Cited by 2Genomics and Phylogenetic StudiesChromosomal and Genetic VariationsGenetic Mapping and Diversity in Plants and Animals

High-quality mouse reference genomes reveal the structural complexity of the murine protein-coding landscape

Open access
Helmy, Mohab, Li, Jin U., Yan, Xinyu F., Meade, Rachel K., Anderson, Elizabeth, Chen, Patrick B., Czechanski, Anne M., Di Domenico, Tomás +25 more·2026·Cell Genomics

Abstract

We present a collection of 17 high-quality long-read inbred mouse strain genomes with complete annotation (contig N50s of 0.8-33.9 Mbp). This collection includes 12 widely used classical laboratory strains and 5 wild-derived strains. We have resolved previously incomplete genomic regions, including the major histocompatibility complex (MHC), defensin cluster, T cell receptor, and Ly49 complexes. Hundreds of non-reference genes from previous publications not found in GRCm39, such as Defa1, Raet1a, and Klra20 (Ly49T), were localized in the new reference genomes. We conducted a genome-wide scan of variable number tandem repeats (VNTRs) within the coding regions, identifying over 400 genes with VNTR polymorphisms with up to 600 repeat copies and repeat units reaching 990 nucleotides. Our strain-specific annotations enhance RNA sequencing (RNA-seq) analyses, as demonstrated in PWK/PhJ, where we observed a 5.1% improvement in read mapping and expression-level differences in 2.1% of coding genes compared to using GRCm39.

AI snapshot

Written from the paper’s full text.

TL;DR

The paper presents 17 high-quality long-read inbred mouse strain genomes with complete annotation, resolving complex immune loci and hundreds of non-reference genes absent from GRCm39. It uses the pangenome to characterize structural diversity, coding VNTRs, and improved RNA-seq quantification with strain-specific references.

Key findings

  • The collection includes 12 classical laboratory strains and 5 wild-derived strains, with contig N50s of 0.82–33.9 Mbp, scaffold N50s of 11–116 Mbp, QV scores of Q40–Q52.18, and BUSCO completeness of 99.10%–99.60%; it resolved MHC, defensin, T cell receptor, and Ly49 complexes and localized non-reference genes such as Defa1, Raet1a, and Klra20 (Ly49T).
  • Pangenome non-reference regions ranged from 50 bp to 207.2 Kbp and were enriched at 6–7 Kbp, reflecting full-length LINEs; top 5% divergent loci contained 101–3,288 protein-coding genes in C57BL/6NJ and SPRET/EiJ, and 419–614 among classical strains, with enrichment for defense and immunity protein classes.
  • A genome-wide coding VNTR scan identified 428 genes (around 3% of protein-coding genes), with repeat units up to 984–990 bp in Eppk1 and up to ∼680 copies in Muc17 in JF1/MsJ; the AI-based detection tool had precision 93.7% and recall 83.3%.
  • Using the PWK/PhJ strain-specific reference improved RNA-seq read mapping to CDS by 2%–10% across tissues and changed expression state for 359 genes (2.1% of 16,222 genes with clear 1-to-1 paralogs) compared with GRCm39; chr15 Apol structural variation was associated with CAST/EiJ resistance to Mtb infection.

Methods

  • Chromosome-scale de novo assemblies were generated from PacBio CLR and HiFi reads plus Hi-C scaffolding, followed by polishing, gap filling, and manual curation; annotation combined Ensembl mapping of GRCm39 genes with strain-specific short-read and long-read transcriptomic data.
  • A minigraph pangenome with GRCm39 as backbone was used to quantify non-reference sequence and structural variation; additional analyses included synteny/phylogeny, MHC haplotype reconstruction, and rediscovery of non-reference genes from MGI/Entrez and public sequences.
  • RNA-seq was aligned with STAR and quantified with featureCounts/DESeq2; VNTRs were detected from dot plots using YOLOv10 object detection trained/validated on 262 images; Mtb infection experiments used BMDMs from C57BL/6J and CAST/EiJ.

Limitations

  • The paper states that the genomes are not T2T quality and therefore lack sequences for the most complex regions, including rDNAs, telomeres, centromeres, and the Y chromosome; it also states that questions such as the existence and extent of chromosomal heterogeneity in inbred mouse strains require T2T-quality genomes.
  • The paper states that the VNTR method is not sensitive to short VNTRs because they are not readily visible in dot plots.
  • The text makes evident that some assemblies have lower contig N50s than GRCm39, unplaced sequence and gaps, and that WSB/EiJ has low-quality regions due to low PacBio raw read coverage.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.xgen.2025.101074

Cites

99 of 99 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

45 of 61 cited sources checked · 20 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Initial short-read assemblies of mouse strains are incomplete in many complex and repeat-rich regions.

