Bioinformatics & AI

Week of 16 June 2026

13 articles

Geno'X Veille — genox-veille.fr

Key takeaways this week

►Genomic LLM — A fine-tuned genomic language model outperforms standard missense pathogenicity predictors by capturing nucleotide-level information (bioRxiv).
►Q40 sequencing — Q40 sequencing significantly improves rare variant detection at reduced depth, validated on certified reference materials (Genome Biology).
►LLMs vs clinical AI — General-purpose LLMs (GPT-5.2, Gemini 3.1 Pro, Claude Opus 4.6) outperform specialized clinical AI tools on standardized medical benchmarks (Nature Medicine).
►SWARM nanopore — SWARM resolves RNA modification interference on nanopore and opens the door to multi-modification diagnostic epitranscriptomics (bioRxiv).
►MAJIQ-CLIN — New RNA-seq diagnostic tool to identify pathogenic splicing variants missed by exome/genome sequencing, validated on unsolved patient cohorts (Genet Med).

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Pathogenicity prediction

A fine-tuned genomic language model captures nucleotide-level information overlooked by missense variant impact predictors.

Missense variant interpretation / pathogenicity prediction

Pathogenicity predictionNew toolPathogenicity prediction

bioRxiv 2026· JunRead

Algorithm benchmark

Benchmarking Q40 sequencing for sensitive and efficient detection of rare genomic variants.

Rare variant detection / sequencing quality

Algorithm benchmarkBenchmarkClinical pipeline

Genome Biol 2026· JunRead

Epigenomic annotation / noncoding variant interpretation

Pan-cell type continuous chromatin state annotation of all epigenomes from the International Human Epigenome Consortium.

Epigenomic annotation / noncoding variant interpretation

New toolPathogenicity prediction

Genome Biol 2026· JunRead

Clinical pipeline

MAJIQ-CLIN: A novel tool to help identify Mendelian disease-causing variants from RNA-Seq data.

Mendelian diseases / splicing variants missed by ES/GS

Clinical pipelineNew toolClinical pipeline

Genet Med 2026· JunRead

Transcriptomics pipelines / diagnostic RNA-seq

STAR Suite: Transcriptomics processing in a single binary through AI-assisted development.

Transcriptomics pipelines / diagnostic RNA-seq

New toolClinical pipeline

bioRxiv 2026· JunRead

SWARM resolves nanopore signal interference between RNA modification types and reveals splicing-shaped pseudouridylation.

Epitranscriptomic modifications / direct RNA nanopore sequencing

Long-readNew toolLong-read sequencing

bioRxiv 2026· JunRead

Language model / AI

Evaluating the role of pretraining dataset size and diversity on single-cell foundation model performance.

Single-cell foundation models / transcriptomics

Language model / AINew toolBenchmark

Nat Methods 2026· JunRead

Language model / AI

Towards robust foundation models for digital pathology.

Digital pathology / foundation model robustness

Language model / AINew toolBenchmark

Nat Commun 2026· JunRead

Combined optical genome mapping and CNV-seq identify complex Y-chromosome rearrangements and ectopy in 46,XX testicular disorder of sex development.

46,XX testicular disorder of sex development / complex Y-chromosome rearrangements

Structural variantsNew toolSV caller

Mol Cytogenet 2026· JunRead

Spatially resolved m6A profiling across tissues using m6A-ARTR-DBiT.

Spatial epitranscriptomics / m6A modification

Long-readNew toolLong-read sequencing

Nat Methods 2026· JunRead

Newborn screening / genomics

Genomics to Enhance Newborn Screening?

Newborn screening / genomics

BenchmarkClinical pipeline

Genet Med 2026· JunRead

Language model / AI

General-purpose large language models outperform specialized clinical AI tools on medical benchmarks.

Clinical AI / LLMs in medicine

Language model / AIBenchmarkLLM applied

Nat Med 2026· JunRead

Preimplantation genetic testing for monogenic disorders (PGT-M)

Systematic assessment of allele dropout in preimplantation genetic testing for monogenic disorders: Incidence, detection, and clinical testing strategies.

Preimplantation genetic testing for monogenic disorders (PGT-M)

BenchmarkClinical pipeline

Fertil Steril 2026· JunRead

References and sources

Missense variant interpretation / pathogenicity prediction. bioRxiv 2026. doi:10.64898/2026.05.06.723362. Score 9/10. https://www.biorxiv.org/content/10.64898/2026.05.06.723362v2
Rare variant detection / sequencing quality. Genome Biol 2026. PMID 42286715. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42286715/
Epigenomic annotation / noncoding variant interpretation. Genome Biol 2026. PMID 42271487. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42271487/
Transcriptomics pipelines / diagnostic RNA-seq. bioRxiv 2026. doi:10.64898/2026.03.09.710580. Score 8/10. https://www.biorxiv.org/content/10.64898/2026.03.09.710580v2
Epitranscriptomic modifications / direct RNA nanopore sequencing. bioRxiv 2026. doi:10.64898/2025.12.18.695332. Score 8/10. https://www.biorxiv.org/content/10.64898/2025.12.18.695332v4
Single-cell foundation models / transcriptomics. Nat Methods 2026. PMID 42265208. Score 8/10. https://pubmed.ncbi.nlm.nih.gov/42265208/
Digital pathology / foundation model robustness. Nat Commun 2026. PMID 42277006. Score 8/10. https://pubmed.ncbi.nlm.nih.gov/42277006/
SRY — 46,XX testicular disorder of sex development / complex Y-chromosome rearrangements. Mol Cytogenet 2026. PMID 42289734. Score 8/10. https://pubmed.ncbi.nlm.nih.gov/42289734/
Spatial epitranscriptomics / m6A modification. Nat Methods 2026. PMID 42265211. Score 7/10. https://pubmed.ncbi.nlm.nih.gov/42265211/
Newborn screening / genomics. Genet Med 2026. PMID 42261752. Score 7/10. https://pubmed.ncbi.nlm.nih.gov/42261752/
Clinical AI / LLMs in medicine. Nat Med 2026. PMID 42286322. Score 7/10. https://pubmed.ncbi.nlm.nih.gov/42286322/
Preimplantation genetic testing for monogenic disorders (PGT-M). Fertil Steril 2026. PMID 42288235. Score 7/10. https://pubmed.ncbi.nlm.nih.gov/42288235/
Mendelian diseases / splicing variants missed by ES/GS. Genet Med 2026. PMID 42267532. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42267532/