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1.
Article in English | MEDLINE | ID: mdl-38227631

ABSTRACT

PURPOSE: Shock Index (SI) is used to predict injury severity and adverse outcomes in trauma patients, but age-adjusted shock index (SIPA) has superior performance in pediatric patients over the age of 1 year. SIPA scores under the age of 1 have not been well studied. This project aimed to establish and evaluate SIPA cut point data points for patients under 1 year of age. METHODS: Using age-based vital signs, we developed cut point values for patients under 1 year old using our institutional trauma data. All trauma patients under the age of 12 months were included, and clinical outcomes were recorded. SIPA cut points were defined using age specific vital sign limits (SIPA-VS) and tested against optimal cut points defined by ROC analysis (SIPA-ROC) and a cut point of 1.2 (SIPA-Nordin), which is used for patients ages 1-4 years. Student's t-test, chi-square tests, ANOVA, and test characteristics were used to analyze groups. RESULTS: A total of 609 pediatric trauma patients under the age of 12 months were identified from 2018 to 2022. SIPA scores were calculated for 483 patients. There were 406 patients with blunt trauma and 17 with penetrating. SIPA-Nordin was elevated in 81.6% (n = 397) of patients, compared to SIPA-VS 21% (n = 101) and SIPA-ROC 31% (n = 150). In comparison to SIPA-Nordin, both SIPA-VS and SIPA-ROC score exhibited superior specificity and negative predictive values (NPV) for multiple outcomes. Elevated SIPA-ROC scores had statistically significant associations with ICU admission, mechanical ventilation, severe anemia, transfusion during hospital admission, and in-hospital mortality. CONCLUSION: SIPA is a useful tool in identifying patients at risk for several complications of severe traumatic injury. SIPA cut points had high NPV and specificity for many outcomes. This study proposes cut point values that may aid in clinical decision-making for trauma patients under 1 year of age.Level of Evidence: Level IV Retrospective Review.

2.
J Am Heart Assoc ; 12(23): e031069, 2023 Dec 05.
Article in English | MEDLINE | ID: mdl-38014668

ABSTRACT

BACKGROUND: Despite improvements in survival over time, the mortality rate for infants with single-ventricle heart disease remains high. Infants of low socioeconomic status (SES) are particularly vulnerable. We sought to determine whether use of a novel remote monitoring program, the Cardiac High Acuity Monitoring Program, mitigates differences in outcomes by SES. METHODS AND RESULTS: Within the Cardiac High Acuity Monitoring Program, we identified 610 infants across 11 centers from 2014 to 2021. All enrolled families had access to a mobile application allowing for near-instantaneous transfer of patient information to the care team. Patients were divided into SES tertiles on the basis of 6 variables relating to SES. Hierarchical logistic regression, adjusted for potential confounding characteristics, was used to determine the association between SES and death or transplant listing during the interstage period. Of 610 infants, 39 (6.4%) died or were listed for transplant. In unadjusted analysis, the rate of reaching the primary outcome between SES tertiles was similar (P=0.24). Even after multivariable adjustment, the odds of death or transplant listing were no different for those in the middle (odds ratio, 1.7 [95% CI, 0.73-3.94) or highest (odds ratio, 0.997 [95% CI, 0.30, 3.36]) SES tertile compared with patients in the lowest (overall P value 0.4). CONCLUSIONS: In a large multicenter cohort of infants with single-ventricle heart disease enrolled in a digital remote monitoring program during the interstage period, we found no difference in outcomes based on SES. Our study suggests that this novel technology could help mitigate differences in outcomes for this fragile population of patients.