    “Of note, these initial assemblies, produced using short-read sequencing, are incomplete in many complex and repeat-rich regions.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [18] Lilue, 2018, Sixteen diverse laboratory mouse reference genomes define strain-specific haplotypes and novel functional loci, Nat. Genet. source

      Online Methods (De novo assembly; page unavailable) says the initial contigs were assembled from paired-end reads. Results (Sequence assemblies and genome annotation; page unavailable) reports that long-repeat sequence lengths were consistently shorter than in the reference, supporting incomplete representation of repeats. The copy does not establish that many complex regions in these initial strain assemblies were incomplete. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Findingown data

    The cumulative size of non-reference regions per chromosome varies between 1.26 Kbp per 1 Mbp in chromosome 16 of C57BL/6NJ and 175.82 Kbp per 1 Mbp of chromosome X in SPRET/EiJ.

    “Figure 1C shows the cumulative size of these non-reference regions per chromosome, which varies between 1.26 Kbp per 1 Mbp in chromosome 16 of C57BL/6NJ and 175.82 Kbp per 1 Mbp of chromosome X in SPRET/EiJ.20”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [20] Mahler, 2008, Sequence divergence of Mus spretus and Mus musculus across a skin cancer susceptibility locus, BMC Genom. source

      The Results describe sequencing at the Skts5 locus on chromosome 12, and the Discussion says the study was limited to that locus. Searches for the stated values and for non-reference regions on chromosomes 16 and X found no corresponding measurements in our copy, so it cannot verify the chromosome-wide range. (LLM, conf=0.77)

      Experimental — accuracy not yet measured
  • Premisecitation

    Evolutionary gain and loss of Gbp family members have shaped the diverse immune responses in different mouse strains.

    “Evolutionary gain and loss of Gbp family members have shaped the diverse immune responses in different mouse strains.22,23”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [22] Côrte-Real, 2022, Evolution of Guanylate Binding Protein (GBP) Genes in Muroid Rodents (Muridae and Cricetidae) Reveals an Outstanding Pattern of Gain and Loss, Front. Immunol. source

      The Discussion (page not provided) reports gains and losses of Gbp genes across muroid species and suggests that this diversity is consistent with their role in host defense. The Introduction describes immune functions of mouse GBPs. The paper does not establish that evolutionary differences among mouse strains caused their differing immune responses; its evolutionary comparison is primarily across species. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites [23] Clough, 2019, C57BL/6 and 129 inbred mouse strains differ in Gbp2 and Gbp2b expression in response to inflammatory stimuli in vivo, Wellcome Open Res. source

      The Results identify a Gbp2b/Gbp2 gene duplication in 129/Sv mice, and the Discussion reports strain differences in Gbp2b and Gbp2 expression after immune stimulation (no page numbers provided). These findings support a connection between gene-copy variation and inflammatory gene expression, but the paper does not establish evolutionary gain and loss of Gbp family members as the cause of diverse immune responses across mouse strains. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Premisecitation

    In 2019, the authors determined the most genetically diverse regions of the mouse genome, where genetic variation can exceed interspecies variation.

    “In 2019, we determined the most genetically diverse regions of the mouse genome, where genetic variation can exceed interspecies variation.18,19”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [18] Lilue, 2018, Sixteen diverse laboratory mouse reference genomes define strain-specific haplotypes and novel functional loci, Nat. Genet. source

      The Results section, “Regions of the mouse genome with extreme allelic variation” (page unavailable), identifies the most hSNP-dense regions, supporting the claim that the authors determined highly diverse regions. The Introduction says that differences between mouse strains at some loci are comparable to those between humans and chimpanzees, not that they can exceed interspecies variation. The cited paper is dated 2018, not 2019. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
    • cites [19] Lilue, 2019, Mouse protein coding diversity: What’s left to discover?, PLoS Genet. source

      The Conclusions identify strain-specific diversity regions (SSDRs) as unusually variable, with differences between mouse strains often exceeding mouse–rat diversity. But the Limitations of a single mouse reference genome section credits the identification of 2,567 SSDRs to a 2018 study; this 2019 paper reviews that finding rather than presenting it as a new determination. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Findingown data

    Using long-read assemblies as reference genomes improves alignment metrics compared to GRCm39 or short-read assemblies.

    “We found improvement across several alignment metrics (Figure 1B; Table S3) when using long-read assemblies compared to GRCm39 or the short-read sequencing assemblies.18”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [18] Lilue, 2018, Sixteen diverse laboratory mouse reference genomes define strain-specific haplotypes and novel functional loci, Nat. Genet. source
  • Classified as probably not a substantial claim. 14
  • May combine two claims. 48
  • The quote only partly states this claim. 1
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    BALB/c exhibit greater resistance to roundworms than BL6.

    “BALB/c exhibit greater resistance to roundworms than BL66”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [6] Filbey, 2014, Innate and adaptive type 2 immune cell responses in genetically controlled resistance to intestinal helminth infection, Immunol. Cell Biol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    A wide range of wild-derived mouse strains are resistant to virulent T. gondii, LPS-induced lethality, and cerebral malaria infection.

