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Nevin Manimala Statistics

Behaviors Related to Medication Safety and Use During Pregnancy

J Womens Health (Larchmt). 2022 Oct 11. doi: 10.1089/jwh.2022.0205. Online ahead of print.

ABSTRACT

Introduction: Most women take medication during pregnancy despite limited scientific evidence on safety. We investigated medication use, including changes in and reasons for changes in use during pregnancy, with attention to medication use in pregnant women with chronic conditions. Materials and Methods: We conducted an online survey of pregnant women aged ≥18 years (n = 1,226). We calculated descriptive statistics for aspects of medication use and performed multivariable logistic regression to examine associations between change in use and chronic conditions. Results: Seventy-nine percent of women took at least one medication during pregnancy. Among those, 63.2% made at least one medication change: 42.0% started, 34.9% stopped, 30.0% missed dose(s), and 18.1% lowered dose(s) from that originally prescribed or recommended. More than a third (36.5%) of women who stopped, lowered, or missed medication did so independent of health care provider advice; 54.0% cited concern about birth or developmental defects as reasons for change. Odds of medication change were higher for women with chronic conditions: digestive conditions-starting (adjusted odds ratio [AOR] = 1.8, 95% confidence interval [CI] = 1.1-2.7), stopping (AOR = 2.1, 95% CI = 1.4-3.3), and lowering (AOR = 2.4, 95% CI = 1.7-3.3) medication; mental health conditions-starting (AOR = 1.6, 95% CI = 1.2-2.2), stopping (AOR = 3.0, 95% CI = 2.3-4.0), or missing (AOR = 2.1, 95% CI = 1.6-2.8) medication; pain conditions-stopping (AOR = 2.9, 95% CI = 2.0-4.2); and respiratory conditions-starting (AOR = 2.0, 95% CI = 1.3-3.1), stopping (AOR = 1.7, 95% CI = 1.1-2.6), and missing (AOR = 2.2, 95% CI = 1.4-3.4) medication. Conclusions: Most pregnant women take medication and many, including those with chronic conditions, change their medication use during pregnancy. Medication change may occur independent of health care provider advice and due to women’s safety concerns.

PMID:36251939 | DOI:10.1089/jwh.2022.0205

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Nevin Manimala Statistics

An Evaluation of the P300 Brain-Computer Interface, EyeLink Board, and Eye-Tracking Camera as Augmentative and Alternative Communication Devices

J Speech Lang Hear Res. 2022 Oct 12:1-11. doi: 10.1044/2022_JSLHR-21-00572. Online ahead of print.

ABSTRACT

PURPOSE: Augmentative and alternative communication (AAC) systems are important to support communication for individuals with complex communication needs. A recent addition to AAC system options is the brain-computer interface (BCI). This study aimed to compare the clinical application of the P300 speller BCI with two more common AAC systems, the EyeLink board, and an eye-tracking camera.

METHOD: Ten participants without communication impairment (18-35 years of age) used each of the three AAC systems to spell three-letter words in one session. Accuracy and speed of letter selection were measured, and questionnaires were administered to evaluate usability, cognitive workload, and user preferences.

RESULTS: The results showed that the BCI was significantly less accurate, slower, and with lower usability and higher cognitive workload compared to the eye-tracking camera and EyeLink board. Participants rated the eye-tracking camera as the most favorable AAC system on all measures.

CONCLUSIONS: The results demonstrated that while the P300 speller BCI was usable by most participants, it did not function as well as the eye-tracking camera and EyeLink board. The clinical use of the BCI is, therefore, currently difficult to justify for most individuals, particularly when considering the substantial cost and setup resourcing needed.

SUPPLEMENTAL MATERIAL: https://doi.org/10.23641/asha.21291384.

PMID:36251867 | DOI:10.1044/2022_JSLHR-21-00572

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Nevin Manimala Statistics

A Systematic Survey on Deep Generative Models for Graph Generation

IEEE Trans Pattern Anal Mach Intell. 2022 Oct 17;PP. doi: 10.1109/TPAMI.2022.3214832. Online ahead of print.

ABSTRACT

Graphs are important data representations for describing objects and their relationships, which appear in a wide diversity of real-world scenarios. As one of a critical problem in this area, graph generation considers learning the distributions of given graphs and generating more novel graphs. Owing to their wide range of applications, generative models for graphs, which have a rich history, however, are traditionally hand-crafted and only capable of modeling a few statistical properties of graphs. Recent advances in deep generative models for graph generation is an important step towards improving the fidelity of generated graphs and paves the way for new kinds of applications. This article provides an extensive overview of the literature in the field of deep generative models for graph generation. Firstly, the formal definition of deep generative models for the graph generation and the preliminary knowledge are provided. Secondly, taxonomies of deep generative models for both unconditional and conditional graph generation are proposed respectively; the existing works of each are compared and analyzed. After that, an overview of the evaluation metrics in this specific domain is provided. Finally, the applications that deep graph generation enables are summarized and five promising future research directions are highlighted.