Subject(s)
Heart Ventricles , Univentricular Heart , Humans , Infant , Heart Ventricles/surgery , Retrospective Studies , Risk Factors , Socioeconomic Factors , Treatment Outcome
3.
Pediatr Radiol ; 53(10): 2021-2029, 2023 09.
Article in English | MEDLINE | ID: mdl-37410121

ABSTRACT

BACKGROUND: Gastrostomy (G) tube or gastrojejunostomy (GJ) tube checks are radiographic procedures that are frequently ordered to confirm tube positioning. OBJECTIVE: To characterize the sensitivity and specificity of radiograph-only examinations and traditional radiologist-performed fluoroscopy exams for G-tube or GJ-tube malposition and other adverse events detectable by imaging. MATERIALS AND METHODS: We performed a retrospective cohort study at a single tertiary pediatric center that included all subjects who underwent G-tube or GJ-tube checks using fluoroscopy or radiograph-only exams between January 1, 2008, and January 1, 2019. Radiograph-only examinations were defined as checks that consist of frontal and lateral abdominal radiographs after injection of contrast through the G-tube or GJ-tube. Fluoroscopy exams were defined as exams performed by a radiologist in the fluoroscopy suite. Radiology reports were evaluated for reported tube malposition and for other adverse events that are detectable by imaging. Clinical notes from the day of the procedure and longer-term clinical follow-up notes were used as a reference standard for adverse events. The sensitivity and specificity of the two procedures were calculated. RESULTS: A total of 212 exams, including 86 (41%) fluoroscopy exams and 126 (59%) radiograph-only exams, were evaluated. The most common correctly identified adverse event was tube malposition (9 true positives). The most commonly missed adverse event was leakage around the tube (8 false negatives). Fluoroscopy exams had a sensitivity of 100% (6/6; 95% CI: 100%, 100%) and a specificity of 100% (80/80; 95% CI: 100%, 100%) for tube malposition, while radiograph-only exams had 75% sensitivity (3/4; 95% CI: 33%,100%) and 100% specificity (112/112; 95% CI: 100%, 100%). CONCLUSIONS: Fluoroscopy and radiograph-only exams have similar sensitivity and specificity for detecting G-tube or GJ-tube malposition.


Subject(s)
Gastric Bypass , Gastrostomy , Humans , Child , Gastrostomy/methods , Retrospective Studies , Fluoroscopy/methods , Radiography
4.
Harm Reduct J ; 20(1): 28, 2023 03 06.
Article in English | MEDLINE | ID: mdl-36879314

ABSTRACT

BACKGROUND: Individuals with substance use disorders (SUD) have disproportionately high rates of unintended pregnancy. Reducing harm associated with this risk and its biopsychosocial consequences requires evidence-based, non-coercive interventions that ensure access to contraception for individuals who choose to prevent pregnancy. We examined feasibility and impact of SexHealth Mobile, a mobile unit-based intervention that aimed to increase access to patient-centered contraceptive care for individuals in SUD recovery programs. METHODS: We conducted a quasi-experimental study (enhanced usual care [EUC] followed by intervention) at three recovery centers with participants (n = 98) at risk for unintended pregnancy. EUC participants were offered printed information on community locations where they could access contraception care. SexHealth Mobile participants were offered same-day, onsite clinical consultation on a medical mobile unit and contraception if desired. The primary outcome was use of contraception (hormonal or intrauterine device) at one-month post-enrollment. Secondary outcomes were at two-weeks and three-months. Confidence in preventing unintended pregnancy, reasons for non-use of contraception at follow-up, and intervention feasibility were also assessed. RESULTS: Participants (median age = 31, range 19-40) enrolled in the intervention period were almost 10 times more likely to be using contraception at one-month (51.5%) versus the those enrolled in the EUC period (5.4%) (unadjusted relative risk [URR] = 9.3 [95%CI: 2.3-37.1]; adjusted relative risk [ARR] = 9.8 [95%CI: 2.4-39.2]). Intervention participants were also more likely to be using contraception at 2-weeks (38.7% vs. 2.6%; URR = 14.3 [95%CI: 2.0-104.1]) and three-months (40.9% vs. 13.9%; URR = 2.9 [95% CI: 1.1-7.4]). EUC participants reported more barriers (cost, time) and less confidence in preventing unintended pregnancies. Mixed-methods feasibility data indicated high acceptability and feasible integration into recovery settings. CONCLUSIONS: Mobile contraceptive care based on principles of reproductive justice and harm reduction reduces access barriers, is feasible to implement in SUD recovery settings, and increases contraception use. Expanding interventions like SexHealth Mobile may help reduce harm from unintended pregnancies among individuals in SUD recovery. Trial Registration NCT04227145.


