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Record W7034699779

Virome distribution of aquatic ecosystems impacted by anthropogenic activities in urban Manitoba

2023· dissertation· en· W7034699779 on OpenAlexfundaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2023
Typedissertation
Languageen
FieldChemical Engineering
TopicThermodynamic properties of mixtures
Canadian institutionsnot available
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsMetagenomicsHuman viromeEnvironmental DNABacteriophageAquatic ecosystemVirus classificationPodoviridaeWastewaterEffluent
DOInot available

Abstract

fetched live from OpenAlex

Municipal wastewater effluents discharged into the Red and Assiniboine Rivers of Winnipeg may not be fully treated as traditional methods that monitor the microbial quality of wastewater focus solely on the detection of fecal indicator bacteria. There is also a lack of current wastewater system effluent regulations at the federal and provincial level. Since viral DNA and RNA sequences in current genomic databases are classified as unknown, the objective of this thesis is to characterize viral DNA and RNA community structures using metagenomics and quantitative-PCR, for the purpose of establishing the virome distribution in aquatic environment’s receiving wastewater discharge. Environmental water samples were collected at 11 locations along the Red and Assiniboine rivers during the Spring, Summer and Fall 2021. Samples were filtered and underwent skimmed milk flocculation for viral concentration. Total nucleic acids were extracted, separated into half and enriched enzymatically for viral DNA and RNA to carry out culture independent approaches. Kraken 2 taxonomic sequence classification system and MG-RAST metagenomic analysis server were used to identify the taxonomic classification and functional potential of assembled reads as DNA and RNA viruses. The taxonomic classification of DNA viruses identified from the RefSeq database (available from MG-RAST) and Kraken 2 Viral Genome database were predominately DNA bacteriophages (Myoviridae, Podoviridae and Siphoviridae) belonging to the order Caudovirales which accounted for approximately 90 % of each aquatic sample location along the Red and Assiniboine rivers. Furthermore, phage related functionalities such as phage tail fiber proteins, phage replication, and phage packaging machinery accounted for 40 % of each aquatic samples collected which possibly correspond to the DNA phages that were previously identified. RNA phages (Cystoviridae and Leviviridae) were identified to a lesser extent accounting for approximately 3 % of each aquatic sample collected while other viruses such as Virgaviridae, Retroviridae, Picobirnaviridae and Partiviridae accounted for 7%–100% of aquatic samples. The functionalities of RNA viruses were primarily related to metabolic pathways such as potassium homeostasis, respiratory complexes and sialic acid metabolism, essential for RNA viruses to survive in their host.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.835
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.008
GPT teacher head0.193
Teacher spread0.185 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2023
Admission routes2
Has abstractyes

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