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Nevin Manimala Statistics

The effect of missing levels of nesting in multilevel analysis

Genomics Inform. 2022 Sep;20(3):e34. doi: 10.5808/gi.22052. Epub 2022 Sep 30.

ABSTRACT

Multilevel analysis is an appropriate and powerful tool for analyzing hierarchical structure data widely applied from public health to genomic data. In practice, however, we may lose the information on multiple nesting levels in the multilevel analysis since data may fail to capture all levels of hierarchy, or the top or intermediate levels of hierarchy are ignored in the analysis. In this study, we consider a multilevel linear mixed effect model (LMM) with single imputation that can involve all data hierarchy levels in the presence of missing top or intermediate-level clusters. We evaluate and compare the performance of a multilevel LMM with single imputation with other models ignoring the data hierarchy or missing intermediate-level clusters. To this end, we applied a multilevel LMM with single imputation and other models to hierarchically structured cohort data with some intermediate levels missing and to simulated data with various cluster sizes and missing rates of intermediate-level clusters. A thorough simulation study demonstrated that an LMM with single imputation estimates fixed coefficients and variance components of a multilevel model more accurately than other models ignoring data hierarchy or missing clusters in terms of mean squared error and coverage probability. In particular, when models ignoring data hierarchy or missing clusters were applied, the variance components of random effects were overestimated. We observed similar results from the analysis of hierarchically structured cohort data.

PMID:36239111 | DOI:10.5808/gi.22052

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Nevin Manimala Statistics

Pathogenesis and prognosis of primary oral squamous cell carcinoma based on microRNAs target genes: a systems biology approach

Genomics Inform. 2022 Sep;20(3):e27. doi: 10.5808/gi.22038. Epub 2022 Sep 30.

ABSTRACT

Oral squamous cell carcinoma (OSCC) is the most prevalent head and neck malignancy, with frequent cervical lymph-node metastasis, leading to a poor prognosis in OSCC patients. The present study aimed to identify potential markers, including microRNAs (miRNAs) and genes, significantly involved in the etiology of early-stage OSCC. Additionally, the main OSCC’s dysregulated Gene Ontology annotations and significant signaling pathways were identified. The dataset GSE45238 underwent multivariate statistical analysis in order to distinguish primary OSCC tissues from healthy oral epithelium. Differentially expressed miRNAs (DEMs) with the criteria of p-value < 0.001 and |Log2 fold change| > 1.585 were identified in the two groups, and subsequently, validated targets of DEMs were identified. A protein interaction map was constructed, hub genes were identified, significant modules within the network were illustrated, and significant pathways and biological processes associated with the clusters were demonstrated. Using the GEPI2 database, the hub genes’ predictive function was assessed. Compared to the healthy controls, main OSCC had a total of 23 DEMs. In patients with head and neck squamous cell carcinoma (HNSCC), upregulation of CALM1, CYCS, THBS1, MYC, GATA6, and SPRED3 was strongly associated with a poor prognosis. In HNSCC patients, overexpression of PIK3R3, GIGYF1, and BCL2L11 was substantially correlated with a good prognosis. Besides, “proteoglycans in cancer” was the most significant pathway enriched in the primary OSCC. The present study results revealed more possible mechanisms mediating primary OSCC and may be useful in the prognosis of the patients with early-stage OSCC.

PMID:36239104 | DOI:10.5808/gi.22038

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Nevin Manimala Statistics

Editor’s introduction to this issue (G&I 20:3, 2022)

Genomics Inform. 2022 Sep;20(3):e25. doi: 10.5808/gi.20.3.e1. Epub 2022 Sep 30.

NO ABSTRACT

PMID:36239102 | DOI:10.5808/gi.20.3.e1

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Nevin Manimala Statistics

The Clinical Characteristics of Electrolyte Disturbance in Patients with Moderate and Severe Traumatic Brain Injury Who Underwent Craniotomy and Its Influence on Prognosis

J Korean Neurosurg Soc. 2022 Oct 13. doi: 10.3340/jkns.2022.0078. Online ahead of print.

ABSTRACT

OBJECTIVE: The present study aimed to investigate the clinical characteristics of electrolyte imbalance in patients with moderate to severe traumatic brain injury (TBI) who underwent craniotomy and its influence on prognosis.

