Paul A. Hohenlohe’s research while affiliated with University of Idaho and other places

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Publications (202)


Temperature‐Related Effects on Disease Susceptibility and Immune Response in Redband Trout ( Oncorhynchus mykiss gairdneri ) Following Challenge With Flavobacterium columnare
  • Article

November 2024

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56 Reads

Journal of Fish Diseases

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Veronica L. Myrsell

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[...]

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Paul A. Hohenlohe

Heat stress can increase disease risk in fishes by reducing immune function. Interactions between redband trout ( Oncorhynchus mykiss gairdneri ) and Flavobacterium columnare , a causative agent of columnaris disease, provide an opportunity to investigate the effects of temperature on immune function and disease resistance during periods of thermal stress. We conducted three trials to characterise differences in immune function and mortality between redband trout held at 18°C and 21°C following challenge with F . columnare . In trial 1, cumulative per cent mortality (CPM) was low and not statistically different between 18°C and 21°C. In trials 2 and 2, we administered higher challenge doses and observed increased CPM overall and significantly greater CPM at 21°C than 18°C. Redband trout upregulated il‐8 , tnf‐α , igm and igt following infection by F . columnare , suggesting that all of these genes may be involved in immune responses to F . columnare infection. We found no differences in the strength of the immune responses between fish held at 21°C versus 18°C. This indicated that 21°C did not elicit sufficient thermal stress to impair immune function and that increased CPM at 21°C versus 18°C was due to enhanced F . columnare virulence.



Figure 1. Plot showing the raw data for the number of one-year old females caught in each 483 year (grey bars), and the proportion of those females that had bred (black points and line) for 484 each year between 2003 and 2021. 485 486 487
Table summarising results from a mixed effects model used to estimate inbreeding 543 (FGRM) and annual breeding success. Posterior medians of linear coefficient estimates for fixed 544 effects and standard deviations for random effects presented with 95% credible intervals of 545 posterior distribution in parentheses. Estimates where posterior does not overlap with zero in 546
Effects of a transmissible cancer on life-history traits in Tasmanian devils
  • Preprint
  • File available

October 2024

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31 Reads

Shifts in life history traits, such as timing of reproduction, can help mediate population declines following perturbations, and early reproduction should be favoured when adult survival is impacted more than juvenile survival. In Tasmanian devils, following the emergence of a fatal transmissible cancer, females started to breed precocially (i.e., at age one instead of typically age two) and the same time as populations started to decline following disease emergence. Here, we focus on a diseased site (Freycinet Peninsula, Tasmania, Australia) with 18 years of continuous mark-recapture data to test: (1) whether rates of precocial breeding in females continued to increase after the initial rise after the emergence of the disease, (2) whether there was a relationship between body size and breeding success for either one-year-olds or adult females (i.e., at least two-years-old), and (3) whether there was inbreeding depression in breeding success for either age category. We show that rates of precocial breeding did not continue to rise, and that the proportion of precocially breeding females has plateaued at around 50%. We also show that there was no effect of body size on the probability of breeding for either one-year-old or for adult females. Finally, we show that there was no evidence for inbreeding depression in breeding success for either age class. We discuss possible constraints that may have inhibited further rise in rates of precocial breeding in the context of limitations to growth in the offspring of precocially breeding (and therefore smaller) females.

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Adaptive potential in the face of a transmissible cancer in Tasmanian devils

