Growth rate and flowering time are agriculturally important traits that are linked to fitness, productivity and reproductive success of plants. To study the genetic basis for natural variation in growth rate and flowering time between local accessions of Arabidopsis thaliana, hybrids were produced between fast growing / late flowering and slow growing / early flowering parents. F3 and F5 hybrid families were grown under a range of conditions – under a constant controlled environment, outside over the winter and outside in spring and early summer. Growth rates were estimated from repeated images of rosettes. Flowering time, as number of leaves to flower, was also recorded both in control and natural conditions for F5 lines. Damage by slugs and stress-induced production of anthocyanin pigments were also recorded for plants grown outside. Broad-sense heritability estimates were higher for F5 families than F3, in which more loci will segregate, and ranged from 48% to 89%. No significant correlation between growth rates under different environments was observed in most cases for F3 populations, however significant correlations were detected for F5 families outside and under controlled conditions, suggesting that same genes can affect growth rate in more than one environment. The genotypes of F3 families were determined at thirty-nine SSLP (simple sequence length polymorphism) loci and used in regression with phenotype data to search for quantitative trait loci (QTL). Significant QTLs were detected in F3 families for growth rate, flowering time and anthocyanin production, but not for herbivore damage. To confirm QTL detected in the F3 and to detect additional loci, bulk segregant analysis was carried out in F5 families grown under different conditions. Potentially linked markers were tested further in individual F5 plants and QTL mapped on a finer scale in F5 families that remained heterozygous for candidate regions. VIP5 and LDL1 were selected as potential candidate genes for flowering time variation. These genes were sequenced for two parental alleles. A transposon insertion and 5’ UTR deletion were found in the LDL1 allele from the late flowering parent and SNPs (single nucleotide polymorphisms) were observed throughout the gene. However both alleles appeared to be expressed at similar levels. Transgenic lines have been produced carrying the LDL1 allele from the early flowering parent (4D1) in the background of the later flowering parent (11C1). This work is on-going and will hopefully reveal whether LDL1 underlies differences in flowering behaviour seen between 11C1 and 4D1.

Thesis (PhD (Genetics))--Stellenbosch University, 2010. / ENGLISH ABSTRACT: The South African abalone, Haliotis midae, is a commercially valuable mollusc and is mostly exported to the Far East. Genetics research on H. midae has increased substantially since a genetic improvement programme was introduced in 2006 by collaboration between Stellenbosch University, government and industry partners. The development of molecular markers, QTL-mapping, gene-expression and genome manipulations are the main focuses of the research currently being conducted. The end goal is to create high quality and fast growing animals for the industry. The present study focused on the development of microsatellite markers and the detection of quantitative trait loci (QTL) affecting growth traits (shell length, shell width, wet weight) in this species. A combination of three methods, namely selective genotyping and bulked segregant analysis (pooling analysis), single marker regression and interval mapping were used to identify putative QTL in two full-sib families from two different farmed locations. Additional methods and protocols were developed that can assist the industry in other molecular research aspects. A total of 125 microsatellite loci were characterised. A total of 82 of these loci were isolated using second generation sequencing, a first for any abalone species. A preliminary, low-density framework linkage map was constructed containing 50 loci that mapped to 18 linkage groups. The observed genome length was 148.72cm with coverage of ±47%. QTL analyses revealed two putative QTL for shell width and wet weight, with 17% and 15% variance explained, that mapped on one linkage group in the first family and three putative QTL, for shell length, shell width and wet weight, with 33%, 28.5% and 31.5% variance explained, that mapped on one linkage group in the second family. Additional methods and protocols developed include an automated high-throughput DNA isolation protocol, a real-time PCR assay for H. midae x H. spadicea hybrid verification, a triploid verification microsatellite assay and a pre- and post-PCR multiplex setup and optimisation protocol. Future studies focussing on QTL and marker assisted selection (MAS) should verify the QTL found in this study and also utilise additional family structures and determine QTL-marker phase within the commercial populations. / AFRIKAANSE OPSOMMING: Die Suid-Afrikaanse perlemoen, Haliotis midae, is ’n kommersieel waardevolle weekdier en word hoofsaaklik na die Verre-Ooste uitgevoer. Genetiese navorsing op H. midae het aansienlik toegeneem sedert ’n genetiese verbeteringsprogram in 2006 deur samewerking tussen die Universiteit van Stellenbosch, die regering en industrievennote ingebring is. Die ontwikkeling van molekulêre