    “a wide range of wild-derived mouse strains are resistant to virulent T. gondii,7,8 lipopolysaccharide (LPS)-induced lethality,9 and cerebral malaria infection.10”
    Quote in the paperNot a substantial claim4 of 4 sources checked
    • cites [7] Murillo-León, 2019, Molecular mechanism for the control of virulent Toxoplasma gondii infections in wild-derived mice, Nat. Commun. source

      The Introduction and Discussion report resistance to virulent Eurasian T. gondii in the wild-derived CIM mouse strain, but do not establish it across a wide range of wild-derived strains. The Results also report that two virulent South American T. gondii strains are lethal in CIM mice. The separate citations attached to LPS-induced lethality and cerebral malaria are not assessed here. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
    • cites [8] Lilue, 2013, Reciprocal virulence and resistance polymorphism in the relationship between Toxoplasma gondii and the house mouse, eLife source

      The Results (Figure 4) show that wild-derived CIM mice survived infection with virulent T. gondii, and cells from two other wild-derived strains showed resistance in vitro. This supports resistance to T. gondii but not the broader implication that a wide range of strains were shown to resist infection as mice. The citations for LPS-induced lethality and cerebral malaria are separate, so those claims are not attributed to this source. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites [9] Mahieu, 2006, The wild-derived inbred mouse strain SPRET/Ei is resistant to LPS and defective in IFN-beta production, Proc. Natl. Acad. Sci. USA source
    • cites [10] Bagot, 2002, Identification of two cerebral malaria resistance loci using an inbred wild-derived mouse strain, Proc. Natl. Acad. Sci. USA source
  • May combine two claims.

    Premisecitation

    De novo assemblies of 16 key mouse strains revealed novel genes absent in the BL6 reference genome and mitochondrial genome variation.

    “de novo assemblies of 16 key mouse strains have highlighted the extent of “high-diversity” loci in the mouse genome,18 revealing novel genes absent in the BL6 reference genome and mitochondrial genome variation.18”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [18] Lilue, 2018, Sixteen diverse laboratory mouse reference genomes define strain-specific haplotypes and novel functional loci, Nat. Genet. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    DBA/2J has broad developmental, neurobiological, and immunological differences from BL6, including resistance to SARS-CoV-2.

    “DBA/2J has broad developmental, neurobiological, and immunological differences from BL6, including resistance to SARS-CoV-25”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [5] Li, 2021, Differing susceptibility of C57BL/6J and DBA/2J mice-parents of the murine BXD family, to severe acute respiratory syndrome coronavirus infection, Cell Biosci. source

      The paper describes immunological differences between DBA/2J and C57BL/6J, but the cited passages do not establish the claimed developmental or neurobiological differences. It did not test SARS-CoV-2 resistance: its MA15 SARS-CoV experiments found DBA/2J more susceptible, and the authors say SARS-CoV-2 studies are still needed (Abstract; page unavailable). (LLM, conf=0.90)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    These most genetically diverse regions are enriched for infection immunity and sensory gene families and transposons and are challenging for genome assembly.

    “These regions are enriched for infection immunity and sensory gene families and transposons and thus are challenging for genome assembly.”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [18] Lilue, 2018, Sixteen diverse laboratory mouse reference genomes define strain-specific haplotypes and novel functional loci, Nat. Genet. source
    • cites [19] Lilue, 2019, Mouse protein coding diversity: What’s left to discover?, PLoS Genet. source
  • May combine two claims.

    Premisecitation

    In 2024, the first mouse T2T assemblies contained the complete H2 locus for BL6 and CAST/EiJ, but most other important H2 haplotypes remain incomplete.

    “In 2024, the first mouse telomere-to-telomere (T2T) assemblies contained the complete H2 locus for BL6 and CAST/EiJ,29,30 but most other important H2 haplotypes remain incomplete.”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [29] Francis, 2024, The structural diversity of telomeres and centromeres across mouse subspecies revealed by complete assemblies, Genetics source

      The Introduction and Discussion (pages unavailable) identify these as the first T2T mouse assemblies for C57BL/6J and CAST/EiJ. Our copy does not specifically establish that the H2 locus is complete in either strain or assess whether most other important H2 haplotypes remain incomplete. (LLM, conf=0.80)

      Experimental — accuracy not yet measured
    • cites [30] Liu, 2024, The complete telomere-to-telomere sequence of a mouse genome, Science source
  • May combine two claims.

    Interpretationreasoning

    The Flg gene has four different sequences in GRCm39, C57BL/6NJ, and the two recent mouse T2T assemblies, indicating mistakes in at least three assemblies or accelerated evolution of the coding sequence in a small number of generations.

    “The Flg gene has four different sequences in GRCm39, C57BL/6NJ, and the two recent mouse T2T assemblies,29,30 indicating mistakes in at least three assemblies or accelerated evolution of the coding sequence in a small number of generations.”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [29] Francis, 2024, The structural diversity of telomeres and centromeres across mouse subspecies revealed by complete assemblies, Genetics source
    • cites [30] Liu, 2024, The complete telomere-to-telomere sequence of a mouse genome, Science source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Paneth cell α-defensins shape intestinal microbiota composition, which influences multiple biomedical processes of the host, including behavior, autoimmune disease, and cancer.

