M.W. Nachman’s research while affiliated with University of California, Berkeley and other places

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Publications (399)


Tuberculosis susceptibility in genetically diverse mice reveals functional diversity of neutrophils
  • Preprint

November 2024

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1 Read

Mariëtta M Ravesloot-Chávez

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Douglas Fox

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Sarah A Stanley

Tuberculosis (TB) is a heterogenous disease in humans with individuals exhibiting a wide range of susceptibility. This heterogeneity is not captured by standard laboratory mouse lines. We used a new collection of 19 wild-derived inbred mouse lines collected from diverse geographic sites to identify novel phenotypes during Mycobacterium tuberculosis ( Mtb ) infection. Wild derived mice have heterogenous immune responses to infection that result in differential ability to control disease at early timepoints. Correlation analysis with multiple parameters including sex, weight, and cellular immune responses in the lungs revealed that enhanced control of infection is associated with increased numbers of CD4 T cells, CD8 T cells and B cells. Surprisingly, we did not observe strong correlations between IFN-γ production and control of infection. Although in most lines high neutrophils were associated with susceptibility, we identified a mouse line that harbors high neutrophils numbers yet controls infection. Using single-cell RNA sequencing, we identified a novel neutrophil signature associated with failure to control infection.


Tuberculosis susceptibility in genetically diverse mice reveals functional diversity of neutrophils

November 2024

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1 Read

Tuberculosis (TB) is a heterogenous disease in humans with individuals exhibiting a wide range of susceptibility. This heterogeneity is not captured by standard laboratory mouse lines. We used a new collection of 19 wild-derived inbred mouse lines collected from diverse geographic sites to identify novel phenotypes during Mycobacterium tuberculosis ( Mtb ) infection. Wild derived mice have heterogenous immune responses to infection that result in differential ability to control disease at early timepoints. Correlation analysis with multiple parameters including sex, weight, and cellular immune responses in the lungs revealed that enhanced control of infection is associated with increased numbers of CD4 T cells, CD8 T cells and B cells. Surprisingly, we did not observe strong correlations between IFN-γ production and control of infection. Although in most lines high neutrophils were associated with susceptibility, we identified a mouse line that harbors high neutrophils numbers yet controls infection. Using single-cell RNA sequencing, we identified a novel neutrophil signature associated with failure to control infection.


De novo genome assembly of a Geomyid rodent, Botta's pocket gopher (Thomomys bottae bottae)

August 2024

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11 Reads

Journal of Heredity

Botta’s pocket gopher (Thomomys bottae) is a common and widespread subterranean rodent of the North American west. The species has been of long interest to evolutionary biologists due to the phenotypic diversity across its range and unusual levels of variation in chromosome number and composition. Here, we present a high-quality reference genome from a male T. b. bottae individual captured in the San Francisco Bay Area. The assembly is comprised of 2,792 scaffolds, with a scaffold N50 value of 23.6 Mb and a BUSCO score of 91.0%. This genome helps fill a significant taxonomic sampling gap in rodent genome resources. With this reference genome, we envision new opportunities to investigate questions regarding the genomics of adaptation to the belowground niche. Further, we can begin to explore the impact of associated life history traits, such as limited dispersal and low population connectivity, on intraspecific genetic and phenotypic variation, genome evolution, speciation, and phylogenetic relationships across the Geomyoidea.



