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1.
Scand J Clin Lab Invest ; 84(1): 30-37, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38319177

RESUMO

Regional variations in the prevalence of gestational diabetes mellitus (GDM) have been found across Denmark. The objectives of this exploratory survey were to evaluate adherence to the national guideline for screening and diagnosing GDM and to identify variations in pre-analytical or analytical factors, which could potentially contribute to variations in GDM prevalence across regions. In a national interview-based survey, obstetric departments and laboratories throughout Denmark handling GDM screening or diagnostic testing were invited to participate. Survey questionnaires were completed through personal interviews. In total, 21 of 22 identified obstetric departments and 44 of 45 identified laboratories participated. Adherence to guideline among obstetric departments ranged 67-100% and uniformity in laboratory procedures was high. However, the gestational age at the time of late diagnostic testing with oral glucose tolerance test (OGTT) varied considerably, with 48% (10/21) of departments testing outside the recommended 24-28 weeks' gestation. Procedural heterogeneity was most pronounced for the parts not described in current guidelines, with choice of laboratory equipment being the most diverse factor ranging 3-39% nationally. In conclusion, the overall adherence to the national guidelines was high across regions, and obstetric departments and laboratories had high uniformity in the procedures for screening and diagnosing GDM. Uniformity was generally high for procedures included in the guideline and low if not included. However, a high proportion of GDM testing was performed outside the recommended gestational window in late pregnancy, which may be a pre-analytical contributor to regional differences in GDM prevalence.


Assuntos
Diabetes Gestacional , Feminino , Gravidez , Humanos , Lactente , Diabetes Gestacional/diagnóstico , Diabetes Gestacional/epidemiologia , Teste de Tolerância a Glucose , Idade Gestacional , Inquéritos e Questionários , Prevalência , Glicemia
2.
Med J Aust ; 219(10): 467-474, 2023 11 20.
Artigo em Inglês | MEDLINE | ID: mdl-37846046

RESUMO

OBJECTIVE: To determine whether perinatal outcomes after excluding gestational diabetes mellitus (GDM) on the basis of fasting venous plasma glucose (FVPG) assessment during the coronavirus disease 2019 (COVID-19) pandemic in 2020 were similar to those during the preceding year after excluding GDM using the standard oral glucose tolerance test (OGTT) procedure. DESIGN: Retrospective pre-post study. SETTING, PARTICIPANTS: All women who gave birth in Queensland during 1 July - 31 December 2019 and 1 July - 31 December 2020. MAIN OUTCOME MEASURES: Perinatal (maternal and neonatal) outcomes for pregnant women assessed for GDM, by assessment method (2019: OGTT/glycated haemoglobin [HbA1c ] assessment; 2020: GDM could be excluded by an FVPG value below 4.7 mmol/L). RESULTS: 3968 of 29 113 pregnant women in Queensland during 1 July - 31 December 2019 (13.6%) were diagnosed with GDM, and 4029 of 28 778 during 1 July - 31 December 2020 (14.0%). In 2020, FVPG assessments established GDM in 216 women (1.1%) and excluded it in 1660 (5.8%). The frequencies of most perinatal outcomes were similar for women without GDM in 2019 and those for whom it was excluded in 2020 on the basis of FVPG values; the exception was caesarean delivery, for which the estimated probability increase in 2020 was 3.9 percentage points (95% credibility interval, 2.2-5.6 percentage points), corresponding to an extra 6.5 caesarean deliveries per 1000 births. The probabilities of several outcomes - respiratory distress, neonatal intensive care or special nursery admission, large for gestational age babies - were about one percentage point higher for women without GDM in 2020 (excluding those diagnosed on the basis of FVPG assessment alone) than for women without GDM in 2019. CONCLUSIONS: Identifying women at low absolute risk of gestational diabetes-related pregnancy complications on the basis of FVPG assessment as an initial step in GDM screening could reduce the burden for pregnant women and save the health system substantial costs.


