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1.
Artigo em Inglês | MEDLINE | ID: mdl-38635834

RESUMO

BACKGROUND: The anti-IgE monoclonal, omalizumab, is widely used for severe asthma. This study aimed to identify biomarkers that predict clinical improvement during one year of omalizumab treatment. METHODS: 1-year, open-label, Study of Mechanisms of action of Omalizumab in Severe Asthma (SoMOSA) involving 216 severe (GINA step 4/5) uncontrolled atopic asthmatics (≥2 severe exacerbations in previous year) on high-dose inhaled corticosteroids, long-acting ß-agonists, ± mOCS. It had two phases: 0-16 weeks, to assess early clinical improvement by Global Evaluation of Therapeutic Effectiveness (GETE), and 16-52 weeks, to assess late responses by ≥50% reduction in exacerbations or dose of maintenance oral corticosteroids (mOCS). All participants provided samples (exhaled breath, blood, sputum, urine) before and after 16 weeks of omalizumab treatment. RESULTS: 191 patients completed phase 1; 63% had early improvement. Of 173 who completed phase 2, 69% had reduced exacerbations by ≥50%, while 57% (37/65) on mOCS reduced their dose by ≥50%. The primary outcome 2, 3-dinor-11-ß-PGF2α, GETE and standard clinical biomarkers (blood and sputum eosinophils, exhaled nitric oxide, serum IgE) did not predict either clinical response. Five breathomics (GC-MS) and 5 plasma lipid biomarkers strongly predicted the ≥50% reduction in exacerbations (receiver operating characteristic area under the curve (AUC): 0.780 and 0.922, respectively) and early responses (AUC:0.835 and 0.949, respectively). In independent cohorts, the GC-MS biomarkers differentiated between severe and mild asthma. Conclusions This is the first discovery of omics biomarkers that predict improvement to a biologic for asthma. Their prospective validation and development for clinical use is justified. This article is open access and distributed under the terms of the Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/).

2.
Cell Commun Signal ; 22(1): 184, 2024 03 16.
Artigo em Inglês | MEDLINE | ID: mdl-38493137

RESUMO

BACKGROUND: Injury to contractile organs such as the heart, vasculature, urinary bladder and gut can stimulate a pathological response that results in loss of normal contractility. PDGF and TGFß are among the most well studied initiators of the injury response and have been shown to induce aberrant contraction in mechanically active cells of hollow organs including smooth muscle cells (SMC) and fibroblasts. However, the mechanisms driving contractile alterations downstream of PDGF and TGFß in SMC and fibroblasts are incompletely understood, limiting therapeutic interventions. METHODS: To identify potential molecular targets, we have leveraged the analysis of publicly available data, comparing transcriptomic changes in mechanically active cells stimulated with PDGF and TGFß. Additional Analysis of publicly available data sets were performed on SMC and fibroblasts treated in the presence or absence of the MYC inhibitor JQ1. Validation of in silico findings were performed with qPCR, immunoblots, and collagen gel contraction assays measure the effect of JQ1 on cytoskeleton associated genes, proteins and contractility in mechanically active cells. Likelihood ratio test and FDR adjusted p-values were used to determine significant differentially expressed genes. Student ttest were used to calculate statistical significance of qPCR and contractility analyses. RESULTS: Comparing PDGF and TGFß stimulated SMC and fibroblasts identified a shared molecular profile regulated by MYC and members of the AP-1 transcription factor complex. Additional in silico analysis revealed a unique set of cytoskeleton-associated genes that were sensitive to MYC inhibition with JQ1. In vitro validation demonstrated JQ1 was also able to attenuate TGFß and PDGF induced changes to the cytoskeleton and contraction of smooth muscle cells and fibroblasts in vitro. CONCLUSIONS: These findings identify MYC as a key driver of aberrant cytoskeletal and contractile changes in fibroblasts and SMC, and suggest that JQ1 could be used to restore normal contractile function in hollow organs.