    “Paneth cell α-defensins shape intestinal microbiota composition, which influences multiple biomedical processes of the host, including behavior,39 autoimmune disease,40 and cancer.41”
    Quote in the paperNot a substantial claim3 of 3 sources checked
    • cites [39] Suzuki, 2021, Decrease of α-defensin impairs intestinal metabolite homeostasis via dysbiosis in mouse chronic social defeat stress model, Sci. Rep. source

      The Discussion states that α-defensins regulate intestinal microbiota composition and proposes that changes in microbial metabolites may affect brain function. But the citing paper attaches this citation to behavior, and the source explicitly says that long-term observation is needed to determine effects including behavior. It does not establish a behavioral effect. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites [40] Opazo, 2018, Intestinal Microbiota Influences Non-intestinal Related Autoimmune Diseases, Front. Microbiol. source
    • cites [41] Ağagündüz, 2023, Understanding the role of the gut microbiome in gastrointestinal cancer: A review, Front. Pharmacol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    VNTRs, especially in protein-coding regions, are strongly associated with a wide spectrum of complex traits and diseases in humans.

    “VNTRs, especially in protein-coding regions, are strongly associated with a wide spectrum of complex traits and diseases in humans.52”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [52] Mukamel, 2021, Protein-coding repeat polymorphisms strongly shape diverse human phenotypes, Science source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    VNTRs are hyper-mutable through motif copy-number changes due to polymerase slippage during DNA replication, so shorter repeats with higher copy numbers should accumulate more mutations.

    “VNTRs are reported to be hyper-mutable through motif copy-number changes due to polymerase slippage during DNA replication,50 so shorter repeats with higher copy numbers should accumulate more mutations.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [50] Viguera, 2001, Replication slippage involves DNA polymerase pausing and dissociation, EMBO J. source
  • May combine two claims.

    Premisecitation

    The repeat regions of Ifi207 are typical VNTRs, show essential roles for protein function, and are probably a result of host-pathogen coevolution.

    “The repeat regions of Ifi207 are typical VNTRs, show essential roles for protein function, and are probably a result of host-pathogen coevolution.55”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [55] Moran, 2024, IFI207, a young and fast-evolving protein, controls retroviral replication via the STING pathway, mBio source
  • Classified as probably not a substantial claim.

    Premisecitation

    Previous studies have shown that using a strain consensus genome produced by inserting SNPs and indels into GRCm39 improves RNA-seq quantification.

    “Previous studies have shown that using a strain consensus genome produced by inserting SNPs and indels into GRCm39 improves RNA-seq quantification.57”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [57] Munger, 2014, RNA-Seq alignment to individualized genomes improves transcript abundance estimates in multiparent populations, Genetics source

      The Materials and Methods section (page not provided) says the authors inserted SNPs and indels into the NCBIM37 mouse reference genome to construct strain-specific genomes—not GRCm39. The Discussion reports that individualized genomes corrected many RNA-seq alignment anomalies and reduced bias in transcript-abundance estimates. The claimed benefit is supported, but the named reference genome is incorrect. (LLM, conf=0.93)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingcitation

    The GRCm39 reference genome lacks Defa1, Defa4, and Defa6-16, which were previously cloned from mouse strains C3H, 129, or DBA and have key roles in immunity.

    “The GRCm39 reference genome lacks Defa1, Defa4, and Defa6-16, which were previously cloned from mouse strains C3H, 129, or DBA42,43,44 and have key roles in immunity.45,46,47”
    Quote in the paperSubstantial claim1 of 6 sources checked
    • cites [42] Huttner, 1994, A Family of Defensin-like Genes Codes for Diverse Cysteine-Rich Peptides in Mouse Paneth Cells, Genomics source
    • cites [43] Huttner, 1994, Structure and Diversity of the Murine Cryptdin Gene Family, Genomics source
    • cites [44] Hughes, 1999, Evolutionary diversification of the mammalian defensins, Cell. Mol. Life Sci. source
    • cites [45] Ouellette, 1999, Peptide localization and gene structure of cryptdin 4, a differentially expressed mouse paneth cell alpha-defensin, Infect. Immun. source
    • cites [46] Masuda, 2011, Bactericidal activity of mouse α-defensin cryptdin-4 predominantly affects noncommensal bacteria, J. Innate Immun. source
    • cites [47] Yang, 2004, Multiple roles of antimicrobial defensins, cathelicidins, and eosinophil-derived neurotoxin in host defense, Annu. Rev. Immunol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Every sequencing run was genotype checked against the mouse Hapmap SNP calls using the Samtools/Bcftools v1.14 'gtcheck' command.