Assuntos
COVID-19 , Diabetes Gestacional , Recém-Nascido , Gravidez , Feminino , Humanos , Diabetes Gestacional/diagnóstico , Diabetes Gestacional/epidemiologia , Pandemias , Estudos Retrospectivos , COVID-19/diagnóstico , COVID-19/epidemiologia , Teste de Tolerância a Glucose , Glucose , Resultado da Gravidez/epidemiologia , Glicemia , Teste para COVID-19
3.
J Cogn Neurosci ; 34(11): 2127-2143, 2022 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-35802599

RESUMO

RT studies have provided evidence for a singleton-detection strategy that is used to search for salient targets when there is no additional featural knowledge that would help guide attention. Despite this behavioral evidence, there have been few ERP studies of singleton detection mode because it was reported early on that the ERP signature of attentional selection (the N2pc) is absent without feature guidance. Recently, however, it was discovered that a small and relatively late N2pc occurs in singleton detection mode along with a previously unreported component called the singleton detection positivity (SDP). Here, we show that both components are influenced by the number of items in the display, as one might expect in a salience-based search mode. Specifically, the N2pc and SDP were larger when the set size was increased to make the singleton "pop out" more easily, when participants responded more quickly regardless of set size, and when RT search slopes were negative (Experiment 1). The latency of the SDP also depended on set size. In Experiment 2, EEG was recorded with a higher density electrode array to better characterize the scalp topography of the components and to estimate their neural sources. Regional sources near the ventral surface of extrastriate cortex in the occipital lobe explained over 96% of N2pc and SDP activities. These results indicate that searching in singleton detection mode selectively modulates processing within perceptual regions of visual cortex.


Assuntos
Córtex Visual , Percepção Visual , Atenção , Eletroencefalografia , Humanos , Estimulação Luminosa , Tempo de Reação
4.
Diabet Med ; 38(8): e14574, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-33786869

RESUMO

AIMS: The aim of this study was to determine whether the metabolic glucose profile, based on glycaemic control and insulin requirements, was different in women with gestational diabetes mellitus (GDM) and intrahepatic cholestasis of pregnancy (ICP) compared to women with only GDM. METHODS: This retrospective cohort study comprised women with GDM and ICP matched with women with only GDM was undertaken at Aarhus University hospital, Denmark, from 2012 to 2019. A total of 46 cases and 184 controls were compared in relation to glycaemic control during pregnancy. Women with GDM and ICP were further divided into subgroups according to the severity of ICP: mild ICP (fasting bile salts 10-39 µmol/L) and moderate/severe ICP (bile salts ≥40 µmol/L). RESULTS: No statistically significant differences were observed in baseline 2-h oral glucose tolerance test values, second and third trimester HbA1c values, or maximum insulin requirements during pregnancy between women with GDM with and without ICP. Significantly more women with ICP developed preeclampsia during pregnancy: 23.9% (11/46) versus 7.6% (14/184); p = 0.003. CONCLUSIONS: This study is the first to address the course of pregnancy in women with GDM with and without ICP in a clinical setting. Under the current treatment guidelines, ICP is not associated with clinically significant changes in glycaemic control in GDM. Significantly more women with both GDM and ICP developed preeclampsia.


Assuntos
Glicemia/metabolismo , Colestase Intra-Hepática/sangue , Diabetes Gestacional/sangue , Controle Glicêmico/métodos , Complicações na Gravidez/sangue , Adulto , Colestase Intra-Hepática/etiologia , Feminino , Seguimentos , Humanos , Gravidez , Complicações na Gravidez/etiologia , Estudos Retrospectivos
5.
Aust N Z J Obstet Gynaecol ; 60(5): 720-728, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32157686