a) Map of mean annual temperature across the Americas (Map generated in R, using the WorldClim database information for Bio1- Mean Annual Temperature). Populations of wild house mice sampled across a latitudinal transect in Mexico and South America are shown with large circles. Populations included in previously published surveys in North America [36,38] are shown with small circles. b) Admixture plot including representatives from all three primary subspecies of house mouse as well as mice from sampled populations in the Americas. c) Phylogenetic reconstruction of Mus musculus domesticus populations across the Americas, with M. spretus as the outgroup.
a) Admixture plot from South American populations evaluating K = 2, 5, and 8. b) Genetic PCA of Mus musculus domesticus populations across the Americas. c) Heatmap of pairwise genetic differentiation (Fst) values between the eight populations in South America.
a) Climatic variation across the sampled localities in South America (SA), East (ENA) and West (WNA) of North America using PCA with 19 bioclimatic variables from the WorldClim database. The first component is mainly associated with variation relating to temperature (e.g., mean annual temperature, MAT), and the second principal component was mainly associated with precipitation of the driest month (PDM) and precipitation of the driest quarter. b) Latitude and Bio1- MAT are significantly correlated across the sampled localities, but there is no evidence of correlation between Bio14-PDM and Bio1-MAT across the sampled localities (ENA, WNA, SA). c) Venn diagrams illustrating the shared candidate genes across the three transects [South America (SA), Eastern of North America (ENA), and Western of North America (WNA)] for each variable. Map generated in R, using the WorldClim database information for Bio 1- Mean Annual Temperature (see https://github.com/YocelynG/HouseMouse_EnvAdapt).
Signatures of selection among house mice from South America
a) The distribution of outlier SNPs across predicted variant effect categories. Proportions shown are averages across LAT, MAT, and PDM; full data are given in S7 Table. b) Venn diagram showing the number of unique and shared candidate genes in the South America transect for latitude, mean annual temperature (MAT), and precipitation of driest month (PDM). c) Manhattan plots showing the results of the population genomic scans for selection for the three environmental variables (red line indicates q-value = 0.05, and blue line indicates a q-value = 0.001). Highlighted are the first 100 hundred SNPs with the lowest p-values for each environmental variable.
Body weight and genes associated with body weight in house mice from North and South America
a) Boxplot shows the distribution of adult body weights for each population from Eastern North America (magenta), Western North America (grey), and South America (green). Pregnant females have been excluded. b) Manhattan plot showing the genome-wide association results using exome and body weight data. Significant candidate SNPs (FDR ≤ 0.05) associated with body weight are highlighted in purple with the gene annotated for the SNP (red line indicates p-value = 0.01, and blue line indicates a p-value = 0.001). Description of the genes is in Table 3 and detailed GEMMA results are given in S14 Table.

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Across two continents: The genomic basis of environmental adaptation in house mice (Mus musculus domesticus) from the Americas
  • Article
  • Full-text available

July 2024

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50 Reads

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2 Citations

Replicated clines across environmental gradients can be strong evidence of adaptation. House mice (Mus musculus domesticus) were introduced to the Americas by European colonizers and are now widely distributed from Tierra del Fuego to Alaska. Multiple aspects of climate, such as temperature, vary predictably across latitude in the Americas. Past studies of North American populations across latitudinal gradients provided evidence of environmental adaptation in traits related to body size, metabolism, and behavior and identified candidate genes using selection scans. Here, we investigate genomic signals of environmental adaptation on a second continent, South America, and ask whether there is evidence of parallel adaptation across multiple latitudinal transects in the Americas. We first identified loci across the genome showing signatures of selection related to climatic variation in mice sampled across a latitudinal transect in South America, accounting for neutral population structure. Consistent with previous results, most candidate SNPs were in putatively regulatory regions. Genes that contained the most extreme outliers relate to traits such as body weight or size, metabolism, immunity, fat, eye function, and the cardiovascular system. We then compared these results with the results of analyses of published data from two transects in North America. While most candidate genes were unique to individual transects, we found significant overlap among candidate genes identified independently in the three transects. These genes are diverse, with functions relating to metabolism, immunity, cardiac function, and circadian rhythm, among others. We also found parallel shifts in allele frequency in candidate genes across latitudinal gradients. Finally, combining data from all three transects, we identified several genes associated with variation in body weight. Overall, our results provide strong evidence of shared responses to selection and identify genes that likely underlie recent environmental adaptation in house mice across North and South America.

