Source: UNIV OF WISCONSIN submitted to NRP
FROM GENES TO ECOSYSTEMS: IDENTIFYING TRAITS WHICH GOVERN BACTERIAL POPULATION DYNAMICS IN FRESHWATER LAKES
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
COMPLETE
Funding Source
Reporting Frequency
Annual
Accession No.
1008146
Grant No.
2016-67012-24709
Cumulative Award Amt.
$149,480.00
Proposal No.
2015-03666
Multistate No.
(N/A)
Project Start Date
Dec 15, 2015
Project End Date
Dec 14, 2018
Grant Year
2016
Program Code
[A7201]- AFRI Post Doctoral Fellowships
Recipient Organization
UNIV OF WISCONSIN
21 N PARK ST STE 6401
MADISON,WI 53715-1218
Performing Department
Bacteriology
Non Technical Summary
Anthropogenic eutrophication is a persistent environmental problem that effects aquatic ecosystems worldwide, with impacts ranging from decreased water quality to reduced ecosystem functioning. Nonpoint source nutrient pollution is considered to be the driving force behind accelerated eutrophication of surface waters, and Lake Mendota (Madison, WI) is no exception. Coupled hydrodynamic-biogeochemical process models hold great promise as both research and management tools for lake ecosystems. However, even though bacteria play a critical role in mediating water quality, few models parameterize them as discrete entities at the level of taxonomic or functional groups.This work proposes to use a decade-long time series of bacterial community composition data, along with environmental data and community metagenomes to construct a trait library for key freshwater bacterial lineages, which can be used to "split the black box" and mechanistically model the bacterial contribution to nutrient cycling in lakes. The trait profile of each tribe will reveal its contribution to nutrient cycling, and trade-offs between traits and environmental variables can be used to parameterize functional modules within ecosystem-scale predictive models. In addition, the proposed work targets a major knowledge gap in microbial ecology--ecological trait inference from (meta)genome sequences--and should serve as a model for other ecosystems facing similar challenges (such as soils).
Animal Health Component
10%
Research Effort Categories
Basic
90%
Applied
10%
Developmental
0%
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
1024010110050%
1124010107050%
Goals / Objectives
This research aims to construct a trait library for uncultivated members of the freshwater Actinobacteria. The trait library will be used to organize Actinobacterial lineages into functional groups based on shared traits. This will be accomplished via the following specific aims:Aim 1: Define biosynthetic capabilities of freshwater members of the phylum Actinobacteria by synthesizing findings from metabolic reconstructions and metabolic network modelsAim 2: Infer environmental drivers of Actinobacterial dynamics by examining bacterial community dynamics in Lake Mendota using autoregressive modelingAim 3: Identify trait-environment interactions which drive population dynamics of freshwater Actinobacteria using RLQ and fourth-corner analyses
Project Methods
Metabolic network reconstructions of uncultivated freshwater actinobacteria will be computed via KBase. Reconstructions will be analyzed via a custom computational pipeline written explicitly for this project. Predictions about carbon and nitrogen utilization will be validated against the results of transcriptomic experiments.Environmental drivers of Actinobacterial dynamics will be analyzed using vector autoregressive modeling. The VAR model will be evaluated via cross-validation, in which VAR models are fit to random subsets of tribes and time-points, and the mean and standard error for each parameter distribution can be estimated.Trait-environment interactions which govern Actinobacterial dynamics will be calculated using RLQ and fourth-corner analyses. Robustness of trait-environment interactions will be evaluated via cross-validation, in which statistical models are fit to random subsets of tribes, traits, and environmental variables, and the mean and standard error for each parameter distribution can be estimated.