RESUMO

BACKGROUND: Gestational diabetes (GDM) is one of the commonest pregnancy complications and is placing an increasing burden on diabetes and obstetric resources. AIMS: To describe different antenatal models of care that have developed to address the increasing proportion of pregnancies complicated by GDM. MATERIALS AND METHODS: Narrative review with thematic analysis from 15 volunteer antenatal diabetes in pregnancy services from Australia and New Zealand identified through a national diabetes organisation. Main outcomes were approaches to patient education, medical nutrition therapy (MNT), ongoing management and escalation of therapy for women with GDM. RESULTS: All clinics provided at least one group education and one MNT session within 1-2 weeks of GDM diagnosis. Women from culturally and linguistically diverse communities usually required 1:1 education. Ongoing management of women with GDM was through either all women being seen in the GDM clinic, a step-up approach (ongoing management by the primary antenatal team with diabetes team referral if self-blood glucose monitoring (SBGM) or insulin therapy dosage criteria are reached) or step-down approach (ongoing management by the diabetes team with step-down to the primary antenatal team if SBGM criteria are reached). Telehealth was used to reduce the burden of clinic attendance, particularly in rural areas. CONCLUSIONS: Increasing numbers, earlier diagnoses, the need to provide care to women in rural, remote areas, and cultural/language differences, have generated a range of different antenatal models of care, allowed better workload accommodation and probably reduced costs. Randomised controlled trials of different models of care, with associated health economic analyses, are urgently needed.


Assuntos
Diabetes Gestacional , Austrália , Glicemia , Automonitorização da Glicemia , Diabetes Gestacional/diagnóstico , Diabetes Gestacional/terapia , Feminino , Humanos , Nova Zelândia , Gravidez
6.
Proc Natl Acad Sci U S A ; 112(37): E5117-22, 2015 Sep 15.
Artigo em Inglês | MEDLINE | ID: mdl-26324923

RESUMO

Collagen gels are widely used in experiments on cell mechanics because they mimic the extracellular matrix in physiological conditions. Collagen gels are often characterized by their bulk rheology; however, variations in the collagen fiber microstructure and cell adhesion forces cause the mechanical properties to be inhomogeneous at the cellular scale. We study the mechanics of type I collagen on the scale of tens to hundreds of microns by using holographic optical tweezers to apply pN forces to microparticles embedded in the collagen fiber network. We find that in response to optical forces, particle displacements are inhomogeneous, anisotropic, and asymmetric. Gels prepared at 21 °C and 37 °C show qualitative difference in their micromechanical characteristics. We also demonstrate that contracting cells remodel the micromechanics of their surrounding extracellular matrix in a strain- and distance-dependent manner. To further understand the micromechanics of cellularized extracellular matrix, we have constructed a computational model which reproduces the main experiment findings.


Assuntos
Biopolímeros/química , Colágeno Tipo I/química , Animais , Anisotropia , Linhagem Celular Tumoral , Progressão da Doença , Elasticidade , Matriz Extracelular/metabolismo , Fibroblastos/metabolismo , Géis/química , Humanos , Camundongos , Microscopia Confocal , Células NIH 3T3 , Neoplasias/patologia , Distribuição Normal , Pinças Ópticas , Óptica e Fotônica , Estresse Mecânico , Temperatura , Cicatrização
7.
Matern Child Nutr ; 13(3)2017 07.
Artigo em Inglês | MEDLINE | ID: mdl-27562643

RESUMO

Prenatal maternal stress can adversely affect birth outcomes, likely reflecting effects of maternal stress hormones on fetal development. Maternal stress might also induce behavioural changes, such as dietary change, that might influence fetal development. Few studies have documented relationships between stress and dietary change in pregnancy. We analysed stress and dietary change among 222 pregnant women exposed to the 2011 Queensland Floods. We assessed women's objective hardship, subjective distress and cognitive appraisal of the disaster; changes in their diets and their associations with infants' gestational age, weight, length and head circumference at birth, head circumference to birth length ratio (HC/BL) and ponderal index. Greater objective hardship was correlated with more negative dietary change, skipped meals and skipped multivitamins. There were no direct effects of stress or dietary change on birth outcomes. However, we observed an interactive effect of dietary change and exposure timing on head circumference for gestational age (HC for GA) (p = 0.010) and a similar trend for HC/BL (p = 0.064). HC for GA and HC/BL were larger among children whose mothers experienced negative changes to their diet in early pregnancy compared with later pregnancy, consistent with a 'head-sparing' response with early gestation exposure. Further analyses indicated that dietary change mediates the relationship between objective hardship because of the floods and these outcomes. This is the first report of relationships among an independent stressor, dietary change and birth outcomes. It highlights another possible mechanism in the relationship between prenatal maternal stress and child development that could guide future research and interventions.