September 2024

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38 Reads

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1 Citation

Molecular Ecology

Emerging infectious diseases (EIDs) not only cause catastrophic declines in wildlife populations but also generate selective pressures that may result in rapid evolutionary responses. One such EID is devil facial tumour disease (DFTD) in the Tasmanian devil. DFTD is almost always fatal and has reduced the average lifespan of individuals by around 2 years, likely causing strong selection for traits that reduce susceptibility to the disease, but population decline has also left Tasmanian devils vulnerable to inbreeding depression. We analysed 22 years of data from an ongoing study of a population of Tasmanian devils on Freycinet Peninsula, Tasmania, to (1) identify whether DFTD may be causing selection on body size, by estimating phenotypic and genetic correlations between DFTD and size traits, (2) estimate the additive genetic variance of susceptibility to DFTD, and (3) investigate whether size traits or susceptibility to DFTD were under inbreeding depression. We found a positive phenotypic relationship between head width and susceptibility to DFTD, but this was not underpinned by a genetic correlation. Conversely, we found a negative phenotypic relationship between body weight and susceptibility to DFTD, and there was evidence for a negative genetic correlation between susceptibility to DFTD and body weight. There was additive genetic variance in susceptibility to DFTD, head width and body weight, but there was no evidence for inbreeding depression in any of these traits. These results suggest that Tasmanian devils have the potential to respond adaptively to DFTD, although the realised evolutionary response will critically further depend on the evolution of DFTD itself.


Workflow for integrative taxonomy of cryptic taxa and its illustration in the genus Microcebus
We first test whether genetic distances between candidates clearly reject or conform to an intraspecific model of isolation by distance, using a heuristic based on normalized root mean square error (NRMSE) distributions. If neither is the case, we test whether pairs of sister candidates are reciprocally monophyletic, form distinct genetic clusters and exhibit a genealogical divergence index (gdi) above or equal to 0.2. Failure to pass one of these criteria is sufficient to reject status as distinct species. If tests are passed, we explore whether candidates exhibit substantial differentiation in at least one other taxonomic character (morphometry, climatic niche, reproductive activity, acoustic communication) that cannot be attributed to ecological flexibility, plasticity or similar factors (indicated by asterisks). If so, and only then, candidate species are confirmed. Three examples of pairs of candidate species in the genus Microcebus are presented to illustrate the workflow. Red arrows indicate the delimitation procedure. Additional taxonomic characters are not restricted to the examples given here. Brown boxes indicate which tests consider spatial variation. In principle, other taxonomic characters would benefit from being analysed in a spatial context as well. Details on how tests were conducted and differentiation was quantified can be found in the Methods.
Island-wide taxogenomics of the cryptic Microcebus radiation
a, Map of genotyped Microcebus species (symbols correspond to b). Dry and humid forests are represented in yellow and green, respectively. Illustration represents M. jonahi (illustration copyright Stephen D. Nash; used with permission). b, Microcebus phylogeny with divergence times and ancestral habitats (node pies; yellow, dry; green, humid; brown, dry and humid). Candidate groups to which our delimitation framework was applied are indicated by black brackets. White centres in species symbols represent synonymized candidates following the revised classification shown in c. Divergence times among synonymized candidates are not reported. Nodes are labelled by lowercase letters for reference to downstream analyses. c, Comparison of the current (CC, 25 described and one putative species) and revised (RC; 19 species) Microcebus classification. d, Recommended changes in International Union for Conservation of Nature (IUCN) species conservation status after taxonomic revision (NE, not valuated; DD, data deficient; LC, least concern; NT, near threatened; VU, vulnerable; EN, endangered; CR, critically endangered).
of species delimitation analyses in the genus Microcebus
a, Maximum likelihood phylogeny with non-monophyly indicated by triangles. Scale is substitutions per site. b, Admixture proportions (y axis), where the number of a priori clusters K equals the number of candidate species; candidate species are separated by black bars and ordered as in a. c, NRMSE distributions of isolation by distance (log scale) with 0.05 and 0.95 quantiles; symbols indicate focal taxon for calculation of within-candidate IBD; red, pink and blue dashed lines indicate 0.95 quantiles of NRMSE distributions based on IBD within M. lehilahytsara, M. mittermeieri and continuous M. tavaratra populations, respectively (Methods). d, Genealogical divergence index (gdi) with 95% highest posterior density interval based on a coalescent model of 6,000 loci and two individuals per species (one individual for M. marohita); symbols refer to a and indicate which taxon’s θ was used for estimation; taxon names refer to the first three letters of the candidate species epithet; the dashed line indicates threshold below which candidates are considered synonyms. e, Morphometric differentiation (1 − maximum hypervolume overlap) and 95% confidence intervals (CI); asterisks indicate fit to a model of intraspecific character variation, precluding the interpretation of the differentiation signal (Supplementary Table 5). f, Climatic niche differentiation (1 − D and 95% CIs. In e and f, red and blue areas represent 95% CIs of differentiation between M. lehilahytsara and M. mittermeieri and among fragmented M. tavaratra populations, respectively. Empty rows indicate a lack of data. Sample sizes per species for c, e and f are given in Supplementary Tables 2, 4 and 6, respectively.
Evolution of morphometry and climatic niche in the genus Microcebus
a,b, Regression (dashed line) of morphometric (a) and climatic niche hypervolume (b) overlap through time, that is, across nodes of the tree in Fig. 2b. The vertical line of node b estimate represents the 95% confidence interval. Light lines represent linear regressions of 1,000 datasets simulated under the most likely models (Ornstein–Uhlenbeck (OU) for morphology and Brownian motion (BM) for climatic niche). c, Distributions of Spearman’s correlation coefficient (rs) between node age and morphometric or climatic niche hypervolume overlap, from 1,000 simulations under OU, BM and EB models of character evolution. Dashed horizontal lines indicate the observed rs.
Integrative taxonomy clarifies the evolution of a cryptic primate clade