PMID:36251910 | DOI:10.1109/TPAMI.2022.3214832

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Nevin Manimala Statistics

THE UNDERREPORTING OF TRAUMATIC BRAIN INJURIES IN PEDIATRIC CRANIOMAXILLOFACIAL TRAUMA -A 20 YEAR RETROSPECTIVE COHORT STUDY

Plast Reconstr Surg. 2022 Oct 18. doi: 10.1097/PRS.0000000000009783. Online ahead of print.

ABSTRACT

BACKGROUD: Despite clinical concerns associated with pediatric traumatic brain injuries (TBIs), they remain grossly underreported. This is the first retrospective study to characterize concomitant pediatric TBI and CMF trauma patients, including frequency, presentation, documentation, and outcomes.

METHODS: An IRB-approved retrospective cohort study was performed to identify all pediatric patients presenting with CMF fractures at a high volume, tertiary trauma center between the years 1990 and 2010. Patient charts were reviewed for demographic information, presentation, operative management, length of stay, mortality at two years, dentition, CMF fracture patterns, and concomitant TBIs. Data was analyzed using two-tailed Student’s t-tests and chi square analysis. A P value ≤ 0.05 was considered statistically significant.

RESULTS: Of the 2966 pediatric CMF trauma patients identified and included for analysis (mean age of 7 ± 4.7 years old, predominantly Caucasian [59.8%], and male [64.0%]), 809 had concomitant TBI (frequency of 27.3%). Only 1.6% of the TBI cases were documented in charts. Mortality at two years, length of stay in hospital, and time to follow up significantly increased from mild to severe TBIs. Concomitant TBI were more common with skull & upper third fractures than CMF trauma without TBI (81.8% vs 61.1%, P < 0.05).

CONCLUSIONS: Concomitant TBI injuries were present in a significant number of pediatric CMF trauma cases but was not documented for most cases. Craniomaxillofacial surgeons should survey all pediatric CMF trauma patients for TBI and manage with neurology and/or neurosurgery teams. Future prospective studies are necessary to characterize and generate practice guiding recommendations.

PMID:36251865 | DOI:10.1097/PRS.0000000000009783

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Nevin Manimala Statistics

Evaluation of the impact of kangaroo mother care on neonatal mortality and hospitalization: A meta-analysis

Adv Clin Exp Med. 2022 Oct 17. doi: 10.17219/acem/153417. Online ahead of print.

ABSTRACT

INTRODUCTION: The kangaroo mother care (KMC) technique for preterm and low-birthweight (LBW) neonates, which consists of skin-to-skin contact, is thought to have a beneficial impact on clinical outcomes. Hence, the current meta-analysis aims to evaluate the influence of KMC on neonatal mortality and length of hospitalization compared with conventional care.

MATERIAL AND METHODS: A systematic literature search of studies published between 1988 and 2021 found 24 trials involving 19,980 participants, of which 10,354 received KMC and 9626 were controls under conventional care. To measure the impact of applying KMC in preterm LBW neonates on mortality and the length of hospital stay, statistical analysis using dichotomous and continuous analysis methods was performed employing fixed and random models to calculate odds ratios (ORs) with 95% confidence intervals (95% CIs).

RESULTS: Compared to the control group, the application of KMC in preterm LBW neonates resulted in significantly lower mortality (OR: 0.65, 95% CI: 0.44-0.97, p = 0.03) in a short term (within 2 months, I2 = 71%) and long term (3-12 months) (OR: 0.72, 95% CI: 0.59-0.87, p = 0.0007, I2 = 0%), and had no significant impact on the length of hospital stay (OR: -1.43, 95% CI: -2.88-0.02, p = 0.05, I2 = 86%).

CONCLUSION: In comparison with the control group, the implementation of KMC in preterm LBW neonates resulted in significantly lower mortality but had no significant impact on the length of hospitalization. More studies are needed to confirm the current findings.

PMID:36251794 | DOI:10.17219/acem/153417

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Does using a laser improve outcomes of conventional circumcision in adult and children populations? Results from a systematic review and meta-analysis

Andrology. 2022 Oct 17. doi: 10.1111/andr.13321. Online ahead of print.