Assuntos
Dieta , Desenvolvimento Fetal , Efeitos Tardios da Exposição Pré-Natal/epidemiologia , Estresse Psicológico , Adolescente , Desenvolvimento Infantil , Desastres , Feminino , Idade Gestacional , Humanos , Lactente , Masculino , Refeições , Gravidez , Resultado da Gravidez , Cuidado Pré-Natal , Queensland/epidemiologia , Estudos Retrospectivos , Fatores Socioeconômicos , Inquéritos e Questionários
8.
J Sport Exerc Psychol ; 38(1): 4-14, 2016 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-27018554

RESUMO

Although the empathy-aggression relationship has been well documented, research has yet to establish whether emotions mediate and gender moderates this relationship in athletes, under conditions of low and high provocation. In this experiment, we assigned team-sport athletes to either a high (n = 40) or a low (n = 40) empathy group, and asked them to compete in a reaction-time task against a (fictitious) opponent, under conditions of low and high provocation. Empathy reduced aggression (i.e., intensity of electrical shock administered to the opponent) at low provocation in men, and at both low and high provocation in women. Guilt mediated the effect of empathy on aggression at low provocation in men; anger did not mediate any effects of empathy on aggression. Our findings indicate that the inhibitory effect of empathy on aggression and the mediating role of guilt are moderated by provocation and gender.


Assuntos
Agressão/psicologia , Atletas/psicologia , Comportamento Competitivo , Empatia , Esportes/psicologia , Emoções , Feminino , Identidade de Gênero , Culpa , Humanos , Masculino , Tempo de Reação , Adulto Jovem
9.
Exp Physiol ; 100(9): 1039-51, 2015 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-26154775

RESUMO

NEW FINDINGS: What is the central question of this study? Does ageing influence the respiratory-related bursting of muscle sympathetic nerve activity (MSNA) and the association between the rhythmic fluctuations in MSNA and blood pressure (Traube-Hering waves) that occur with respiration? What is the main finding and its importance? Despite the age-related elevation in MSNA, the cyclical inhibition of MSNA during respiration is similar between young and older individuals. Furthermore, central respiratory-sympathetic coupling plays a role in the generation of Traube-Hering waves in both young and older humans. Healthy ageing and alterations in respiratory-sympathetic coupling have been independently linked with heightened sympathetic neural vasoconstrictor activity. We investigated how age influences the respiratory-related modulation of muscle sympathetic nerve activity (MSNA) and the association between the rhythmic fluctuations in MSNA and blood pressure that occur with respiration (Traube-Hering waves; THW). Ten young (22 ± 2 years; mean ± SD) and 10 older healthy men (58 ± 6 years) were studied while resting supine and breathing spontaneously. MSNA, blood pressure and respiration were recorded simultaneously. Resting values were ascertained and respiratory cycle-triggered averaging of MSNA and blood pressure measurements performed. The MSNA burst incidence was higher in older individuals [22.7 ± 9.2 versus 42.2 ± 13.7 bursts (100 heart beats)(-1), P < 0.05], and was reduced to a similar extent in the inspiratory to postinspiratory period in young and older subjects (by ∼ 25% compared with mid- to late expiration). A similar attenuation of MSNA burst frequency (in bursts per minute), amplitude and total activity (burst frequency × mean burst amplitude) was also observed in the inspiratory to postinspiratory period in both groups. A significant positive correlation between respiratory-related MSNA and the magnitude of Traube-Hering waves was observed in all young (100%) and most older subjects (80%). These data suggest that the strength of the cyclical inhibition of MSNA during respiration is similar between young and older individuals; thus, alterations in respiratory-sympathetic coupling appear not to contribute to the age-related elevation in MSNA. Furthermore, central respiratory-sympathetic coupling plays a role in the generation of Traube-Hering waves in both healthy young and older humans.