September 2024

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513 Reads

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4 Citations

Nature Ecology & Evolution

Global biodiversity is under accelerating threats, and species are succumbing to extinction before being described. Madagascar’s biota represents an extreme example of this scenario, with the added complication that much of its endemic biodiversity is cryptic. Here we illustrate best practices for clarifying cryptic diversification processes by presenting an integrative framework that leverages multiple lines of evidence and taxon-informed cut-offs for species delimitation, while placing special emphasis on identifying patterns of isolation by distance. We systematically apply this framework to an entire taxonomically controversial primate clade, the mouse lemurs (genus Microcebus, family Cheirogaleidae). We demonstrate that species diversity has been overestimated primarily due to the interpretation of geographic variation as speciation, potentially biasing inference of the underlying processes of evolutionary diversification. Following a revised classification, we find that crypsis within the genus is best explained by a model of morphological stasis imposed by stabilizing selection and a neutral process of niche diversification. Finally, by clarifying species limits and defining evolutionarily significant units, we provide new conservation priorities, bridging fundamental and applied objectives in a generalizable framework.


Spatial variation in genomic signatures of local adaptation during the cane toad invasion of Australia

July 2024

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75 Reads

Molecular Ecology

Adaptive evolution can facilitate species' range expansions across environmentally heterogeneous landscapes. However, serial founder effects can limit the efficacy of selection, and the evolution of increased dispersal during range expansions may result in gene flow swamping local adaptation. Here, we study how genetic drift, gene flow and selection interact during the cane toad's ( Rhinella marina ) invasion across the heterogeneous landscape of Australia. Following its introduction in 1935, the cane toad colonised eastern Australia and established several stable range edges. The ongoing, more rapid range expansion in north‐central Australia has occurred concomitant with an evolved increase in dispersal capacity. Using reduced representation genomic data of Australian cane toads from the expansion front and from two areas of their established range, we test the hypothesis that high gene flow constrains local adaptation at the expansion front relative to established areas. Genetic analyses indicate the three study areas are genetically distinct but show similar levels of allelic richness, heterozygosity and inbreeding. Markedly higher gene flow or recency of colonisation at the expansion front have likely hindered local adaptation at the time of sampling, as indicated by reduced slopes of genetic‐environment associations (GEAs) estimated using a novel application of geographically weighted regression that accounts for allele surfing; GEA slopes are significantly steeper in established parts of the range. Our work bolsters evidence supporting adaptation of invasive species post‐introduction and adds novel evidence for differing strengths of evolutionary forces among geographic areas with different invasion histories.