Subject(s)
Intrauterine Devices , Substance-Related Disorders , Adult , Female , Humans , Pregnancy , Contraception , Contraceptive Agents , Patient-Centered Care , Substance-Related Disorders/complications , Substance-Related Disorders/therapy
5.
J Immunol ; 209(5): 874-885, 2022 09 01.
Article in English | MEDLINE | ID: mdl-35940635

ABSTRACT

Phenotypic variations of chromosome 22q11.2 deletion syndrome (22qDS) have unclear explanations. T cell lymphopenia in 22qDS related to varying degrees of thymic hypoplasia contributes to the phenotypic heterogeneity. No phenotype correlation with genotype or deletion size is known for lymphopenia. We investigated gene expression in human T cells of participants with and without 22qDS and T cells of participants with 22qDS with low or normal T cells. Peripheral blood was collected from participants aged 5-8 y. Immune function was checked. RNA sequencing was completed on isolated T cells, and differential gene expression profiles of T cells between 22qDS and healthy control subjects were established. A total of 360 genes were differentially expressed (q < 0.05) between T cells of patients with 22qDS (n = 13) and healthy control subjects (n = 6) (log2 fold change range, -2.0747, 15.6724). We compared gene expression between participants with 22qDS with low (n = 7) and normal T cell counts (n = 6), finding 94 genes that were differentially expressed (q < 0.05) (log2 fold change range, -4.5445, 5.1297). Twenty-nine genes correlated with T cell counts and markers CD3, CD4, CD8, and CD45RA+CD4 (R ≥ 0.8). We found significantly differentially expressed genes in participants with 22qDS compared with healthy control subjects and in participants with 22qDS with low T cell counts compared with those with normal T cell counts. Several enriched pathways suggest a role of T cells in defective communication between T cells and the innate immune system in 22qDS. Among these, the liver X receptor/retinoid X receptor pathway was noted to show several differentially expressed genes affecting participants with 22qDS compared with healthy control subjects and more so those with low T cell counts than in those with normal T cell counts.


Subject(s)
DiGeorge Syndrome , Lymphopenia , Chromosomes , DiGeorge Syndrome/genetics , Humans , Liver X Receptors/genetics , Lymphopenia/genetics , Retinoid X Receptors/genetics , T-Lymphocytes , Transcriptome
6.
Clin Genet ; 100(6): 752-757, 2021 12.
Article in English | MEDLINE | ID: mdl-34480364

ABSTRACT

This retrospective cohort study was designed to determine the yield of genetic tests in hypotonic infants and develop a diagnostic algorithm. Out of 496 patients identified by International Classification of Diseases (ICD) 9/10 coding, 324 patients met the inclusion criteria. Diagnostic yields were 32% for karyotype, 19% for microarray, 30% for targeted genetic tests, 38% for gene panels, and 31% for exome sequencing. In addition, we considered the diagnostic contribution of ancillary tests, including neuroimaging, metabolic tests, and so forth. The combination of microarray and exome sequencing gave the highest diagnostic yield. None of the other tests added significant value in arriving at a diagnosis. Based on these results we propose that the vast majority of infants with congenital hypotonia should start with a microarray and proceed with exome sequencing, with the notable exception of infants with clearly syndromic features in whom karyotyping or targeted testing may be more appropriate.