Assuntos
Proteínas Nucleares , Fatores de Transcrição , Humanos , Proteínas Nucleares/metabolismo , Fatores de Transcrição/metabolismo , Citoesqueleto/metabolismo , Miócitos de Músculo Liso , Fator de Crescimento Transformador beta/metabolismo , Células Cultivadas
3.
Am J Pathol ; 192(11): 1592-1603, 2022 11.
Artigo em Inglês | MEDLINE | ID: mdl-35985479

RESUMO

Appropriate coordination of smooth muscle contraction and relaxation is essential for normal colonic motility. The impact of perturbed motility ranges from moderate, in conditions such as colitis, to potentially fatal in the case of pseudo-obstruction. The mechanisms underlying aberrant motility and the extent to which they can be targeted pharmacologically are incompletely understood. This study identified colonic smooth muscle as a major site of expression of neuropilin 2 (Nrp2) in mice and humans. Mice with inducible smooth muscle-specific knockout of Nrp2 had an increase in evoked contraction of colonic rings in response to carbachol at 1 and 4 weeks following initiation of deletion. KCl-induced contractions were also increased at 4 weeks. Colonic motility was similarly enhanced, as evidenced by faster bead expulsion in Nrp2-deleted mice versus Nrp2-intact controls. In length-tension analysis of the distal colon, passive tension was similar in Nrp2-deficient and Nrp2-intact mice, but at low strains, active stiffness was greater in Nrp2-deficient animals. Consistent with the findings in conditional Nrp2 mice, Nrp2-null mice showed increased contractility in response to carbachol and KCl. Evaluation of selected proteins implicated in smooth muscle contraction revealed no significant differences in the level of α-smooth muscle actin, myosin light chain, calponin, or RhoA. Together, these findings identify Nrp2 as a novel regulator of colonic contractility that may be targetable in conditions characterized by dysmotility.


Assuntos
Colo , Motilidade Gastrointestinal , Contração Muscular , Músculo Liso , Neuropilina-2 , Animais , Humanos , Camundongos , Carbacol/farmacologia , Colo/metabolismo , Colo/fisiologia , Camundongos Knockout , Contração Muscular/efeitos dos fármacos , Contração Muscular/genética , Músculo Liso/efeitos dos fármacos , Músculo Liso/metabolismo , Neuropilina-2/genética , Neuropilina-2/metabolismo , Motilidade Gastrointestinal/efeitos dos fármacos , Motilidade Gastrointestinal/genética
4.
Paediatr Respir Rev ; 45: 8-10, 2023 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-36460568

RESUMO

Asthma is now the commonest chronic disease of childhood, but not all children with asthma receive equivalent standards of medical care which influences their clinical outcomes. In this paper we sought to determine the proportion of participants in registered clinical trials relating to paediatric or adolescent asthma over the last decade that were from white and non-white backgrounds. We searched the ClinicalTrials.gov database for all completed interventional studies between the dates 1st January 2011 and 1st January 2021 that were on the topic of 'asthma', and included participants below 18 years of age. Of the 500 studies returned, 208 had results available on the ClinicalTrials.gov website. In total, of the 112,327 patients studied, almost 69 % (77,333) of the patients were described as White or Caucasian, and fewer than 13 % (14,189) were described as Black, African, or African-American. Overall, approximately 30 % of study participants - some 34,207 children - were from non-white backgrounds. To redress this imbalance, researchers designing clinical trials must ensure that their study populations are as representative of the target population for the intervention as possible.


Assuntos
Asma , Racismo , Adolescente , Criança , Humanos , Asma/tratamento farmacológico
5.
Value Health ; 25(8): 1390-1398, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35277336

RESUMO

OBJECTIVES: Health technology assessment (HTA) bodies are increasingly making use of real-world evidence and data. High-quality registries could be an asset for this; nevertheless, there is a lack of specified standards to assess the quality of data in the registry, or the registry itself. The European Network for Health Technology Assessment Joint Action 3 led the work to develop a tool for the evaluation of clinical registries: the "Registry Evaluation and Quality Standards Tool" (REQueST). METHODS: REQueST was developed in 4 steps: (1) A partnership between HTA bodies across Europe drafted the assessment criteria. (2) Multiple rounds of consultation across HTA bodies and the public domain developed an Excel version of REQueST. (3) This version was transformed into a web-based application. (4) An external pilot tested this REQueST tool with SMArtCARE and NeuroTransData registries. RESULTS: Haute Autorité de Santé, the National Institute for Health and Care Excellence, and the Croatian Institute of Public Health led the development of REQueST. Another 4 HTA bodies contributed regularly to development meetings, and all European Network for Health Technology Assessment partners were invited to contribute. Eight methodological, 12 essential, and 3 supplementary criteria were identified. Both pilot registries scored well, fulfilling the requirements for >70% of criteria, with none failed. Feedback by registry holders led to streamlining of the process and clarification of the criteria. CONCLUSIONS: The REQueST tool uses an iterative and collaborative methodology with registry holders. It has the potential to maximize the utility of registry data for decision making by regulatory and HTA bodies and provides a foundation for future research.


