ESTIMATING ANIMAL ABUNDANCE USING NONINVASIVE DNA SAMPLING: PROMISE AND PITFALLS

刀切重采样 影子(心理学) 统计 估计员 人口 生物 丰度(生态学) 采样(信号处理) 人口规模 标记并重新捕获 进化生物学 生态学 计量经济学 数学 计算机科学 人口学 滤波器(信号处理) 计算机视觉 社会学 心理治疗师 心理学
作者
L. Scott Mills,John J. Citta,Kevin P. Lair,Michael K. Schwartz,David A. Tallmon
出处
期刊:Ecological Applications [Wiley]
卷期号:10 (1): 283-294 被引量:454
标识
DOI:10.1890/1051-0761(2000)010[0283:eaaund]2.0.co;2
摘要

Advances in molecular biology offer promise to the study of demographic characteristics of rare or hard-to-capture species, because individuals can now be identified through noninvasive sampling such as fecal collection or hair snags. However, individual genotyping using such methods currently leads to a novel problem that we call a "shadow effect," because some animals not captured previously are believed to be recaptures due to their DNA profile being an indistinguishable shadow of previously captured animals. We evaluate the impact of the shadow effect on the two methods most commonly used in applied population ecology to estimate the size of closed populations: Lincoln-Petersen and multiple-recapture estimators in program CAPTURE. We find that the shadow effect can cause a negative bias in the estimates of both the number of different animals and the number of different genotypes. Furthermore, with Lincoln-Petersen estimators, the shadow effect can cause estimated confidence intervals to decrease even as bias increases. Because the bias arises from heterogeneity in apparent "capture" probabilities for animals with genetic shadows vs. those without, a model in program CAPTURE that is robust to capture heterogeneity (Mh-jackknife) does not underestimate the number of genotypes in the population and only slightly underestimates the total number of individuals. As the shadow effect increases, CAPTURE is better able to correctly identify heterogeneity in capture probability and to pick Mh-jackknife, so that the higher levels of shadow effect have less bias than medium levels. The shadow effect will occur in all estimates of demographic rates (including survival) that use DNA sampling to determine individual identity, but it can be minimized by increasing the number of individual loci sampled.
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