    “Every sequencing run was genotype checked against the mouse Hapmap SNP calls73 using the Samtools/Bcftools v1.14 'gtcheck' command.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [73] Kirby, 2010, Fine mapping in 94 inbred mouse strains using a high-density haplotype resource, Genetics source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Previous research reports polymerase slippage during DNA replication as the primary mechanism of VNTRs.

    “Previous research reports polymerase slippage during DNA replication as the primary mechanism of VNTRs.50”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [50] Viguera, 2001, Replication slippage involves DNA polymerase pausing and dissociation, EMBO J. source

      The Abstract says replication slippage occurs between repeated sequences and is invoked to explain microsatellite instability. The Introduction also describes variation in repeat-copy number, but neither passage identifies slippage as the primary mechanism of VNTRs specifically. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingown data

    The total repeat content of the genomes is comparable to GRCm39 for SINEs (96.22%-101.33%) and slightly reduced for LINEs (89.02%-104.08%) and ERVs (86.96%-103.79%).

    “The total repeat content of the genomes is comparable to GRCm39 for short interspersed nuclear elements (SINEs) (96.22%–101.33%) and slightly reduced for long interspersed nuclear elements (LINEs) (89.02%–104.08%) and endogenous retroviral elements (ERVs) (86.96%–103.79%).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Approximately 3.55-130.77 Mbp of sequence is unplaced per strain, and gaps consist of 0.05-41.61 Mbp of unknown bases.

    “Approximately 3.55–130.77 Mbp of sequence is unplaced per strain, and gaps consist of 0.05–41.61 Mbp of unknown bases.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The study produced 17 high-quality long-read inbred mouse strain genomes with complete annotation, with contig N50s of 0.8-33.9 Mbp.

    “We present a collection of 17 high-quality long-read inbred mouse strain genomes with complete annotation (contig N50s of 0.8–33.9 Mbp).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The genomes produced by HiFi+Hi-C (DBA/2J, LP/J, NZO/HILtJ, and JF1/MsJ) have the lowest fraction of unknown bases and the longest contigs.

    “The genomes produced by HiFi+Hi-C (DBA/2J, LP/J, NZO/HILtJ, and JF1/MsJ) have the lowest fraction of unknown bases and the longest contigs (Table S1).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    VNTRs in coding regions have up to 600 repeat copies and repeat units reaching 990 nucleotides.

    “We conducted a genome-wide scan of variable number tandem repeats (VNTRs) within the coding regions, identifying over 400 genes with VNTR polymorphisms with up to 600 repeat copies and repeat units reaching 990 nucleotides.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Non-reference loci that are shared between wild-derived strains are visible, as well as loci that are unique to one or more strains.

    “Non-reference loci that are shared between wild-derived strains are visible, as well as loci that are unique to one or more strains.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The minigraph pangenome graph fully represents the genomes of the strains.
  • May combine two claims.

    Findingown data

    The availability of only one high-quality BL6 reference genome significantly biased mouse strain usage, with BL6-related strain application increasing from ~25% in the 1980s to >70% in 2024.

    “However, the availability of just one high-quality reference genome for only the BL6 strain significantly biased the usage of mouse strains in laboratories: over time, research shifted toward predominant use of the BL6 strain. According to PubMed, the application of BL6-related strains has increased from ∼25% in the 1980s to more than 70% in 2024 (Figure S1).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    The collection includes 12 widely used classical laboratory strains and 5 wild-derived strains.

    “This collection includes 12 widely used classical laboratory strains and 5 wild-derived strains.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The loci of highest divergence (top 5%) contained between 101 and 3,288 protein-coding genes in C57BL/6NJ and SPRET/EiJ, respectively, and 419-614 protein-coding genes among classical strains.

    “The loci of highest divergence (top 5%) contained between 101 and 3,288 protein-coding genes in C57BL/6NJ and SPRET/EiJ, respectively, and 419–614 protein-coding genes among classical strains (Table S5).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Pan-metazoan BUSCO gene content completeness ranges from 99.10% to 99.60% across assemblies, comparable to GRCm39's 99.60%.

    “Pan-metazoan BUSCO gene content completeness ranged from 99.10% to 99.60% across assemblies, comparable to GRCm39’s 99.60%.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Compared to GRCm39, SNPs or indels are reduced by over 99%, and the standard deviation in aligning depth is reduced by 75% in the de novo assemblies.

    “Compared to the GRCm39 reference genome, SNPs or indels are reduced by over 99%, and the standard deviation in aligning depth is reduced by 75% in our de novo assemblies (Figure S6).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Within these 196 genes, 124 genes perfectly match the assemblies, while only 12 genes are not found in the strain reference genomes.

    “Within these 196 genes, 124 genes perfectly match our assemblies, while only 12 genes are not found in the strain reference genomes, likely due to mutations during cloning, sequencing errors, or differences between sub-strains of mice (e.g., Defa8; see below).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For other class Ia members, co-linearity between mouse genomes is significantly disrupted by gene recombinations, with presence/absence polymorphisms and gene copy-number variations being the primary diversity.