Progress 12/15/15 to 12/14/18

Outputs
Target Audience:The target audience for this work are microbial ecologists. Outreach to microbial ecologists occurred through publication of results in the scientific literature (see Products). Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?I participated in the Howard Hughes Medical Institute's Microbiology Teaching Fellows program, through which I developed and implement innovative and effective ways to teach microbiology to undergraduates. This experience culminated in teaching "Critical Analyses in Microbiology," an undergraduate seminar course which aims to develop critical thinking and problem solving skills through an exploration of seminal papers and cutting-edge research in the field of microbiology. As a result of this and other teaching experiences, I have developed and written a teaching philosophy centered around evidence based practices that: 1) foster student engagement within the classroom, 2) enable students to become critical thinkers, and 3) improve my teaching through assessment of student learning gains. I participated in the University of Wisconsin's Postdoctoral Training Course in Scientific Leadership, a course which equipped me with leadership skills necessary to succeed in a variety of career paths, including understanding interpersonal styles, managing conflict, communicating effectively, creating high-performing teams, leading successful meetings, providing feedback and motivation, and dealing with change. How have the results been disseminated to communities of interest?Results have been disseminated in the form of educational modules, public talks, conference presentations, and the scientific literature. Educational modules- In Spring 2016, I taught the undergraduate course "Critical Analyses in Microbiology." This course aims to teach undergraduate microbiology majors critical thinking and problem solving skills through an exploration of seminal papers and cutting-edge research in the field of microbiology. I developed a new module for this course focusing on systems biology, the conceptual framework underlying my research program. This module has been taught by other instructors in subsequent semesters. Public talks-Results have been presented at two public talks, including the Wisconsin Ecology Symposium and a presentation to the undergraduate microbiology club. Conference presentations- Results were disseminated through an oral presentation at the Association of Environmental Engineering and Science Professors Research and Education Conference in June 2017. What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

Impacts
What was accomplished under these goals? Aim 1 was 100% completed and the results were published in mSystems in 2017. We found that the freshwater Actinobacteria appear to be scavengers, subsisting preferentially on N-rich compounds but also capable of consuming sugars, and oligo- and polysaccharides These bacteria do not appear to be metabolically self-sufficient, relying on other organisms for the production of essential vitamins. We also find that these bacteria contain and strongly express a light-harvesting protein and its accessory "antenna" molecule, suggesting they are capable of photoheterotrophy. We transferred the biosynthetic machinery to synthesize this protein and its antenna molecule into E. coli and have verified the structure and function of the protein-antenna complex. These experiments demonstrated that that acI Actinobacteria have the capacity to natively synthesize a green light-dependent outward proton-pumping light-sensitive protein. This manuscript was published in Applied and Environmental Microbiology in 2018. Aim 2 is 50% complete. The scope of Aim 2 was expanded to includepersistent/abundant groups of freshwater bacteria, not just Actinobacteria, and to focus on species-species interactions, not just environmental ones. Environmental interactions- Funds from this work were used to extend existing time-series of bacterial community dynamics with data from 2012 to the present. Both time-series now contain weekly or bi-weekly measurements from 2002 to the present. Thus far, I have discovered that some freshwater bacteria have periodic behavior, suggesting they are driven by periodic environmental signals (such as temperature). Auto-regressive modeling is currently being used to link these environmental data to changes in microbial community composition. Additionally, to enable high-confidence identification of freshwater Actinobacteria within these time-series, a novel classification algorithm was developed. This algorithm was published in mSphere in 2018. Interspecies interactions-I also discovered that acI Actinobacteria have non-specific interactions with other freshwater community members. Paradoxically, this "promiscuity" persists despite their small genome size: acI Actinobacteria have a "flexible" genome, genes renderingthem functionally versatile at the population level. This flexibilty might be one of the keysto the competitiveness of streamlined "free-living" microorganisms in highly dynamic environments such as lakes. These results were published in mSphere in 2018. Aim 3 is 0% complete. Aim3 depended on successful completion of Aims 1 and 2. We discovered that our freshwater lake microbial community time-series needed to be extended for completion of Aim 2. Resources allocated for Aim 3 were re-assigned to Aim 2 and follow-up studies from insights obtained in Aim 1.

