Objectives: To provide a foundational methodology for differentiating comorbidity patterns in subphenotypes through investigation of a multi-site dementia patient dataset.
Materials And Methods: Employing the National Clinical Cohort Collaborative Tenant Pilot (N3C Clinical) dataset, our approach integrates machine learning algorithms-logistic regression and eXtreme Gradient Boosting (XGBoost)-with a diagnostic hierarchical model for nuanced classification of dementia subtypes based on comorbidities and gender. The methodology is enhanced by multi-site EHR data, implementing a hybrid sampling strategy combining 65% Synthetic Minority Over-sampling Technique (SMOTE), 35% Random Under-Sampling (RUS), and Tomek Links for class imbalance.
Purpose Of Review: We review current literature related to the clinical assessment of Mild Cognitive Impairment (MCI). We compile recommendations related to the evaluation of MCI and examine literature regarding the use of clinical biomarkers in this assessment, the role of non-pharmacologic therapy in the prevention of cognitive decline, and recent approval of anti-amyloid therapy in the treatment of MCI.
Recent Findings: The role of imaging and plasma biomarkers in the clinical assessment of MCI has expanded.
Background: With the rapid development of neurobiology and neuroimaging technologies, mounting evidence shows that Alzheimer's disease (AD) is caused by the build-up of two abnormal proteins, amyloid-β plaques (A) and neurofibrillary tangles (T). Over time, these AD-related neuropathological burdens begin to spread throughout the brain, which results in the characteristic progression of symptoms in AD.
Objective: Although tremendous efforts have been made to link biological indicators to the progression of AD, limited attention has been paid to investigate the multi-factorial role of socioeconomic status (SES) in the prevalence or incidence of AD.
This study examines the interconnectedness between absorption, inner speech, self, and psychopathology. Absorption involves an intense focus and immersion in mental imagery, sensory/perceptual stimuli, or vivid imagination that involves decreased self-awareness and alterations in consciousness. In psychosis, the dissolution and permeability in the demarcation between self and one's sensory experiences and perceptions, and also between self-other and/or inter-object boundaries alter one's sense of self.
View Article and Find Full Text PDFBackground: Relatively little is known regarding the association between objective measures of physical function such as cardiorespiratory fitness (CRF) and cognitive function tests in healthy older adults.
Objective: To evaluate the relationship between CRF and cognitive function in adults aged 55 and older.
Methods: Between 2008 and 2017, 4,931 men and women underwent a comprehensive preventive physical exam at the Cooper Clinic in Dallas, Texas.
Hyperemesis gravidarum (HG) is a severe and prolonged form of nausea and/or vomiting during pregnancy. HG affects 0.3-2% of pregnancies and is defined by dehydration, ketonuria, and more than 5% body weight loss.
View Article and Find Full Text PDFEmpathy deficits have been associated with schizophrenia and depression. We compared whether individuals with schizophrenia with and without co-occurring depressive symptoms differed on self-reported and performance-based measures of empathy and social functioning. We also examined the relationships among depressive symptoms, empathy, clinical symptoms, and social functioning.
View Article and Find Full Text PDFObjective: To describe the epidemiology of ADHD in communities using a DSM-IVTR case definition.
Method: This community-based study used multiple informants to develop and apply a DSM -IVTR-based case definition of ADHD to screening and diagnostic interview data collected for children 5-13 years of age. Teachers screened 10,427 children (66.
While variations in neonatal distress vocalizations have long been shown to reflect the integrity of nervous system development following a wide range of prenatal and perinatal insults, a paucity of research has explored the neurobiological basis of these variations. To address this, virgin Sprague-Dawley rats were bred and divided into three groups: [1] untreated, [2] chronic-cocaine treated (30 mg/kg/day, gestation days (GDs) 1-20); or [3] chronic saline treated (2 mg/kg/day, GDs 1-20). Pregnant dams were injected with Bromodeoxyuridine (10 mg/kg) on GDs 13-15 to label proliferating cells in limbic regions of interest.
View Article and Find Full Text PDFThe fragile X mental retardation gene, FMR1, contains a polymorphic CGG repeat in the 5'-untranslated region of exon 1. Once unstable, this repeat is capable of expansion across generations. Women who carry a premutation allele (55-199 repeats) are at risk of passing on a full mutation allele (>200 repeats) to their offspring.
View Article and Find Full Text PDFWe recently reported elevated symptoms associated with attention-deficit hyperactivity disorder (ADHD) among adult female carriers of the FMR1 premutation. To gain insight into the contribution of this mutation in the context of polygenes, we examined the proportion of variation in these symptoms due to residual genetic factors after adjustment for the effect of the premutation. To accomplish this, we performed a familial aggregation analysis of ADHD symptoms among 231 females from 82 pedigrees using scores from the Connors Adult ADHD Rating Scales.
View Article and Find Full Text PDFHospitals can mitigate their RAC exposure to outpatient automated denials by: Knowing where their risks lie. Determining where operational processes could be breaking down. Understanding how much is being written off because of incorrect billing practices.
