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Background: The shift from solitary to social behavior is one of the major evolutionary transitions. Primitively eusocial bumblebees are uniquely placed to illuminate the evolution of highly eusocial insect societies. Bumblebees are also invaluable natural and agricultural pollinators, and there is widespread concern over recent population declines in some species. High-quality

Background: The shift from solitary to social behavior is one of the major evolutionary transitions. Primitively eusocial bumblebees are uniquely placed to illuminate the evolution of highly eusocial insect societies. Bumblebees are also invaluable natural and agricultural pollinators, and there is widespread concern over recent population declines in some species. High-quality genomic data will inform key aspects of bumblebee biology, including susceptibility to implicated population viability threats.

Results: We report the high quality draft genome sequences of Bombus terrestris and Bombus impatiens, two ecologically dominant bumblebees and widely utilized study species. Comparing these new genomes to those of the highly eusocial honeybee Apis mellifera and other Hymenoptera, we identify deeply conserved similarities, as well as novelties key to the biology of these organisms. Some honeybee genome features thought to underpin advanced eusociality are also present in bumblebees, indicating an earlier evolution in the bee lineage. Xenobiotic detoxification and immune genes are similarly depauperate in bumblebees and honeybees, and multiple categories of genes linked to social organization, including development and behavior, show high conservation. Key differences identified include a bias in bumblebee chemoreception towards gustation from olfaction, and striking differences in microRNAs, potentially responsible for gene regulation underlying social and other traits.

Conclusions: These two bumblebee genomes provide a foundation for post-genomic research on these key pollinators and insect societies. Overall, gene repertoires suggest that the route to advanced eusociality in bees was mediated by many small changes in many genes and processes, and not by notable expansion or depauperation.