Publications

  • Type: Journal Articles Status: Published Year Published: 2018 Citation: Rohwer RR, Hamilton JJ, Newton RJ, McMahon KD (2018) TaxAss: Leveraging a Custom Freshwater Database Achieves Fine-Scale Taxonomic Resolution. mSphere 3(5): e00327-18.
  • Type: Journal Articles Status: Published Year Published: 2018 Citation: Garcia SL, Buck M, Hamilton JJ, Wurzbacher C, Grossart H-P, et al. (2018) Model Communities Hint at Promiscuous Metabolic Linkages between Ubiquitous Free-Living Freshwater Bacteria. mSphere 3(3): e00202-18.
  • Type: Journal Articles Status: Published Year Published: 2018 Citation: Dwulit-Smith JR, Hamilton JJ, Stevenson DM, He S, Oyserman BO, et al. (2018) acI Actinobacteria Assemble a Functional Actinorhodopsin with Natively Synthesized Retinal. Appl Environ Microbiol 84(24): e01678-18.


Progress 12/15/16 to 12/14/17

Outputs
Target Audience:Proposed target audience for this work are microbial ecologists. Outreach to microbial ecologists occurred through publication of results in the journal mSystems in April 2017. Efforts also reached environmental scientists and engineers, through an oral presentation at theAssociation of Environmental Engineering and Science Professors Research and Education Conference in June 2017. Finally, these results were shared with undergraduate Microbiology students in the form of a public talk to the undergraduate microbiology club. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?I participated in the University of Wisconsin's Postdoctoral Training Course in Scientific Leadership, a course which equipped me with leadership skills necessary to succeed in a variety of career paths, including understanding interpersonal styles, managing conflict, communicating effectively, creating high-performing teams, leading successful meetings, providing feedback and motivation, and dealing with change. How have the results been disseminated to communities of interest?Results were disseminated in the form of a journal article, published in mSystems. Two additional manuscripts are under review, and pre-prints are available on bioRxiv. One applied my "reverse ecology" approach to freshwater bacteria from other environments, and the second manuscript describes how to classify 16S rRNA gene sequences used to describe microbial community composition. This work will be subsequently used in Aim 2. I also presented this work at theAssociation of Environmental Engineering and Science Professors Research and Education Conference, and in a public talk to the University of Wisconsin undergraduate Microbiology club. What do you plan to do during the next reporting period to accomplish the goals?Efforts in the next reporting period will focus on analyzing microbial community dynamics to determine environmental drivers of change in these communities.

Impacts
What was accomplished under these goals? Aim 1 was completed and the results published in mSystems in 2017. We found that the freshwater Actinobacteria appear to be scavengers, subsisting preferentially on N-rich compounds but also capable of consuming sugars, and oligo- and poly-saccharides These bacteria do not appear to be metabolically self-sufficient, relying on other organisms for the production of essential vitamins. We also find that these bacteria contain and strongly express a light-harvesting protein and its accessory "antenna" molecule, suggesting they are capable of photoheterotrophy. We transferred the biosynthetic machinery to synthesize this protein and its antenna molecule into E. coli and have verified the structure and function of the protein-antenna complex. This manuscript is under preparation. Aim 2 is currently underway. I have acquired long-term measurements of microbial community composition from two Wisconsin lakes, Lake Mendota and Trout Bog. Funds from this project were used to extend existing time-series with data from 2012 to the present. Both time-series now contain weekly or bi-weekly measurements from 2002 to the present. Environmental data associated with these samples have also been collected. Auto-regressive modeling is currently being used to link these environmental data to changes in microbial community composition.