METHODS: A total of 156 patients with moderate to severe TBI were prospectively collected from June 2019 to June 2021. All patients underwent craniotomy and intracranial pressure (ICP) monitoring. We aimed to explore the clinical characteristics of electrolyte disturbance and to analyze the influence of electrolyte disturbance on prognosis.

RESULTS: A total of 156 patients with moderate and severe TBI were included. There were 57 cases of hypernatremia, accounting for 36.538%, with the average level of 155.788±7.686 mmol/L, which occurred 2.2±0.3 days after injury. There were 25 cases of hyponatremia, accounting for 16.026%, with the average level of 131.204±3.708 mmol/L, which occurred 10.2±3.3 days after injury. There were 3 cases of hyperkalemia, accounting for 1.923%, with the average level of 7.140± 1.297 mmol/L, which occurred 5.3±0.2 days after injury. There were 75 cases of hypokalemia, accounting for 48.077%, with the average level of 3.071±0.302 mmol/L, which occurred 1.8±0.6 days after injury. There were 105 cases of hypocalcemia, accounting for 67.308%, with the average level of 1.846±0.104 mmol /L, which occurred 1.6±0.2 days after injury. There were 17 cases of hypermagnesemia, accounting for 10.897%, with the average level of 1.213±0.426 mmol/L, which occurred 1.8±0.5 days after injury. There were 99 cases of hypomagnesemia, accounting for 63.462%, with the average level of 0.652±0.061 mmol/L, which occurred 1.3±0.4 days after injury. Univariate regression analysis revealed that age, Glasgow Coma Scale (GCS) score at admission, pupil changes, ICP, hypernatremia, hypocalcemia, hypernatremia combined with hypocalcemia, epilepsy, cerebral infarction, severe hypoproteinemia were statistically abnormal (P<0.05), while gender, hyponatremia, potassium, magnesium, intracranial infection, pneumonia, allogeneic blood transfusion, hypertension, diabetes, abnormal liver function, and abnormal renal function were not statistically significant (P>0.05). After adjusting gender, age, GCS, pupil changes, ICP, epilepsy, cerebral infarction, severe hypoproteinemia, multivariate Logistic regression analysis revealed that hypernatremia or hypocalcemia was not statistically significant, while hypernatremia combined with hypocalcemia was statistically significant (P<0.05).

CONCLUSION: The incidence of hypocalcemia was the highest, followed by hypomagnesemia, hypokalemia, hypernatremia, hyponatremia and hypermagnesemia. Hypocalcemia, hypomagnesemia, and hypokalemia generally occurred in the early post-TBI period, hypernatremia occurred in the peak period of ICP, and hyponatremia mostly occurred in the late period after decreased ICP. Hypernatremia combined with hypocalcemia was associated with prognosis.

PMID:36239079 | DOI:10.3340/jkns.2022.0078

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Nevin Manimala Statistics

Sex-dependent differences in the anxiolytic-like effect of cannabidiol in the elevated plus-maze

J Psychopharmacol. 2022 Oct 14:2698811221125440. doi: 10.1177/02698811221125440. Online ahead of print.

ABSTRACT

RATIONALE: Cannabidiol (CBD), the major non-psychoactive constituent of cannabis, has therapeutic potential for the treatment of anxiety. Most preclinical studies investigate only acute effects of CBD and only in males, yet the drug is most likely to be used over a sustained period in clinical practice.

OBJECTIVES: The objectives of this study were to investigate the anxiolytic-like effect of CBD in female rats compared to males and to determine whether the responsiveness of females was influenced by the stage of the estrous cycle.

METHODS: We carried out experiments to compare the effect of CBD in male and female rats in the elevated plus maze (EPM) in response to acute and short-term (4 days) administration through a complete cycle in females.

RESULTS: Male and female rats behaved in a similar manner in the EPM, but females in the late diestrus (LD) phase exhibited more anxiety-like behavior than at other stages, the difference reaching statistical significance compared to proestrus stages. CBD produced anxiolytic-like effects in both sexes, but female rats were responsive only in LD and 10-fold lower dose than males. After sub-chronic (4 days) treatment, responsiveness to CBD was maintained in females in LD, but females in proestrus remained unresponsive to CBD treatment.

CONCLUSIONS: We suggest that there are sex differences in the anxiolytic-like effects of CBD in rats that reflect different underlying mechanisms: based on literature data, gonadal hormone status linked to GABAA receptor expression in females, and 5-HT1A receptor activation in males.

