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Nevin Manimala Statistics

Hearing, seeing, and feeling speech: the neurophysiological correlates of trimodal speech perception

Front Hum Neurosci. 2023 Aug 29;17:1225976. doi: 10.3389/fnhum.2023.1225976. eCollection 2023.

ABSTRACT

INTRODUCTION: To perceive speech, our brains process information from different sensory modalities. Previous electroencephalography (EEG) research has established that audio-visual information provides an advantage compared to auditory-only information during early auditory processing. In addition, behavioral research showed that auditory speech perception is not only enhanced by visual information but also by tactile information, transmitted by puffs of air arriving at the skin and aligned with speech. The current EEG study aimed to investigate whether the behavioral benefits of bimodal audio-aerotactile and trimodal audio-visual-aerotactile speech presentation are reflected in cortical auditory event-related neurophysiological responses.

METHODS: To examine the influence of multimodal information on speech perception, 20 listeners conducted a two-alternative forced-choice syllable identification task at three different signal-to-noise levels.

RESULTS: Behavioral results showed increased syllable identification accuracy when auditory information was complemented with visual information, but did not show the same effect for the addition of tactile information. Similarly, EEG results showed an amplitude suppression for the auditory N1 and P2 event-related potentials for the audio-visual and audio-visual-aerotactile modalities compared to auditory and audio-aerotactile presentations of the syllable/pa/. No statistically significant difference was present between audio-aerotactile and auditory-only modalities.

DISCUSSION: Current findings are consistent with past EEG research showing a visually induced amplitude suppression during early auditory processing. In addition, the significant neurophysiological effect of audio-visual but not audio-aerotactile presentation is in line with the large benefit of visual information but comparatively much smaller effect of aerotactile information on auditory speech perception previously identified in behavioral research.

PMID:37706173 | PMC:PMC10495990 | DOI:10.3389/fnhum.2023.1225976

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Nevin Manimala Statistics

Identifying major predictors for parenting stress in a caregiver of autism spectrum disorder using machine learning models

Front Neurosci. 2023 Aug 29;17:1229155. doi: 10.3389/fnins.2023.1229155. eCollection 2023.

ABSTRACT

INTRODUCTION: Previous studies have investigated predictive factors for parenting stress in caregivers of autism spectrum disorder (ASD) patients using traditional statistical approaches, but their study settings and results were inconsistent. Herein, this study aimed to identify major predictors for parenting stress in this population by developing explainable machine learning models.

METHODS: Study participants were collected from the Department of Child and Adolescent Psychiatry, Severance Hospital, Yonsei University College of Medicine, Seoul, the Republic of Korea between March 2016 and October 2020. A total of 36 model features were used, which include subscales of the Minnesota Multiphasic Personality Inventory-2 (MMPI-2) for caregivers’ psychopathology, Social Responsiveness Scale-2 for core symptoms, and Child Behavior Checklist (CBCL) for behavioral problems. Machine learning classifiers [eXtreme Gradient Boosting (XGBoost), random forest (RF), logistic regression, and support vector machine (SVM) classifier] were generated to predict severe total parenting stress and its subscales (parental distress, parent-child dysfunctional interaction, and difficult child). Model performance was assessed by area under the receiver operating curve (AUC), sensitivity, specificity, accuracy, positive predictive value, and negative predictive value. We utilized the SHapley Additive exPlanations tree explainer to investigate major predictors.

RESULTS: A total of 496 participants were included [mean age of ASD patients 6.39 (SD 2.24); 413 men (83.3%)]. The best-performing models achieved an AUC of 0.831 (RF model; 95% CI 0.740-0.910) for parental distress, 0.814 (SVM model; 95% CI 0.720-0.896) for parent-child dysfunctional interaction, 0.813 (RF model; 95% CI 0.724-0.891) for difficult child, and 0.862 (RF model; 95% CI 0.783-0.930) for total parenting stress on the test set. For the total parenting stress, ASD patients’ aggressive behavior and anxious/depressed, and caregivers’ depression, social introversion, and psychasthenia were the top 5 leading predictors.

CONCLUSION: By using explainable machine learning models (XGBoost and RF), we investigated major predictors for each subscale of the parenting stress index in caregivers of ASD patients. Identified predictors for parenting stress in this population might help alert clinicians whether a caregiver is at a high risk of experiencing severe parenting stress and if so, providing timely interventions, which could eventually improve the treatment outcome for ASD patients.