Publications

  • Type: Journal Articles Status: Under Review Year Published: 2017 Citation: Rohwer RR, Hamilton JJ, Newton, RJ, and KD McMahon. TaxAss: Leveraging Custom Databases Achieves Fine-Scale Taxonomic Resolution. bioRxiv. doi:10.1101/103838.
  • Type: Conference Papers and Presentations Status: Published Year Published: 2017 Citation: Hamilton JJ, Garcia SL, Brown BS, Oyserman BO, Moya F, Bertilsson S, Malmstrom RR, Forest KT, and KD McMahon. Microbial Ecosystems Biology: A Framework for Scaling from Genomes to Ecosystems. Association of Environmental Engineering and Science Professors Research and Education Conference. Ann Arbor, MI, June 2017.
  • Type: Other Status: Other Year Published: 2017 Citation: Hamilton, JJ. "Community Systems Biology: From Genes to Ecosystems." Public talk to undergraduate Microbiology Club.
  • Type: Journal Articles Status: Published Year Published: 2017 Citation: Hamilton JJ, Garcia SL, Brown BS, Oyserman BO, Moya F, Bertilsson S, Malmstrom RR, Forest KT, and KD McMahon. Metabolic Network Analysis and Metatranscriptomics Reveals Auxotrophies and Nutrient Sources of the Cosmopolitan Freshwater Microbial Lineage acI. mSystems. 2:e00091-17. doi:10.1128/mSystems.00091-17.
  • Type: Journal Articles Status: Under Review Year Published: 2017 Citation: Garcia SL, Buck M, Hamilton JJ, Wurzbacher C, Rosenblad MA, McMahon KD, Grossart HP, Warnecke F, and A Eiler. Model communities hint to promiscuous metabolic linkages between ubiquitous free-living freshwater bacteria. bioRxiv. doi:10.1101/214288.


Progress 12/15/15 to 12/14/16

Outputs
Target Audience:Effort: In Spring 2016, I taught the undergraduate course "Critical Analyses in Microbiology." Audience: This course is taken primarily by undergraduate microbiology majors. Extended description: This course aims to develop critical thinking and problem solving skills through an exploration of seminal papers and cutting-edge research in the field of microbiology. I developed a new module for this course focusing on systems biology, the conceptual framework underlying my research program. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?I participated in the Howard Hughes Medical Institute's Microbiology Teaching Fellows program, through which I developed and implement innovative and effective ways to teach microbiology to undergraduates. This experience culminated in teaching "Critical Analyses in Microbiology," an undergraduate seminar course which aims to develop critical thinking and problem solving skills through an exploration of seminal papers and cutting-edge research in the field of microbiology. As a result of this and other teaching experiences, I have developed and written a teaching philosophy centered around evidence-based practices that 1) foster student engagement within the classroom, 2) enable students to become critical thinkers, and 3) improve my teaching through assessment of student learning gains. I am also participating in the University of Wisconsin's Postdoctoral Training Course in Scientific Leadership, a course designed to equip me with the critical leadership skills I need to succeed in a wide range of scientific career paths. How have the results been disseminated to communities of interest?Results have been disseminated via one public talk and one conference presentation-see products. A manuscript summarizing the results of Aim 1 will be submitted for publication in early 2017. A fully reproducible manuscript is also available on Github (https://github.com/joshamilton/Hamilton_acI_2016). Readers can download my raw data for themselves and rerun my exact analyses. What do you plan to do during the next reporting period to accomplish the goals?Efforts in the next reporting period will focus on Aims 2 (examine bacterial community dynamics in Lake Menodata) and 3 (Use RLQ and fourth-corner to analyze trait-environment interactions).

Impacts
What was accomplished under these goals? Aim 1 has been completed and the results will be submitted for publication in early 2017. We found that the freshwater Actinobacteria appear to be scavengers, subsisting preferentially on N-rich compounds but also capable of consuming sugars, and oligo- and poly-saccharides These bacteria do not appear to be metabolically self-sufficient, relying on other organisms for the production of essential vitamins. We also find that these bacteria contain and strongly express a light-harvesting protein, suggesting they are capable of photoheterotrophy.

Publications

  • Type: Conference Papers and Presentations Status: Published Year Published: 2016 Citation: Conference presentation - Hamilton JJ, Garcia SL, Bendall ML, Brown BS, Stevens SLR, Bertilsson S, Forest KT, Malmstrom RR, Stepanauskas R, Tringe SG, Woyke T, and KD McMahon. Metabolic Network Analysis and Metatranscriptomics of a Cosmopolitan and Streamlined Freshwater Lineage. 16th.
  • Type: Other Status: Published Year Published: 2016 Citation: Public talk - Hamilton JJ. Diving Into Freshwater Microbial Genomes to Infer Bacterial Traits. Wisconsin Ecology 22nd Annual Fall Symposium. Madison, WI, October 2016.