ContributorsSadd, Ben M. (Author) / Barribeau, Seth M. (Author) / Bloch, Guy (Author) / de Graaf, Dirk C. (Author) / Dearden, Peter (Author) / Elsik, Christine G. (Author) / Gadau, Juergen (Author) / Grimmelikhuijzen, Cornelis J. P. (Author) / Hasselmann, Martin (Author) / Lozier, Jeffrey D. (Author) / Robertson, Hugh M. (Author) / Smagghe, Guy (Author) / Stolle, Eckart (Author) / Van Vaerenbergh, Matthias (Author) / Waterhouse, Robert M. (Author) / Bornberg-Bauer, Erich (Author) / Klasberg, Steffen (Author) / Bennett, Anna K. (Author) / Camara, Francisco (Author) / Guigo, Roderic (Author) / Hoff, Katharina (Author) / Mariotti, Marco (Author) / Munoz-Torres, Monica (Author) / Murphy, Terence (Author) / Santesmasses, Didac (Author) / Amdam, Gro (Author) / Beckers, Matthew (Author) / Beye, Martin (Author) / Biewer, Matthias (Author) / Bitondi, Marcia MG (Author) / Blaxter, Mark L. (Author) / Bourke, Andrew FG (Author) / Brown, Mark JF (Author) / Buechel, Severine D. (Author) / Cameron, Rossanah (Author) / Cappelle, Kaat (Author) / Carolan, James C. (Author) / Christiaens, Olivier (Author) / Ciborowski, Kate L. (Author) / Clarke, David F. (Author) / Colgan, Thomas J. (Author) / Collins, David H. (Author) / Cridge, Andrew G. (Author) / Dalmay, Tamas (Author) / Dreier, Stephanie (Author) / du Plessis, Louis (Author) / Duncan, Elizabeth (Author) / Erler, Silvio (Author) / Evans, Jay (Author) / Falcon, Talgo (Author) / Flores, Kevin (Author) / Freitas, Flavia CP (Author) / Fuchikawa, Taro (Author) / Gempe, Tanja (Author) / Hartfelder, Klaus (Author) / Hauser, Frank (Author) / Helbing, Sophie (Author) / Humann, Fernanda (Author) / Irvine, Frano (Author) / Jermiin, Lars S (Author) / Johnson, Claire E. (Author) / Johnson, Reed M (Author) / Jones, Andrew K. (Author) / Kadowaki, Tatsuhiko (Author) / Kidner, Jonathan H. (Author) / Koch, Vasco (Author) / Kohler, Arian (Author) / Kraus, F. Bernhard (Author) / Lattorff, H. Michael G. (Author) / Leask, Megan (Author) / Lockett, Gabrielle A. (Author) / Mallon, Eamonn B. (Author) / Marco Antonio, David S. (Author) / Marxer, Monika (Author) / Meeus, Ivan (Author) / Moritz, Robin FA (Author) / Nair, Ajay (Author) / Napflin, Kathrin (Author) / Nissen, Inga (Author) / Niu, Jinzhi (Author) / Nunes, Francis MF (Author) / Oakeshott, John G. (Author) / Osborne, Amy (Author) / Otte, Marianne (Author) / Pinheiro, Daniel G. (Author) / Rossie, Nina (Author) / Rueppell, Olav (Author) / Santos, Carolina G (Author) / Schmid-Hempel, Regula (Author) / Schmitt, Bjorn D. (Author) / Schulte, Christina (Author) / Simoes, Zila LP (Author) / Soares, Michelle PM (Author) / Swevers, Luc (Author) / Winnebeck, Eva C. (Author) / Wolschin, Florian (Author) / Yu, Na (Author) / Zdobnov, Evgeny M (Author) / Aqrawi, Peshtewani K (Author) / Blakenburg, Kerstin P (Author) / Coyle, Marcus (Author) / Francisco, Liezl (Author) / Hernandez, Alvaro G. (Author) / Holder, Michael (Author) / Hudson, Matthew E. (Author) / Jackson, LaRonda (Author) / Jayaseelan, Joy (Author) / Joshi, Vandita (Author) / Kovar, Christie (Author) / Lee, Sandra L. (Author) / Mata, Robert (Author) / Mathew, Tittu (Author) / Newsham, Irene F. (Author) / Ngo, Robin (Author) / Okwuonu, Geoffrey (Author) / Pham, Christopher (Author) / Pu, Ling-Ling (Author) / Saada, Nehad (Author) / Santibanez, Jireh (Author) / Simmons, DeNard (Author) / Thornton, Rebecca (Author) / Venkat, Aarti (Author) / Walden, Kimberly KO (Author) / Wu, Yuan-Qing (Author) / Debyser, Griet (Author) / Devreese, Bart (Author) / Asher, Claire (Author) / Blommaert, Julie (Author) / Chipman, Ariel D. (Author) / Chittka, Lars (Author) / Fouks, Bertrand (Author) / Liu, Jisheng (Author) / O'Neill, Meaghan P (Author) / Sumner, Seirian (Author) / Puiu, Daniela (Author) / Qu, Jiaxin (Author) / Salzberg, Steven L (Author) / Scherer, Steven E (Author) / Muzny, Donna M. (Author) / Richards, Stephen (Author) / Robinson, Gene E (Author) / Gibbs, Richard A. (Author) / Schmid-Hempel, Paul (Author) / Worley, Kim C (Author) / College of Liberal Arts and Sciences (Contributor)
Created2015-04-24
Description

We present a phylogeographic study of at least six reproductively isolated lineages of new world harvester ants within the Pogonomyrmex barbatus and P. rugosus species group. The genetic and geographic relationships within this clade are complex: Four of the identified lineages show genetic caste determination (GCD) and are divided into

We present a phylogeographic study of at least six reproductively isolated lineages of new world harvester ants within the Pogonomyrmex barbatus and P. rugosus species group. The genetic and geographic relationships within this clade are complex: Four of the identified lineages show genetic caste determination (GCD) and are divided into two pairs. Each pair has evolved under a mutualistic system that necessitates sympatry. These paired lineages are dependent upon one another because their GCD requires interlineage matings for the production of F1 hybrid workers, and intralineage matings are required to produce queens. This GCD system maintains genetic isolation among these interdependent lineages, while simultaneously requiring co-expansion and emigration as their distributions have changed over time. It has also been demonstrated that three of these four GCD lineages have undergone historical hybridization, but the narrower sampling range of previous studies has left questions on the hybrid parentage, breadth, and age of these groups. Thus, reconstructing the phylogenetic and geographic history of this group allows us to evaluate past insights and hypotheses and to plan future inquiries in a more complete historical biogeographic context. Using mitochondrial DNA sequences sampled across most of the morphospecies’ ranges in the U.S.A. and Mexico, we conducted a detailed phylogeographic study. Remarkably, our results indicate that one of the GCD lineage pairs has experienced a dramatic range expansion, despite the genetic load and fitness costs of the GCD system. Our analyses also reveal a complex pattern of vicariance and dispersal in Pogonomyrmex harvester ants that is largely concordant with models of late Miocene, Pliocene, and Pleistocene range shifts among various arid-adapted taxa in North America.