PMID:37706158 | PMC:PMC10495987 | DOI:10.3389/fnins.2023.1229155

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Nevin Manimala Statistics

Electrophysiological evidence for increased auditory crossmodal activity in adult ADHD

Front Neurosci. 2023 Aug 29;17:1227767. doi: 10.3389/fnins.2023.1227767. eCollection 2023.

ABSTRACT

BACKGROUND: Attention deficit and hyperactivity disorder (ADHD) is a neurodevelopmental disorder characterized by core symptoms of inattention, and/or impulsivity and hyperactivity. In order to understand the basis for this multifaceted disorder, the investigation of sensory processing aberrancies recently reaches more interest. For example, during the processing of auditory stimuli comparable low sensory thresholds account for symptoms like higher distractibility and auditory hypersensitivity in patients with ADHD. It has further been shown that deficiencies not only exist on an intramodal, but also on a multimodal level. There is evidence that the visual cortex shows more activation during a focused auditory task in adults with ADHD than in healthy controls. This crossmodal activation is interpreted as the reallocation of more attentional resources to the visual domain as well as deficient sensory inhibition. In this study, we used, for the first time, electroencephalography to identify a potential abnormal regulated crossmodal activation in adult ADHD.

METHODS: 15 adult subjects with clinically diagnosed ADHD and 14 healthy controls comparable in age and gender were included. ERP components P50, P100, N100, P200 and N200 were measured during the performance of a unimodal auditory and visual discrimination task in a block design. Sensory profiles and ADHD symptoms were assessed with inattention as well as childhood ADHD scores. For evaluating intramodal and crossmodal activations, we chose four EEG channels for statistical analysis and group-wise comparison.

RESULTS: At the occipital channel O2 that reflects possible crossmodal activations, a significantly enhanced P200 amplitude was measured in the patient group. At the intramodal channels, a significantly enhanced N200 amplitude was observed in the control group. Statistical analysis of behavioral data showed poorer performance of subjects with ADHD as well as higher discrimination thresholds. Further, the correlation of the assessed sensory profiles with the EEG parameters revealed a negative correlation between the P200 component and sensation seeking behavior.

CONCLUSION: Our findings show increased auditory crossmodal activity that might reflect an altered stimulus processing resource allocation in ADHD. This might induce consequences for later, higher order attentional deployment. Further, the enhanced P200 amplitude might reflect more sensory registration and therefore deficient inhibition mechanisms in adults with ADHD.

PMID:37706153 | PMC:PMC10495991 | DOI:10.3389/fnins.2023.1227767

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Nevin Manimala Statistics

Why and How to Account for Sex and Gender in Brain and Behavioral Research

J Neurosci. 2023 Sep 13;43(37):6344-6356. doi: 10.1523/JNEUROSCI.0020-23.2023.

ABSTRACT

Long overlooked in neuroscience research, sex and gender are increasingly included as key variables potentially impacting all levels of neurobehavioral analysis. Still, many neuroscientists do not understand the difference between the terms “sex” and “gender,” the complexity and nuance of each, or how to best include them as variables in research designs. This TechSights article outlines rationales for considering the influence of sex and gender across taxa, and provides technical guidance for strengthening the rigor and reproducibility of such analyses. This guidance includes the use of appropriate statistical methods for comparing groups as well as controls for key covariates of sex (e.g., total intracranial volume) and gender (e.g., income, caregiver stress, bias). We also recommend approaches for interpreting and communicating sex- and gender-related findings about the brain, which have often been misconstrued by neuroscientists and the lay public alike.

PMID:37704386 | DOI:10.1523/JNEUROSCI.0020-23.2023

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Nevin Manimala Statistics

How Do Everyday Life Activities Affect Seating Pressure Measurements?

Int J Spine Surg. 2023 Sep 13:8530. doi: 10.14444/8530. Online ahead of print.

ABSTRACT

BACKGROUND: Pressure measurements to detect risks for pressure injuries in wheelchair users with spinal cord injury (SCI) have been available for quite some time. Unfortunately, knowledge of how postural changes during longer periods of daily life activity affecting the results is still limited. In the present study, the authors expected to note shifts in the center of pressure as well as in the pressure distribution, especially in patients who were able to change their position actively.

