Data from: Quantifying sequence proportions in a DNA-based diet study using Ion Torrent amplicon sequencing: which counts count?

Abstract A goal of many environmental DNA barcoding studies is to infer quantitative information about relative abundances of different taxa based on sequence read proportions generated by high-throughput sequencing. However, potential biases associated with this approach are only beginning to be ex...

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Main Authors: Deagle, Bruce E., Thomas, Austen C., Shaffer, Amanda K., Trites, Andrew W., Jarman, Simon N.
Language:unknown
Published: Borealis
Subjects:
Online Access:https://doi.org/10.5683/SP2/KAZYIC
id ftborealisdata:doi:10.5683/SP2/KAZYIC
record_format openpolar
spelling ftborealisdata:doi:10.5683/SP2/KAZYIC 2023-05-15T17:58:58+02:00 Data from: Quantifying sequence proportions in a DNA-based diet study using Ion Torrent amplicon sequencing: which counts count? Deagle, Bruce E. Thomas, Austen C. Shaffer, Amanda K. Trites, Andrew W. Jarman, Simon N. https://doi.org/10.5683/SP2/KAZYIC unknown Borealis https://doi.org/10.5683/SP2/KAZYIC Other Captive Populations Diet Analysis ftborealisdata https://doi.org/10.5683/SP2/KAZYIC 2022-10-10T05:31:31Z Abstract A goal of many environmental DNA barcoding studies is to infer quantitative information about relative abundances of different taxa based on sequence read proportions generated by high-throughput sequencing. However, potential biases associated with this approach are only beginning to be examined. We sequenced DNA amplified from faeces (scats) of captive harbour seals (Phoca vitulina) to investigate whether sequence counts could be used to quantify the seals’ diet. Seals were fed fish in fixed proportions, a chordate-specific mitochondrial 16S marker was amplified from scat DNA and amplicons sequenced using an Ion Torrent PGM™. For a given set of bioinformatic parameters, there was generally low variability between scat samples in proportions of prey species sequences recovered. However, proportions varied substantially depending on sequencing direction, level of quality filtering (due to differences in sequence quality between species) and minimum read length considered. Short primer tags used to identify individual samples also influenced species proportions. In addition, there were complex interactions between factors; for example, the effect of quality filtering was influenced by the primer tag and sequencing direction. Resequencing of a subset of samples revealed some, but not all, biases were consistent between runs. Less stringent data filtering (based on quality scores or read length) generally produced more consistent proportional data, but overall proportions of sequences were very different than dietary mass proportions, indicating additional technical or biological biases are present. Our findings highlight that quantitative interpretations of sequence proportions generated via high-throughput sequencing will require careful experimental design and thoughtful data analysis. Usage notes Ion Torrent diet data FASTQ sequence files and additional data described in the ReadMe file 1 MER paper functions Functions needed to run R code 2 MER R code database R code 3 MER R code summary R code Other/Unknown Material Phoca vitulina Borealis
institution Open Polar
collection Borealis
op_collection_id ftborealisdata
language unknown
topic Other
Captive Populations
Diet Analysis
spellingShingle Other
Captive Populations
Diet Analysis
Deagle, Bruce E.
Thomas, Austen C.
Shaffer, Amanda K.
Trites, Andrew W.
Jarman, Simon N.
Data from: Quantifying sequence proportions in a DNA-based diet study using Ion Torrent amplicon sequencing: which counts count?
topic_facet Other
Captive Populations
Diet Analysis
description Abstract A goal of many environmental DNA barcoding studies is to infer quantitative information about relative abundances of different taxa based on sequence read proportions generated by high-throughput sequencing. However, potential biases associated with this approach are only beginning to be examined. We sequenced DNA amplified from faeces (scats) of captive harbour seals (Phoca vitulina) to investigate whether sequence counts could be used to quantify the seals’ diet. Seals were fed fish in fixed proportions, a chordate-specific mitochondrial 16S marker was amplified from scat DNA and amplicons sequenced using an Ion Torrent PGM™. For a given set of bioinformatic parameters, there was generally low variability between scat samples in proportions of prey species sequences recovered. However, proportions varied substantially depending on sequencing direction, level of quality filtering (due to differences in sequence quality between species) and minimum read length considered. Short primer tags used to identify individual samples also influenced species proportions. In addition, there were complex interactions between factors; for example, the effect of quality filtering was influenced by the primer tag and sequencing direction. Resequencing of a subset of samples revealed some, but not all, biases were consistent between runs. Less stringent data filtering (based on quality scores or read length) generally produced more consistent proportional data, but overall proportions of sequences were very different than dietary mass proportions, indicating additional technical or biological biases are present. Our findings highlight that quantitative interpretations of sequence proportions generated via high-throughput sequencing will require careful experimental design and thoughtful data analysis. Usage notes Ion Torrent diet data FASTQ sequence files and additional data described in the ReadMe file 1 MER paper functions Functions needed to run R code 2 MER R code database R code 3 MER R code summary R code
author Deagle, Bruce E.
Thomas, Austen C.
Shaffer, Amanda K.
Trites, Andrew W.
Jarman, Simon N.
author_facet Deagle, Bruce E.
Thomas, Austen C.
Shaffer, Amanda K.
Trites, Andrew W.
Jarman, Simon N.
author_sort Deagle, Bruce E.
title Data from: Quantifying sequence proportions in a DNA-based diet study using Ion Torrent amplicon sequencing: which counts count?
title_short Data from: Quantifying sequence proportions in a DNA-based diet study using Ion Torrent amplicon sequencing: which counts count?
title_full Data from: Quantifying sequence proportions in a DNA-based diet study using Ion Torrent amplicon sequencing: which counts count?
title_fullStr Data from: Quantifying sequence proportions in a DNA-based diet study using Ion Torrent amplicon sequencing: which counts count?
title_full_unstemmed Data from: Quantifying sequence proportions in a DNA-based diet study using Ion Torrent amplicon sequencing: which counts count?
title_sort data from: quantifying sequence proportions in a dna-based diet study using ion torrent amplicon sequencing: which counts count?
publisher Borealis
url https://doi.org/10.5683/SP2/KAZYIC
genre Phoca vitulina
genre_facet Phoca vitulina
op_relation https://doi.org/10.5683/SP2/KAZYIC
op_doi https://doi.org/10.5683/SP2/KAZYIC
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