Parkville, VIC 3052, Australia.
Dean G PhelanVictorian Clinical Genetics Services, Parkville, VIC 3052, Australia.
Ain RoesleyVictorian Clinical Genetics Services, Parkville, VIC 3052, Australia.
Zornitza StarkMurdoch Children's Research Institute, Parkville, VIC 3052, Australia; Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia; Victorian Clinical Genetics Services, Parkville, VIC 3052, Australia.
Tiong Yang TanMurdoch Children's Research Institute, Parkville, VIC 3052, Australia; Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia; Victorian Clinical Genetics Services, Parkville, VIC 3052, Australia.
Bryony ThompsonDepartment of Pathology, The Royal Melbourne Hospital, Parkville, VIC 3052, Australia.
Clara L GaffMelbourne Genomics Health Alliance, Parkville, VIC 3052, Australia; Murdoch Children's Research Institute, Parkville, VIC 3052, Australia; Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia; Walter and Eliza Hall Institute, Parkville, VIC 3052, Australia.
Natalie ThorneMelbourne Genomics Health Alliance, Parkville, VIC 3052, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Genomic medicine is increasingly being integrated into healthcare systems worldwide, requiring a skilled genomic workforce. Variant interpretation (VI) is crucial to genomic testing, yet there are no agreed professional competencies in VI, career pathways are ill-defined for some professions, and there is limited literature on educational needs and programs. We referenced education theory and curricula from nascent local VI training activities to co-develop learning outcomes in VI with content experts that informed scalable continuing education activities, evaluated using longitudinal cross-sectional surveys. We defined 16 learning outcomes in VI covering fundamental genetics and bioinformatics theory and the stages of variant identification, curation, and classification. The education program included options for self-directed online learning or blended learning (online pre-reading plus workshops). Program reach was 951 individuals (49.2% scientists and 27.8% clinicians). At completion, the majority reported increased understanding of learning outcomes (96.1%, 171/178) and increased confidence in the processes of VI (93.3%, 166/178). The majority (91.7%, 231/252) indicated that the learnings would impact their professional role. Our education program was effective at developing entry-level proficiency in VI across different professions. The learning outcomes can inform multiple aspects of VI education and training programs, including defining the desired level of mastery and program content and aligning evaluation measures. They also provide a basis for an educational framework to inform competencies in VI across multiple professions and for career benchmarking more broadly.

Indexed as

GenomicsProfessional CompetenceCross-Sectional StudiesCurriculumHumansLearningcompetencieseducationevaluationgenomic medicineimplementationlearning outcomesmedical scientistvariant curatorvariant interpretationworkforce

Identifiers

PMID41643665
PMCPMC13087418

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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 OpenQuestion graph.