ContributorsMott, Brendon (Author) / Gadau, Juergen (Author) / Anderson, Kirk E. (Author) / College of Liberal Arts and Sciences (Contributor)
Created2015-07-01
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Description

The apolipoprotein E (APOE) e4 genotype is a powerful risk factor for late-onset Alzheimer’s disease (AD). In the Alzheimer’s Disease Neuroimaging Initiative (ADNI) cohort, we previously reported significant baseline structural differences in APOE e4 carriers relative to non-carriers, involving the left hippocampus more than the right—a difference more pronounced in

The apolipoprotein E (APOE) e4 genotype is a powerful risk factor for late-onset Alzheimer’s disease (AD). In the Alzheimer’s Disease Neuroimaging Initiative (ADNI) cohort, we previously reported significant baseline structural differences in APOE e4 carriers relative to non-carriers, involving the left hippocampus more than the right—a difference more pronounced in e4 homozygotes than heterozygotes. We now examine the longitudinal effects of APOE genotype on hippocampal morphometry at 6-, 12- and 24-months, in the ADNI cohort. We employed a new automated surface registration system based on conformal geometry and tensor-based morphometry. Among different hippocampal surfaces, we computed high-order correspondences, using a novel inverse-consistent surface-based fluid registration method and multivariate statistics consisting of multivariate tensor-based morphometry (mTBM) and radial distance. At each time point, using Hotelling’s T2 test, we found significant morphological deformation in APOE e4 carriers relative to non-carriers in the full cohort as well as in the non-demented (pooled MCI and control) subjects at each follow-up interval. In the complete ADNI cohort, we found greater atrophy of the left hippocampus than the right, and this asymmetry was more pronounced in e4 homozygotes than heterozygotes. These findings, combined with our earlier investigations, demonstrate an e4 dose effect on accelerated hippocampal atrophy, and support the enrichment of prevention trial cohorts with e4 carriers.

ContributorsLi, Bolun (Author) / Shi, Jie (Author) / Gutman, Boris A. (Author) / Baxter, Leslie C. (Author) / Thompson, Paul M. (Author) / Caselli, Richard J. (Author) / Wang, Yalin (Author) / Alzheimer's Disease Neuroimaging Initiative (Project) (Contributor)
Created2016-04-11
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Description

Many children born preterm exhibit frontal executive dysfunction, behavioral problems including attentional deficit/hyperactivity disorder and attention related learning disabilities. Anomalies in regional specificity of cortico-striato-thalamo-cortical circuits may underlie deficits in these disorders. Nonspecific volumetric deficits of striatal structures have been documented in these subjects, but little is known about surface

Many children born preterm exhibit frontal executive dysfunction, behavioral problems including attentional deficit/hyperactivity disorder and attention related learning disabilities. Anomalies in regional specificity of cortico-striato-thalamo-cortical circuits may underlie deficits in these disorders. Nonspecific volumetric deficits of striatal structures have been documented in these subjects, but little is known about surface deformation in these structures. For the first time, here we found regional surface morphological differences in the preterm neonatal ventral striatum. We performed regional group comparisons of the surface anatomy of the striatum (putamen and globus pallidus) between 17 preterm and 19 term-born neonates at term-equivalent age. We reconstructed striatal surfaces from manually segmented brain magnetic resonance images and analyzed them using our in-house conformal mapping program. All surfaces were registered to a template with a new surface fluid registration method. Vertex-based statistical comparisons between the two groups were performed via four methods: univariate and multivariate tensor-based morphometry, the commonly used medial axis distance, and a combination of the last two statistics. We found statistically significant differences in regional morphology between the two groups that are consistent across statistics, but more extensive for multivariate measures. Differences were localized to the ventral aspect of the striatum. In particular, we found abnormalities in the preterm anterior/inferior putamen, which is interconnected with the medial orbital/prefrontal cortex and the midline thalamic nuclei including the medial dorsal nucleus and pulvinar. These findings support the hypothesis that the ventral striatum is vulnerable, within the cortico-stiato-thalamo-cortical neural circuitry, which may underlie the risk for long-term development of frontal executive dysfunction, attention deficit hyperactivity disorder and attention-related learning disabilities in preterm neonates.