Subject(s)
Genetic Association Studies , Genetic Predisposition to Disease , Genetic Testing , Muscle Hypotonia/diagnosis , Muscle Hypotonia/genetics , Alleles , Amino Acid Substitution , Female , Genetic Association Studies/methods , Genetic Testing/methods , Genotype , High-Throughput Nucleotide Sequencing , Humans , Infant , Infant, Newborn , Karyotyping , Male , Mutation , Oligonucleotide Array Sequence Analysis , Phenotype , Retrospective Studies , Exome Sequencing
7.
J Subst Abuse Treat ; 129: 108378, 2021 10.
Article in English | MEDLINE | ID: mdl-34080549

ABSTRACT

AIMS: During the early months of the U.S. COVID-19 outbreak, women suffered disproportionate burdens of pandemic-related psychological and economic distress. We aimed to describe the experiences of women in substance use disorder (SUD) recovery programs by (1) exploring the pandemic's impact on their lives, sobriety, and recovery capital and (2) tracking COVID-19 perceptions and preventative behaviors. METHODS: We conducted monthly semistructured interviews with women in residential and outpatient SUD recovery programs in Kansas City in April, May, and June 2020. Participants described the pandemic's impact on their life and sobriety and completed survey items on factors related to COVID-19 preventative behaviors. We interpreted qualitative themes longitudinally alongside quantitative data. RESULTS: In 64 interviews, participants (n = 24) described reduced access to recovery capital, or resources that support sobriety, such as social relationships, housing, employment, and health care. Most experienced negative impacts on their lives and feelings of stability in March and April but maintained sobriety. Four women described relapse, all attributed to pandemic stressors. Participants described relief related to societal re-opening in May and June, and increased engagement with their communities, despite rising infection rates. CONCLUSIONS: For women recovering from SUDs during COVID-19, securing recovery capital often meant assuming greater COVID-19 risk. As substance use appeared to have increased during the pandemic and COVID-19 transmission continues, public health planning must prioritize adequate and safe access to recovery capital and timely distribution of vaccines to people struggling with SUDs.


Subject(s)
COVID-19 , Substance-Related Disorders , Female , Humans , Kansas/epidemiology , Longitudinal Studies , Pandemics , SARS-CoV-2 , Substance-Related Disorders/epidemiology
8.
J Surg Res ; 261: 95-104, 2021 05.
Article in English | MEDLINE | ID: mdl-33422904

ABSTRACT

BACKGROUND: Hirschsprung-associated enterocolitis (HAEC) is a serious potential complication after primary pull-through surgery for Hirschsprung's disease (HSCR). Administration of anal botulinum toxin (BT) injection may improve obstructive symptoms at the internal anal sphincter, leading to improved fecal passage. The timing of administration and effects on delay or prevention of HAEC are unknown. We hypothesized that BT administration increased the postoperative time to HAEC and aimed to investigate whether anal BT administration after primary pull-through surgery for HSCR is associated with increased time to inpatient HAEC admission development. METHODS: We performed a retrospective cohort study examining children with HSCR at US children's hospitals from 2008 to 2018 using the Pediatric Health Information System database with an associated primary pull-through operation performed before 60 d of age. The intervention assessed was the administration of BT concerning the timing of primary pull-through, and two groups were identified: PRO (received BT at or after primary pull-through, before HAEC) and NOT (never received BT, or received BT after HAEC). The primary outcome was time from pull-through to the first HAEC admission. The Cox proportional hazards model was developed to examine the BT administration effect on the primary outcome after controlling for patient-level covariates. RESULTS: We examined a total of 1439 children (67 in the PRO and 1372 in the NOT groups). A total of 308 (21.4%) developed at least one episode of HAEC, including 76 (5.3%) who had two or more episodes. Between 2008 and 2018, the frequency of BT administration has increased from three to 20 hospitals with a frequency of administration between 2.2% and 16.2%. Prophylactic BT (PRO) was not associated with increased time to HAEC event on adjusted analysis. CONCLUSIONS: Among children with HSCR undergoing primary pull-through surgery, prophylactic BT administration did not demonstrate increased time to first HAEC event. A better-powered study with prophylactic BT is required to determine the effect on HAEC occurrence and timing. LEVEL OF EVIDENCE: Level II (retrospective cohort study).