Assuntos
Envelhecimento/fisiologia , Barorreflexo/fisiologia , Pressão Sanguínea/fisiologia , Músculos Respiratórios/fisiologia , Sistema Nervoso Simpático/fisiologia , Adulto , Frequência Cardíaca/fisiologia , Humanos , Pessoa de Meia-Idade , Respiração , Sistema Respiratório , Adulto Jovem
10.
Nat Commun ; 15(1): 83, 2024 01 02.
Artigo em Inglês | MEDLINE | ID: mdl-38167827

RESUMO

Droplet microfluidics enables kHz screening of picoliter samples at a fraction of the cost of other high-throughput approaches. However, generating stable droplets with desired characteristics typically requires labor-intensive empirical optimization of device designs and flow conditions that limit adoption to specialist labs. Here, we compile a comprehensive droplet dataset and use it to train machine learning models capable of accurately predicting device geometries and flow conditions required to generate stable aqueous-in-oil and oil-in-aqueous single and double emulsions from 15 to 250 µm at rates up to 12000 Hz for different fluids commonly used in life sciences. Blind predictions by our models for as-yet-unseen fluids, geometries, and device materials yield accurate results, establishing their generalizability. Finally, we generate an easy-to-use design automation tool that yield droplets within 3 µm (<8%) of the desired diameter, facilitating tailored droplet-based platforms and accelerating their utility in life sciences.


Assuntos
Disciplinas das Ciências Biológicas , Microfluídica , Microfluídica/métodos , Emulsões , Automação , Aprendizado de Máquina
11.
Opt Lett ; 38(15): 2767-9, 2013 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-23903136

RESUMO

We present a general approach for optimizing the diffraction efficiency of a phase-type spatial light modulator (SLM). While the SLM displays a one-dimensional phase grating, the phase shift of one pixel in the grating is varied and the first-order diffraction efficiency is measured. This is repeated pixel-by-pixel to find the optimum phase encoding for the device that maximizes the diffraction efficiency. This method compensates for nonlinearity of the modulator phase response and is especially useful for optimizing modulators with less than 2π phase shift.

12.
J Sport Exerc Psychol ; 35(2): 132-43, 2013 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-23535972

RESUMO

It is well documented that competition can affect performance and emotion in sport. However, our understanding of the comparative effects of individual and team competitions on performance and emotion is limited. We also know little about emotion-based mechanisms underlying the effects of different types of competition on performance. To address these issues, 64 participants completed a handgrip endurance task during time-trial, one-on-one, two-on-two, and four-on-four competitions while self-report and possible corroborative physiological measures of enjoyment, anxiety, and effort were assessed. Results indicated that performance, enjoyment, anxiety, and effort increased from individual to team competitions. The observed increases in performance were mediated by increased enjoyment and effort. Our findings illustrate differential effects of individual and team competitions on performance and emotion. Moreover, they indicate that both enjoyment-based and anxiety-based mechanisms can explain changes in performance among different types of individual and team competition.


Assuntos
Desempenho Atlético/psicologia , Comportamento Competitivo , Emoções , Esforço Físico/fisiologia , Feminino , Força da Mão , Humanos , Masculino , Força Muscular , Adulto Jovem
13.
J Ren Care ; 49(3): 191-197, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-35975294