Sample distribution of hair and buccal swab samples from NIDGS in central Idaho. (a) Outline of Idaho with range of NIDGS in dark gray. (b) Detail of NIDGS range with sample types collected from each site denoted by color and shape. NIDGS range obtained from https://ecos.fws.gov/ecp/species/2982.
Boxplot of percent loci genotyped by sample type.
Population genetic diversity estimates of NIDGS by sequencing method for sites with more than eight individuals. RAD_2336 metrics estimated with 2336 neutral SNPs, RAD_207 and GT_207 with 207 neutral SNPs. FIS, inbreeding coefficient; HE, expected heterozygosity; HO, observed heterozygosity.
STRUCTURE bar plots displaying inferred clustering and individual ancestry estimates of NIDGS (n = 53) for all three neutral SNP datasets (RAD_2663, RAD_207, and GT_207) for Ks 2–6. Each color represents a distinct genetic cluster, each vertical bar represents the proportion of ancestry of a single individual to the different genetic cluster. Individuals are grouped into populations which are ordered geographically from west to east: FC, Fawn Creek; LB, Lower Butter; LV, Lost Valley; MC, Mud Creek; RT, Rockytop; SG, Summit Gulch; SS, Steve's Creek/Squirrel Valley; TA, Tamarack; YC, YCC.
Development and validation of a GT‐seq panel for genetic monitoring in a threatened species using minimally invasive sampling

May 2024

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163 Reads

Minimally invasive samples are often the best option for collecting genetic material from species of conservation concern, but they perform poorly in many genomic sequencing methods due to their tendency to yield low DNA quality and quantity. Genotyping‐in‐thousands by sequencing (GT‐seq) is a powerful amplicon sequencing method that can genotype large numbers of variable‐quality samples at a standardized set of single nucleotide polymorphism (SNP) loci. Here, we develop, optimize, and validate a GT‐seq panel for the federally threatened northern Idaho ground squirrel (Urocitellus brunneus) to provide a standardized approach for future genetic monitoring and assessment of recovery goals using minimally invasive samples. The optimized panel consists of 224 neutral and 81 putatively adaptive SNPs. DNA collected from buccal swabs from 2016 to 2020 had 73% genotyping success, while samples collected from hair from 2002 to 2006 had little to no DNA remaining and did not genotype successfully. We evaluated our GT‐seq panel by measuring genotype discordance rates compared to RADseq and whole‐genome sequencing. GT‐seq and other sequencing methods had similar population diversity and FST estimates, but GT‐seq consistently called more heterozygotes than expected, resulting in negative FIS values at the population level. Genetic ancestry assignment was consistent when estimated with different sequencing methods and numbers of loci. Our GT‐seq panel is an effective and efficient genotyping tool that will aid in the monitoring and recovery of this threatened species, and our results provide insights for applying GT‐seq for minimally invasive DNA sampling techniques in other rare animals.


Adaptive potential in the face of a transmissible cancer in Tasmanian devils

April 2024

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53 Reads

Emerging infectious diseases (EIDs) cause catastrophic declines in wildlife populations, but 2 also generate selective pressures that may result in rapid evolutionary responses. One such EID 3 is devil facial tumour disease (DFTD) in the Tasmanian devil. DFTD is almost always fatal, 4 which likely causes strong selection for traits that reduce susceptibility to the disease, but 5 population decline has also left Tasmanian devils vulnerable to inbreeding depression. We 6 analysed 22 years of data from an ongoing study of a population of Tasmanian devils on 7 Freycinet Peninsula, Tasmania, to (1) identify whether DFTD may be causing selection on 8 body size, by estimating phenotypic and genetic correlations between DFTD and size traits, (2) 9 estimate the additive genetic variance of susceptibility to DFTD, and (3) investigate whether 10 size traits or susceptibility to DFTD were under inbreeding depression. We found a positive 11 phenotypic relationship between head width and susceptibility to DFTD, but this was not 12 underpinned by a genetic correlation. Conversely, we found a negative phenotypic relationship 13 between body weight and susceptibility to DFTD, and there was evidence for a negative genetic 14 correlation between susceptibility to DFTD and body weight. There was additive genetic 15 variance in susceptibility to DFTD, head width and body weight, but there was no evidence for 16 inbreeding depression in any of these traits. These results suggest Tasmanian devils have the 17 potential to respond adaptively to DFTD, although the realised evolutionary response will 18 critically depend on the evolution of DFTD itself.