ContributorsShi, Jie (Author) / Wang, Yalin (Author) / Ceschin, Rafael (Author) / An, Xing (Author) / Lao, Yi (Author) / Vanderbilt, Douglas (Author) / Nelson, Marvin D. (Author) / Thompson, Paul M. (Author) / Panigrahy, Ashok (Author) / Lepore, Natasha (Author) / Ira A. Fulton Schools of Engineering (Contributor)
Created2013-07-03
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Description

Strategies are needed to improve repopulation of decellularized lung scaffolds with stromal and functional epithelial cells. We demonstrate that decellularized mouse lungs recellularized in a dynamic low fluid shear suspension bioreactor, termed the rotating wall vessel (RWV), contained more cells with decreased apoptosis, increased proliferation and enhanced levels of total

Strategies are needed to improve repopulation of decellularized lung scaffolds with stromal and functional epithelial cells. We demonstrate that decellularized mouse lungs recellularized in a dynamic low fluid shear suspension bioreactor, termed the rotating wall vessel (RWV), contained more cells with decreased apoptosis, increased proliferation and enhanced levels of total RNA compared to static recellularization conditions. These results were observed with two relevant mouse cell types: bone marrow-derived mesenchymal stromal (stem) cells (MSCs) and alveolar type II cells (C10). In addition, MSCs cultured in decellularized lungs under static but not bioreactor conditions formed multilayered aggregates. Gene expression and immunohistochemical analyses suggested differentiation of MSCs into collagen I-producing fibroblast-like cells in the bioreactor, indicating enhanced potential for remodeling of the decellularized scaffold matrix. In conclusion, dynamic suspension culture is promising for enhancing repopulation of decellularized lungs, and could contribute to remodeling the extracellular matrix of the scaffolds with subsequent effects on differentiation and functionality of inoculated cells.

ContributorsCrabbe, Aurelie (Author) / Liu, Yulong (Author) / Sarker, Shameema (Author) / Bonenfant, Nicholas R. (Author) / Barrila, Jennifer (Author) / Borg, Zachary D. (Author) / Lee, James J. (Author) / Weiss, Daniel J. (Author) / Nickerson, Cheryl (Author) / ASU Biodesign Center Immunotherapy, Vaccines and Virotherapy (Contributor) / Biodesign Institute (Contributor)
Created2015-05-11
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Description

In this paper, we develop a new automated surface registration system based on surface conformal parameterization by holomorphic 1-forms, inverse consistent surface fluid registration, and multivariate tensor-based morphometty (mTBM). First, we conformally map a surface onto a planar rectangle space with holomorphic 1-forms. Second, we compute surface conformal representation by

In this paper, we develop a new automated surface registration system based on surface conformal parameterization by holomorphic 1-forms, inverse consistent surface fluid registration, and multivariate tensor-based morphometty (mTBM). First, we conformally map a surface onto a planar rectangle space with holomorphic 1-forms. Second, we compute surface conformal representation by combining its local conformal factor and mean curvature and linearly scale the dynamic range of the conformal representation to form the feature image of the surface. Third, we align the feature image with a chosen template image via the fluid image registration algorithm, which has been extended into the curvilinear coordinates to adjust for the distortion introduced by surface parameterization. The inverse consistent image registration algorithm is also incorporated in the system to jointly estimate the forward and inverse transformations between the study and template images. This alignment induces a corresponding deformation on the surface. We tested the system on Alzheimer's Disease Neuroimaging Initiative (ADNI) baseline dataset to study AD symptoms on hippocampus. In our system, by modeling a hippocampus as a 3D parametric surface, we nonlinearly registered each surface with a selected template surface. Then we used mTBM to analyze the morphometry difference between diagnostic groups. Experimental results show that the new system has better performance than two publicly available subcortical surface registration tools: FIRST and SPHARM. We also analyzed the genetic influence of the Apolipoprotein E(is an element of)4 allele (ApoE4), which is considered as the most prevalent risk factor for AD. Our work successfully detected statistically significant difference between ApoE4 carriers and non-carriers in both patients of mild cognitive impairment (MCI) and healthy control subjects. The results show evidence that the ApoE genotype may be associated with accelerated brain atrophy so that our work provides a new MRI analysis tool that may help presymptomatic AD research.