Subject(s)
Botulinum Toxins/therapeutic use , Enterocolitis/prevention & control , Hirschsprung Disease/complications , Neurotoxins/therapeutic use , Postoperative Complications/prevention & control , Digestive System Surgical Procedures/adverse effects , Digestive System Surgical Procedures/statistics & numerical data , Enterocolitis/etiology , Female , Hirschsprung Disease/surgery , Humans , Infant, Newborn , Male , Postoperative Complications/etiology , Retrospective Studies
9.
Soc Sci Med ; 270: 113694, 2021 02.
Article in English | MEDLINE | ID: mdl-33485006

ABSTRACT

Despite evidence of the importance of neighborhood built environment features in relation to physical activity and obesity, research has been limited in informing localized practice due to small sample sizes and limited geographic coverage. This demonstration study integrated data from a local pediatric health system with nationally available neighborhood built environment data to inform local decision making around neighborhood environments and childhood obesity. Height/weight from clinic visits and home neighborhood measures from the U.S. Environmental Protections Agency and WalkScore were obtained for 15,989 6-17 year olds. Multilevel models accounted for the nested data structure and were adjusted for neighborhood income and child sociodemographics. In 9-17 year olds, greater street connectivity and walkability were associated with a 0.01-0.04 lower BMIz (Ps = .009-.017) and greater residential density, street connectivity, and walkability were associated 5-7% lower odds of being overweight/obese (Ps = .004-.044) per standard deviation increase in environment variable. 45.9% of children in the lowest walkability tertile were overweight or obese, whereas 43.1% of children in the highest walkability tertile were overweight or obese. Maps revealed areas with low walkability and a high income-adjusted percent of children overweight/obese. In the Kansas City area, data showed that fewer children were overweight/obese in more walkable neighborhoods. Integrating electronic health records with neighborhood environment data is a replicable process that can inform local practice by highlighting the importance of neighborhood environment features locally and pointing to areas most in need of interventions.


Subject(s)
Built Environment , Environment Design , Child , Cities , Exercise , Humans , Residence Characteristics , Walking
10.
Pediatr Radiol ; 49(13): 1712-1717, 2019 12.
Article in English | MEDLINE | ID: mdl-31392365

ABSTRACT

BACKGROUND: Pediatric patients are often sedated for magnetic resonance imaging (MRI) scans to ensure images are of diagnostic quality. However, access time for MRIs requiring sedation is often long due to high patient volumes and limited sedation resources. OBJECTIVE: This study examined the effectiveness of an MRI Try Without sedation program to decrease the wait time for obtaining an MRI while simultaneously ensuring diagnostic-quality images. MATERIALS AND METHODS: A retrospective chart review was performed on subjects who utilized the MRI Try Without program from April 2014 through June 2015 at a dedicated pediatric institution. Child life specialist preparations and access time (i.e. time from exam ordered to exam completed) were recorded in each patient's electronic medical record. MRI images were evaluated for image quality by a pediatric neuroradiologist. RESULTS: A total of 134 patients participated in the MRI Try Without program (mean age: 6.9±1.7 years), all of whom received interventions from a child life specialist. The average number of days between when the order was placed and when the MRI was completed using the MRI Try Without program was 15.4±18.5 days, while the third-available appointment for sedation/anesthesia was 46.2 days (standard deviation [SD]±15.7 days). Nearly all patients received a "good" or "very good" image quality determination (87.3%) and only 5 (3.8%) patients were recommended for repeat examination for diagnostic-quality images. CONCLUSION: Utilization of an MRI Try Without sedation program, with child life specialist interventions, decreased the wait time for obtaining an MRI while still providing diagnostic-quality images.


