Analysis of the Influence of Seasonal Water Column Dynamics on the Relationship between Marine Viruses and Microbial Food Web Components Using an Artificial Neural Network Article Swipe
Marin Ordulj
,
Danijela Šantić
,
Frano Matić
,
Slaven Jozić
,
Stefanija Šestanović
,
Mladen Šolić
,
Jere Veža
,
Živana Ninčević Gladan
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3390/jmse11030639
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3390/jmse11030639
Artificial neural network analysis (ANN) is used to study the seasonal distribution of viruses and microbial food web (MFW) components in the open Adriatic Sea. The effect of viruses within the MFW is often overlooked, although viruses play an important role in microbial community dynamics. The results showed that the strongest influence is found in the nonlinear relationship between viruses and temperature. In addition, the algorithm showed that the number of viral populations in the P-limited open sea varies by season and according to the abundance of their main hosts, HB. A strong positive relationship between viruses and HB was found in more than 50% of the observed data. Moreover, this algorithm confirmed the association of the virus with the autotrophic part of the picoplankton and with heterotrophic nanoflagellates. The dynamics of the four resulting clusters, characterized by biological and environmental parameters, is described as a cyclic pattern in the water layer above the thermocline. Neural gas network analysis has been shown to be an excellent tool for describing changes in MFW components in the open Adriatic.
Related Topics
Concepts
Picoplankton
Water column
Food web
Biology
Thermocline
Autotroph
Ecology
Microbial food web
Bacterial virus
Environmental science
Trophic level
Bacteria
Nutrient
Phytoplankton
Bacteriophage
Genetics
Gene
Escherichia coli
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.3390/jmse11030639
- https://www.mdpi.com/2077-1312/11/3/639/pdf?version=1679057299
- OA Status
- gold
- Cited By
- 4
- References
- 112
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4327948900
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4327948900Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.3390/jmse11030639Digital Object Identifier
- Title
-
Analysis of the Influence of Seasonal Water Column Dynamics on the Relationship between Marine Viruses and Microbial Food Web Components Using an Artificial Neural NetworkWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2023Year of publication
- Publication date
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2023-03-17Full publication date if available
- Authors
-
Marin Ordulj, Danijela Šantić, Frano Matić, Slaven Jozić, Stefanija Šestanović, Mladen Šolić, Jere Veža, Živana Ninčević GladanList of authors in order
- Landing page
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https://doi.org/10.3390/jmse11030639Publisher landing page
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https://www.mdpi.com/2077-1312/11/3/639/pdf?version=1679057299Direct link to full text PDF
- Open access
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YesWhether a free full text is available
- OA status
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goldOpen access status per OpenAlex
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https://www.mdpi.com/2077-1312/11/3/639/pdf?version=1679057299Direct OA link when available
- Concepts
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Picoplankton, Water column, Food web, Biology, Thermocline, Autotroph, Ecology, Microbial food web, Bacterial virus, Environmental science, Trophic level, Bacteria, Nutrient, Phytoplankton, Bacteriophage, Genetics, Gene, Escherichia coliTop concepts (fields/topics) attached by OpenAlex
- Cited by
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4Total citation count in OpenAlex
- Citations by year (recent)
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2024: 2, 2023: 2Per-year citation counts (last 5 years)
- References (count)
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112Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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