Assuntos
Tecnologia da Informação , Avaliação da Tecnologia Biomédica , Europa (Continente) , Humanos , Sistema de Registros , Avaliação da Tecnologia Biomédica/métodos
6.
Int J Technol Assess Health Care ; 38(1): e84, 2022 Dec 13.
Artigo em Inglês | MEDLINE | ID: mdl-36510398

RESUMO

Healthcare systems account for a substantial proportion of global carbon emissions and contribute to wider environmental degradation. This scoping review aimed to summarize the evidence currently available on incorporation of environmental and sustainability considerations into health technology assessments (HTAs) and guidelines to support the National In stitute for Health and Care Excellence and analogous bodies in other jurisdictions developing theirown methods and processes. Overall, 7,653 articles were identified, of which 24 were included in this review and split into three key areas - HTA (10 studies), healthcare guidelines (4 studies), and food and dietary guidelines (10 studies). Methodological reviews discussed the pros and cons of different approaches to integrate environmental considerations into HTAs, including adjustments to conventional cost-utility analysis (CUA), cost-benefit analysis, and multicriteria decision analysis. The case studies illustrated the challenges of putting this into practice, such as lack of disaggregated data to evaluate the impact of single technologies and difficulty in conducting thorough life cycle assessments that consider the full environmental effects. Evidence was scant on the incorporation of environmental impacts in clinical practice and public health guidelines. Food and dietary guidelines used adapted CUA based on life cycle assessments, simulation modeling, and qualitative judgments made by expert panels. There is uncertainty on how HTA and guideline committees will handle trade-offs between health and environment, especially when balancing environmental harms that fall largely on society with health benefits for individuals. Further research is warranted to enable integration of environmental considerations into HTA and clinical and public health guidelines.


Assuntos
Saúde Pública , Avaliação da Tecnologia Biomédica , Humanos , Avaliação da Tecnologia Biomédica/métodos , Análise Custo-Benefício , Meio Ambiente
7.
Rheumatology (Oxford) ; 60(5): 2122-2127, 2021 05 14.
Artigo em Inglês | MEDLINE | ID: mdl-33331922

RESUMO

The guideline will be developed using the methods and processes outlined in Creating Clinical Guidelines: Our Protocol [1]. This development process to produce guidance, advice and recommendations for practice has National Institute for Health and Care Excellence (NICE) accreditation.


Assuntos
Antirreumáticos/uso terapêutico , Reumatologia/normas , Síndrome de Sjogren/tratamento farmacológico , Humanos
8.
Rheumatology (Oxford) ; 60(4): 1588-1592, 2021 04 06.
Artigo em Inglês | MEDLINE | ID: mdl-33097948

RESUMO

The aim of this guideline is to provide an update on evidence-based recommendations for treatment of adult patients with PsA. The previous BSR guidelines for PsA were published in 2012 and since that time, there have been many new advanced therapies licensed for PsA. This update will provide practical guidance for clinicians on the optimal selection of advanced therapies taking into account different domains of PsA (arthritis, enthesitis, dactylitis, axial disease and psoriasis) and key associated comorbidities. It will also update guidance on treatment strategy including the use of a treat-to-target approach. The guideline will be developed using the methods and processes outlined in Creating Clinical Guidelines: Our Protocol. (1) This development process to produce guidance, advice and recommendations for practice has National Institute for Health and Care Excellence (NICE) accreditation.