ABSTRACT

BACKGROUND: Male circumcision is a well know old surgery, and several recently developed techniques have been scaled up, including the introduction of laser technology, as alternative approaches to overcome morbidity of conventional surgery scalpel/suture method OBJECTIVES: We aimed to perform a systematic review and meta-analysis of studies comparing laser circumcision versus conventional circumcision technique in terms of perioperative outcomes and efficacy (complications, unacceptable appearance, reoperation rate) both in children and adults.

MATERIALS AND METHODS: This review was performed following the 2020 Preferred Reporting Items for Systematic Reviews and Meta-Analyses framework. Continuous variables were analyzed using the inverse variance of the mean difference (MD) with a random effect, 95% Confidence Interval (CI), and p-values. The incidence of complications, unacceptable appearance, and reoperation rate were pooled using the Cochran-Mantel-Haenszel Method with the random effect model and reported as Odds Ratio (OR), 95% CI, and p-values. Significance was set at p-value ≤0.05 and 95%CI.

RESULTS: Seven studies were included. In comparison to the conventional circumcision, laser circumcision shoved lower visual analogue score at 24-hour, and 7 days after surgery, a lower rate of overall complication rate (OR 0.33, 95% CI 0.24 – 0.47, p<0.001), scarring (OR 0.09, 95% CI 0.02,0.41, p = 0.002) and unacceptable appearance (OR 0.09, 95% CI 0.05, 0.15, p<0.001). We found no statistically significant difference in surgical time, and incidence of bleeding, infection, wound dehiscence, and reoperation rate.

DISCUSSION AND CONCLUSION: Our review infers that laser-assisted circumcision is certainly a safe and strong contender as the procedure of choice in both children and adult populations. This article is protected by copyright. All rights reserved.

PMID:36251782 | DOI:10.1111/andr.13321

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Utility of In-vivo Magnetic Resonance Imaging is Predictive of Gestational Diabetes Mellitus during Early Pregnancy

J Clin Endocrinol Metab. 2022 Oct 17:dgac602. doi: 10.1210/clinem/dgac602. Online ahead of print.

ABSTRACT

CONTEXT: Gestational diabetes (GDM) imposes long-term adverse health effects on the mother and fetus. The role of magnetic resonance imaging (MRI) during early gestation in GDM has not been well-studied.

OBJECTIVE: To investigate the role of quantitative MRI measurements of placental volume and perfusion, with distribution of maternal adiposity, during early-gestation in GDM.

DESIGN: ∼200 pregnant women recruited in the first trimester were followed temporally through pregnancy until parturition.

SETTING: Outpatient antenatal obstetrics clinics.

INTERVENTIONS: Two placental MRI scans were prospectively performed at 14-16 weeks and 19-24 weeks gestational age (GA). Placental volume and blood flow (PBF) were calculated from placental regions of interest; maternal adiposity distribution was assessed by subcutaneous fat area ratio (SFAR) and visceral fat area ratio (VFAR). Statistical comparisons were performed using the two-tailed t-test. Predictive logistic regression modeling was evaluated by area under the curves (AUC).

RESULTS: Of a total 186 subjects, 21 subjects (11.3%) developed GDM. VFAR was higher in GDM versus the control group, at both time points (p < 0.001 each). Placental volume was greater in GDM versus the control group at 19-24 weeks GA (p = 0.01). Combining VFAR, placental volume and perfusion, improved the AUCs to 0.83 at 14-16 weeks (PPV = 0.77, NPV = 0.83), and 0.81 at 19-24 weeks GA (PPV = 0.73, NPV = 0.86).

CONCLUSION: A combination of MRI-based placental volume, perfusion and visceral adiposity during early pregnancy demonstrates significant changes in GDM and provides a proof of concept for predicting the subsequent development of GDM.

PMID:36251771 | DOI:10.1210/clinem/dgac602

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Silicon Nitride Nanopores Formed by Simple Chemical Etching: DNA Translocations and TEM Imaging

ACS Nano. 2022 Oct 17. doi: 10.1021/acsnano.2c07240. Online ahead of print.

ABSTRACT

We demonstrate DNA translocations through silicon nitride pores formed by simple chemical etching on glass substrates using microscopic amounts of hydrofluoric acid. DNA translocations and transmission electron microscopy (TEM) prove the fabrication of nanopores and allow their characterization. From ionic measurements on 318 chips, we report the effective pore diameters ranging from zero (pristine membranes) and sub-nm to over 100 nm, within 50 μm diameter membranes. The combination of ionic conductance, DNA current blockades, TEM imaging, and electron energy loss spectroscopy (EELS) provides comprehensive information about the pore area and number, from single to few pores, and pore structure. We also show the formation of thinned membrane regions as precursors of pores. The average pore density, about 5 × 10-4 pores/μm2, allows pore number adjustment statistically (0, 1, or more). This simple and affordable chemical method for making solid-state nanopores accelerates their adoption for DNA sensing and characterization applications.