merkers, KEL-kartering, geen-uitdrukking en genoom manipulasies is die hooffokusse van die navorsing wat tans uitgevoer word. Die einddoel is om hoë kwaliteit en snelgroeiende diere vir die industrie te skep. Die huidige studie het op die ontwikkeling van mikrosatelliet merkers en die opsporing van groeiverwante (skulplengte, -breedte en nat gewig) kwantitatiewe eienskap lokusse (KEL) in hierdie spesie gefokus. ’n Kombinasie van drie metodes, naamlik selektiewe genotipering en versamelde segregaat analise (samevoegingsanalise), enkel merker regressie en intervalkartering is gebruik om waarskynlike KEL in twee vol-sibbe families van twee verskillende produksiegebiede te identifiseer. Aanvullende metodes en protokolle is ontwikkel wat die industrie in ander molekulêre navorsingsaspekte kan ondersteun. ’n Totaal van 125 mikrosatelliet lokusse is beskryf. ’n Totaal van 82 van hierdie lokusse is deur die gebruik van derde generasie volgordebepaling geïsoleer, ’n eerste vir enige perlemoen spesie. ’n Voorlopige, laedigtheid raamwerkkoppelingskaart is saamgestel met 50 lokusse wat op 18 koppelingsgroepe gekarteer is. Die waarneembare genoomlengte was 148.72cm met ’n dekking van ±47%. KEL-analises het twee waarskynlike KEL vir skulpbreedte en nat gewig blootgelê wat 17% en 15% variasie verduidelik en is op een koppelingsgroep in die eerste familie gekarteer asook drie waarskynlike KEL, vir skulplengte, -breedte en nat gewig wat 33%, 28.5% en 31.5% variasie verduidelik en is op een koppelingsgroep in die tweede familie gekarteer. Aanvullende metodes en protokolle wat ontwikkel is, sluit ’n geoutomatiseerde hoë-deurgang DNS-isolasieprotokol, ’n intydse PKR-proef vir H. midae x H. spadicea hibried verifikasie, ’n triploïed verifikasie mikrosatellietproef en veelsoortige pre- en post-PKR opstelling en optimaliseringsprotokol in. Toekomstige studies wat fokus op KEL en merker ondersteunde seleksie (MOS) behoort die KEL wat in hierdie studie gevind is te verifieer en ook bykomende familie strukture te benut om KEL-merker fases binne die kommersiële populasie te bepaal.

No description available.

This thesis addresses the dissection and characterisation of quantitative trait loci (QTL) affecting production traits in sheep. Firstly, the association between specific genetic polymorphisms and complex variation in weight, muscle and fat depositions was investigated. Research concentrated on assessing the presence, correspondence and significance of two single nucleotide polymorphisms (SNPs) in the GDF8 region of ovine chromosome 2, reportedly affecting muscle production. Commercial populations of British Texel, Suffolk and Charollais sheep were studied. The SNPs were absent in Suffolk and almost fixed in Texel breeds. In the Charollais population, the SNPs segregated at intermediate frequencies and a significant association was found between these polymorphisms and muscle depth. The previously proposed causative allele at one of the loci resulted in increased muscle depth and, at allele frequency of 0.5, this locus would explain one third of the additive genetic variance for the trait. Partial recessive allelic expression is proposed by genotypic value predictions and is consistent with the previously postulated molecular mechanism by which it gives rise to muscle changes. Secondly, the thesis focused on detection of QTL associated with growth. Live weight is a composite of growth rates over time, with inter-age genetic correlations for live weight decreasing as time between weight measurements increases. To explore whether observed genetic correlation patterns translate into distinct loci acting on weight at different growth stages, a novel method was developed and the applicability of a second proposed method was explored. Both methods allowed simultaneous analysis of multiple live weights per animal, while accounting differently for the correlation among measurements ordered in time. In the first approach, a growth curve technique was developed and employed to map growth QTL for curve parameters and predicted growth descriptors. A study of actual live weights identified significant QTL at different ages on distinct chromosomes, with QTL significance and variance changing over time. Further application of this technique on a simulated dataset validated its effectiveness in detecting age-dependent QTL. An extension of the procedure resulted in a novel technique for genomic evaluation of longitudinal traits. In the second method examined, random regression (RR) models were applied for dissection of growth QTL. Systematic model selection and inclusion of relevant random effects resulted in apparently significant QTL, but the method was computationally demanding, model choice proved challenging and the results were questioned. To further explore the method, RR models were applied to various simulated growth phenotypes composed of time-dependent QTL trajectories, polygenic and environmental effects. Statistically optimal RR models succeeded in identifying significant QTL and predicting the simulated time-dependence for most scenarios. However, the issue of model choice was again prominent, as suboptimal models resulted in unreliable QTL variance trajectories and pronounced confounding between different time-dependent effects. Thus, the growth curve approach appeared to be the more flexible and robust process for analysing longitudinal data to map agedependent QTL.