RESUMO

BACKGROUND: Nurse sensitive indicators measure the quality of nursing care. Although there are some haemodialysis nurse sensitive indicators, there are currently no validated audit tools available to measure the indicators. OBJECTIVES: To test the validity of the McIntyre Audit Tool. DESIGN: This study used a descriptive observation design conducted over two phases to assess face and content validity. PARTICIPANTS: An expert panel of haemodialysis nurses (n = 13). METHODS: Face validity (phase 1) involved 13 nurses in two focus groups who reviewed the audit tool with qualitative data generated analysed to identify common themes. Phase 2 used a modified version of the audit tool to test for content validity for each item and then scale level content validity was calculated by combining all item scores. MEASUREMENTS: Ten nurses rated 26 indicators in the audit tool using a 4-point Likert scale to assess each item for clarity, relevance, appropriateness, and ambiguity. RESULTS: All 26-haemodialysis nurse sensitive indicators achieved item content validity indices ranging from 0.825 to 1.00 with a scale content validity index average of 0.910. However, based on feedback from phase 2, 6 outcome indicators were removed from the audit tool to reduce staff burden and assist with ease of use. The final audit tool had an excellent average scale content validity index of 0.924. CONCLUSIONS: The McIntyre Audit Tool to measure 20 haemodialysis nurse sensitive indicators has been validated. It now requires feasibility and reliability testing before auditing the quality of haemodialysis nursing care.


Assuntos
Cuidados de Enfermagem , Humanos , Reprodutibilidade dos Testes , Inquéritos e Questionários , Psicometria , Diálise Renal
14.
J Matern Fetal Neonatal Med ; 36(1): 2195524, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36999381

RESUMO

BACKGROUND: Early prevention of gestational diabetes mellitus (GDM) is important to reduce the risk of adverse pregnancy outcomes and post-pregnancy cardiometabolic risk in women and offspring over the life course. This study aimed to investigate some blood biomarkers before pregnancy as GDM predictors. METHODS: We investigated the prospective association of blood biomarkers before pregnancy and GDM risk among women from the Mater-University of Queensland Study of Pregnancy (MUSP) cohort. A multiple logistic regression model was applied to estimate the odds of experiencing GDM by blood biomarkers. RESULTS: Out of 525 women included in this study, the prevalence of GDM was 7.43%. There was an increased risk of experiencing GDM among women who experienced obesity (Odds ratio = OR 2.4; 95% confidence interval = CI 1.6-3.7), had high fasting blood glucose (OR = 2.2; 95% CI = 1.3-3.8), high insulin (OR = 1.1; 95% CI = 1.0-1.2), high insulin resistance (OR = 1.2; 95% CI = 1.0-1.3) and low high-density lipoprotein (OR = 0.2; 95% CI = 0.1-0.7) before pregnancy. Adjustment for potential confounders, such as age, marital status, and BMI did not attenuate these associations substantially. CONCLUSION: The pre-pregnancy fasting blood glucose, insulin, and insulin resistance were independent predictors of GDM. They may be used as early markers for predicting the incidence of GDM.


Assuntos
Diabetes Gestacional , Hiperglicemia , Resistência à Insulina , Gravidez , Humanos , Feminino , Diabetes Gestacional/diagnóstico , Diabetes Gestacional/epidemiologia , Hemoglobinas Glicadas , Glicemia , Estudos de Coortes , Insulina , Biomarcadores , Hiperglicemia/complicações , Lipídeos , Jejum , Índice de Massa Corporal , Fatores de Risco
15.
J Ren Care ; 2023 Jul 26.
Artigo em Inglês | MEDLINE | ID: mdl-37493346

RESUMO

BACKGROUND: Nurse-sensitive indicators (NSI) assess the quality of nursing care provided to patients. These indicators assess the structures (supportive measures), processes (nursing actions) and outcomes of care. The McIntyre Audit Tool (MAT) was developed to measure haemodialysis NSIs. OBJECTIVES: The objective of this study is to evaluate the feasibility and utility of the MAT in measuring haemodialysis NSIs in clinical practice. DESIGN: Multisite nonrandomized feasibility study. PARTICIPANTS: A convenience sample of nurses (n = 30) were recruited from two haemodialysis units in Australia. MEASUREMENTS: Participants completed the MAT once daily for 1 week, to measure the extent the clinical indicators were being met. Feasibility data including utility and acceptability of the tool was collected once from each participant. Data were analysed descriptively. RESULTS: Participants completed a total of 97 audits. Results revealed the majority of structural (75%) and process indicators (73%) were being achieved although some variation between sites was observed. Results for the outcome indicators showed more variation (5.9%-94.1). Feasibility results found most nurses (79%) took <5 min to complete the MAT and found the tool easy to use (91.7%). Most participants (83.3%) reported audits could be completed during a shift and auditing was easily implemented (79.2%). CONCLUSION: Use of the MAT in clinical practice is a feasible and acceptable way of auditing the quality of haemodialysis nursing practice. The tool could be used to establish minimum standards and improve the quality of nursing care in haemodialysis units, also enabling benchmarking between services.

