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Mathematics ◽  
2022 ◽  
Vol 10 (2) ◽  
pp. 167
Author(s):  
Niansheng Tang ◽  
Fan Liang

Various approaches including hypothesis test and confidence interval (CI) construction have been proposed to assess non-inferiority and assay sensitivity via a known fraction or pre-specified margin in three-arm trials with continuous or discrete endpoints. However, there is little work done on the construction of the non-inferiority margin from historical data and simultaneous generalized CIs (SGCIs) in a three-arm trial with the normally distributed endpoints. Based on the generalized fiducial method and the square-and-add method, we propose two simultaneous CIs for assessing non-inferiority and assay sensitivity in a three-arm trial. For comparison, we also consider the Wald-type Bonferroni simultaneous CI and parametric bootstrap simultaneous CI. An algorithm for evaluating the optimal sample size for attaining the pre-specified power is given. Simulation studies are conducted to investigate the performance of the proposed CIs in terms of their empirical coverage probabilities. An example taken from the mildly asthmatic study is illustrated using the proposed simultaneous CIs. Empirical results show that the proposed generalized fiducial method and the square-and-add method behave better than other two compared CIs.


Author(s):  
Oliver Pain ◽  
Alexandra C. Gillett ◽  
Jehannine C. Austin ◽  
Lasse Folkersen ◽  
Cathryn M. Lewis

AbstractThere is growing interest in the clinical application of polygenic scores as their predictive utility increases for a range of health-related phenotypes. However, providing polygenic score predictions on the absolute scale is an important step for their safe interpretation. We have developed a method to convert polygenic scores to the absolute scale for binary and normally distributed phenotypes. This method uses summary statistics, requiring only the area-under-the-ROC curve (AUC) or variance explained (R2) by the polygenic score, and the prevalence of binary phenotypes, or mean and standard deviation of normally distributed phenotypes. Polygenic scores are converted using normal distribution theory. We also evaluate methods for estimating polygenic score AUC/R2 from genome-wide association study (GWAS) summary statistics alone. We validate the absolute risk conversion and AUC/R2 estimation using data for eight binary and three continuous phenotypes in the UK Biobank sample. When the AUC/R2 of the polygenic score is known, the observed and estimated absolute values were highly concordant. Estimates of AUC/R2 from the lassosum pseudovalidation method were most similar to the observed AUC/R2 values, though estimated values deviated substantially from the observed for autoimmune disorders. This study enables accurate interpretation of polygenic scores using only summary statistics, providing a useful tool for educational and clinical purposes. Furthermore, we have created interactive webtools implementing the conversion to the absolute (https://opain.github.io/GenoPred/PRS_to_Abs_tool.html). Several further barriers must be addressed before clinical implementation of polygenic scores, such as ensuring target individuals are well represented by the GWAS sample.


2022 ◽  
Vol 7 (1) ◽  
pp. e000867
Author(s):  
Sandra Banderas García ◽  
David Aragón ◽  
Brahim Azarfane ◽  
Fernando Trejo ◽  
Xavier Garrell-Salat ◽  
...  

ObjectiveThis study aims to analyse the possible recovery or worsening in retinal microvasculature after 8 months in a previously studied COVID-19 cohort.Methods and analysisA cross-sectional case–control study and a prospective longitudinal cohort study. Participants were the subjects of our previous study who re-enrolled for a new examination including a fundus photograph (retinography), an optical coherence tomography (OCT) scan and an OCT angiography. COVID-19 diagnosed patients were divided into three groups: group 1: mild disease, asymptomatic/paucisymptomatic subjects who received outpatient care; group 2: moderate disease and group 3: severe disease, both of which required hospital admission because of pneumonia. Statistical analyses were performed using SPSS software (V.23.0). Cross-sectional intergroup differences were analysed by means of analysis of variance for normally distributed variables and the Kruskal-Wallis test for non-normally distributed ones. In reference to the prospective part of the study (intragroup differences, baseline with 8-month comparison), a paired t-test was used for normally distributed data and Wilcoxon signed ranks sum for non-normally distributed data.ResultsThe fovea-centered superficial and deep vascular densities were significantly diminished in severe cases compared with mild cases (p=0.004; p=0.003, respectively, for superficial and deep) and to controls (p=0.014; p=0.010), also in moderate cases to mild group (p=0.004; p=0.003) and to controls (p=0.012; p=0.024). In the longitudinal study, no significant statistical differences were found between baseline and 8-month follow-up vessel density values.ConclusionWe demonstrated persistent reduction in the central vascular area over time in patients with moderate and severe COVID-19.


