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pmid:41570118

Application of qualifying variants for genomic analysis.

Dylan Lawless · Ali Saadat · Mariam Ait Oumelloul · Simon Boutry · Veronika Stadler · Sabine Österle · Jan Armida · David Haerry · D Sean Froese · Luregn J Schlapbach · Jacques Fellay

Bioinformatics (Oxford, England) · 2026 doi:10.1093/bioinformatics/btaf676

Paper

complete

Experiment

partial

Data

partial

Analysis

complete

Execution

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Application of qualifying variants for genomic analysis.
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pmid
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Dylan Lawless
[1]
Ali Saadat
[2]
Mariam Ait Oumelloul
[3]
Simon Boutry
[4]
Veronika Stadler
[5]
Sabine Österle
[6]
Jan Armida
[7]
David Haerry
[8]
D Sean Froese
[9]
Luregn J Schlapbach
[10]
Jacques Fellay
journal
Bioinformatics (Oxford, England)
year
2026
abstract
MOTIVATION: Qualifying variants (QVs) are genomic alterations selected by defined criteria within analysis pipelines. Although crucial for both research and clinical diagnostics, QVs are often seen as simple filters rather than dynamic elements that influence the entire workflow. In practice these rules are embedded within pipelines, which hinders transparency, audit, and reuse across tools. A unified, portable specification for QV criteria is needed. RESULTS: Our aim is to embed the concept of a "QV" into the genomic analysis vernacular, moving beyond its treatment as a single filtering step. By decoupling QV criteria from pipeline variables and code, the framework enables clearer discussion, application, and reuse. It provides a flexible reference model for integrating QVs into analysis pipelines, improving reproducibility, interpretability, and interdisciplinary communication. Validation across diverse applications confirmed that QV based workflows match conventional methods while offering greater clarity and scalability. AVAILABILITY: The source code and data are accessible at the Zenodo repository https://doi.org/10.5281/zenodo.17414191. Manuscript files are available at https://github.com/DylanLawless/qvApp2025lawless. The QV framework is available under the MIT licence, and the dataset will be maintained for at least two years following publication.
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The source code and data are accessible at the Zenodo repository https://doi.org/10.5281/zenodo.17414191. Manuscript files are available at https://github.com/DylanLawless/qvApp2025lawless. The QV framework is available under the MIT licence.
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As shown in Fig. 1, available as supplementary data at Bioinformatics online, the outputs from both methods were identical, demonstrating a 100% match.
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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:41570118", "data:geo:PRJNA200694"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PRJNA200694"]}, "gaps": ["data:accession_absent"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:10:53Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 7116, "completion_tokens": 2941, "cached_tokens": 128}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:41570118", "type": "paper", "label": "pmid:41570118"}, {"id": "source:pmid:41570118", "type": "manuscript", "label": "PMID 41570118 full text"}, {"id": "data:geo:PRJNA200694", "type": "dataset", "label": "GEO PRJNA200694"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41570118", "type": "paper", "label": "pmid:41570118"}, {"id": "source:pmid:41570118", "type": "manuscript", "label": "PMID 41570118 full text"}, {"id": "data:geo:PRJNA200694", "type": "dataset", "label": "GEO PRJNA200694"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41570118", "type": "extraction", "used": ["source:pmid:41570118"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PRJNA200694", "type": "accession_resolution", "used": ["data:geo:PRJNA200694"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:41570118", "parent_hash": "sha256:ee3a525516af9d77898ff57984ac1af5b271a6118f52bebb3e49af436a50ce91", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:PRJNA200694 licence not read", "asset:data:geo:PRJNA200694 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_unresolved"], "assays": [{"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["PPI"], "order_basis": "analysis_only", "id": "assay:1"}]}