Modeling proportions to assess the soil nematode community structure in a two year alfalfa crop

dc.contributor.authorZbylut, Joanna
dc.date.accessioned2014-04-17T21:09:47Z
dc.date.available2014-04-17T21:09:47Z
dc.date.graduationmonthMayen_US
dc.date.issued2014-04-17
dc.date.published2014en_US
dc.description.abstractThe southern root-knot nematode (SRKN) and the weedy perennials, yellow nutsedge (YNS) and purple nutsedge (PNS) are simultaneously occurring pests in the irrigated agricultural soils of southern New Mexico. Previous research has very well characterized SRKN, YNS and PNS as a mutually-beneficial pest complex and has revealed their enhanced population growth and survival when they occur together. The density of nutsedge in a field could be used as a predictor of SRKN juveniles in the soil. In addition to SRKN, which is the most harmful of the plant parasitic nematodes, in southern New Mexico, other species or categories of nematodes could be identified and counted. Some of them are not as damaging to the plant as SRKN, and some of them may be essential for soil health. The nematode species could be grouped into categories according to trophic level (what nematodes eat) and herbivore feeding behavior (how herbivore nematodes eat). Subsequently, three ratios of counts were calculated for trophic level and for feeding behavior level to investigate the soil nematode community structure. These proportions were modeled as functions of the weed hosts YNS and PNS by generalized linear regression models using the logit link function and three probability distributions: the Binomial, Zero Inflated Binomial (ZIB) and Binomial Hurdle (BH). The latter two were used to account for potential high proportions of zeros in the data. The SAS NLMIXED procedure was used to fit models for each of the six sampling dates (May, July and September) over the two years of the alfalfa study. General results showed that the Binomial pmf generally provided the best fit, indicating lower zero-inflation than expected. Importance of YNS and PNS predictors varied over time and the different ratios. Specific results illustrate the differences in estimated probabilities between Binomial, ZIB and BH distributions as YNS counts increase for two selected ratios.en_US
dc.description.advisorLeigh W. Murrayen_US
dc.description.degreeMaster of Scienceen_US
dc.description.departmentDepartment of Statisticsen_US
dc.description.levelMastersen_US
dc.identifier.urihttp://hdl.handle.net/2097/17327
dc.language.isoen_USen_US
dc.publisherKansas State Universityen
dc.subjectModeling Proportionsen_US
dc.subjectNematode & nutsedge weed pestsen_US
dc.subjectBinomial distributionen_US
dc.subjectHurdle distributionen_US
dc.subjectZero-inflated distributionen_US
dc.subjectSoil nematode community structureen_US
dc.subject.umiStatistics (0463)en_US
dc.titleModeling proportions to assess the soil nematode community structure in a two year alfalfa cropen_US
dc.typeReporten_US

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