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Bioinformatics & AI
Week of 10 June 2026
16 articles
Geno'X Veille — genox-veille.fr
Key takeaways this week
- ►HiFi / Paraphase — PacBio long-read sequencing finally resolves diagnosis of paralogous regions, a persistent blind spot of short-read NGS.
- ►MARRVEL-MCP — LLM agentic interface integrating 44 genomic databases: 94% correct answers on Mendelian diseases versus 41% without.
- ►G.AI — AI platform validated on 39,156 real exomes, reduces analysis from 6 h to 48 min with +1.6% diagnostic yield.
- ►Reflex RNA-seq — 42% VUS reclassified and 71% clinical management changes across 131 ES/GS cases.
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pAnno
PubMed★ Top pick
pAnno: a comprehensive, precise, and fast proteogenomic workflow for the discovery of novel coding regions.
Proteogenomic annotation
10
/10
Algorithm benchmarkNew toolClinical pipeline
Genome Biol 2026· JunRead
Clinical medical AI
PubMed★ Top pick
From raw audio to structure: an agent-based pipeline that boosts medical LLM performance.
Clinical medical AI
10
/10
LLM appliedClinical pipeline
NPJ Digit Med 2026· JunRead
Paralogous
PubMed★ Top pick
HiFi sequencing accurately identifies clinically relevant variants in paralogous genes.
Variants in paralogous genes
9
/10
Long-readLong-read sequencingClinical pipeline
Am J Hum Genet 2026· JunRead
MARRVEL-MCP
PubMed★ Top pick
MARRVEL-MCP: An agentic interface for Mendelian disease discovery via tool-augmented context engineering.
Mendelian diseases — variant interpretation
9
/10
LLM appliedClinical pipeline
Am J Hum Genet 2026· JunRead
G.AI
PubMed★ Top pick
G.AI: an AI-driven platform for phenotype standardization, variant interpretation and structured clinical reporting in rare disease genomic diagnosis.
Rare diseases — genomic diagnosis
9
/10
Clinical pipelineLLM appliedClinical pipeline
J Transl Med 2026· JunRead
Clinical pipeline
PubMed★ Top pick
Targeted reflex RNA sequencing for enhanced variant classification on exome and genome sequencing improves patient outcomes.
Splicing variants — reclassification by RNA-seq
9
/10
Clinical pipelineClinical pipelinePathogenicity prediction
NPJ Genomic Med 2026· JunRead
Clinical pipeline
PubMed★ Top pick
The genetic etiology of spontaneous abortion: insights from chromosomal microarray analysis and whole-exome sequencing.
Spontaneous abortion — genetic etiology
9
/10
Clinical pipelineClinical pipelineBenchmark
Sci Rep 2026· JunRead
DNABERT-2
PubMed★ Top pick
Benchmarking reveals the superiority of nucleic acid foundation models in predicting lncRNA coding potential.
lncRNA coding potential prediction
9
/10
Algorithm benchmarkBenchmarkPathogenicity prediction
Genome Biol 2026· JunRead
G6PD
PubMedEvidence for G6PD variant classification from multiplexed functional assays.
G6PD deficiency
8
/10
Algorithm benchmarkBenchmarkPathogenicity prediction
Genome Biol 2026· JunRead
ABCA7
PubMedGWAS on short tandem repeats identifies genetic mechanisms in Alzheimer's disease.
Alzheimer's disease
8
/10
BenchmarkSV caller
Nat Commun 2026· JunRead
SWARM
bioRxivSWARM resolves nanopore signal interference between RNA modification types and reveals splicing-shaped pseudouridylation.
Epitranscriptome — RNA modifications
8
/10
Long-readLong-read sequencingNew tool
bioRxiv 2026· JunRead
Gastric cancer — early detection
PubMedCell-free DNA methylation biomarkers for the early detection and tumor burden monitoring of gastric cancer.
Gastric cancer — early detection
7
/10
Clinical pipelineBenchmark
NPJ Precis Oncol 2026· JunRead
Long-read
PubMedLong-read sequencing bridges germline and somatic variant detection: a multi-modal approach for hereditary cancer diagnostics.
Hereditary cancer — multi-modal diagnosis
7
/10
Long-readLong-read sequencingClinical pipeline
Clin Transl Oncol 2026· JunRead
Algorithm benchmark
PubMedBenchmarking next- versus third-generation sequencing in metagenomics: performance metrics and diagnostic efficacy.
Clinical diagnostic metagenomics
7
/10
Algorithm benchmarkLong-read sequencingBenchmark
Microbiology Spectrum 2026· JunRead
SAGE-net
PubMedA scalable approach to investigating sequence-to-function predictions from personal genomes.
Sequence-to-function prediction on personal genomes
7
/10
Algorithm benchmarkNew toolBenchmark
Nat Methods 2026· JunRead
OmniGene-4
bioRxivOmniGene-4: A Unified Bio-Language MoE Model with Router-Level Interpretability.
Multimodal bio-language model
7
/10
LLM appliedNew tool
bioRxiv 2026· JunRead
References and sources
- pAnno — Proteogenomic annotation. Genome Biol 2026. PMID 42231464. Score 10/10. https://pubmed.ncbi.nlm.nih.gov/42231464/
- Clinical medical AI. NPJ Digit Med 2026. PMID 42259903. Score 10/10. https://pubmed.ncbi.nlm.nih.gov/42259903/
- Paralogue — Variants in paralogous genes. Am J Hum Genet 2026. PMID 42242190. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42242190/
- MARRVEL-MCP — Mendelian diseases — variant interpretation. Am J Hum Genet 2026. PMID 42167217. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42167217/
- G.AI — Rare diseases — genomic diagnosis. J Transl Med 2026. PMID 42251412. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42251412/
- Splicing variants — reclassification by RNA-seq. NPJ Genomic Med 2026. PMID 42248868. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42248868/
- Spontaneous abortion — genetic etiology. Sci Rep 2026. PMID 42260280. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42260280/
- DNABERT-2 — lncRNA coding potential prediction. Genome Biol 2026. PMID 42243956. Score 9/10. https://pubmed.ncbi.nlm.nih.gov/42243956/
- G6PD — G6PD deficiency. Genome Biol 2026. PMID 42237322. Score 8/10. https://pubmed.ncbi.nlm.nih.gov/42237322/
- ABCA7 — Alzheimer's disease. Nat Commun 2026. PMID 42243151. Score 8/10. https://pubmed.ncbi.nlm.nih.gov/42243151/
- SWARM — Epitranscriptome — RNA modifications. bioRxiv 2026. doi:10.64898/2025.12.18.695332. Score 8/10. https://www.biorxiv.org/content/10.64898/2025.12.18.695332v4
- Gastric cancer — early detection. NPJ Precis Oncol 2026. PMID 42230944. Score 7/10. https://pubmed.ncbi.nlm.nih.gov/42230944/
- Hereditary cancer — multi-modal diagnosis. Clin Transl Oncol 2026. PMID 42247113. Score 7/10. https://pubmed.ncbi.nlm.nih.gov/42247113/
- Clinical diagnostic metagenomics. Microbiology Spectrum 2026. PMID 42233648. Score 7/10. https://pubmed.ncbi.nlm.nih.gov/42233648/
- SAGE-net — Sequence-to-function prediction on personal genomes. Nat Methods 2026. PMID 42260311. Score 7/10. https://pubmed.ncbi.nlm.nih.gov/42260311/
- OmniGene-4 — Multimodal bio-language model. bioRxiv 2026. doi:10.64898/2026.05.12.724542. Score 7/10. https://www.biorxiv.org/content/10.64898/2026.05.12.724542v3