Approximate Bayesian computational methods to estimate the strength of divergent selection in population genomics models

February 2024

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25 Reads

Journal of Computational Mathematics and Data Science

Statistical estimation of parameters in large models of evolutionary processes is often too computationally inefficient to pursue using exact model likelihoods, even with single-nucleotide polymorphism (SNP) data, which offers a way to reduce the size of genetic data while retaining relevant information. Approximate Bayesian Computation (ABC) to perform statistical inference about parameters of large models takes the advantage of simulations to bypass direct evaluation of model likelihoods. We develop a mechanistic model to simulate forward-in-time divergent selection with variable migration rates, modes of reproduction (sexual, asexual), length and number of migration-selection cycles. We investigate the computational feasibility of ABC to perform statistical inference and study the quality of estimates on the position of loci under selection and the strength of selection. To expand the parameter space of positions under selection, we enhance the model by implementing an outlier scan on summarized observed data. We evaluate the usefulness of summary statistics well-known to capture the strength of selection, and assess their informativeness under divergent selection. We also evaluate the effect of genetic drift with respect to an idealized deterministic model with single-locus selection. We discuss the role of the recombination rate as a confounding factor in estimating the strength of divergent selection, and emphasize its importance in break down of linkage disequilibrium (LD). We answer the question for which part of the parameter space of the model we recover strong signal for estimating the selection, and determine whether population differentiation-based summary statistics or LD–based summary statistics perform well in estimating selection.


Citations (61)


... However, res may already have played a role during the formation of its ecosystems and species assemblages, as indicated by historical evidence of res predating human arrival (Burney 1987 The ancestors of extant lemurs arrived on the island about 60 million years ago and evolved into more than 100 different species (Herrera and Dávalos 2016). However, the diversi cation of many extant genera (e.g., Microcebus) occurred quite rapidly and rather recently within the last few million years (Poelstra et al. 2021;Van Elst et al. 2024). It is possible that adaptations to re evolved over these time spans in habitats also prone to re today. ...

Reference:

Post-fire recolonization of dry deciduous forests by lemurs in northwestern Madagascar
Integrative taxonomy clarifies the evolution of a cryptic primate clade

Nature Ecology & Evolution

... Despite the well-established impact of tumoural processes on the physical condition of individuals and their widespread occurrence in the animal kingdom (Aktipis et al., 2015;Albuquerque, 2018;Vincze et al., 2022), it remains paradoxical that our understanding of the extent of their effects and consequences, both empirically and theoretically, is still limited . A notable exception is the case of transmissible cancers, which, due to recent research breakthroughs, have garnered significant attention from ecologists (Beer et al., 2024;Boutry et al., 2022aBoutry et al., , 2022bHollings et al., 2014;Lachish et al., 2009). For example, field studies on the Tasmanian devil were used to demonstrate that the elimination of a keystone species by a transmissible cancer can cause an important trophic cascade and proliferation of invasive species and associated diseases (Cunningham et al., 2020;Hollings et al., 2016). ...

Disease-driven top predator decline affects mesopredator population genomic structure

Nature Ecology & Evolution

... Hypotheses to explain the conservation genetics gap include scepticism about its importance, the specialised knowledge required for analysis and interpretation and cost (Hoban et al. 2013), though some recent discussion suggests the term itself obfuscates by lumping the diverse set of obstacles (or 'spaces') between research and implementation (Toomey, Knight, and Barlow 2017;see solutions reviewed by Hogg 2024). At low-resource institutions in the tropics, a broader shift towards WGS approaches may further discourage the development of the field in the very regions where the greatest number of critically endangered species is found (Vamosi and Vamosi 2008;Bertola et al. 2024), especially if technological advances become publication requirements at high-impact and broadly read journals. ...

A pragmatic approach for integrating molecular tools into biodiversity conservation

... Гаплотипы медведей из Тибета и Гималаев Непала группируются в кладу 5, сестринскую по отношению клады 6 медведей Западных Гималаев (Индия, Пакистан) и гобийского медведя Монголии (Lan et al., 2017;нумерация клад по: Hirata et al., 2013). Бурых медведей клады 5 можно рассматривать как реликтовую группу, рано отделившуюся от других популяций евразийского бурого медведя (Galbreath et al., 2007;Lan et al., 2017;Segawa et al., 2021;Tumendemberel et al., 2023). ...

