Riedel, Elisabeth K; Pollierer, Melanie M: Relative contribution of bacterial, fungal or plant essential amino acid to Drosophila melanogaster tissue-determined from Bayesian mixing model [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.990388 (dataset in review), In: Riedel, Elisabeth K; Lender, Laura; Pollierer, Melanie M; Rohlfs, Marko: Life-history trait and δ¹³C values of Drosophila melanogaster from experiments combining semi-natural fruit substrates with different fly fecal microbiota, collected from a microcosm set up [dataset bundled publication]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.989940 (dataset in review)
Abstract:
Using Bayesion mixing models on mean-centered δ¹³C values of essential amino acids (eAA) extracted from Drosophila melanogaster flies and ontogenetic environments reared in a semi-natural experimental set-up, basal resource eAA contribution to fly tissue is estimated. Experiments were set up in the laboratory facilities of University of Bremen, Germany in October 2021; amino acid extraction and δ¹³C measurement were executed at the University of Göttingen, Germany and the Kompetenzzentrum Stabile Isotope, Göttingen, Germany. Samples were collected to deduce fly eAA origin-bacterial, fungal or plant derived- acquired during fly development under five different symbiont-environment conditions. Samples of ontogenetic environment reflecting resources available prior to and after fly development are included. In an experimental set-up single initially axenic first-instar larvae were introduced to semi-natural conditions using 1 mL of fruit puree inoculated with 50 µL of fly fecal matter suspension collected from 30 female flies maintained in microcosms (see Riedel and Rohlfs (in preparation) for set-up of microcosms and Riedel et al. (preprint, https://doi.org/10.1101/2025.10.14.682149) for fecal matter inoculation); or 1 mL of artificial lab diet. After development to adult flies and eclosion from the pupal case, flies were collected and dried. The experimental units in which flies had developed in, were frozen along samples of fresh substrate (not inoculated with fecal matter suspension). Fly and respective samples of ontogenetic environments post eclosion were pooled using a randomized stratified approach to achieve a minimal collective fly weight of 2 g per sample. For five treatment groups five samples were pooled (nFly = 25) and the respective ontogenetic environments were pooled accordingly (nontoenv = 25). Substrate samples were dehydrated first in a drying oven then in a lyophilizer and then homogenized alongside fly samples. Amino acids were extracted as described in Larsen et al. (2016) including three external standards and nor-leucine as internal standard. Extracted amino acid mixes were then separated and analyzed using mass spectrometry following (Pollierer et al., 2020; also described in Riedel et al., preprint, https://doi.org/10.1101/2025.10.14.682149). The triplicate measurements were aligned to the external standard and extracted measurements were inspected visually and manually corrected if necessary. Mean δ¹³C isotope values were corrected for carbon added during the derivatization of samples following O'Brien et al. (2002). Then implementing Bayesian mixing models from the MixSIAR package (Stock et al., 2018) in an R environment, δ¹³C isotope values of eAA (biotracers), isoleucine, leucine, methionine, phenylalanine, threonine, and tyrosine were centered to the mean, both of samples (mixture) as well as training data (source: Larsen et al., 2009; 2016; Pollierer et al., 2020) We used sample identifiers and treatment combination as factors and run the model at "short" length. After model convergence, the summary output was extracted, and metadata appended.
Supplement to:
Riedel, Elisabeth K; Lender, Laura; Kowallik, Vienna; Pollierer, Melanie M; Rohlfs, Marko (preprint): Ecological context shapes microbial contributions to nutrition and development in Drosophila melanogaster. bioRxiv, https://doi.org/10.1101/2025.10.14.682149
Related to:
Riedel, Elisabeth K; Lender, Laura: Life-history traits, development time and dry weight upon eclosion of Drosophila melanogaster under experimental variation of fly-symbionts and plant ontogenetic environment [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.989984
Riedel, Elisabeth K; Pollierer, Melanie M: δ¹³C of amino acids extracted from Drosophila melanogaster and its ontogenetic environments after fly development under different symbiont-environment conditions [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.989943
References:
Larsen, Thomas; Pollierer, Melanie M; Holmstrup, Martin; D'Annibale, Alessandra; Maraldo, Kristine; Andersen, Nils; Eriksen, Jørgen (2016): Substantial nutritional contribution of bacterial amino acids to earthworms and enchytraeids: A case study from organic grasslands. Soil Biology and Biochemistry, 99, 21-27, https://doi.org/10.1016/j.soilbio.2016.03.018
Larsen, Thomas; Taylor, D Lee; Leigh, Mary Beth; O'Brien, Diane M (2009): Stable isotope fingerprinting: a novel method for identifying plant, fungal, or bacterial origins of amino acids. Ecology, 90(12), 3526-3535, https://doi.org/10.1890/08-1695.1
O'Brien, Diane M; Fogel, Marilyn L; Boggs, Carol L (2002): Renewable and nonrenewable resources: Amino acid turnover and allocation to reproduction in Lepidoptera. Proceedings of the National Academy of Sciences of the United States of America, 99(7), 4413-4418, https://doi.org/10.1073/pnas.072346699