ContributorsShi, Jie (Author) / Thompson, Paul M. (Author) / Gutman, Boris (Author) / Wang, Yalin (Author) / Ira A. Fulton Schools of Engineering (Contributor)
Created2013-09-09
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Description

Investigation into the causes underlying the rapid, global amphibian decline provides critical insight into the effects of changing ecosystems. Hypothesized and confirmed links between amphibian declines, disease, and environmental changes are increasingly represented in published literature. However, there are few long-term amphibian studies that include data on population size, abnormality/injury

Investigation into the causes underlying the rapid, global amphibian decline provides critical insight into the effects of changing ecosystems. Hypothesized and confirmed links between amphibian declines, disease, and environmental changes are increasingly represented in published literature. However, there are few long-term amphibian studies that include data on population size, abnormality/injury rates, disease, and habitat variables to adequately assess changes through time. We cultured and identified microorganisms isolated from abnormal/injured and repressed tissue regeneration sites of the endangered Ozark Hellbender, Cryptobranchus alleganiensis bishopi, to discover potential causative agents responsible for their significant decline in health and population. This organism and our study site were chosen because the population and habitat of C. a. bishopi have been intensively studied from 1969–2009, and the abnormality/injury rate and apparent lack of regeneration were established.

Although many bacterial and fungal isolates recovered were common environmental organisms, several opportunistic pathogens were identified in association with only the injured tissues of C.a. bishopi. Bacterial isolates included Aeromonas hydrophila, a known amphibian pathogen, Granulicetella adiacens, Gordonai terrae, Stenotrophomonas maltophilia, Aerococcus viridans, Streptococcus pneumoniae and a variety of Pseudomonads, including Pseudomonas aeruginosa, P. stutzeri, and P. alcaligenes. Fungal isolates included species in the genera Penicillium, Acremonium, Cladosporium, Curvularia, Fusarium, Streptomycetes, and the Class Hyphomycetes. Many of the opportunistic pathogens identified are known to form biofilms. Lack of isolation of the same organism from all wounds suggests that the etiological agent responsible for the damage to C. a. bishopi may not be a single organism. To our knowledge, this is the first study to profile the external microbial consortia cultured from a Cryptobranchid salamander. The incidence of abnormalities/injury and retarded regeneration in C. a. bishopi may have many contributing factors including disease and habitat degradation. Results from this study may provide insight into other amphibian population declines.

Created2011-12-19
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Description

A distinct pathovar of Salmonella enterica serovar Typhimurium, ST313, has emerged in sub-Saharan Africa as a major cause of fatal bacteremia in young children and HIV-infected adults. D23580, a multidrug resistant clinical isolate of ST313, was previously shown to have undergone genome reduction in a manner that resembles that of

A distinct pathovar of Salmonella enterica serovar Typhimurium, ST313, has emerged in sub-Saharan Africa as a major cause of fatal bacteremia in young children and HIV-infected adults. D23580, a multidrug resistant clinical isolate of ST313, was previously shown to have undergone genome reduction in a manner that resembles that of the more human-restricted pathogen, Salmonella enterica serovar Typhi. It has since been shown through tissue distribution studies that D23580 is able to establish an invasive infection in chickens. However, it remains unclear whether ST313 can cause lethal disease in a non-human host following a natural course of infection. Herein we report that D23580 causes lethal and invasive disease in a murine model of infection following peroral challenge. The LD50 of D23580 in female BALB/c mice was 4.7 x 105 CFU. Tissue distribution studies performed 3 and 5 days post-infection confirmed that D23580 was able to more rapidly colonize the spleen, mesenteric lymph nodes and gall bladder in mice when compared to the well-characterized S. Typhimurium strain SL1344. D23580 exhibited enhanced resistance to acid stress relative to SL1344, which may lend towards increased capability to survive passage through the gastrointestinal tract as well as during its intracellular lifecycle. Interestingly, D23580 also displayed higher swimming motility relative to SL1344, S. Typhi strain Ty2, and the ST313 strain A130. Biochemical tests revealed that D23580 shares many similar metabolic features with SL1344, with several notable differences in the Voges-Proskauer and catalase tests, as well alterations in melibiose, and inositol utilization. These results represent the first full duration infection study using an ST313 strain following the entire natural course of disease progression, and serve as a benchmark for ongoing and future studies into the pathogenesis of D23580.