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Mating system variation and gene expression in the male reproductive tract of Peromyscus mice

June 2024

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10 Reads

Molecular Ecology

Genes involved in reproduction often evolve rapidly at the sequence level due to postcopulatory sexual selection (PCSS) driven by male–male competition and male–female sexual conflict, but the impact of PCSS on gene expression has been under‐explored. Further, though multiple tissues contribute to male reproductive success, most studies have focused on the testes. To explore the influence of mating system variation on reproductive tract gene expression in natural populations, we captured adult males from monogamous Peromyscus californicus and polygynandrous P . boylii and P . maniculatus . We generated RNAseq libraries, quantified gene expression in the testis, seminal vesicle, epididymis, and liver, and identified 3627 mating system‐associated differentially expressed genes (MS‐DEGs), where expression shifted in the same direction in P . maniculatus and P . boylii relative to P . californicus . Gene expression variation was most strongly associated with mating behaviour in the seminal vesicles, where 89% of differentially expressed genes were MS‐DEGs, including the key seminal fluid proteins Svs2 and Pate4 . We also used published rodent genomes to test for positive and relaxed selection on Peromyscus ‐expressed genes. Though we did not observe more overlap than expected by chance between MS‐DEGs and positively selected genes, 203 MS‐DEGs showed evidence of positive selection. Fourteen reproductive genes were under tree‐wide positive selection but convergent relaxed selection in P . californicus and Microtus ochrogaster , a distantly related monogamous species. Changes in transcript abundance and gene sequence evolution in association with mating behaviour suggest that male mice may respond to sexual selection intensity by altering aspects of sperm motility, sperm‐egg binding and copulatory plug formation.


Mating system variation and gene expression in the male reproductive tract of Peromyscus mice

June 2024

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2 Reads

Genes involved in reproduction often evolve rapidly due to postcopulatory sexual selection (PCSS) driven by male-male competition and male-female sexual conflict, but the impact of PCSS on gene expression has been under-explored. Further, though multiple tissues contribute to male reproductive success, most studies have focused on the testes. To explore the influence of mating system variation on gene expression in the Peromyscus male reproductive tract, we generated RNAseq libraries and quantified gene expression in the testis, seminal vesicle, epididymis, and liver of wild-caught monogamous P. californicus and polygynandrous P. boylii and P. maniculatus males and tested for positive and relaxed selection on Peromyscus-expressed genes using published rodent genomes. We identified 3,627 mating-system associated differentially expressed genes (MS-DEGs), where expression shifted in the same direction in P. maniculatus and P. boylii relative to P. californicus. Gene expression variation was most strongly associated with mating behavior in the seminal vesicles, where 89% of differentially expressed genes were MS-DEGs, including two key seminal fluid proteins, Svs2 and Pate4. Though but most genes showing evidence of positive selection or differential expression did not overlap, 203 MS-DEGs showed evidence of positive selection. Additionally, fourteen reproductive genes were under tree-wide positive selection but showed evidence of convergent relaxed selection in P. californicus and Microtus ochrogaster, a distantly related monogamous species. Changes in transcript abundance and gene sequence evolution in association with mating behavior suggest that male mice may respond to variation in sexual selection by altering aspects of sperm motility, sperm-egg binding, and copulatory plug formation.


Arctos: Community-driven innovations for managing natural and cultural history collections

May 2024

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116 Reads

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4 Citations

More than tools for managing physical and digital objects, museum collection management systems (CMS) serve as platforms for structuring, integrating, and making accessible the rich data embodied by natural history collections. Here we describe Arctos, a scalable community solution for managing and publishing global biological, geological, and cultural collections data for research and education. Specific goals are to: (1) Describe the core features and implementation of Arctos for a broad audience with respect to the biodiversity informatics principles that enable high quality research; (2) Highlight the unique aspects of Arctos; (3) Illustrate Arctos as a model for supporting and enhancing the Digital Extended Specimen concept; and (4) Emphasize the role of the Arctos community for improving data discovery and enabling cross-disciplinary, integrative studies within a sustainable governance model. In addition to detailing Arctos as both a community of museum professionals and a collection database platform, we discuss how Arctos achieves its richly annotated data by creating a web of knowledge with deep connections between catalog records and derived or associated data. We also highlight the value of Arctos as an educational resource. Finally, we present the financial model of fiscal sponsorship by a nonprofit organization, implemented in 2022, to ensure the long-term success and sustainability of Arctos.