Pollierer, Melanie M; Scheu, Stefan; Tiunov, Alexei V (2020): Isotope analyses of amino acids in fungi and fungal feeding Diptera larvae allow differentiating ectomycorrhizal and saprotrophic fungi‐based food chains. Functional Ecology, 34(11), 2375-2388, https://doi.org/10.1111/1365-2435.13654
Stock, Brian C; Jackson, Andrew L; Ward, Eric J; Parnell, Andrew C; Phillips, Donald L; Semmens, Brice X (2018): Analyzing mixing systems using a new generation of Bayesian tracer mixing models. PeerJ, 6, e5096, https://doi.org/10.7717/peerj.5096
Comment:
Funded by the State of Bremen
Parameter(s):
| # | Name | Short Name | Unit | Principal Investigator | Method/Device | Comment |
|---|---|---|---|---|---|---|
| 1 | Type of study | Study type | Riedel, Elisabeth K | Microcosm experiment | ||
| 2 | Kingdom | Kingdom | Riedel, Elisabeth K | |||
| 3 | Species, unique identification | Species UID | Riedel, Elisabeth K | Reference in ITIS (ITIS) | ||
| 4 | Species, unique identification (URI) | Species UID (URI) | Riedel, Elisabeth K | Reference in ITIS (ITIS) | ||
| 5 | Species, unique identification (Semantic URI) | Species UID (Semantic URI) | Riedel, Elisabeth K | Reference in ITIS (ITIS) | ||
| 6 | Group | Group | Riedel, Elisabeth K | Describing sample type either fly, substrate (after eclosion) or substrate fresh (sampled prior to inoculation) | ||
| 7 | Substrate type | Substrate | Riedel, Elisabeth K | First dietary and developmental substrate available to flies in microcosm | "Substrate": Organically grown fruit, vegetable (= apple or tomato) purchased at local organic supermarket (ALECO, Bremen), or artificial diet type that was used as substrate in ontogenetic environments (= lab). | |
| 8 | Treatment code | Treat code | Riedel, Elisabeth K | "Inoculated with": Coding for microcosm and microbe transfers within said microcosm predating inoculation on substrates named in "Substrate" (Substrate type). They are separated by tab, first dietary and developmental substrate available to flies in microcosms, second year of collection of said microcosm from Biogarten facilities at University of Bremen, third generation (G) of transfer events, the number of transfers to fresh substrate the microcosm has undergone (about monthly after initial microcosm set-up). | ||
| 9 | Treatment: inoculation substrate | T:inoc substrate | Riedel, Elisabeth K | "SymbiontInoculum_condition": Identifying whether dietary and developmental substrate available to flies in microcosms is identical and hence autochthonous to substrate used in fitness assay (= autochSI), or substrate available to flies in microcosms and substrate used in fitness assay are different and hence allochthonous (= allochSI). | ||
| 10 | Source of amino acids, essential | Source AA essential | Riedel, Elisabeth K | "Source": Describing basal source (= bacteria, fungi or plant) of essential amino acid (eAA) based on source specific eAA fingerprint. | ||
| 11 | Sample number | Sample no | Riedel, Elisabeth K | Sample used as input for mixture data in Bayesian mixing model MixSIAR (Stock et al. 2018) | "Calculated_from_Sample_Identifier_1": Describing the 4–5 samples that were used as input for mixture data in MixSIAR model (Stock et al., 2018) to calculate "Mean_relative_estimate" (Relative mean estimate). | |
| 12 | Sample number | Sample no | Riedel, Elisabeth K | Sample used as input for mixture data in Bayesian mixing model MixSIAR (Stock et al. 2018) | "Calculated_from_Sample_Identifier_2": Describing the 4–5 samples that were used as input for mixture data in MixSIAR model (Stock et al., 2018) to calculate "Mean_relative_estimate" (Relative mean estimate). | |
| 13 | Sample number | Sample no | Riedel, Elisabeth K | Sample used as input for mixture data in Bayesian mixing model MixSIAR (Stock et al. 2018) | "Calculated_from_Sample_Identifier_3": Describing the 4–5 samples that were used as input for mixture data in MixSIAR model (Stock et al., 2018) to calculate "Mean_relative_estimate" (Relative mean estimate). | |
| 14 | Sample number | Sample no | Riedel, Elisabeth K | Sample used as input for mixture data in Bayesian mixing model MixSIAR (Stock et al. 2018) | "Calculated_from_Sample_Identifier_4": Describing the 4–5 samples that were used as input for mixture data in MixSIAR model (Stock et al., 2018) to calculate "Mean_relative_estimate" (Relative mean estimate). | |
| 15 | Sample number | Sample no | Riedel, Elisabeth K | Sample used as input for mixture data in Bayesian mixing model MixSIAR (Stock et al. 2018) | "Calculated_from_Sample_Identifier_5": Describing the 4–5 samples that were used as input for mixture data in MixSIAR model (Stock et al., 2018) to calculate "Mean_relative_estimate" (Relative mean estimate). | |
| 16 | Relative mean estimate | RME | Riedel, Elisabeth K | Output of Bayesian mixing model MixSIAR (Stock et al. 2018) | "Mean_relative_estimate": MixSIAR (Stock et al. 2018) output of mean (4–5 replicates) relative contribution of "Source" (Source of amino acids, essential) to essential amino acids within one "Treatment" (Treatment) and "Group" (Group). | |
| 17 | Relative mean estimate, standard deviation | std dev | ± | Riedel, Elisabeth K | Output of Bayesian mixing model MixSIAR (Stock et al. 2018) | "StandardDeviation": MixSIAR (Stock et al. 2018) output of standard deviation (4–5 replicates) of relative contribution of "Source" (Source of amino acids, essential) to essential amino acids within one "Treatment" (Treatment) consistent of "Substrate" (Substrate type) and "Inoculated with" (Treatment code) per "Group" (Group). |
License:
Creative Commons Attribution 4.0 International (CC-BY-4.0) (License comes into effect after moratorium ends)
Status:
Curation Level: Enhanced curation (CurationLevelC)
Size:
552 data points
