Cargando…

Pedigree-based Bayesian modelling of radiocarbon dates

Within the last decade, archaeogenetic analysis has revolutionized archaeological research and enabled novel insights into mobility, relatedness and health of past societies. Now, it is possible to develop these results further and integrate archaeogenetic insights into biological relatedness with r...

Descripción completa

Detalles Bibliográficos
Autores principales: Massy, Ken, Friedrich, Ronny, Mittnik, Alissa, Stockhammer, Philipp W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9246184/
https://www.ncbi.nlm.nih.gov/pubmed/35771856
http://dx.doi.org/10.1371/journal.pone.0270374
_version_ 1784738918009143296
author Massy, Ken
Friedrich, Ronny
Mittnik, Alissa
Stockhammer, Philipp W.
author_facet Massy, Ken
Friedrich, Ronny
Mittnik, Alissa
Stockhammer, Philipp W.
author_sort Massy, Ken
collection PubMed
description Within the last decade, archaeogenetic analysis has revolutionized archaeological research and enabled novel insights into mobility, relatedness and health of past societies. Now, it is possible to develop these results further and integrate archaeogenetic insights into biological relatedness with radiocarbon dates as means of chronologically sequenced information. In our article, we demonstrate the potential of combining relative chronological information with absolute radiocarbon dates by Bayesian interpretation in order to improve age determinations. Using artificial pedigrees with four sets of simulated radiocarbon dates we show that the combination of relationship information with radiocarbon dates improves the age determination in many cases at least between 20 to 50%. Calibrated age ranges are more constrained than simply calibrating radiocarbon ages independently from each other. Thereby, the precision of modelled ages depends on the precision of the single radiocarbon dates, the number of modelled generations, the shape of the calibration curve and the availability of samples that can be precisely fixed in time due to specific patterns in the calibration curve (“anchor points”). Ambiguous calibrated radiocarbon dates, which are caused by inversions of the calibration curve, can be partly or almost entirely resolved through Bayesian modelling based upon information from pedigrees. Finally, we discuss selected case studies of biological pedigrees achieved for Early Bronze Age Southern Germany by recent archaeogenetic analysis, whereby the sites and pedigrees differ with regard to the quality of information, which can be used for a Bayesian model of the radiocarbon dates. In accordance with the abstract models, radiocarbon dates can again be better constrained and are therefore more applicable for archaeological interpretation and chronological placement of the dated individuals.
format Online
Article
Text
id pubmed-9246184
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-92461842022-07-01 Pedigree-based Bayesian modelling of radiocarbon dates Massy, Ken Friedrich, Ronny Mittnik, Alissa Stockhammer, Philipp W. PLoS One Research Article Within the last decade, archaeogenetic analysis has revolutionized archaeological research and enabled novel insights into mobility, relatedness and health of past societies. Now, it is possible to develop these results further and integrate archaeogenetic insights into biological relatedness with radiocarbon dates as means of chronologically sequenced information. In our article, we demonstrate the potential of combining relative chronological information with absolute radiocarbon dates by Bayesian interpretation in order to improve age determinations. Using artificial pedigrees with four sets of simulated radiocarbon dates we show that the combination of relationship information with radiocarbon dates improves the age determination in many cases at least between 20 to 50%. Calibrated age ranges are more constrained than simply calibrating radiocarbon ages independently from each other. Thereby, the precision of modelled ages depends on the precision of the single radiocarbon dates, the number of modelled generations, the shape of the calibration curve and the availability of samples that can be precisely fixed in time due to specific patterns in the calibration curve (“anchor points”). Ambiguous calibrated radiocarbon dates, which are caused by inversions of the calibration curve, can be partly or almost entirely resolved through Bayesian modelling based upon information from pedigrees. Finally, we discuss selected case studies of biological pedigrees achieved for Early Bronze Age Southern Germany by recent archaeogenetic analysis, whereby the sites and pedigrees differ with regard to the quality of information, which can be used for a Bayesian model of the radiocarbon dates. In accordance with the abstract models, radiocarbon dates can again be better constrained and are therefore more applicable for archaeological interpretation and chronological placement of the dated individuals. Public Library of Science 2022-06-30 /pmc/articles/PMC9246184/ /pubmed/35771856 http://dx.doi.org/10.1371/journal.pone.0270374 Text en © 2022 Massy et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Massy, Ken
Friedrich, Ronny
Mittnik, Alissa
Stockhammer, Philipp W.
Pedigree-based Bayesian modelling of radiocarbon dates
title Pedigree-based Bayesian modelling of radiocarbon dates
title_full Pedigree-based Bayesian modelling of radiocarbon dates
title_fullStr Pedigree-based Bayesian modelling of radiocarbon dates
title_full_unstemmed Pedigree-based Bayesian modelling of radiocarbon dates
title_short Pedigree-based Bayesian modelling of radiocarbon dates
title_sort pedigree-based bayesian modelling of radiocarbon dates
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9246184/
https://www.ncbi.nlm.nih.gov/pubmed/35771856
http://dx.doi.org/10.1371/journal.pone.0270374
work_keys_str_mv AT massyken pedigreebasedbayesianmodellingofradiocarbondates
AT friedrichronny pedigreebasedbayesianmodellingofradiocarbondates
AT mittnikalissa pedigreebasedbayesianmodellingofradiocarbondates
AT stockhammerphilippw pedigreebasedbayesianmodellingofradiocarbondates