16.
Lab Chip ; 23(23): 4997-5008, 2023 Nov 21.
Artigo em Inglês | MEDLINE | ID: mdl-37909215

RESUMO

Droplet generation is a fundamental component of droplet microfluidics, compartmentalizing biological or chemical systems within a water-in-oil emulsion. As adoption of droplet microfluidics expands beyond expert labs or integrated devices, quality metrics are needed to contextualize the performance capabilities, improving the reproducibility and efficiency of operation. Here, we present two quality metrics for droplet generation: performance versatility, the operating range of a single device, and stability, the distance of a single operating point from a regime change. Both metrics were characterized in silico and validated experimentally using machine learning and rapid prototyping. These metrics were integrated into a design automation workflow, DAFD 2.0, which provides users with droplet generators of a desired performance that are versatile or flow stable. Versatile droplet generators with stable operating points accelerate the development of sophisticated devices by facilitating integration of other microfluidic components and improving the accuracy of design automation tools.

17.
Lab Chip ; 22(16): 2925-2937, 2022 08 09.
Artigo em Inglês | MEDLINE | ID: mdl-35904162

RESUMO

Microfluidics has developed into a mature field with applications across science and engineering, having particular commercial success in molecular diagnostics, next-generation sequencing, and bench-top analysis. Despite its ubiquity, the complexity of designing and controlling custom microfluidic devices present major barriers to adoption, requiring intuitive knowledge gained from years of experience. If these barriers were overcome, microfluidics could miniaturize biological and chemical research for non-experts through fully-automated platform development and operation. The intuition of microfluidic experts can be captured through machine learning, where complex statistical models are trained for pattern recognition and subsequently used for event prediction. Integration of machine learning with microfluidics could significantly expand its adoption and impact. Here, we present the current state of machine learning for the design and control of microfluidic devices, its possible applications, and current limitations.


Assuntos
Técnicas Analíticas Microfluídicas , Microfluídica , Sequenciamento de Nucleotídeos em Larga Escala , Dispositivos Lab-On-A-Chip , Aprendizado de Máquina
18.
EClinicalMedicine ; 52: 101591, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-36016694

RESUMO

Background: Modifiable non-communicable disease (NCD) risk factors are becoming increasingly common among adolescents, with clustering of these risk factors in individuals of particular concern. The aim of this study was to assess global status of clustering of common modifiable NCD risk factors among adolescents. Methods: We used latest available data from nationally representative survey for 140 countries, namely the Global School-based Student Health Survey, the Health Behaviour in School-Aged Children and the longitudinal study of Australian Children. Weighted mean estimates of prevalence with corresponding 95% confidence intervals of nine NCD risk factors - physical inactivity, sedentary behaviour, insufficient fruits and vegetable consumption, carbonated soft drink consumption, fast food consumption, tobacco use, alcohol consumption and overweight/obesity - were calculated by country, region and sex. Findings: Over 487,565 adolescents, aged 11-17 years, were included in this study. According to trend analysis, prevalence of four or more NCD risk factors increased gradually over time. Prevalence of four or more NCD risk factors was 14.8% in 2003-2007 and increased to 44% in 2013-2017, an approximately three-fold increase (44.0%). Similar trends were also observed for three and two risk factors. Large variation between countries in the prevalence of adolescents with four or more risk factors was found in all regions. The country level range was higher in the South-East Asia Region (minimum Sri Lanka = 8%, maximum Myanmar = 84%) than Western Pacific Region (minimum China = 3%, maximum Niue = 72%), European Region (minimum Sweden = 13.9%, maximum Ireland = 66.0%), African Region (minimum Senegal = 0.8%, maximum Uganda = 82.1%) and Eastern Mediterranean Region (minimum Libya = 0.2%, maximum Lebanon = 80.2%). Insufficient vegetable consumption, insufficient fruit consumption and physically inactivity were three of the four most prevalent risk factors in all regions. Interpretation: Our results suggest a high prevalence of four or more NCD risk factors in adolescents globally, although variation was found between countries. Results from our study indicate that efforts to reduce adolescent NCD risk factors and the associated health burden need to be improved. These findings can assist policy makers to target the rollout of country- specific interventions. Funding: None.