Into the Wild: A novel wild-derived inbred strain resource expands the genomic and phenotypic diversity of laboratory mouse models

April 2024

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41 Reads

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5 Citations

The laboratory mouse has served as the premier animal model system for both basic and preclinical investigations for over a century. However, laboratory mice capture only a subset of the genetic variation found in wild mouse populations, ultimately limiting the potential of classical inbred strains to uncover phenotype-associated variants and pathways. Wild mouse populations are reservoirs of genetic diversity that could facilitate the discovery of new functional and disease-associated alleles, but the scarcity of commercially available, well-characterized wild mouse strains limits their broader adoption in biomedical research. To overcome this barrier, we have recently developed, sequenced, and phenotyped a set of 11 inbred strains derived from wild-caught Mus musculus domesticus. Each of these “Nachman strains” immortalizes a unique wild haplotype sampled from one of five environmentally distinct locations across North and South America. Whole genome sequence analysis reveals that each strain carries between 4.73–6.54 million single nucleotide differences relative to the GRCm39 mouse reference, with 42.5% of variants in the Nachman strain genomes absent from current classical inbred mouse strain panels. We phenotyped the Nachman strains on a customized pipeline to assess the scope of disease-relevant neurobehavioral, biochemical, physiological, metabolic, and morphological trait variation. The Nachman strains exhibit significant inter-strain variation in >90% of 1119 surveyed traits and expand the range of phenotypic diversity captured in classical inbred strain panels. These novel wild-derived inbred mouse strain resources are set to empower new discoveries in both basic and preclinical research.


FIG. 1.-Jupiter plot comparing higher level synteny and completeness between the zebra finch (Taeniopygia guttata) genome (bTaeGut.4) and each of the three CCGP draft assemblies of Passerellidae sparrow species. Zebra finch chromosomes are on the left in each plot (colored) and sparrow scaffolds are on the right (light gray). Twists represent reversed orientation of scaffolds between assemblies. Song and Bell's sparrow reference genome samples were both from females, whereas the Savannah sparrow reference was from a male. Song and Bell's sparrow illustrations reproduced with the permission of https:// birdsoftheworld.org with permission from Lynx Edicions. Savannah sparrow illustration contributed by Jillian Nichol Ditner.
FIG. 4.-a to b) Comparison of transposable element annotation across three song sparrow (Melospiza melodia) assemblies. a) Total number of transposable elements found in each assembly. b) Total genomic content (Mb) of transposable element content identified in each of the three song sparrow assemblies. MelMel_AK (red) is an assembly from an Alaskan bird sequenced using short-read and Chicago library technology. MelMel_BC (green) is a bird from British Columbia sequenced using Illumina short-read and PacBio SMRT long-read approaches MelMel_CA was generated using Hi-C and PacBio long-read approaches for this paper. c and d) Comparison of TE annotations in two saltmarsh sparrow assemblies (Ammospiza caudacuta). (c) Total number of transposable elements found in each assembly. b) Total genomic content (Mb) of transposable element content identified in each of the three song sparrow assemblies. SALS_SR (Red) was assembled from Illumina short reads and the SALS_VG (blue) assembly was assembled using PacBio long-read and Omni-C approaches with the Vertebrate Genomics Project pipeline.
FIG. 5.-Transposable element (TE) landscapes for the autosomal, Z, and W chromosomes. Left panel shows time-calibrated UCE phylogeny of seven sparrow species. Branch labels indicate mean estimate of divergence time for each node with purple bars indicating 95% HPD error around that estimate. All nodes in the topology received bootstrap support of 100%. Right panel shows TE landscapes for each species. Percent divergence on the x axis was calculated as the percent Kimura 2-parameter (K2P) distance with CpG sites excluded. The abundance of TEs in each percent divergence bin was normalized as a percentage of the chromosome length on the y axis.
Percentage of each genome spanned by different classes of repeats. Estimates of each class of repeat region identified within RepeatMasker using the sparrow TE libraries generated de novo with RepeatModeler2
Remarkably High Repeat Content in the Genomes of Sparrows: The Importance of Genome Assembly Completeness for Transposable Element Discovery