Assuntos
Antirreumáticos/uso terapêutico , Artrite Psoriásica/tratamento farmacológico , Produtos Biológicos/uso terapêutico , Humanos , Reumatologia/normas , Resultado do Tratamento
9.
Mol Ther ; 28(1): 19-28, 2020 01 08.
Artigo em Inglês | MEDLINE | ID: mdl-31672284

RESUMO

Defining the variables that impact the specificity of CRISPR/Cas9 has been a major research focus. Whereas sequence complementarity between guide RNA and target DNA substantially dictates cleavage efficiency, DNA accessibility of the targeted loci has also been hypothesized to be an important factor. In this study, functional data from two genome-wide assays, genome-wide, unbiased identification of DSBs enabled by sequencing (GUIDE-seq) and circularization for in vitro reporting of cleavage effects by sequencing (CIRCLE-seq), have been computationally analyzed in conjunction with DNA accessibility determined via DNase I-hypersensitive sequencing from the Encyclopedia of DNA Elements (ENCODE) Database and transcriptome from the Sequence Read Archive to determine whether cellular factors influence CRISPR-induced cleavage efficiency. CIRCLE-seq and GUIDE-seq datasets were selected to represent the absence and presence of cellular factors, respectively. Data analysis revealed that correlations between sequence similarity and CRISPR-induced cleavage frequency were altered by the presence of cellular factors that modulated the level of DNA accessibility. The above-mentioned correlation was abolished when cleavage sites were located in less accessible regions. Furthermore, CRISPR-mediated edits were permissive even at regions that were insufficient for most endogenous genes to be expressed. These results provide a strong basis to dissect the contribution of local chromatin modulation markers on CRISPR-induced cleavage efficiency.


Assuntos
Proteína 9 Associada à CRISPR/genética , Sistemas CRISPR-Cas/genética , Biologia Computacional/métodos , DNA/genética , Edição de Genes/métodos , Sequência de Bases/genética , Linhagem Celular Tumoral , Cromatina/genética , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas/genética , Bases de Dados Genéticas , Desoxirribonuclease I/genética , Genoma Humano , Células HEK293 , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , RNA Guia de Cinetoplastídeos/genética , RNA-Seq , Transcrição Gênica , Transcriptoma
10.
Am J Physiol Renal Physiol ; 318(4): F901-F910, 2020 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-32116016

RESUMO

The signaling pathways and effectors that drive the response of the bladder to nonmalignant insults or injury are incompletely defined. Interrogation of biological systems has been revolutionized by the ability to generate high-content data sets that capture information on a variety of biomolecules in cells and tissues, from DNA to RNA to proteins. In oncology, such an approach has led to the identification of cancer subtypes, improved prognostic capability, and has provided a basis for precision treatment of patients. In contrast, systematic molecular characterization of benign bladder disorders has lagged behind, such that our ability to uncover novel therapeutic interventions or increase our mechanistic understanding of such conditions is limited. Here, we discuss existing literature on the application of omics approaches, including transcriptomics and proteomics, to urinary tract conditions characterized by pathological tissue remodeling. We discuss molecular pathways implicated in remodeling, challenges in the field, and aspirations for omics-based research in the future.


Assuntos
Genômica , Análise de Célula Única , Biologia de Sistemas , Doenças da Bexiga Urinária/genética , Doenças da Bexiga Urinária/metabolismo , Bexiga Urinária/metabolismo , Animais , Epigênese Genética , Epigenômica , Perfilação da Expressão Gênica , Redes Reguladoras de Genes , Predisposição Genética para Doença , Humanos , Fenótipo , Proteômica , Transcriptoma , Bexiga Urinária/patologia , Bexiga Urinária/fisiopatologia , Doenças da Bexiga Urinária/patologia , Doenças da Bexiga Urinária/fisiopatologia
11.
PLoS Med ; 17(9): e1003245, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32898152

