Statistical tables are an important component of data analysis and reports in biological sciences. However, the traditional manual processes for computation and presentation of statistically significant results using a letter-based algorithm are tedious and prone to errors.Based on the R language, we present two web-based software for individual and summary data, freely available online, at http://shiny.stat.tamu.edu:3838/hassaad/Table_report1/ and http://shiny.stat.tamu.edu:3838/hassaad/SumAOV1/, respectively. The software are capable of rapidly generating publication-ready tables containing one-way analysis of variance (ANOVA) results. No download is required. Additionally, the software can perform multiple comparisons of means using the Duncan, Student-Newman-Keuls, Tukey Kramer, and Fisher's least significant difference (LSD) tests. If the LSD test is selected, multiple methods (e.g., Bonferroni and Holm) are available for adjusting p-values. Using the software, the procedures of ANOVA can be completed within seconds using a web-browser, preferably Mozilla Firefox or Google Chrome, and a few mouse clicks. Furthermore, the software can handle one-way ANOVA for summary data (i.e. sample size, mean, and SD or SEM per treatment group) with post-hoc multiple comparisons among treatment means. To our awareness, none of the currently available commercial (e.g., SPSS and SAS) or open-source software (e.g., R and Python) can perform such a rapid task without advanced knowledge of the corresponding programming language.Our new and user-friendly software to perform statistical analysis and generate publication-ready MS-Word tables for one-way ANOVA are expected to facilitate research in agriculture, biomedicine, and other fields of life sciences.
To examine the relationship between complementary feeding behaviors (CFB) and anemia for infants and young children in Sichuan, Yunnan and Guizhou province of China.A total 3 410 children aged 6-24 months were recruited from 12 survey sites in the urban and rural areas of Sichuan, Yunnan and Guizhou provinces by stratified random cluster sampling in 3 age groups (6-8 months, 9-11 months and 12-24 months) from March to July in 2011. The information of CFB for them was collected through a specific questionnaire. According to the comprehensive evaluation method of CFB(including content of food preparation and selection, caregivers' behavior, infants' behavior, feeding environment and environmental hygiene), the scores of CFB were calculated and grouped as low ( < 60% of total score), moderate (60%-80% of total score) and high level ( > 80% of total score). Twenty microliter of fingertip blood was extracted to measure the hemoglobin concentration and anemia rate was calculated. Distribution of CFB level and rate of anemia were compared between urban/rural areas and different age groups. Difference of anemia rate for infants and young children between low/moderate/high CFB level groups was compared.8.0% (273/3 410) of the children were in low CFB level group, and 56.9% (1 940/3 410) and 35.1% (1 197/3 410) in moderate and high CFB level group respectively. The difference of CFB levels between urban and rural areas was significant (Z = -21.17, P < 0.05), the proportion of high level in urban area was 53.0% (829/1 565) , which was higher than that in rural area (20.0% (368/1845) ). The difference of CFB levels between different age groups was also significant (H = 43.82, P < 0.05). The proportion of high level decreased by increasing age, which was 41.0% (417/1 017) and 29.9% (389/1 300) in 6-8 months and 12-24 months respectively. The average hemoglobin concentration for infants was (119.3 ± 13.8)g/L, and the total anemia rate was 22.4% (765/3 410) . The hemoglobin concentration for infants in urban area ( (123.3 ± 11.3) g/L) was higher than rural area ((115.9 ± 14.8) g/L) (t = 16.75, P < 0.05) and the rate of anemia in urban area (10.5% (165/1 565)) was lower than that in rural area (32.5% (600/1845) ) (χ² = 235.03, P < 0.05) significantly. The rate of anemia was decreased by increasing CFB level(χ² = 73.94, P < 0.05). The rate of anemia in the low CFB level group was the highest (33.7% (92/273) ) while in the high CFB level group was 14.5% (174/1 197), which was the lowest.The level of complementary feeding behavior for infants and young children in Sichuan, Yunnan and Guizhou province of China is relatively low and their prevalence of anemia is relatively serious. Complementary feeding behavior is closely associated with anemia for infants and young children.
Electron beam (eBeam) irradiation technology is an environmentally friendly, chemical-free alternative for disinfesting insect pests of stored grains. The underlying hypothesis is that specific doses of eBeam will have defined detrimental effects on the different life stages. We evaluated the effects of eBeam exposure in a range of doses (0.03-0.12 kGy) on the development of the cowpea bruchid (Callosobruchus maculatus) at various stages of its life cycle.Differential radiosensitivity was detected during egg development. Early and intermediate stages of eggs never hatched after exposure to a dose of 0.03 kGy, whereas a substantial portion of black-headed (i.e. late) eggs survived irradiation even at 0.12 kGy. However, further development of the hatched larvae was inhibited. Although midgut protein digestion remained intact, irradiated larvae (0.06 kGy or higher) failed to develop into normal living adults; rather, they died as pupae or abnormally eclosed adults, suggesting a detrimental effect of eBeam on metamorphosis. Emerged irradiated pupae had shorter longevity and were unable to produce any eggs at 0.06 kGy or higher. At this dose range, eggs laid by irradiated adults were not viable. eBeam treatment shortened adult longevity in a dose-dependent manner. Reciprocal crosses indicated that females were more sensitive to eBeam exposure than their male counterparts. Dissection of the female reproductive system revealed that eBeam treatment prevented formation of oocytes.eBeam irradiation has very defined effects on cowpea bruchid development and reproduction. A dose of 0.06 kGy could successfully impede cowpea burchid population expansion. This information can be exploited for post-harvest insect control of stored grains.
Hierarchical functional data are widely seen in complex studies where subunits are nested within units, which in turn are nested within treatment groups. We propose a general framework of functional mixed effects model for such data: within-unit and within-subunit variations are modeled through two separate sets of principal components; the subunit level functions are allowed to be correlated. Penalized splines are used to model both the mean functions and the principal components functions, where roughness penalties are used to regularize the spline fit. An expectation–maximization (EM) algorithm is developed to fit the model, while the specific covariance structure of the model is utilized for computational efficiency to avoid storage and inversion of large matrices. Our dimension reduction with principal components provides an effective solution to the difficult tasks of modeling the covariance kernel of a random function and modeling the correlation between functions. The proposed methodology is illustrated using simulations and an empirical dataset from a colon carcinogenesis study. Supplemental materials are available online.
Cloud Computing has become a well-known primitive nowadays; many researchers and companies are embracing this fascinating technology with feverish haste. In the meantime, security and privacy challenges are brought forward while the number of cloud storage user increases expeditiously. In this work, we conduct an in-depth survey on recent research activities of cloud storage security in association with cloud computing. After an overview of the cloud storage system and its security problem, we focus on the key security requirement triad, i.e., data integrity, data confidentiality, and availability. For each of the three security objectives, we discuss the new unique challenges faced by the cloud storage services, summarize key issues discussed in the current literature, examine, and compare the existing and emerging approaches proposed to meet those new challenges, and point out possible extensions and futuristic research opportunities. The goal of our paper is to provide a state-of-the-art knowledge to new researchers who would like to join this exciting new field.
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