Canola/rapeseed (Brassica napus L.) is a major oilseed crop worldwide. However, its production is largely affected by the fungal disease Sclerotinia stem rot as well as seed glucosinolates. So far the genetic mechanisms controlling these two traits have been poorly understood. In the present study, three bi-parental doubled haploid B. napus populations M730, M692 and ZT were grown in either natural or artificial environments and genotyped using the Brassica 60K Infinium® SNPs and/or sequence related amplified polymorphisms. Three genetic linkage maps covered 2,597.7 cM, 2,474.1 cM and 1,731.6 cM in 19 chromosomes for M730, M692 and ZT, respectively. Plants were inoculated with Sclerotinia sclerotiorum mycelia on stems at the reproductive stage to evaluate their resistivity. Four aliphatic glucosinolates and one indolic glucosinolate were detected in the seeds using high-performance liquid chromatography. 4-hydroxy-3-indolylmethyl predominated over aliphatic glucosinolates in canola, but inversely constituted a small portion of total glucosinolate content in semi-winter rapeseed. In rapeseed, 2-hydroxy-3-butenyl predominated in 4C aliphatic glucosinolates, which in turn predominated in total aliphatic glucosinolates, which likewise predominated in total glucosinolate content. QTLs regulating major glucosinolates were located on chromosome A9 for high glucosinolate content populations M730 and ZT, and on chromosome C7 for low glucosinolate content population M692. Major QTLs for Sclerotinia stem rot resistance were located on chromosomes A7 and C6 in M730, on chromosomes A3 and A7 in ZT, while no major QTLs were found in M692. Additive genetic effect was the major factor explaining phenotypic variations of the two traits. No direct genetic relationship was observed between Sclerotinia stem rot resistance in adult plants and seed glucosinolates in B. napus. The findings in the studies could be used to formulate breeding and research strategies in B. napus and the major QTLs controlling the two traits and their closely linked SNP markers could be validated over wide germplasm and used in marker assisted selection. / October 2016

Doctor of Philosophy / Department of Agronomy / Guihua Bai / Allan K. Fritz / Wheat pre-harvest sprouting (PHS), germination of physiologically matured grains in a wheat spike before harvesting, can cause significant reduction in grain yield and end-use quality. Many quantitative trait loci (QTL) for PHS resistance have been reported in different sources. To determine the genetic architecture of PHS resistance and its relationship with grain color (GC) in US hard winter wheat, a genome-wide association study (GWAS) on both PHS resistance and GC was conducted using in a panel of 185 U.S. elite breeding lines and cultivars and 90K wheat SNP arrrays. PHS resistance was assessed by evaluating sprouting rates in wheat spikes harvested from both greenhouse and field experiments. Thirteen QTLs for PHS resistance were identified on 11 chromosomes in at least two experiments, and the effects of these QTLs varied among different environments. The common QTLs for PHS resistance and GC were identified on the long arms of the chromosome 3A and 3D, indicating pleiotropic effect of the two QTLs. Significant QTLs were also detected on chromosome arms 3AS and 4AL, which were not related to GC, suggesting that it is possible to improve PHS resistance in white wheat. To identify markers closely linked to the 4AL QTL, genotyping-by-sequencing (GBS) technology was used to analyze a population of recombinant inbred lines (RILs) developed from a cross between two parents, “Tutoumai A” and “Siyang 936”, contrasting in 4AL QTL. Several closely linked GBS SNP markers to the 4AL QTL were identified and some of them were coverted to KASP for marker-assisted breeding. To investigate effects of the two non-GC related QTLs on 3AS and 4AL, both QTLs were transferered from “Tutoumai A” and “AUS1408” into a susceptible US hard winter wheat breeding line, NW97S186, through marker-assisted backcrossing using the gene marker TaPHS1 for 3AS QTL and a tightly linked KASP marker we developed for 4AL QTL. The 3AS QTL (TaPHS1) significantly interacted with environments and genetic backgrounds, whereas 4AL QTL (TaMKK3-A) interacted with environments only. The two QTLs showed additive effects on PHS resistance, indicating pyramiding these two QTLs can increase PHS resistance. To improve breeding selection efficiency, genomic prediction using genome-wide markers and marker-based prediction (MBP) using selected trait-linked markers were conducted in the association panel. Among the four genomic prediction methods evaluated, the ridge regression best linear unbiased prediction (rrBLUP) provides the best prediction among the tested methods (rrBLUP, BayesB, BayesC and BayesC0). However, MBP using 11 significant SNPs identified in the association study provides a better prediction than genomic prediction. Therefore, for traits that are controlled by a few major QTLs, MBP may be more effective than genomic selection.