METHODS: A seat pressure mat (BodiTrak2) was used to perform measurements of 34 SCI wheelchair users after initial transfer into the wheelchair as well as 30 and 90 minutes later. Mean pressure, maximum pressure, pressure-loaded measuring surface, and the coordinates of the center of pressure were analyzed, and findings were statistically analyzed using the t test and Intraclass Correlation Coefficient. To quantify the drift of the measurement system, recordings with a reference weight were performed.

RESULTS: The analyzed parameters from the initial measurement differed significantly from the later measurements at 30 and 90 minutes, whereas the parameters were stable after 30 minutes. The measurements with the reference weight showed the same measurement course.

CONCLUSIONS: The measurements after 30 and 90 minutes were consistent, contrary to expectations. The activity of the participant between measurements did not appear to be of much importance.

CLINICAL RELEVANCE: Relief maneuvers appear to provide relief only while the maneuver is being performed. Thus, relief activities must be frequent enough and long enough to allow adequate blood flow to the tissues.

PMID:37704379 | DOI:10.14444/8530

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Nevin Manimala Statistics

Defining Clinically Relevant Proximal Junctional Kyphosis

Int J Spine Surg. 2023 Sep 13:8516. doi: 10.14444/8516. Online ahead of print.

ABSTRACT

Proximal junctional kyphosis and failure are not infrequent complications of adult spinal deformity reconstructions. Efforts to define proximal junctional kyphosis have ranged from expert opinions to statistical analyses of large databases. These approaches fail to recognize that proximal junctional kyphosis/failure/breakdown is likely a spectrum of manifestations secondary to spinal fusions and spinal alignment. The dichotomization (clinically irrelevant vs clinically relevant) of continuous measures will lead to misclassification and misdiagnosis. As adult spinal deformity moves to a precision-medicine-based approach (also known as personalized medicine), work is required to develop probabilistic models to inform patients and surgeons about the likely survivorship of a proximal junctional failure. As such, it is likely better to call proximal junctional segment kyphosis without symptoms “asymptomatic proximal junctional kyphosis” rather than to determine thresholds for “symptomatic” or “clinically relevant.”

PMID:37704378 | DOI:10.14444/8516

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Nevin Manimala Statistics

Perceived stress and frailty in older adults

Ann Geriatr Med Res. 2023 Sep 14. doi: 10.4235/agmr.23.0132. Online ahead of print.

ABSTRACT

BACKGROUND: Individuals with frailty are susceptible to adverse events. Although a psychological correlation with frailty has been observed, few studies have investigated the link between stress and frailty. This study examined the association between perceived stress and frailty in older adults.

METHODS: This cross-sectional observational study included participants recruited between September 2021 and January 2022. The Korean version of the Perceived Stress Scale-10 was used to measure stress levels, while the frailty status was assessed using the Korean Frailty Index. Loneliness, depression, and satisfaction were measured using the UCLA Loneliness Scale, Centre for Epidemiological Studies Depression Scale, and Satisfaction with Life Scale, respectively. We used multinomial logistic regression to compare the variables between frail and robust participants.

RESULTS: Among 862 study participants (mean age, 73.62 years; 65.5% women), the mean PSS-10 score was 15.26, 10.8% were frail, 22.4% were pre-frail, and 66.8% were robust. Perceived stress was significantly associated with pre-frailty (crude odds ratio [cOR], 1.147; 95% confidence interval [CI] 1.093-1.204) and frailty (cOR, 1.417; 95% CI 1.322-1.520). After adjusting for sociodemographic factors, we examined the associations between perceived stress and prefrailty (adjusted odds ratio [aOR] 1.140, 95% CI 1.084-1.199) and frailty (aOR, 1.409; 95% CI 1.308-1.518). After adjusting for all variables, including loneliness, depression, and satisfaction, perceived stress was significantly associated with frailty (aOR, 1.172; 95% CI 1.071-1.283), however, insufficient statistical evidence was observed for pre-frailty (aOR, 1.022; 95% CI 0.961-1.086).

CONCLUSION: Higher levels of perceived stress were associated with frailty in older adults. Stress management efforts may help improve frailty in this population.

PMID:37704370 | DOI:10.4235/agmr.23.0132

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Nevin Manimala Statistics

Changes in prevalence of Mycoplasma genitalium macrolide and fluoroquinolone resistance: notes from a 13-year retrospective survey in Dalarna County, Sweden

Sex Transm Infect. 2023 Sep 13:sextrans-2023-055900. doi: 10.1136/sextrans-2023-055900. Online ahead of print.