RESUMO

BACKGROUND: Beverages, especially sugar-sweetened beverages (SSBs), have been increasingly subject to policies aimed at reducing their consumption as part of measures to tackle obesity. However, precision targeting of policies is difficult as information on what types of consumers they might affect, and to what degree, is missing. We fill this gap by creating a typology of beverage consumers in Great Britain (GB) based on observed beverage purchasing behaviour to determine what distinct types of beverage consumers exist, and what their socio-demographic (household) characteristics, dietary behaviours, and weight status are. METHODS AND FINDINGS: We used cross-sectional latent class analysis to characterise patterns of beverage purchases. We used data from the 2016 GB Kantar Fast-Moving Consumer Goods (FMCG) panel, a large representative household purchase panel of food and beverages brought home, and restricted our analyses to consumers who purchase beverages regularly (i.e., >52 l per household member annually) (n = 8,675). Six categories of beverages were used to classify households into latent classes: SSBs; diet beverages; fruit juices and milk-based beverages; beer and cider; wine; and bottled water. Multinomial logistic regression and linear regression were used to relate class membership to household characteristics, self-reported weight status, and other dietary behaviours, derived from GB Kantar FMCG. Seven latent classes were identified, characterised primarily by higher purchases of 1 or 2 categories of beverages: 'SSB' (18% of the sample; median SSB volume = 49.4 l/household member/year; median diet beverage volume = 38.0 l), 'Diet' (16%; median diet beverage volume = 94.4 l), 'Fruit & Milk' (6%; median fruit juice/milk-based beverage volume = 30.0 l), 'Beer & Cider' (7%; median beer and cider volume = 36.3 l; median diet beverage volume = 55.6 l), 'Wine' (18%; median wine volume = 25.5 l; median diet beverage volume = 34.3 l), 'Water' (4%; median water volume = 46.9 l), and 'Diverse' (30%; diversity of purchases, including median SSB volume = 22.4 l). Income was positively associated with being classified in the Diverse class, whereas low social grade was more likely for households in the classes SSB, Diet, and Beer & Cider. Obesity (BMI > 30 kg/m2) was more prevalent in the class Diet (41.2%, 95% CI 37.7%-44.7%) despite households obtaining little energy from beverages in that class (17.9 kcal/household member/day, 95% CI 16.2-19.7). Overweight/obesity (BMI > 25 kg/m2) was above average in the class SSB (66.8%, 95% CI 63.7%-69.9%). When looking at all groceries, households from the class SSB had higher total energy purchases (1,943.6 kcal/household member/day, 95% CI 1,901.7-1,985.6), a smaller proportion of energy from fruits and vegetables (6.0%, 95% CI 5.8%-6.3%), and a greater proportion of energy from less healthy food and beverages (54.6%, 95% CI 54.0%-55.1%) than other classes. A greater proportion of energy from sweet snacks was observed for households in the classes SSB (18.5%, 95% CI 18.1%-19.0%) and Diet (18.8%, 95% CI 18.3%-19.3%). The main limitation of our analyses, in common with other studies, is that our data do not include information on food and beverage purchases that are consumed outside the home. CONCLUSIONS: Amongst households that regularly purchase beverages, those that mainly purchased high volumes of SSBs or diet beverages were at greater risk of obesity and tended to purchase less healthy foods, including a high proportion of energy from sweet snacks. These households might additionally benefit from policies targeting unhealthy foods, such as sweet snacks, as a way of reducing excess energy intake.


Assuntos
Bebidas/economia , Comércio/tendências , Comportamento do Consumidor/economia , Adulto , Animais , Bebidas Adoçadas Artificialmente , Cerveja , Peso Corporal , Comportamento do Consumidor/estatística & dados numéricos , Estudos Transversais , Água Potável , Características da Família , Feminino , Sucos de Frutas e Vegetais , Humanos , Renda , Análise de Classes Latentes , Masculino , Leite , Inquéritos Nutricionais , Obesidade/psicologia , Reino Unido , Vinho
12.
J Obstet Gynaecol Can ; 42(12): 1489-1497, 2020 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33039315