    “For other class Ia members, however, the co-linearity between mouse genomes is significantly disrupted by gene recombinations, with presence/absence polymorphisms and gene copy-number variations being the primary diversity (Figure 2A, bottom).”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Findingown data

    The DBA/2J genome contains the same number of Defa coding units as GRCm39.

    “The DBA/2J genome contains the same number of Defa coding units.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Some VNTRs have conserved shorter repeats (e.g., Fam186a, 12-25 copies of 57 bp repeats, Tajima's π = 7.99 × 10−2) and long repeat units with high diversity (e.g., Muc4 with 14-27 copies of 369-372 bp repeats, π = 0.107).

    “Some VNTRs have conserved shorter repeats (e.g., Fam186a, 12–25 copies of 57 bp repeats, Tajima’s π = 7.99 × 10−2 between repeat units) and long repeat units with high diversity (e.g., Muc4 with 14–27 copies of 369–372 bp repeats, π = 0.107).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Different combinations of Gbp alleles are present among the strains, with some strains missing alleles present in BL6 and others harboring novel alleles.

    “In addition, different combinations of Gbp alleles are present among the strains, with some strains missing alleles that are present in BL6 and others harboring novel alleles that were annotated using de novo RNA-seq data in the wild-derived strains.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Similar tandem repeat units were observed between different subspecies of mice, e.g., Muc4 in WSB/EiJ shares similar units with PWK/PhJ and JF1/MsJ shares sequences with CAST/EiJ.

    “In addition, we have observed similar tandem repeat units between different subspecies of mice, e.g., Muc4 in WSB/EiJ (M. m. domesticus) shares similar units with PWK/PhJ (M. m. musculus) and JF1/MsJ (M. m. molossinus) shares sequences with CAST/EiJ (M. m. castaneus; Figure 3D).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Many VNTR-containing genes have functions related to pathogen or cancer immunity, skin barrier, and sperm development.

    “Many of the genes have functions related to pathogen or cancer immunity (e.g., Ubc, Ticam1, Stat2, Sbsn, Pierce1, Kmt2d, Mnda, and Ifi27L2b), skin barrier (Krt members, Muc members, Flg, Flg2, Hrnr, Rptn, Ivl, Kprp, Eppk1, and Tchh), and sperm development (Zan, Txndc2, Tsga8, Tro, Tex44, Semg1, Qrich2, Speer4, Mageb4, Fscb, etc.).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The length of VNTR units ranges from a few bp up to 1 Kbp, with more than half of the protein-coding VNTRs having a repeat unit length from 10 to 100 bp.

    “The length of VNTR units ranges from a few bp up to 1 Kbp, with more than half of the protein-coding VNTRs having a repeat unit length from 10 to 100 bp (Figure 3A).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Most VNTR sequences (251 genes with a repeat length > 3 bp) have a significantly higher GC ratio than the whole ORF average, while "classical" Zfp members with 84 bp repeats have a significantly lower GC ratio.

    “Most VNTR sequences (251 genes with a repeat length > 3 bp) have a significantly higher GC ratio (p < 0.01, two-tailed t test) than the whole open reading frame (ORF) average, while “classical” Zfp members with 84 bp repeats have a significantly lower GC ratio (p < 0.01; Figure 3B; Table S7).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The average sequence similarity of 196 extracted non-reference genes was 95.49% to GRCm39 but reached 99.41% to the appropriate strain genome assembly.

    “The average sequence similarity was only 95.49% to GRCm39 but reached 99.41% to the appropriate strain genome assembly (Figure S5).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    More than half of the VNTRs range from 5 to 20 copies, with a maximum of ∼680 copies (Muc17 in JF1/MsJ).

    “For copy numbers, more than half of the VNTRs range from 5 to 20 copies, with a maximum of ∼680 copies (Muc17 in JF1/MsJ).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Seven published CRS peptides, three additional genes (Crs4c5b, Crs4c7, and DefaL1), and two new pseudogenes were assembled.

    “Seven published CRS peptides,48 as well as three additional genes (Crs4c5b, Crs4c7, and DefaL1) and two new pseudogenes, were assembled.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [48] Hornef, 2004, Increased diversity of intestinal antimicrobial peptides by covalent dimer formation, Nat. Immunol. source
  • May combine two claims.

    Findingown data

    Bcftools reported 20656 SNPs with Q > 20 for the WSB/EiJ strain, which is five times higher than any other strain.

    “Bcftools reported 20656 SNPs with Q > 20, which is five times higher than any other strain.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In scenario 1, an additional processed pseudogene copy in the GRCm39 reference attracts reads from the original gene; e.g., pseudogene Gm6166 reduced observed expression of Fabp5.

