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Replication levels, false presences and the estimation of the presence/absence from eDNA metabarcoding data

机译:复制水平,错误存在以及eDNA元条形码数据的存在/不存在估计

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Environmental DNA (eDNA) metabarcoding is increasingly used to study the present and past biodiversity. eDNA analyses often rely on amplification of very small quantities or degraded DNA. To avoid missing detection of taxa that are actually present (false negatives), multiple extractions and amplifications of the same samples are often performed. However, the level of replication needed for reliable estimates of the presence/absence patterns remains an unaddressed topic. Furthermore, degraded DNA and PCR/sequencing errors might produce false positives. We used simulations and empirical data to evaluate the level of replication required for accurate detection of targeted taxa in different contexts and to assess the performance of methods used to reduce the risk of false detections. Furthermore, we evaluated whether statistical approaches developed to estimate occupancy in the presence of observational errors can successfully estimate true prevalence, detection probability and false-positive rates. Replications reduced the rate of false negatives; the optimal level of replication was strongly dependent on the detection probability of taxa. Occupancy models successfully estimated true prevalence, detection probability and false-positive rates, but their performance increased with the number of replicates. At least eight PCR replicates should be performed if detection probability is not high, such as in ancient DNA studies. Multiple DNA extractions from the same sample yielded consistent results; in some cases, collecting multiple samples from the same locality allowed detecting more species. The optimal level of replication for accurate species detection strongly varies among studies and could be explicitly estimated to improve the reliability of results.
机译:环境DNA(eDNA)元条形码越来越多地用于研究当前和过去的生物多样性。 eDNA分析通常依赖于非常少量或降解的DNA的扩增。为避免漏检实际存在的分类单元(假阴性),经常对同一样品进行多次提取和扩增。但是,可靠估计存在/不存在模式所需的复制级别仍未解决。此外,降解的DNA和PCR /测序错误可能会产生假阳性。我们使用模拟和经验数据来评估在不同情况下准确检测目标分类单元所需的复制水平,并评估用于减少错误检测风险的方法的性能。此外,我们评估了开发的统计方法是否可以在存在观察误差的情况下估计占用率,可以成功地估计真实患病率,检测概率和假阳性率。复制减少了误报率;最佳复制水平很大程度上取决于分类单元的检测概率。占用模型成功地估计了真实的患病率,检测概率和假阳性率,但是它们的性能随着重复次数的增加而提高。如果检测概率不高,则至少应进行八次PCR复制,例如在古代DNA研究中。从同一样品中多次提取DNA可获得一致的结果;在某些情况下,从同一位置收集多个样本可以检测更多种类。准确的物种检测的最佳复制水平在不同研究之间存在很大差异,可以明确估算以提高结果的可靠性。

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