Subject(s)
Appointments and Schedules , Conscious Sedation , Magnetic Resonance Imaging/methods , Waiting Lists , Child , Child, Preschool , Cohort Studies , Female , Health Services Accessibility/organization & administration , Humans , Male , Retrospective Studies , Sensitivity and Specificity , Time Factors
11.
BMC Bioinformatics ; 19(1): 474, 2018 Dec 12.
Article in English | MEDLINE | ID: mdl-30541426

ABSTRACT

BACKGROUND: Unsupervised clustering represents one of the most widely applied methods in analysis of high-throughput 'omics data. A variety of unsupervised model-based or parametric clustering methods and non-parametric clustering methods have been proposed for RNA-seq count data, most of which perform well for large samples, e.g. N ≥ 500. A common issue when analyzing limited samples of RNA-seq count data is that the data follows an over-dispersed distribution, and thus a Negative Binomial likelihood model is often used. Thus, we have developed a Negative Binomial model-based (NBMB) clustering approach for application to RNA-seq studies. RESULTS: We have developed a Negative Binomial Model-Based (NBMB) method to cluster samples using a stochastic version of the expectation-maximization algorithm. A simulation study involving various scenarios was completed to compare the performance of NBMB to Gaussian model-based or Gaussian mixture modeling (GMM). NBMB was also applied for the clustering of two RNA-seq studies; type 2 diabetes study (N = 96) and TCGA study of ovarian cancer (N = 295). Simulation results showed that NBMB outperforms GMM applied with different transformations in majority of scenarios with limited sample size. Additionally, we found that NBMB outperformed GMM for small clusters distance regardless of sample size. Increasing total number of genes with fixed proportion of differentially expressed genes does not change the outperformance of NBMB, but improves the overall performance of GMM. Analysis of type 2 diabetes and ovarian cancer tumor data with NBMB found good agreement with the reported disease subtypes and the gene expression patterns. This method is available in an R package on CRAN named NB.MClust. CONCLUSION: Use of Negative Binomial model based clustering is advisable when clustering over dispersed RNA-seq count data.


Subject(s)
Models, Statistical , Normal Distribution , Transcriptome/immunology , Cluster Analysis , Female , Humans , Male
12.
Mayo Clin Proc ; 93(9): 1247-1255, 2018 09.
Article in English | MEDLINE | ID: mdl-30060957

ABSTRACT

OBJECTIVE: To evaluate the utility of a routine assessment of lifestyle behaviors incorporated into the electronic health record (EHR) to quantify lifestyle practices and obesity risk at a pediatric primary care center. PATIENTS AND METHODS: Participants included 24,255 patients aged 2 to 18 years whose parent/caregiver completed a self-report lifestyle assessment during a well-child examination (January 1, 2013, through June 30, 2016). Cross-sectional analyses of age, race/ethnicity, body mass index, and lifestyle assessment responses were performed. Outcome measures included prevalence of patients meeting consensus recommendations for physical activity; screen time; and dairy, water, and fruit/vegetable consumption and the odds of obesity based on reported lifestyle behaviors. RESULTS: Prevalence of meeting recommendations for lifestyle behaviors was highest for physical activity (84%), followed by screen time (61%) and consumption of water (51%), dairy (27%), and fruits/vegetables (10%). Insufficient physical activity was the strongest predictor of obesity (odds ratio [OR], 1.65; 95% CI, 1.51-1.79), followed by excess screen time (OR, 1.36; 95% CI, 1.27-1.45). Disparities existed across ages, races/ethnicities, and sexes for multiple lifestyle habits. Youth who met 0 or 1 lifestyle recommendation were 1.45 to 1.71 times more likely to have obesity than those meeting all 5 recommendations. CONCLUSION: Healthy behaviors vary in prevalence, as does their association with obesity. This variation is partially explained by age, sex, and race/ethnicity. Meeting national recommendations for specific behaviors is negatively associated with obesity in a dose-dependent manner. These findings support the assessment of lifestyle behaviors in primary care as one component of multilevel initiatives to prevent childhood obesity.