It has been reported that an individual’s initial level of response to a drug might be predictive of his or her future risk of becoming dependent, thus basal gene expression profiles underlying those drug responses may be informative for both predicting addiction susceptibility and determining targets for intervention. This dissertation research aims to elucidate genetic risk factors underlying acute alcohol and nicotine dependence phenotypes using mouse genetic models of addiction. Phenotyping, brain region-specific mRNA expression profiling, and genetic mapping of a recombinant inbred panel of over 25 mouse strains were performed in order to identify quantitative trait loci (QTL) harboring candidate genes that may modulate these phenotypes. Previous BXD (B6 x D2) behavioral studies performed in our laboratory identified an ethanol-induced anxiolysis-like QTL (Etanq1) in the light dark box (LDB). We hypothesized that genetic variation within Nin (a gene within the Etanq1 support interval involved in microtubule-anchoring) may modulate anxiolytic-like responses to acute ethanol in the LDB as well as other preclinical models of anxiety, the elevated plus maze (EPM), and marble burying (MB) task. Molecular studies have allowed us to confirm cis regulation of Nin transcript levels in the NAc. To elucidate potential mechanisms mediating Etanq1, the pharmacological tools, diazepam and HZ166 (a benzodiazepine derivative) were utilized to interrogate whether GABAA receptor activation modulates ethanol’s anxiety-like behaviors in the LDB. We show that the LDB phenotype, percent time spent (PTS) in the light following a brief restraint stress, is not being modulated through direct activation of GABAA α2/α3 receptor subunits. To genetically dissect Etanq1 as well as parse the ethanol anxiolytic-like phenotype, we have assayed 8 inbred strains, selected based on genotypes at Nin, in various preclinical models of anxiety. Principal components analysis of these behavioral data suggests that the gene(s) modulating the ethanol anxiolytic-like component in the LDB do not overlap with similar phenotypes in the elevated plus maze (EPM), nor the MB phenotype. Furthermore, site-specific delivery of an sh-Nin lentivirus into the NAc of D2 mice revealed that Nin may modulate one LDB endophenotype, latency to enter the light side of the LDB, which loaded as a part of the “anxiolysis” principal component. These data strongly imply that basal neuronal Nin expression in the NAc is important for acute ethanol anxiolytic-like behavior, perhaps through a novel mechanism involving synaptic remodeling. In separate behavioral QTL mapping studies, we hypothesized that genetic variation regulating expression of Chrna7 modulates the reward-like phenotype, conditioned place preference (CPP), for nicotine. We provide evidence for genetic regulation of Chrna7 across the BXD panel of mice and through pharmacological and genetic behavioral studies, confirm Chrna7 as a quantitative trait gene modulating CPP for nicotine in mice. Microarrays, followed by network analyses, allowed us to identify a genetically co-regulated network within the nucleus accumbens (NAc), differentially expressed in mice null for Chrna7, which was similarly correlated in the BXD panel of mice. Our network and molecular analyses suggest a putative role for Chrna7 in regulating insulin signaling in the NAc, which together, may contribute to the enhanced sensitivity to nicotine observed in strains of mice that lack or have low mRNA levels of Chrna7 in the NAc. Overall, this research has elucidated and confirmed new genetic risk factors underlying alcohol and nicotine dependence phenotypes and has enabled a better understanding of the neurogenomic bases of alcohol and nicotine addiction. Future studies that further investigate the signaling pathways and/or gene interactions involving Nin and Chrna7 may lead the field to new candidates for pharmacotherapies that may be tailored for use in individuals with susceptible genotypes. Supported by NIAAA grants P20AA017828 and R01AA020634 to MFM, NIDA T32DA007027 to WLD, and NIDA R01DA032246 to MFM and MID.

