Measuring aggregation of events about a mass using spatial point pattern methods

被引:6
作者
Smith, Michael O. [1 ]
Ball, Jackson [2 ,3 ]
Holloway, Benjamin B. [2 ,3 ]
Erdelyi, Ferenc [4 ]
Szabo, Gabor [4 ]
Stone, Emily [1 ]
Graham, Jonathan [1 ]
Lawrence, J. Josh [2 ,3 ]
机构
[1] Univ Montana, Dept Math & Stat Sci, Missoula, MT 59812 USA
[2] Univ Montana, Ctr Struct & Funct Neurosci, Missoula, MT 59812 USA
[3] Univ Montana, Dept Biomed & Pharmaceut Sci, Missoula, MT 59812 USA
[4] Hungarian Acad Sci, Inst Expt Med, Lab Mol Biol & Genet, H-1450 Budapest, Hungary
基金
美国国家卫生研究院;
关键词
3-dimensions; Clustering; Point process; Spatial patterns; Spatial statistics; CHOLINERGIC MODULATION; RECEPTORS; NEURONS; CELLS; 3D;
D O I
10.1016/j.spasta.2015.05.004
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
We present a methodology that detects event aggregation about a mass surface using 3-dimensional study regions with a point pattern and a mass present. The Aggregation about a Mass function determines aggregation, randomness, or repulsion of events with respect to the mass surface. Our method closely resembles Ripley's K function but is modified to discern the pattern about the mass surface. We briefly state the definition and derivation of Ripley's K function and explain how the Aggregation about a Mass function is different. We develop the novel function according to the definition: the Aggregation about a Mass function times the intensity is the expected number of events within a distance h of a mass. Special consideration of edge effects is taken in order to make the function invariant to the location of the mass within the study region. Significance of aggregation or repulsion is determined using simulation envelopes. A simulation study is performed to inform researchers how the Aggregation about a Mass function performs under different types of aggregation. Finally, we apply the Aggregation about a Mass function to neuroscience as a novel analysis tool by examining the spatial pattern of neurotransmitter release sites as events about a neuron. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:76 / 89
页数:14
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