LHLeah H. Hochanadel

Leah H. Hochanadel

*This is an algorithmically generated author record based on publicly available information.

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Leah H. Hochanadel has a total of 33 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Turning Large Electron Microscopy Datasets into Quantitative Measurements with Model-Assisted Analysis

    by Alexis N. Williams, Chanda R. Harris, Juhyun Oh, Michael J. Zachman, Albina Y. Borisevich, Eric R. Hoglund, Asraful Haque, Sumner B. Harris, Miguel Toro-González, Jack C. Lasseter, et al.

    Large electron microscopy datasets require extensive annotation and review before they can be converted into reliable measurements. ACORN is an open-source, locally executable application that offers image preparation, reviewed annotation, task-specific model training, batch inference, calibrated measurement, and statistical analysis in a single format. Users can create and correct annotations manually or with promptable segmentation and use the reviewed annotations to train models directly within ACORN. Its Cryo-EM Lab Utility (CLU) assistant also allows users to request any analysis or training operations in plain language. To show its use cases, we evaluated ACORN using low-dose cryogenic TEM images of polymeric nanoparticles and SEM images of bacterial spores. YOLO models trained in ACORN produced validation F1 scores of \(0.906\pm0.013\) and \(0.624\pm0.016\), respectively. Controlled simulations built in ACORN provided 25,983 exact object annotations for further model development and a controlled evaluation of software performance. On held-out simulation images, equivalent-circular-diameter mean absolute error was 3.60~nm (10.1\%) for TEM particles and 31.48~nm (3.7\%) for SEM spores among matched detections. The software logs every interaction, training step, and annotation in a sample history for provenance tracking. ACORN provides an environment where annotations, image calibration, model checkpoints, object measurements, and statistical records are easily accessible and traceable. This software provides a traceable path from electron microscopy images to quantitative results in multiple user-friendly formats.

  • Open Access

    Horizontal transfer of chromosomal DNA mediated by an integrative and conjugative element generates frequent localized recombination in Novosphingobium aromaticivorans

    by Marco N. Allemann, Leah H. Hochanadel, Delyana P. Vasileva, Joshua K. Michener

    Horizontal gene transfer is an important evolutionary process by which DNA is exchanged between cells that are physically co-located but not direct evolutionary descendants. Horizontal transfer of highly divergent DNA is relatively easy to detect and can produce major phenotypic changes, exemplified by the acquisition of antibiotic resistance determinants. However, transfer of high-identity DNA, for example, between strains of the same species, is likely to be more frequent, harder to detect, and highly impactful in aggregate. In this work, we demonstrate that soil isolates of the alphaproteobacterium Novosphingobium aromaticivorans can exchange chromosomal DNA, leading to multiple unselected recombination events spanning approximately 10% of the chromosome. Chromosomal recombination was directional and more efficient near an integrative and conjugative element (ICE), and required a relaxase found in the ICE. Recombination could not be observed in strains from closely related Novosphingobium species. In combination, these results suggest that ICE-mediated recombination can efficiently recombine DNA within N. aromaticivorans , increasing the adaptive potential of the species while also enforcing species boundaries through preferential intraspecific recombination. IMPORTANCE: Horizontal gene transfer is a key process in bacterial evolution. Mechanisms for transfer of mobile genetic elements are well-characterized, but less is known about how chromosomal DNA is recombined. In this work, we demonstrate that integrative and conjugative elements can efficiently recombine chromosomal DNA between strains of Novosphingobium aromaticivorans but not between different Novosphingobium species. We conclude that integrative and conjugative element-mediated chromosomal recombination can be an important adaptive mechanism within a species, due to its ability to recombine nearby chromosomal alleles, but also serves to delineate species-specific gene pools as a result of its limited phylogenetic range.

  • Open Access

    Genome shuffling enables quantitative trait locus mapping in Bacillus subtilis

    by Delyana P. Vasileva, Hari B. Chhetri, Leah H. Hochanadel, Jared C. Streich, John H. Lagergren, Matthew J. Lane, Apurv Mhatre, Oumar Sacko, Marco N. Allemann, Edanur Oksuz, et al.

    Genetic mapping is a powerful tool for eukaryotic genetics that has only been applied to bacteria in limited circumstances. Quantitative trait locus (QTL) mapping generally relies on sexual recombination to break linkages between genes, yet bacteria rarely undergo sufficient homologous recombination to generate suitable mapping populations. In this work, we used iterative biparental genome shuffling by protoplast fusion in Bacillus subtilis to generate a population of bacteria with substantial random recombination throughout their genomes. Individual shuffled progeny were arrayed in well plates, resequenced, and characterized for a range of complex phenotypes, including spore germination and swarming motility. Genetic mapping of the resulting phenotypes identified high-confidence QTLs of moderate size (~15 kb), and these associations were validated through targeted genetic swaps. This B. subtilis QTL population can easily be used to map additional phenotypes and the general approach for QTL mapping is applicable to a wide range of Gram-positive and Gram-negative bacteria using diverse methods for genome-wide recombination.

  • Open Access

    Horizontal transfer of chromosomal DNA mediated by an integrative and conjugative element generates frequent localized recombination in Novosphingobium aromaticivorans

    by Marco N. Allemann, Leah H. Hochanadel, Delyana Peteva Vasileva, Joshua K. Michener

    Horizontal gene transfer is an important evolutionary process by which DNA is exchanged between cells that are physically co-located but not direct evolutionary descendants. Horizontal transfer of highly divergent DNA is relatively easy to detect and can produce major phenotypic changes, exemplified by acquisition of antibiotic resistance determinants. However, transfer of high-identity DNA, for example between strains of the same species, is likely to be more frequent, harder to detect, and highly impactful in aggregate. In this work, we demonstrate that recombination between soil isolates of the alphaproteobacterium Novosphingobium aromaticivorans can exchange chromosomal DNA, leading to multiple unselected recombination events spanning approximately 10% of the chromosome. Chromosomal recombination was directional, more efficient near an integrative and conjugative element (ICE), and required a relaxase found in the ICE. Recombination could not be observed into strains from closely related Novosphingobium species. In combination, these results suggest that ICE-mediated recombination can efficiently recombine DNA within N. aromaticivorans , increasing the adaptive potential of the species while also enforcing species boundaries through preferential intraspecific recombination. Importance: Horizontal gene transfer is a key process in bacterial evolution. Mechanisms for transfer of mobile genetic elements are well-characterized, but less is known about how chromosomal DNA is recombined. In this work, we demonstrate that integrative and conjugative elements can efficiently recombine chromosomal DNA between strains of Novosphingobium aromaticivorans but not between different Novosphingobium species. We conclude that ICE-mediated chromosomal recombination can be an important adaptive mechanism within a species, due to its ability to recombine nearby chromosomal alleles, but also serves to delineate species-specific gene pools as a result of its limited phylogenetic range.