PMID:36251751 | DOI:10.1021/acsnano.2c07240

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Nevin Manimala Statistics

Effect of Running Induced Fatigue on Tibial Acceleration and the Role of Lower Limb Muscle Strength, Power, and Endurance

Med Sci Sports Exerc. 2022 Oct 12. doi: 10.1249/MSS.0000000000003062. Online ahead of print.

ABSTRACT

BACKGROUND: High impact loads have been linked with running injuries. Fatigue has been proposed to increase impact loads, but this relationship has not been rigorously examined, including the associated role of muscle strength, power, and endurance.

PURPOSE: To investigate the effect of fatigue on impact loading in runners, and the role of muscle function in mediating changes in impact loading with fatigue.

METHODS: Twenty-eight trained endurance runners performed a fixed-intensity time to exhaustion test at 85% of V̇O2max. Tibial accelerations were measured using leg-mounted inertial measurement units (IMUs) and sampled every minute until volitional exhaustion. Tests of lower-limb muscle strength, power, and endurance included maximal isometric strength (soleus, knee extensors, knee flexors), single leg hop for distance, and the one leg rise test. Changes in peak axial tibial acceleration (PTA, g) were compared between time-points throughout the run (0, 25, 50, 75 and 100%). Associations between the change in PTA and lower limb muscle function tests were assessed (Spearman’s rho [rs]).

RESULTS: Peak tibial acceleration increased over the duration of the fatiguing run. Compared to baseline (0%) (9.1 g SD 1.6), there was a significant increase at 75% (9.9 g SD 1.7., p = 0.001) and 100% (10.1 g SD 1.8, p < 0.001), with no change at 25% (9.6 g SD 1.6, p = 0.142) or 50% (9.7 g SD 1.7, p = 0.053). Relationships between change in peak tibial acceleration and muscle function tests were weak and not statistically significant (rs = -0.153 to 0.142, all p > 0.05).

CONCLUSIONS: Peak axial tibial acceleration increased throughout a fixed-intensity run to exhaustion. The change in PTA was not related to performance in lower limb muscle function tests.

PMID:36251400 | DOI:10.1249/MSS.0000000000003062

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Nevin Manimala Statistics

Standardized Description of the Feature Extraction Process to Transform Raw Data Into Meaningful Information for Enhancing Data Reuse: Consensus Study

JMIR Med Inform. 2022 Oct 17;10(10):e38936. doi: 10.2196/38936.

ABSTRACT

BACKGROUND: Despite the many opportunities data reuse offers, its implementation presents many difficulties, and raw data cannot be reused directly. Information is not always directly available in the source database and needs to be computed afterwards with raw data for defining an algorithm.

OBJECTIVE: The main purpose of this article is to present a standardized description of the steps and transformations required during the feature extraction process when conducting retrospective observational studies. A secondary objective is to identify how the features could be stored in the schema of a data warehouse.

METHODS: This study involved the following 3 main steps: (1) the collection of relevant study cases related to feature extraction and based on the automatic and secondary use of data; (2) the standardized description of raw data, steps, and transformations, which were common to the study cases; and (3) the identification of an appropriate table to store the features in the Observation Medical Outcomes Partnership (OMOP) common data model (CDM).

RESULTS: We interviewed 10 researchers from 3 French university hospitals and a national institution, who were involved in 8 retrospective and observational studies. Based on these studies, 2 states (track and feature) and 2 transformations (track definition and track aggregation) emerged. “Track” is a time-dependent signal or period of interest, defined by a statistical unit, a value, and 2 milestones (a start event and an end event). “Feature” is time-independent high-level information with dimensionality identical to the statistical unit of the study, defined by a label and a value. The time dimension has become implicit in the value or name of the variable. We propose the 2 tables “TRACK” and “FEATURE” to store variables obtained in feature extraction and extend the OMOP CDM.

CONCLUSIONS: We propose a standardized description of the feature extraction process. The process combined the 2 steps of track definition and track aggregation. By dividing the feature extraction into these 2 steps, difficulty was managed during track definition. The standardization of tracks requires great expertise with regard to the data, but allows the application of an infinite number of complex transformations. On the contrary, track aggregation is a very simple operation with a finite number of possibilities. A complete description of these steps could enhance the reproducibility of retrospective studies.

PMID:36251369 | DOI:10.2196/38936