2021 ◽  
Vol 8 (12) ◽  
pp. 650-656
Author(s):  
Ibrahim Tanaka ◽  
Dharma Lindarto ◽  
Santi Syafril

Background: Ghrelin is primarily involved in the secretion of growth hormone (GH), glucose and lipid metabolism. HIV infection is thought to affect ghrelin levels in HIV patients, especially in patients with lipodystrophy. However, this effect is still unclear because many studies have obtained different results about low or high levels of ghrelin in people with HIV. Suppression of HIV replication with ART rapidly increases CD4 cell count. However, data on the effect of antiretroviral therapy on ghrelin levels is still scant. Aim: To examine the relationship between ghrelin levels and CD4 levels in HIV patients receiving ARV therapy. Method: This research is an observational analysis study, with cross-sectional design, implemented start from April 2020 in Tropical Diseases & Infection Polyclinic, H. Adam Malik Hospital. Blood samples were taken and examined at the Clinical Pathology Laboratory. Primary and secondary data collection from interviews and direct observation. Data will be analyzed with Pearson correlation test if normally distributed or Spearman's test if the data is not normally distributed using SPSS software. Results: A total of 43 the sample consists of 38 patient who received the AFC, 3 patients received Duviral + Efafirens, 1 patient received Tenofovir + Hiviral + Aluvia dan 1 patient received Tenofovir + Hiviral + Neviral. Demographic characteristics based on th highest ages group are 21-30 years and 31-40 years, each of which is 17 people. The correlation of ghrelin level with levels of CD4 on the HIV patient taking ARV shows a significance value of 0.943, it can be concluded that there was no significant relationship between Ghrelin levels and CD4. Conclusion: There was no correlation between ghrelin levels with CD4 levels on HIV patient receiving ARV therapy. Keywords: Ghrelin, HIV, CD4, Antiretrovirals.


Author(s):  
Masako Kajiura

Soil water repellency (SWR) increases surface runoff and preferential flows. Thus, quantitative evaluation of SWR distribution is necessary to understand water movements. Because the variability of SWR distribution makes it difficult to measure directly, we developed a method for estimating an SWR distribution index, defined as the areal fraction of surface soil showing SWR (SWRarea). The theoretical basis of the method is as follows: (1) SWRarea is equivalent to the probability that a position on the soil surface is drier than the critical water content (CWC); SWR is present (droplets absorbed in >10 s) when the soil surface is drier than the CWC and absent when it is wetter. (2) CWC and soil moisture content (θ) are normally distributed independent variables. (3) Thus, based on probability theory, the cumulative normal distribution of θ – CWC (f(x)) can be obtained from the distributions of CWC and θ, and f(0), the cumulative probability that θ – CWC < 0, gives the SWRarea. To investigate whether the method gives reasonable results, we repeatedly measured θ at 0–5 cm depth and determined the water repellency of the soil surface at multiple points in fixed plots with different soils and topography in a humid-temperate forest. We then calculated the CWC from the observed θ–SWR relationship at each point. We tested the normality of the CWC and θ distributions and the correlation between CWC and θ. Then, we determined f(x) from the CWC and θ distributions and estimated the SWRarea on each measurement day. Although CWC and θ were both normally distributed, in many cases they were correlated. Nevertheless, the CWC–θ dependency had little effect on the estimation error, and f(x) explained 69% of the SWRarea variability. Our findings show that a stochastic approach is useful for estimating SWRarea.


Assessment ◽  
2021 ◽  
pp. 107319112110625
Author(s):  
Tom H. Rosenström ◽  
Ville Ritola ◽  
Suoma Saarni ◽  
Grigori Joffe ◽  
Jan-Henry Stenberg

Assessment of treatment response in psychotherapies can be undermined by lack of longitudinal measurement invariance (LMI) in symptom self-report inventories, by measurement error, and/or by wrong model assumptions. To understand and compare these threats to validity of outcome assessment in psychotherapy research, we studied LMI, sum scores, and Davidian Curve Item Response Theory models in a naturalistic guided internet psychotherapy treatment register of 2,218 generalized anxiety disorder (GAD) patients and 3,922 depressive disorder (DD) patients (aged ≥16 years). Symptoms were repeatedly assessed by Generalized Anxiety Disorder Assessment-7 (GAD-7) or Beck Depression Inventory. The symptom self-reports adhered to LMI under equivalence testing, suggesting sum scores are reasonable proxies for disorder status. However, the standard LMI assumption of normally distributed latent factors did not hold and inflated treatment response estimates by 0.2 to 0.3 standard deviation units compared with sum scores. Further methodological research on non-normally distributed latent constructs holds promise in advancing LMI and mental health assessment.


2021 ◽  
Vol 14 (2) ◽  
pp. 183-193
Author(s):  
Abdul Hoyyi ◽  
Abdurakhman Abdurakhman ◽  
Dedi Rosadi

The Option is widely applied in the financial sector.  The Black-Scholes-Merton model is often used in calculating option prices on a stock price movement. The model uses geometric Brownian motion which assumes that the data is normally distributed. However, in reality, stock price movements can cause sharp spikes in data, resulting in nonnormal data distribution. So we need a stock price model that is not normally distributed. One of the fastest growing stock price models today is the  process exponential model. The  process has the ability to model data that has excess kurtosis and a longer tail (heavy tail) compared to the normal distribution. One of the members of the  process is the Variance Gamma (VG) process. The VG process has three parameters which each of them, to control volatility, kurtosis and skewness. In this research, the secondary data samples of options and stocks of two companies were used, namely zoom video communications, Inc. (ZM) and Nokia Corporation (NOK).  The price of call options is determined by using closed form equations and Monte Carlo simulation. The Simulation was carried out for various  values until convergent result was obtained.