April 2024

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86 Reads

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5 Citations

Genome Biology and Evolution

Transposable elements (TE) play critical roles in shaping genome evolution. Highly repetitive TE sequences are also a major source of assembly gaps making it difficult to fully understand the impact of these elements on host genomes. The increased capacity of long-read sequencing technologies to span highly repetitive regions promises to provide new insights into patterns of TE activity across diverse taxa. Here we report the generation of highly contiguous reference genomes using PacBio long-read and Omni-C technologies for three species of Passerellidae sparrow. We compared these assemblies to three chromosome-level sparrow assemblies and nine other sparrow assemblies generated using a variety of short- and long-read technologies. All long-read based assemblies were longer (range: 1.12-1.41 Gb) than short-read assemblies (0.91-1.08 Gb) and assembly length was strongly correlated with the amount of repeat content. Repeat content for the Bell's sparrow (31.2% of genome) was the highest level ever reported within the order Passeriformes, which comprises over half of avian diversity. The highest levels of repeat content (79.2-93.7%) were found on the W chromosome relative to other regions of the genome. Finally, we show that proliferation of different TE classes varied even among species with similar levels of repeat content. These patterns support a dynamic model of TE expansion and contraction even in a clade where TEs were once thought to be fairly depauperate and static. Our work highlights how the resolution of difficult-to-assemble regions of the genome with new sequencing technologies promises to transform our understanding of avian genome evolution.


Citations (36)


... Since these data and metadata may be available in external data systems, the schema includes metadata fields for linking to records elsewhere. For example, the "External Record Provider" and "External Record Identifier" fields in the 'Collected Sample' metadata group (Table 3) allow users to refer to sample records in systems like NEON [25], Neotoma [11,12], or the Arctos data platform for museum collections [26,27]. IsoBank also connects to external sources to look up additional information. ...

Reference:

Design, development, and implementation of IsoBank: A centralized repository for isotopic data
Arctos: Community-driven innovations for managing natural and cultural history collections

... short interspersed nuclear elements), satellite sequences, simple repeats, and unclassified repetitive elements ( Supplementary Fig. 6a). This increase in repetitive content between our long-read and short-read genome assemblies matches similar patterns observed in sparrows (Benham et al. 2024). Avian genomes have long been thought to have low repeat content (< 10%; Ellegren 2010; Zhang et al. 2014b), but genomes assembled with new long-read sequencing technologies are indicating that repeat content in bird genomes has previously been underestimated. ...

Remarkably High Repeat Content in the Genomes of Sparrows: The Importance of Genome Assembly Completeness for Transposable Element Discovery

Genome Biology and Evolution

... While cis-regulatory variation is thought to accumulate and become more predominant over larger evolutionary distances, i.e. between species [16][17][18], trans-regulatory variation tends to be more common among individuals within a species [5][6]19]. However, deviations from this pattern of regulatory variation have been documented in Drosophila [20][21][22][23] as well as other species [24][25], which underscores that there remains much to learn about the evolution of gene expression regulation, especially over short evolutionary distances. ...