PMID:36239039 | DOI:10.1177/02698811221125440

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Nevin Manimala Statistics

The impact of low input DNA on the reliability of DNA methylation as measured by the Illumina Infinium MethylationEPIC BeadChip

Epigenetics. 2022 Oct 14:1-11. doi: 10.1080/15592294.2022.2123898. Online ahead of print.

ABSTRACT

DNA methylation (DNAm) is commonly assayed using the Illumina Infinium MethylationEPIC BeadChip, but there is currently little published evidence to define the lower limits of the amount of DNA that can be used whilst preserving data quality. Such evidence is valuable for analyses utilizing precious or limited DNA sources. We used a single pooled sample of DNA in quadruplicate at three dilutions to define replicability and noise, and an independent population dataset of 328 individuals (from a community-based study including US-born non-Hispanic Black and white persons) to assess the impact of total DNA input on the quality of data generated using the Illumina Infinium MethylationEPIC BeadChip. We found that data are less reliable and more noisy as DNA input decreases to 40ng, with clear reductions in data quality; and that low DNA input is associated with a reduction in power to detect EWAS associations, requiring larger sample sizes. We conclude that DNA input as low as 40ng can be used with the Illumina Infinium MethylationEPIC BeadChip, provided quality checks and sensitivity analyses are undertaken.

PMID:36239035 | DOI:10.1080/15592294.2022.2123898

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Nevin Manimala Statistics

Mentorship in clinical neuropsychology: Survey of current practices, cultural responsiveness, and untapped potential

J Clin Exp Neuropsychol. 2022 Jul-Aug;44(5-6):366-385. doi: 10.1080/13803395.2022.2128068.

ABSTRACT

INTRODUCTION: Neuropsychology trainees have identified mentorship as an important factor in their training. Limited past work has been conducted on mentorship within neuropsychology, and there is a need to better understand the experiences and perspectives of neuropsychology mentors.

METHOD: Self-identified mentors in clinical neuropsychology completed a survey about their mentorship practices, including culturally responsive mentorship, as well as perceived barriers and challenges to providing effective mentorship. Themes were derived using qualitative analyses for free response questions, and descriptive statistics were calculated for quantitative variables.

RESULTS: Mentors identified assessment, professionalism, and ethics as top priorities in mentorship, which may reflect the overlap within neuropsychology of assessment supervision and mentoring. Reported best practices included being self-aware and engaging in a personalized approach to mentorship relationships that varies depending upon the needs of the mentee. A majority reported that their training program is not diverse and they themselves do not mentor trainees from diverse backgrounds which provides a clear area for targeted efforts to recruit and retain diversity in the discipline. Mentors described practices related to discussing diversity-related differences with their trainees including self-disclosure, creating a safe space for conversations, and tailoring discussions to the individual trainee. They reported an interest in more training on how to engage in culturally competent mentorship. Two barriers to providing effective mentorship identified most by mentors were time constraints and a lack of training.

CONCLUSIONS: These results highlight a variety of perspectives and approaches to mentorship, which may be beneficial for mentors to consider as they reflect on their mentorship practices and/or for trainees as part of their professional development toward becoming future mentors themselves. These results also highlight the need for a greater emphasis on mentorship training within neuropsychology, including training in culturally responsive mentorship practices.

PMID:36239024 | DOI:10.1080/13803395.2022.2128068

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Nevin Manimala Statistics

Airway Symptoms among Farmers in Central Norway. A comparative study of risks. The HUNT Study

J Agromedicine. 2022 Oct 14. doi: 10.1080/1059924X.2022.2134245. Online ahead of print.

ABSTRACT

OBJECTIVES: The objective of this study was to compare the risk of developing respiratory symptoms in farmers and other occupational groups over a period of 11 to 23 years.

METHODS: The study includes data from questionnaires and interviews in HUNT1-3 in The Trøndelag Health study (HUNT). In all three surveys, farmers can be identified. Two control groups are used. Control group 1 consists of all HUNT participants who are not farmers or fishermen. Control group 2 consists of occupational groups who presumably have low exposure to dust, chemicals or gases, but similar educational status as farmers. The data are analysed in SPSS 25 (IBM, Armonk NY), with use of frequency analyses and multiple binary logistic regressions.