ContributorsYang, Jiseon (Author) / Barrila, Jennifer (Author) / Roland, Kenneth (Author) / Kilbourne, Jacquelyn (Author) / Ott, C. Mark (Author) / Forsyth, Rebecca (Author) / Nickerson, Cheryl (Author) / ASU Biodesign Center Immunotherapy, Vaccines and Virotherapy (Contributor) / Biodesign Institute (Contributor)
Created2015-06-19
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Description

A central goal of biology is to uncover the genetic basis for the origin of new phenotypes. A particularly effective approach is to examine the genomic architecture of species that have secondarily lost a phenotype with respect to their close relatives. In the eusocial Hymenoptera, queens and workers have divergent

A central goal of biology is to uncover the genetic basis for the origin of new phenotypes. A particularly effective approach is to examine the genomic architecture of species that have secondarily lost a phenotype with respect to their close relatives. In the eusocial Hymenoptera, queens and workers have divergent phenotypes that may be produced via either expression of alternative sets of caste-specific genes and pathways or differences in expression patterns of a shared set of multifunctional genes. To distinguish between these two hypotheses, we investigated how secondary loss of the worker phenotype in workerless ant social parasites impacted genome evolution across two independent origins of social parasitism in the ant genera Pogonomyrmex and Vollenhovia. We sequenced the genomes of three social parasites and their most-closely related eusocial host species and compared gene losses in social parasites with gene expression differences between host queens and workers. Virtually all annotated genes were expressed to some degree in both castes of the host, with most shifting in queen-worker bias across developmental stages. As a result, despite >1 My of divergence from the last common ancestor that had workers, the social parasites showed strikingly little evidence of gene loss, damaging mutations, or shifts in selection regime resulting from loss of the worker caste. This suggests that regulatory changes within a multifunctional genome, rather than sequence differences, have played a predominant role in the evolution of social parasitism, and perhaps also in the many gains and losses of phenotypes in the social insects.

ContributorsSmith, Chris R. (Author) / Helms Cahan, Sara (Author) / Kemena, Carsten (Author) / Brady, Sean G. (Author) / Yang, Wei (Author) / Bornberg-Bauer, Erich (Author) / Eriksson, Ti (Author) / Gadau, Juergen (Author) / Helmkampf, Martin (Author) / Gotzek, Dietrich (Author) / Okamoto Miyakawa, Misato (Author) / Suarez, Andrew V. (Author) / Mikheyev, Alexander (Author) / College of Liberal Arts and Sciences (Contributor)
Created2015-07-29
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Description

Chronic manganese (Mn) exposure is associated with neuromotor and neurocognitive deficits, but the exact mechanism of Mn neurotoxicity is still unclear. With the advent of magnetic resonance imaging (MRI), in-vivo analysis of brain structures has become possible. Among different sub-cortical structures, the basal ganglia (BG) has been investigated as a

Chronic manganese (Mn) exposure is associated with neuromotor and neurocognitive deficits, but the exact mechanism of Mn neurotoxicity is still unclear. With the advent of magnetic resonance imaging (MRI), in-vivo analysis of brain structures has become possible. Among different sub-cortical structures, the basal ganglia (BG) has been investigated as a putative anatomical biomarker in MR-based studies of Mn toxicity. However, previous investigations have yielded inconsistent results in terms of regional MR signal intensity changes. These discrepancies may be due to the subtlety of brain alterations caused by Mn toxicity, coupled to analysis techniques that lack the requisite detection power. Here, based on brain MRI, we apply a 3D surface-based morphometry method on 3 bilateral basal ganglia structures in school-age children chronically exposed to Mn through drinking water to investigate the effect of Mn exposure on brain anatomy. Our method successfully pinpointed significant enlargement of many areas of the basal ganglia structures, preferentially affecting the putamen. Moreover, these areas showed significant correlations with fine motor performance, indicating a possible link between altered basal ganglia neurodevelopment and declined motor performance in high Mn exposed children.

ContributorsLao, Yi (Author) / Dion, Laurie-Anne (Author) / Gilbert, Guillaume (Author) / Bouchard, Maryse F. (Author) / Rocha, Gabriel (Author) / Wang, Yalin (Author) / Lepore, Natasha (Author) / Saint-Amour, Dave (Author) / Ira A. Fulton Schools of Engineering (Contributor)
Created2017-02-03