ABSTRACT

OBJECTIVE: Macrolide and fluoroquinolone resistance in Mycoplasma genitalium (MG) is of emerging global concern. Compared with neighbouring countries such as Denmark, Sweden has had lower rates of macrolide resistance while fluoroquinolone resistance rates are less well documented. This study retrospectively examined macrolide, fluoroquinolone and multidrug resistance rates from Dalarna County, Sweden over a 13-year period.

METHODS: MG-positive samples from 2006 to 2018 from patients examined at the Department of Venereology, Central Hospital, Falun, Sweden were tested by sequencing for macrolide resistance mutations (MRM) and fluoroquinolone resistance-associated mutations (QRAM) in the parC and gyrA subunit regions. A subset of these samples from 2006 to 2011 have been reported on previously, although only for MRM.

RESULTS: Of 874 samples, 98 (11.2%, 95% CI 9.1% to 13.6%) had mutations associated with resistance to macrolides and 19 of 828 (2.3%, 95% CI 8.9% to 23.1%) to quinolones. Mutations associated with resistance to both drugs were detected in 5 of 828 (0.6%, 95% CI 0.1% to 1.4%) samples overall. A significant positive linear trend (p=0.004) for an increase in the rate of macrolide resistance was observed (from 0% in 2006 to 31% in 2018) while the increase in QRAM from 0% in 2006 to 12.3% in 2018 was not statistically significant.

CONCLUSIONS: Despite a decrease in macrolide and fluoroquinolone consumption in Sweden, there was an overall increase in MG macrolide, fluoroquinolone and dual resistance from 2006 to 2018, although the difference in fluoroquinolone resistance rates was not statistically significant. In order to maintain comparably low resistance rates, resistance-guided therapy for MG infections will be crucial.

PMID:37704364 | DOI:10.1136/sextrans-2023-055900

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Nevin Manimala Statistics

Representations of older people in Turkish prime-time TV series and Netflix original Turkish series: A comparative content analysis

J Aging Stud. 2023 Sep;66:101158. doi: 10.1016/j.jaging.2023.101158. Epub 2023 Jul 13.

ABSTRACT

In this study, older characters that appeared in all the episodes of the first seasons of eight most popular Turkish TV series on prime-time televisions in Turkey and those appeared in all the episodes of the first seasons of eight “original” Turkish series on Netflix were submitted to a comparative quantitative and qualitative content analysis. In this sense, the aim of this study was to reveal what kind of old age is promised to viewers by such media environments as TV and Netflix. Findings revealed that, when compared to the Turkish population, older people were significantly underrepresented in prime-time series and that, in other words, they were symbolically eliminated and exposed to age discrimination. Another finding is that older people were portrayed more fairly on Netflix than TV. Although older individuals were inadequately represented on Netflix as well, the difference between the two platforms was not statistically significant. On the other hand, while older women are significantly less represented than older men on both platforms, the study found no significant difference in gender representation between Netflix and prime-time TV. The findings also indicated that no older character, when evaluated qualitatively, was represented as the major character on either platforms and that, especially when it comes to having a profession, older people, specifically older women, were portrayed more negatively on both platforms, which means that older women faced a double jeopardy.

PMID:37704276 | DOI:10.1016/j.jaging.2023.101158

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Nevin Manimala Statistics

A Microsimulation of Well-Being and Literacy Interventions to Reduce Scam Susceptibility in Older Adults

J Appl Gerontol. 2023 Sep 13:7334648231196850. doi: 10.1177/07334648231196850. Online ahead of print.

ABSTRACT

Poor financial and health literacy and poor psychological well-being are significant correlates of scam susceptibility in older adults; yet, no research has examined whether interventions that target these factors may effectively reduce susceptibility. Using longitudinal data from older adults in the Rush Memory and Aging Project (MAP) (N = 1,231), we used microsimulations to estimate the causal effect of hypothetical well-being and literacy interventions on scam susceptibility over six years. Microsimulations can simulate a randomized trial to estimate intervention effects using observational data. We simulated hypotheticalinterventions that improved well-being or literacy scores by either 10% or 30% from baseline, or to the maximum scores, for an older adult population and for income and education subgroups. Simulations suggest thathypotheticalinterventions that increase well-being or literacy cause statistically significant reductions in scam susceptibility of older adults over time, but improving well-being caused a greater-albeit not significantly different-reduction compared to improving literacy.

PMID:37704219 | DOI:10.1177/07334648231196850