Tissue-specific and cis-regulatory changes underlie parallel, adaptive gene expression evolution in house mice

... All specimens were screened for ecto-and/or endoparasites that were also preserved and linked to voucher specimens (Galbreath et al., 2019). All specimen info is available online through the Arctos collection management system (Cicero et al., 2023) and links to specimen records are included in Table S1. Contemporary tissues were sampled following strict protocols to avoid PFAS contamination during handling. ...

Arctos: Community-driven innovations for managing biodiversity and cultural collections

... The evolutionary significance of AS in adaptation across large geographical distances is exemplified by findings reported in this issue by Manahan and Nachman (2023), who identified splicing variation associated with local adaptation in wild house mice. By combining RNA-seq, exome-capture, and existing data on targets of natural selection in a latitudinal transect of mice populations, the authors found strong candidate genes for which clinal variation in AS associated with splicing-Quantitative Trait Loci (sQTL) and genomic signatures of selection. ...

Alternative splicing and environmental adaptation in wild house mice
  • Citing Article
  • November 2023

Heredity

... Collecting such datasets requires both broad-scale sampling across units and geography and identification of biologically relevant data that are homologous across scale. As we see in this study, biodiversity resources such as natural history museums can serve an indispensable role by allowing researchers to efficiently sample the geographical breadth of species (Nachman et al. 2023). As also seen in this study, the growth of high-throughput sequencing facilitates comparative work, as genomic data can make it easier and cheaper to collect homologous data across phylogenetic scales. ...

Specimen collection is essential for modern science

... To link expression variation in lab mice to selection in natural populations, we used a normalized version of the population branch statistic (PBSn1), which identifies significant allele frequency shifts in a focal population in relation to two outgroup populations [38,39]. For focal populations representing MANA and EDMA lab mice, we utilized published whole exome data from Manaus, Brazil (MAN) and Edmonton, Alberta, Canada (EDM) [25,40]. For SARA we used published exome data collected near the border of New Hampshire and Vermont (NH/VT) [22], which is geographically close to Saratoga Springs, NY. ...

Across two continents: the genomic basis of environmental adaptation in house mice (Mus musculus domesticus) from the Americas

... Moreover, most candidate genes did not contain candidate SNPs that were amino-acid changing, suggesting much of the response to selection is due to changes in gene regulation. To try to better understand how candidate genes affect phenotypes, studies of wild house mice in the Americas have been integrative [36,38,40,61,65,72], including phenotyping in the wild and in the lab, expression studies in wild and laboratory populations, and GWAS, in addition to selection scans. For example, lab-born descendants of mice from cold environments are larger than labborn descendants of mice from warm environments [38,65,72] and GWAS across the Americas for body weight identified eight candidate genes. ...

Into the Wild: A novel wild-derived inbred strain resource expands the genomic and phenotypic diversity of laboratory mouse models

... A considerable proportion of how a genome interacts with the environment and how differences in gene abundance can lead to adaptation is through the non-genic, regulatory elements of the genome 42,43 . We built a chromatin state map of the naked mole-rat hypothalamus to systematically profile promoters, enhancers, active regions, repressed regions, and insulators in the NMR hypothalamus epigenome (Supplementary Table S4, ChIP-seq metrics). ...

Environmentally robust cis -regulatory changes underlie rapid climatic adaptation
  • Citing Article
  • September 2023

Proceedings of the National Academy of Sciences

... In the Early South American phase, records of xenarthrans are extremely rare (Gaudin & Croft 2015), so understanding their dental evolution is challenging, but a suite of dental characters is consistent, including hypselodonty, monophyodonty, absence of enamel and a secondarily non-tribosphenic molar pattern (Vizcaino 2009). The earliest xenarthrans were probably myrmecophagous (Gaudin & Croft 2015), and this myrmecophagy likely allowed for the loss of enamel due to relaxed selection (Emerling et al. 2023). ...

Genomic data suggest parallel dental vestigialization within the xenarthran radiation

Peer Community Journal