Range-wide evolutionary relationships and historical demography of brown bears (Ursus arctos) revealed by whole-genome sequencing of isolated central Asian populations

Molecular Ecology

... Using this method, we infer that the genus diverged from its sister lineage, the genus Mirza, about 2. Table 7). Such a temporal framework (< 2 Ma ago) is supported by other MSC studies 36,37,58,59 and suggests that the diversification of the genus Microcebus fits a model of allopatric speciation in response to climatic fluctuations (that is, glacial-interglacial cycles). This interpretation agrees with studies that have posited that closed-canopy ecosystems converted to open vegetation during the Pleistocene in different areas of the island 60,61 , forcing lineages to track forest habitats that shifted in elevation or to retreat to humid refugia 62,63 . ...

Diversification processes in Gerp's mouse lemur demonstrate the importance of rivers and altitude as biogeographic barriers in Madagascar's humid rainforests

... The transmissibility of these cancer cells aligns their evolutionary dynamics more closely with those of emerging pathogens, fostering long-term coevolution with their host. For example, approximately 40 years after its manifestation [12], the transmissible cancer line associated with the devil facial tumour disease in Tasmanian devils seems to evolve into an obligatory parasite that genuinely coevolves with its host [13]. ...

The tumour is in the detail: Local phylogenetic, population and epidemiological dynamics of a transmissible cancer in Tasmanian devils

... Though scant, there are some empirical observations consistent with the idea that adaptation to novel environments can constrain the evolution of dispersal during range expansions. There was a reduced signal of dispersal evolution in flour beetle expansions across novel versus benign mesocosm landscapes (Szűcs et al., 2017;Weiss-Lehman et al., 2017), and dispersal evolution in a beetle species expanding south in the Western United states may be constrained by local adaptation to photoperiod (Clark et al., 2022(Clark et al., , 2023. Theory has only recently begun to probe the interaction between dispersal evolution and local adaptation to gradients during range expansions and shifts. ...

Adaptation at the edge: Patterns of local adaptation and genetic variation during a contemporary range expansion

... We then identified genomic regions displaying elevated differentiation between all possible pairwise combinations of populations using F ST paired with a local score approach (Andrews et al. 2023;Fariello et al. 2017;Howe et al. 2024). First, we filtered out SNPs with a minor allele frequency < 0.05, a minimum mapping quality < 15, and a SNP p value > 10 −10 , and our depth filters were specific to each population (Table S1). ...

Whole genome resequencing identifies local adaptation associated with environmental variation for redband trout

Molecular Ecology

... Though scant, there are some empirical observations consistent with the idea that adaptation to novel environments can constrain the evolution of dispersal during range expansions. There was a reduced signal of dispersal evolution in flour beetle expansions across novel versus benign mesocosm landscapes (Szűcs et al., 2017;Weiss-Lehman et al., 2017), and dispersal evolution in a beetle species expanding south in the Western United states may be constrained by local adaptation to photoperiod (Clark et al., 2022(Clark et al., , 2023. Theory has only recently begun to probe the interaction between dispersal evolution and local adaptation to gradients during range expansions and shifts. ...

Evolution of reproductive life‐history and dispersal traits during the range expansion of a biological control agent

... The bigger mystery pertains to the southern islands, which were founded much later in the Holocene. In addition to the fossil/sub-fossil evidence suggesting no foxes inhabited the southern island prior to 6000 years ago at earliest [8,12,16], a recent study that reconstructed historical population sizes based on whole genome resequencing of island foxes on two of the southern islands (Santa Catalina, San Clemente) found a precipitous decline consistent with a founder effect in these populations during the putative time of their founding [40]. ...

Genomic Assessment of Cancer Susceptibility in the Threatened Catalina Island Fox (Urocyon littoralis catalinae)

Genes