Subject(s)
Health Behavior , Healthy Lifestyle , Patient Compliance/statistics & numerical data , Pediatric Obesity/prevention & control , Adolescent , Child , Child, Preschool , Cross-Sectional Studies , Electronic Health Records , Female , Humans , Male , Pediatric Obesity/etiology , Pediatric Obesity/psychology , Primary Health Care , Protective Factors , Risk Factors , Self Report
13.
Pediatr Cardiol ; 39(8): 1540-1546, 2018 Dec.
Article in English | MEDLINE | ID: mdl-29948030

ABSTRACT

Atherosclerotic cardiovascular disease (CVD), a leading cause of death globally, has origins in childhood. Major risk factors include family history of premature CVD, dyslipidemia, diabetes mellitus, and hypertension. Lipoprotein (a) [Lp(a)], an inherited lipoprotein, is associated with premature CVD, but its impact on cardiovascular health during childhood is less understood. The objective of the study was to examine the relationship between Lp(a), family history of premature CVD, dyslipidemia, and vascular function and structure in a high-risk pediatric population. This is a single-center, cross-sectional study of 257 children referred to a preventive cardiology clinic. The independent variable, Lp(a), separated children into high-Lp(a) [Lp(a) ≥ 30 mg/dL] and normal-Lp(a) groups [Lp(a) < 30 mg/dL]. Dependent variables included family history of premature CVD; dyslipidemia, defined as low-density lipoprotein cholesterol > 130 mg/dL, high-density lipoprotein cholesterol (HDL-C) < 45 mg/dL, triglycerides (TG) > 100 mg/dL; and vascular changes suggesting early atherosclerosis, as measured by carotid-femoral pulse wave velocity (PWV) and carotid artery intima-media thickness (CIMT). Of the 257 children, 110 (42.8%) had high Lp(a) and 147 (57.2%) had normal Lp(a). There was a higher prevalence of African-American children in the high-Lp(a) group (19.3%) compared to the normal-Lp(a) group (2.1%) (p < 0.001). High Lp(a) was associated with positive family history of premature CVD (p = 0.03), higher-than-optimal HDL-C (p = 0.02), and lower TG (p < 0.001). There was no difference in PWV or CIMT between groups. High Lp(a) in children is associated with family history of premature CVD and is prevalent in African-American children. In children with high Lp(a), promotion of intensive lifestyle modifications is prudent to decrease premature CVD-related morbidity.


Subject(s)
Cardiovascular Diseases/blood , Cholesterol, HDL/blood , Lipoprotein(a)/blood , Adolescent , Atherosclerosis/complications , Cardiovascular Diseases/etiology , Cardiovascular Diseases/genetics , Carotid Intima-Media Thickness , Child , Cross-Sectional Studies , Dyslipidemias/complications , Female , Humans , Hypertension/complications , Male , Pulse Wave Analysis , Risk Factors
14.
PLoS One ; 13(2): e0191758, 2018.
Article in English | MEDLINE | ID: mdl-29485993

ABSTRACT

Quality control, global biases, normalization, and analysis methods for RNA-Seq data are quite different than those for microarray-based studies. The assumption of normality is reasonable for microarray based gene expression data; however, RNA-Seq data tend to follow an over-dispersed Poisson or negative binomial distribution. Little research has been done to assess how data transformations impact Gaussian model-based clustering with respect to clustering performance and accuracy in estimating the correct number of clusters in RNA-Seq data. In this article, we investigate Gaussian model-based clustering performance and accuracy in estimating the correct number of clusters by applying four data transformations (i.e., naïve, logarithmic, Blom, and variance stabilizing transformation) to simulated RNA-Seq data. To do so, an extensive simulation study was carried out in which the scenarios varied in terms of: how genes were selected to be included in the clustering analyses, size of the clusters, and number of clusters. Following the application of the different transformations to the simulated data, Gaussian model-based clustering was carried out. To assess clustering performance for each of the data transformations, the adjusted rand index, clustering error rate, and concordance index were utilized. As expected, our results showed that clustering performance was gained in scenarios where data transformations were applied to make the data appear "more" Gaussian in distribution.


Subject(s)
Models, Genetic , Sequence Analysis, RNA , Cluster Analysis , Female , Humans , Likelihood Functions , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology
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