Author(s):  
Ismu Laily Mufidah ◽  
Anita Rahma Dewi

This research intended to explain the factors of students’ problems at eighth grade of SMP NU Al-Hidayah Maduran on English writing. It aimed to investigate the effect of POEW (Predict, Observe, Explain, Write) strategy used on English writing to enhance student’s English writing skill. In addition, it elaborated the significant after using POEW strategy on student’s narrative English writing. This research conducted using a quantitative design a quasi experimental research by two classes of pre-test and post-test. The researchers implemented this research to eighth grade of SMP NU Al Hidayah Maduran in academic year of 2021/2022. The participants of this study taken from eighth grade of SMP NU Al-Hidayah Maduran, which consisted of two classes and devided by experimental class and control class. It was found from the result of the test that students in experimental class got higher score than students in control class. However, based on the normality testing, this research was not normally distributed. In addition, the data declared that this research was not homogeneous. Thus, the researchers did Mann Whitney U Test. Relating to the test, the result of Asymp. Sig. (2-tailed) was smaller than the probability (0.000<0.05). It meant that Ha was accepted. However, it can be concluded that there was an effect of the use POEW strategy at eighth grade of SMP NU Al-Hidayah Maduran on English writing skill.


2021 ◽  
Vol 5 (1) ◽  
pp. 312-314
Author(s):  
Erna Purnamasari ◽  
Arvina Andhiyani

Degenerative diseases are chronic non-communicable diseases such as heart disease, hypertension, diabetes, obesity and others. One of the degenerative diseases is hypertension. Hypertension is referred to as the "Silent Killer" because it is a deadly disease, without any symptoms as a warning to sufferers. Concerns about the emergence of new problems in hypertension will cause emotional mental disorders which are often shown by anxiety disorders. One of the lifestyle modifications that can cope with hypertension is to recommend being more relaxed. One alternative for relaxation in patients with hypertension is laughter therapy. This study aims to determine the effect of laughter therapy on reducing anxiety levels in hypertension sufferers in the Work Area. Method research using Literature review related to the effect of laughter therapy on reducing anxiety level in Hypertension patient. The results of the normality of the data showed that the data were normally distributed in the intervention group and the data were not normally distributed in the control group. From the results of this study, it is hoped that laughter therapy can be given contribution to reduce anxiety levelsin hypertensive patients, so that blood pressure in hypertensive patients can be controlled.


Author(s):  
Rachita Nanda ◽  
Prasanta Kumar Nayak ◽  
Suprava Patel ◽  
Eli Mohapatra ◽  
Sarita Agrawal

Abstract Objectives Due to differences in the method of assay and population-specific factors, each laboratory needs to establish its own gestation-specific reference intervals (GRIs) for thyroid hormones. Materials and Methods Three-hundred forty-one women with less than 14 weeks gestation were screened at a tertiary care hospital in Chhattisgarh, India. Serum levels of thyroid-stimulating hormone (TSH), free thyroxine (fT4), and thyroid peroxidase antibody (anti-TPO) were measured using an ADVIA Centaur XP immunoassay.GRIs (2.5th and 97.5th percentiles) were determined for TSH and fT4. TSH and fT4 concentrations were converted to multiples of the median (MoM) values. Effect of maternal age, gestational age, and maternal weight was analyzed. Statistical Analysis Quantitative variables were expressed as means and standard deviations (SD), and qualitative variables were expressed as frequencies and percentages. Normality of the data was checked using the Kolmogorov–Smirnov test. Values that were normally distributed were expressed only as means and SD. Those that were not normally distributed were expressed as medians and interquartile range. For all statistical analysis, p < 0.05 was considered as statistically significant. Results First-trimester GRI was 0.245 to 4.971 mIU/L for TSH, 10.2 to 18.9 pmol/L for fT4, and 27.0 to 56.89 kIU/L for anti-TPO. There was no significant difference in the mean serum TSH (p = 0.920), fT4 (p  = 0.714), or anti-TPO (p = 0.754) values among women in 4 to 7th week and 7 to 14th week of gestation. The 1st and 99th centile MoMs were 0.03 and 4.09 for TSH and 0.66 and 1.39 for fT4. There was a significant positive correlation between the maternal weight and TSH MoM values (p = 0.027, r = 0.120). Conclusion These laboratory- and first-trimester-specific GRI for TSH and fT4 shall help in proper diagnosis and treatment of subclinical thyroid dysfunctions. TSH and fT4 MoM values can be used to indicate high or low values in a quantitative manner independent of the reference ranges and may be used by other laboratories.


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