RESULTS: Our main finding is that healthy farmers have increased risk of developing respiratory symptoms as wheezing or breathlessness over a period of 11 and 23 years. This increased risk is statistically significant after 11 years of follow-up (HUNT1 to HUNT2), and also after 23 years (HUNT1 to HUNT3). Corresponding results regarding wheezing and breathlessness are found for healthy farmers in HUNT2 after 12 years of follow-up in HUNT3. In a subgroup analysis, we find a highly significant difference in both wheezing and shortness of breath when at work, in believing that the symptoms are caused by work, and in having to change jobs or quit because of breathing problems.

CONCLUSION: Farmers have more respiratory symptoms than controls, and the main symptom is attacks of wheezing or breathlessness. Preventive measures such as ventilation and respiratory protection should be implemented on the farm.

PMID:36239019 | DOI:10.1080/1059924X.2022.2134245

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Nevin Manimala Statistics

COVID-19 infection: Positive mental health, psychological vulnerability and sex: Cross-sectional study

J Nurs Scholarsh. 2022 Oct 14. doi: 10.1111/jnu.12826. Online ahead of print.

ABSTRACT

Since mid-March 2020, a state of emergency was decreed in Portugal due to the COVID-19 pandemic and, consequently, measures were implemented to protect public health, such as social isolation, which will certainly have a notable impact on the mental health of the population, especially in the most vulnerable groups. Positive Mental Health (PMH) is essential to deal with adversity, in this case with the pandemic, and to live better and with greater satisfaction. We consider it relevant to investigate how PMH was used as a resource to deal with the pandemic, depending on the level of vulnerability and sex. A, cross-sectional study was carried out whose the aim was to evaluate the levels of PMH and psychological vulnerability in people with COVOD-19 infection and analyze the association between PMH and psychological vulnerability among men and women.

METHODS: The instruments used were a sociodemographic characterization questionnaire, the Positive Mental Health Questionnaire, and the Psychological Vulnerability Scale (PVS), that were sent and filled out online. A quantitative, cross-sectional, descriptive, and correlational study was carried out.

RESULTS: After analyzing the results, it was found that approximately 50.4% of the respondents (n = 387) had global PMH values that place them in quartile 50. There was also a statistically significant difference between female and male PMH, with women showing greater psychological vulnerability and lower overall PMH.

CONCLUSIONS: We conclude that the women present a greater psychological vulnerability and a lower level of PMH when compared to men.

RELEVANCE TO CLINICAL PRACTICE: Considering the study’s statistically significant results, when we talk about mental health, we should always consider the sex variable as a vulnerability factor, in a pandemic or non-pandemic phase.

PMID:36239008 | DOI:10.1111/jnu.12826

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Nevin Manimala Statistics

Disrespect and abuse experienced by women giving birth in public health facilities of Eastern Ethiopia: a multicenter cross-sectional study

J Int Med Res. 2022 Oct;50(10):3000605221130015. doi: 10.1177/03000605221130015.

ABSTRACT

OBJECTIVE: We assessed the magnitude of disrespect and abuse experienced by women giving birth at public health facilities in Dire Dawa, Eastern Ethiopia.

METHODS: We conducted a facility-based quantitative cross-sectional study in Dire Dawa City Administration from 21 October to 8 December 2020. We used a pre-tested structured questionnaire to interview 555 randomly selected women who gave birth in public health facilities during the study period. Bivariate and multivariate logistic regression analysis was performed in statistical analysis.

RESULTS: Among 555 women, 473 (85.2%) reported having experienced at least one form of disrespect and abuse. Giving birth at a hospital (adjusted odds ratio [AOR] = 4.15; 95% confidence interval [CI], 2.29-7.51) and being attended by male providers (AOR = 3.27; 95% CI, 1.57-6.81), as well as being attended by three or four providers (AOR = 0.44; 95% CI, 0.22-0.88) and delivering at night (AOR = 0.27; 95% CI, 0.15-0.48) were significantly associated with greater or less likelihood, respectively, of disrespect and abuse.

CONCLUSION: We revealed an unacceptable level of disrespect and abuse toward women giving birth at public health facilities. Health care providers must understand the importance of respectful maternity care. The city’s health bureau should conduct provider training and enforce adherence to respectful care.

PMID:36238988 | DOI:10.1177/03000605221130015