Master of Science / Department of Agronomy / Allan K. Fritz / Fusarium head blight (FHB), caused by Fusarium graminearum, is an important cereal disease in humid and semi-humid wheat growing regions. In recent FHB epidemics in the USA, FHB dramatically reduced wheat yields and grain quality due to mycotoxin contamination. Five types of FHB resistance have been reported, but resistance to disease spread within a spike (Type II) and low deoxynivalenol (DON) accumulation in infected kernels (Type III) have drawn the most attention. A Chinese Spring-Sumai3 chromosome 7A substitution line (CS-SM3-7ADSL) was reported to have a high level of Type II resistance, but quantitative trait locus (QTL) on chromosome 7A has never been mapped. To characterize QTL on chromosome 7A, we developed 191 Chinese Spring-Sumai3-7A chromosome recombinant inbred lines (CRIL) from a cross between Chinese Spring and CS-SM3-7ADSL and evaluated the CRIL in a greenhouse for both types of resistance in three experiments. Two major QTL with Sumai 3 (SM3) origin, conditioning Type II and Type III resistance were mapped in chromosomes 3BS and 7AC. QTL on chromosome 3BS corresponds to Fhb1, previously reported from SM3, whereas 7AC QTL, designated as Fhb5, is a novel QTL identified from SM3 in this study. Fhb5 explains 22% phenotypic variation for Type II resistance and 24% for Type III resistance. Marker Xwmc17 is the closest marker to Fhb5 for both types of resistance. Fhb1 and Fhb5 were additive and together explained 56% variation for Type II and 41% for Type III resistance and resulted in 66% reduction in FHB severity and 84% in DON content. Both QTL showed significant pleiotropy effects on Type II and Type III resistance, suggesting both types of resistance may be controlled by the same gene(s). Haplotype analysis of SM3’s parents revealed that Fhb5 originated from Funo, an Italian cultivar. A survey of worldwide germplasm collection of 400 accessions showed that Fhb5 is present mainly in Chinese cultivars, especially in Funo-related accessions. Further, Fhb5 is the second major QTL from SM3 and have potential to be used in improving wheat cultivars for both types of resistance.

Master of Science / Division of Biology / Michael A. Herman / Caenorhabditis elegans are free-living bacterivorous nematodes that naturally consume bacteria as food source. As an excellent genetic model, C. elegans has proven to be a successful system to study innate immune responses to human pathogens, which resulted in identification of many evolutionarily conserved defense pathways. Most of these studies examined innate immune pathway mutants in a single genetic background in response to monoculture of human pathogens that worms might not necessarily encounter in the wild. While this has led to the successful genetic dissection of these defense pathways, in order to fully understand their biological functions, the relevant ecological and evolutionary context needs to be taken into account. The bacterial environment C. elegans naturally encounter is likely to be highly heterogeneous. While many bacteria are mainly considered as dietary resource for worms, some could be potential pathogens. Worms thus constantly face the challenge to defend against the pathogens mixed in the food. Stenotrophomonas maltophilia is one such bacterium. S. maltophilia is a ubiquitous bacterium that has been found associated with native nematodes. But it can also cause nosocomial infections in human, especially in immune-compromised individuals. Due to its natural resistance to multiple antibiotics, it has been emerging as an opportunistic human pathogen. Our lab isolated a S. maltophilia strain, JCMS, which was found being pathogenic to C. elegans. Both C. elegans strains, N2 (Bristol, England) and CB4856 (Hawaii), showed decreased survivorship when fed on S. maltophilia JCMS compared to E. coli OP50. However, more interestingly, the specific responses towards bacteria are different between strains. This indicates that survivorship of C. elegans is determined by not only genetic and environmental factors, but also genotype by environment (G×E) interactions (GEI). In order to identify the underlying genetic basis, we mapped quantitative trait loci (QTL) in a N2×CB4856 recombinant inbred panel for the survivorship in response to E. coli OP50 and S. maltophilia JCMS.