19.
SLAS Technol ; 27(5): 302-311, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-35718332

RESUMO

In 2019, the first cases of SARS-CoV-2 were detected in Wuhan, China, and by early 2020 the first cases were identified in the United States. SARS-CoV-2 infections increased in the US causing many states to implement stay-at-home orders and additional safety precautions to mitigate potential outbreaks. As policies changed throughout the pandemic and restrictions lifted, there was an increase in demand for COVID-19 testing which was costly, difficult to obtain, or had long turn-around times. Some academic institutions, including Boston University (BU), created an on-campus COVID-19 screening protocol as part of a plan for the safe return of students, faculty, and staff to campus with the option for in-person classes. At BU, we put together an automated high-throughput clinical testing laboratory with the capacity to run 45,000 individual tests weekly by Fall of 2020, with a purpose-built clinical testing laboratory, a multiplexed reverse transcription PCR (RT-qPCR) test, robotic instrumentation, and trained staff. There were many challenges including supply chain issues for personal protective equipment and testing materials in addition to equipment that were in high demand. The BU Clinical Testing Laboratory (CTL) was operational at the start of Fall 2020 and performed over 1 million SARS-CoV-2 PCR tests during the 2020-2021 academic year.


Assuntos
COVID-19 , SARS-CoV-2 , COVID-19/diagnóstico , Teste para COVID-19 , Humanos , Pandemias/prevenção & controle , Reação em Cadeia da Polimerase em Tempo Real/métodos , Estados Unidos
20.
J Ren Care ; 47(1): 27-33, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-32734685

RESUMO

BACKGROUND: Intradialytic hypotension (IDH) is one of the most common complications associated with haemodialysis (HD), yet the frequency of patient assessment by nurses varies in practice. We sought to measure the frequency of nursing assessments before, during and after HD and to identify any predictors of IDH. OBJECTIVES: To audit the frequency, nursing management and contributing factors of IDH. DESIGN: A prospective clinical audit was undertaken over 4 weeks. PARTICIPANTS: Nurses completed audit sheets on 132 patients at three chronic HD units. MEASUREMENTS: The audit tool consisted of 34 questions related to demographics, HD prescription, frequency of monitoring and nursing interventions. RESULTS: A total of 1584 sessions were performed with 876 (55.3%) audits returned, of which 452 were useable. There were 74 actual episodes of IDH, and a further 72 potential episodes may have been prevented due to nursing intervention. Most nurses reported assessing patients before starting HD and as required before an actual or potential IDH event (n = 85; 63%); few hourly assessments were performed. Predictors of IDH were systolic blood pressure ≤140 mmHg, having more than four comorbidities, dialysate temperature > 36°C, calcium < 1.3 mmol/L and a shorter dialysis session (3.0-4.5 h). These predictors explained 14.1% of the variance in hypotensive episodes during HD. CONCLUSION: This clinical audit highlighted the importance of assessing blood pressure trends during HD to preemptively intervene before IDH developing. The audit has resulted in a practice change to hourly assessments. Follow-up audits of practice should occur.


Assuntos
Hipotensão/etiologia , Falência Renal Crônica/terapia , Diálise Renal/efeitos adversos , Idoso , Austrália/epidemiologia , Feminino , Humanos , Hipotensão/epidemiologia , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Diálise Renal/métodos , Diálise Renal/estatística & dados numéricos
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