View Article and Find Full Text PDFCarriers of expanded, but unmethylated, premutation alleles of the fragile X mental retardation gene are at risk for a late-onset tremor/ataxia syndrome, mostly affecting men over age 50. However, the general neuropsychological and neurobehavioral impact of carrying a premutation allele in younger adults not affected by the tremor/ataxia syndrome remains unclear. Past studies have utilized varying study designs resulting in inconsistent conclusions.
View Article and Find Full Text PDFThe 5' untranslated region of the fragile X mental retardation gene, FMR1, contains a polymorphic CGG repeat. Expansions of this repeat are associated with a spectrum of disorders. Full mutation alleles, repeats >or= 200, are associated with fragile X syndrome.
View Article and Find Full Text PDFJ Abnorm Psychol
November 2008
Researchers conducting candidate gene studies of attention-deficit/hyperactivity disorder (ADHD) typically obtain symptom ratings from multiple informants (i.e., mothers, fathers, and teachers) and use a psychologist's best estimate or a simple algorithm, such as taking the highest symptom ratings across informants, to construct diagnostic phenotypes for estimating association.
View Article and Find Full Text PDFThe fragile X disorder spectrum, due to a CGG expansion in FMR1, includes fragile X syndrome (>200 repeats) and the premutation-associated disorders of ovarian insufficiency and tremor/ataxia syndrome (approximately 55-199 repeats). Altered neurobehavioral profiles including variation of phenotypes associated with mood and anxiety may be expected among younger premutation carriers given this spectrum of disorders. However, previous studies have produced conflicting findings, providing the motivation to examine these phenotypes further.
View Article and Find Full Text PDFTwo studies explored which different dimensions of schizotypal personality disorder (SPD) were associated with negative affect, attention to emotions, clarity of emotions, and emotional intensity/instability. Study 1 included 247 college students, and questionnaires were used to measure SPD. Study 2 included 225 community residents, oversampling for individuals with elevated levels of SPD, and semistructured diagnostic interviews were used to measure SPD.
View Article and Find Full Text PDFNinety-seven undergraduates, 48 of whom had a history of self-reported major depression, completed measures of mood and cognitive style (e.g. explanatory style, explanatory flexibility, dysfunctional attitudes) prior to and directly after a negative mood priming challenge that consisted of listening to sad music and thinking about an upsetting past event.
View Article and Find Full Text PDFThe formation of well-ordered fibrillar protein deposits is common to a large group of amyloid-associated disorders. This group consists of several major human diseases such as Alzheimer's disease, Parkinson's disease, prion diseases, and type II diabetes. Currently, there is no approved therapeutic agent directed towards the formation of fibrillar assemblies, which have been recently shown to have a key role in the cytotoxic nature of amyloidogenic proteins.
View Article and Find Full Text PDFA CGG repeat sequence located in the 5' untranslated region of the FMR1 gene is polymorphic with respect to size and stability of the repeat during parent-offspring transmission. When expanded to over 200 repeats, the gene is hypermethylated and silenced, leading to fragile X syndrome (FXS). Recently, alleles with large unmethylated repeat tracts (premutations) have been associated with ovarian failure and a late-onset tremor/ataxia syndrome, symptoms unrelated to FXS.
View Article and Find Full Text PDFMent Retard Dev Disabil Res Rev
October 2002
Attention-deficit/hyperactivity disorder (ADHD) is the most common neurodevelopmental disorder of childhood. However, basic information about how the prevalence of ADHD varies by race/ethnicity, sex, age, and socio-economic status remains poorly described. One reason is that difficulties in the diagnosis of ADHD have translated into difficulties developing an adequate case definition for epidemiologic studies.
View Article and Find Full Text PDFThe fragile X syndrome is caused by an unstable CGG repeat sequence in the 5' untranslated region of the X-linked, FMR1 gene. When the number of repeats exceeds 200, the region is hypermethylated and the gene is silenced. The lack of the protein produced by the FMR1 gene, FMRP, causes the fragile X syndrome.
View Article and Find Full Text PDFThe 7-repeat allele of the dopamine receptor D4 gene (DRD4) and the 10 repeat allele of the dopamine transporter gene (DAT1) have shown association and linkage with symptoms of attention deficit hyperactivity disorder (ADHD) in childhood. The parents of ADHD children (clinic group, n = 80 fathers and 107 mothers) and control children (control group, n = 42 fathers and 51 mothers) were the focus of this study. These parents reported retrospectively on their level of ADHD Inattention and Conduct Disorder symptoms in adolescence.
View Article and Find Full Text PDFParenting and family stress treatment outcomes in the MTA study were examined. Male and female (579), 7-9-year-old children with combined type Attention Deficit Hyperactivity Disorder (ADHD), were recruited at six sites around the United States and Canada, and randomly assigned to one of four groups: intensive, multi-faceted behavior therapy program alone (Beh); carefully titrated and monitored medication management strategy alone (MedMgt); a well-integrated combination of the two (Comb); or a community comparison group (CC). Treatment occurred over 14 months, and assessments were taken at baseline, 3, 9, and 14 months.
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