Breeding programmes that use elite sires with the best estimated breeding values for muscling traits have achieved significant improvement in lamb production in the UK. Further acceleration of the rate of genetic gain for the desirable production traits could be achieved using DNA marker-assisted selection (MAS) breeding strategies. The underlying causal genetic variants associated with improved muscling may be unknown and lying between a cluster of genes known as quantitative trait loci (QTL) or could be single nucleotide polymorphisms (SNP). LoinMAXTM, Texel muscling QTL (TM-QTL) and c.*1232G > A myostatin mutation were genetic variants that reported to be associated with improved muscling characteristics and hence subjected to further analysis in this project. It is essential before incorporating segregating genetic variants in any breeding scheme to comprehensively evaluate their effects on carcass traits. In-vivo scanning (ultrasound scanning (US) and computed tomography scanning (CT)), and carcass video image analyses (VIA) were used in the current studies. Objective VIAprediction weights of the carcass primal cuts could be the backbone of a value-based marketing system that is suggested to replace the current Meat and Livestock Commission (MLC) carcass grades for conformation scores (MLC-C) and fat class (MLC-F). The effect of a single copy of LoinMAXTM QTL (LM-QTL) compared to noncarriers was evaluated in UK crossbred lambs out of Scottish Mule ewes. M. longissimus lumborum (MLL) width, depth and area, as measured by CT scanning, were significantly greater in lambs heterozygous for LM-QTL compared to noncarriers. VIA detected a significant effect of the LM-QTL on the predicted weight of saleable meat yield in the loin primal cut (+2.2%; P < 0.05). The effects of the ovine c.*1232G > A myostatin mutation (MM), found on sheep chromosome 2, on carcass traits in heterozygous crossbred lambs sired by Texel and Poll Dorset rams were studied. Texel crossbred lambs carrying MM had increased loin depth and area. In both crossbred lambs, MM-carriers had significantly higher CT-estimated lean weight and proportion (2 to 4%) and muscle to bone ratios (by ~3%). Poll Dorset heterozygous crossbred animals had higher muscle to fat ratio (28%) and significantly lower fat-related measurements. The c.*1232G > A (MM) mutation as well as TM-QTL effects were evaluated in a different genetic background of Texel x Welsh Mountain crossbreed lambs. Carrying two copies of MM was associated with a significant positive effect on 8 week weight, a negative effect on ultrasound fat depth, a substantial decrease in MLC-fat score, positive impact on VIA-estimated weight of the hind leg, chump and loin primal cuts, as well as the muscularity of the hind leg and loin regions with greater loin muscle width, depth and area. Two copies of MM altered lambs‟ morphological traits with significantly wider carcasses across the shoulders, breast and hind legs and greater areas of the back view of the carcass when measured by VIA. TM-QTL significantly increased US-muscle depth and TM-QTL carriers had significantly greater loin muscle width and area measurements. Comparing TM-QTL genetic groups (homozygote allele carriers (TM/TM), heterozygote carriers of paternal and maternal origin of allele (TM/+ and +/TM, respectively) and homozygote non-carriers (+/+)) and TM-QTL mode of action were then studied. TM/TM carcasses were significantly heavier than non-carriers by 1.6 kg and scored higher conformation values when compared to heterozygote groups only. TM/+ lambs had significantly higher VIA-predicted weight and muscularity in the hind leg and loin, and higher loin dimensions relative to some other genotypic groups. The effect of TM-QTL on some carcass shape measurements was significant. TM-QTL mode of action results on the loin muscling traits supports the earlier reports of polar over dominance. In the light of growing calls to replace the current subjective carcass payment system with the objective VIA system that values the carcass according to the superiority of its cuts, I investigated the ability of US and CT measurements to predict the VIAestimated weights of the carcass primal cuts. Several prediction equations were examined but the best could be achieved when ultrasound measurement, CT linear measurements and live weight were fitted in the model. Since CT scanning information of elite sires is now being used for genetic selection for carcass merit, genetic parameters and genetic relationships between CT scanning measurements and post mortem traits (VIA and MLC-FC) were estimated. However, results were not sufficiently accurate to be of practical use due to lack of data.