    “In scenario 1, an additional processed pseudogene copy in the GRCm39 reference attracts reads from the original gene. For example, in GRCm39, pseudogene Gm6166 reduced the observed expression of Fabp5 (Figures 4B and 4C, green).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    On average, we observed a 5% improvement in short-read mapping, with more than 2.5% of coding genes showing significant differences in expression level compared to GRCm39.

    “On average, we observed a 5% improvement in short-read mapping, with more than 2.5% of coding genes showing significant differences in expression level compared to GRCm39.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    These low-quality regions sum to 2574838 base pairs and contain 16856 SNPs.

    “These regions are reported as “low quality regions” in sum 2574838 base pairs, containing 16856 SNPs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Findingnone given

    Purifying selection and balancing selection can be found in genes with significant VNTRs, and tandem repeats might be strictly conserved in such genes.

    “Like other regions in the mouse genome, purifying selection and balancing selection can be found in genes with significant VNTRs, and tandem repeats might be strictly conserved in such genes.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In scenario 3, strain-specific members of the Irga gene family in PWK/PhJ are expressed during acute infection; novel genes such as Irga9, Irga10, and Irga18 do not exist in BL6, so raw reads are misleadingly aligned to Irga2, Irga3, and Irga8.

    “In scenario 3, strain-specific members of the Irga gene family in PWK/PhJ are expressesed during acute infection. Novel genes such as Irga9, Irga10, and Irga18 do not exist in BL6, so all the raw reads are misleadingly aligned to Irga2, Irga3, and Irga8 (Figures 4B and 4C, blue).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In scenario 2, sequence similarity between gene family members and SNP differences between strains cause misalignment of reads between gene homologs; e.g., multiple SNPs in the first exon of PWK/PhJ Apol9a make it more similar to BL6 Apol9b than to Apol9a, causing incorrect expression levels when GRCm39 is used.

    “In scenario 2, sequence similarity between gene family members and SNP differences between strains cause the misalignment of reads between gene homologs. For example, multiple SNPs in the first exon of PWK/PhJ Apol9a make it more similar to BL6 Apol9b than to Apol9a, so both genes have the incorrect expression levels when GRCm39 is used as the reference genome (Figures 4B and 4C, red).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    A large number of genes (426, around 3% of protein-coding genes in mice) have VNTRs in their coding region, most of which have not been reported before.

    “Surprisingly, a large number of genes (426, around 3% of protein-coding genes in mice) have VNTRs in their coding region, most of which have not been reported before.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Until now, there have been no genome-wide reports of VNTRs in the mouse genome.
  • May combine two claims.

    Interpretationown data

    These results strongly indicate a long-lasting balancing selection rather than random mutation.

    “These results strongly indicate a long-lasting balancing selection rather than random mutation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Phylogenetic analysis shows no clear separation between H2-D, H2-L, and H2-Q members, indicating a complex history of recombination in this locus.

    “From our phylogenetic analysis, there is no clear separation between H2-D, H2-L, and H2-Q members, indicating a complex history of recombination in this locus.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Strain-specific genomes also contain novel non-reference genes, which will be particularly useful for fine mapping in highly complex and immunologically impactful loci.

    “In addition, strain-specific genomes also contain novel non-reference genes, which will be particularly useful for fine mapping in highly complex and immunologically impactful loci (e.g., Figure 5).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    These pangenomic data contextualize previously published results and facilitate future research in immunity, neuron development, behavior, sensory functions, and reproduction.

    “These pangenomic data contextualize previously published results and facilitate future research in immunity, neuron development, behavior, sensory functions, and reproduction.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationreasoning

    Polymerase slippage only happens in some cases of VNTRs, which accelerates the accumulation of mutations.

    “Polymerase slippage only happens in some cases of VNTRs, which accelerates the accumulation of mutations.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Short VNTRs can be detected accurately with short-read-based methods.

    “Nevertheless, these mutations can be detected accurately with short-read-based methods.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationnone given

    By relying on a single reference genome, researchers are blind to genes and structural variants present in other mouse strains, potentially leading to incomplete or biased results.

    “By relying on a single reference genome, researchers are blind to genes and structural variants present in other mouse strains, potentially leading to incomplete or biased results.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationnone given

    The existence of a single reference genome inherently shifted scientists' preferences when choosing an experimental mouse strain, which further reinforced this bias.

    “The existence of a single reference genome inherently shifted scientists’ preferences when choosing an experimental mouse strain, which further reinforced this bias.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductnone given

    These genomes are not T2T quality and therefore lack sequences for the most complex regions, such as the rDNAs, telomeres, and centromeres, and the Y chromosome.

    “the most significant limitation is that these genomes are not T2T quality and therefore lack sequences for the most complex regions, such as the rDNAs, telomeres, and centromeres, and the Y chromosome.”
    Quote in the paperSubstantial claim
55 of 55
  • The paper relies on this without support.

    The mouse MHC H2 locus on chr17 is one of the most polymorphic regions in the mouse genome.

    “The mouse MHC H2 locus on chr17 is one of the most polymorphic regions in the mouse genome.”
  • The paper relies on this without support.

    Historically, most research was performed using BALB, 129, C3H, DBA, CBA, and FVB lines.

    “Historically, most research was performed using BALB, 129, C3H, DBA, CBA, and FVB lines.”
  • The paper relies on this without support.

    The minigraph pangenome graph fully represents the genomes of the strains.

    “Since the pangenome graph fully represents the genomes of the strains, we can use it to interrogate the complete set of non-reference sequences and haplotypes.”
  • The paper relies on this without support.

    CC strains vary dramatically in their susceptibility to infection and produce qualitatively distinct immune states.

    “CC strains vary dramatically in their susceptibility to infection and produce qualitatively distinct immune states.”
  • The paper relies on this without support.

    Until now, there have been no genome-wide reports of VNTRs in the mouse genome.

    “Until now, there have been no genome-wide reports of VNTRs in the mouse genome.”
  • The paper relies on this without support.

    Mice are widely used in human disease research.

    “Mice are widely used in human disease research.”
  • The authors state this as an assumption.

    Modern mouse strains have a ∼400-year history since fancy mouse breeding.

    “We assume modern mouse strains have a ∼400-year history since fancy mouse breeding”
  • The authors state this as an assumption.

    During this period, around 0.3% mutations may accumulate under neutral selection.

    “during this period, around 0.3% mutations may accumulate under neutral selection”
8 of 8

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Reported percentage of affected expression measurements does not match the count

    Minor

    359 of 16,222 genes is 2.21%, which rounds to 2.2%, not 2.1%.

    Reported 2.1 · recomputed 2.213044

  • MHC haplotype threshold switches between per mille and percent

    Minor

    The methods first express the SNP threshold as 0.3‰, then call the chosen value 0.3%. These differ by a factor of ten; fewer than three SNPs in more than 10 Kb is consistent with the per-mille figure.

  • VNTR gene totals differ between Results and Discussion

    Minor

    The Results report VNTR polymorphisms in 428 genes, while the Discussion reports 426 genes.

  • Abstract understates the reported maximum repeat-copy count

    Minor

    The abstract says repeat counts reach up to 600, but the Results give a maximum of approximately 680 copies.

  • Stated scaffold N50 range excludes values in Table 1

    Minor

    The Results give an upper scaffold N50 of 116 Mbp, but Table 1 lists 129.2 Mbp for LP/J.

  • Muc4 repeat-unit lengths disagree

    Minor

    The Figure 3 caption describes each Muc4 repeat as 278 bp, whereas the Results describe Muc4 repeat units as 369-372 bp.

6 of 6

Cites

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Authors
Helmy, M., Li, J. U., Yan, X. F., Meade, R. K., Anderson, E., Chen, P. B., Czechanski, A. M., Di Domenico, T., Flint, J., Garrison, E., Gontijo, M. T. P., Guarracino, A., Haggerty, L., Heard, E., Howe, K., Meena, N., Martin, F. J., Miska, E. A., Rall, I., Ramakrishna, N. B., Sapetschnig, A., Sinha, S., Sun, D., Tricomi, F. F., Qu, R., Wood, J. M. D., Wu, T., Zhou, D. J., Reinholdt, L., Adams, D. J., Smith, C. M., Lilue, J., & Keane, T. M.
Affiliations
  • European Bioinformatics Institute (GB)
  • Wenzhou Medical University (CN)
  • Duke University (US)
  • Wellcome Sanger Institute (GB)
  • University of California, Los Angeles (US)
  • Jackson Laboratory (US)
  • University of Tennessee Health Science Center (US)
  • University of Cambridge (GB)
  • European Molecular Biology Laboratory (DE)
  • Central South University (CN)
Corresponding author
Keane, Thomas M.
Venue
Cell Genomics
Publisher
Elsevier BV
Published
2026-02
Volume
6
Issue
2
Pages
101074
ISSN
2666-979X (ISSN-L)
OpenAlex
W4416866212
Cited by
2
References
92
Citations by year
2026: 1 · 2025: 1
FWCI
0.52
Type
journal article
Language
en
Open access
Locations
  • Cell Genomics (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (submittedVersion, cc-by)
  • The Mouseion at the JAXlibrary (Jackson Laboratory) (submittedVersion, cc-by)
  • PubMed Central (submittedVersion, cc-by)
Funders
  • National Institute on Drug Abuse
  • EMBL
  • Wellcome Trust
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
  • Life Sciences › Agricultural and Biological Sciences › Plant Science › Chromosomal and Genetic Variations
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Mapping and Diversity in Plants and Animals
Keywords
inbred mouse strains, long-read genome assembly, major histocompatibility complex, T cell receptor, variable number tandem repeats, VNTR polymorphism, wild-derived mouse strains, genome annotation, RNA-seq read mapping, gene expression differences
MeSH terms
Animals, Major Histocompatibility Complex, Mice, Inbred Strains, Genome, Mice, Molecular Sequence Annotation

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-13.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-13.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

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