RESUMO

INTRODUCTION: Neonatal hypoxic-ischemic encephalopathy (HIE) is associated with neonatal mortality, acute neurological injury, and long-term neurodevelopmental disabilities; however, the association between intrapartum factors and HIE remains unclear. METHODS: This population-based cohort study used linked obstetrical and newborn data derived from the Nova Scotia Atlee Perinatal Database (NSAPD, 1988-2015) and the AC Allen Perinatal Follow-Up Program Database (2006-2015) for all pregnancies with live, non-anomalous newborns ≥35 weeks gestation, not delivered by pre-labour cesarean section. Temporal trends in HIE incidence were described, and logistic regression estimated odds ratios (OR) with 95% confidence intervals (CI) for the association of intrapartum factors with HIE. RESULTS: The NSAPD identified 227 HIE cases in the population of 226 711 deliveries from 1988 to 2015. Women with clinical chorioamnionitis in labour (OR 8.0; 95% CI 3.9-16), emergency cesarean delivery (OR 10; 95% CI 7.6-14), shoulder dystocia (OR 3.5; 95% CI 2.1-5.7), placental abruption (OR 18; 95% CI 11-29), and cord prolapse (OR 30; 95% CI 15-61) were more likely to have newborns with HIE. Two-thirds of newborns with HIE had an abnormal intrapartum fetal heart rate tracing. The mortality rate among infants with HIE was 27% by 3 years of age. Neurodevelopmental outcomes in the surviving infants were normal in 43% and showed severe developmental delay in 40%. CONCLUSION: Overall, the rate of HIE was low in infants born at ≥35 weeks gestation. The identification of associated intrapartum factors should promote increased surveillance in these clinical situations and emphasize the importance of careful management to optimize newborn outcomes.


Assuntos
Hipóxia-Isquemia Encefálica/epidemiologia , Hipóxia-Isquemia Encefálica/etiologia , Morte Perinatal , Cesárea , Estudos de Coortes , Feminino , Humanos , Incidência , Lactente , Recém-Nascido , Nova Escócia/epidemiologia , Complicações do Trabalho de Parto , Gravidez , Resultado da Gravidez/epidemiologia , Prognóstico , Fatores de Risco
14.
Age Ageing ; 48(2): 247-253, 2019 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-30624572

RESUMO

AIMS AND OBJECTIVES: to examine the hypothesis that obesity is protective for dementia, we compared the associations of death from dementia with body weight and body mass index (BMI) in both middle and old age. DESIGN: height and weight were measured in a prospective study of 19,019 middle-aged men in the Whitehall study in 1967-70 and in 6,158 surviving participants at resurvey in 1997. Cox regression was used to examine the associations of death from dementia over a 40-year period with weight or BMI measured by health professionals in middle and old age adjusting for age, smoking habits, employment grade and marital status. SETTING: central government employees in London, UK. MAIN OUTCOMES MEASURE: death due to dementia in 320 participants. RESULTS: body weight measured in middle age was weakly inversely associated with death from dementia (hazard ratio 0.98 [95%CI: 0.97-0.99] per kg), but neither height nor BMI were related to risk of dementia. In contrast, body weight in old age was more strongly inversely related to deaths from dementia (0.96; [0.95-0.98] per kg) as was BMI (0.92 [0.86-0.97] per kg/m2). Weight loss over the 30 years between baseline and resurvey was associated with a higher risk of death from dementia, with an adjusted HR per kg/30 years of 1.04 [95%CI: 1.02-1.08] and the association with loss of BMI was even stronger (adjusted HR of 1.10 [1.03-1.19]) per kg/m2 decrease. CONCLUSIONS: the stronger inverse associations of deaths from dementia with BMI in old age, compared with middle age, together with strong positive associations of loss of BMI or body weight between middle and old age casts doubt on previous suggestions that obesity protects against death from dementia.


Assuntos
Adiposidade , Demência/mortalidade , Fatores Etários , Idoso , Estatura , Índice de Massa Corporal , Peso Corporal , Demência/etiologia , Emprego/economia , Emprego/estatística & dados numéricos , Humanos , Londres/epidemiologia , Masculino , Estado Civil , Pessoa de Meia-Idade , Obesidade/complicações , Modelos de Riscos Proporcionais , Estudos Prospectivos , Fatores de Risco , Fumar/efeitos adversos , Fumar/epidemiologia
19.
BMC Pregnancy Childbirth ; 18(1): 333, 2018 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-30111303

RESUMO

BACKGROUND: While there is increasing interest in identifying pregnancies at risk for adverse outcome, existing prediction models have not adequately assessed population-based risks, and have been based on conventional regression methods. The objective of the current study was to identify predictors of fetal growth abnormalities using logistic regression and machine learning methods, and compare diagnostic properties in a population-based sample of infants. METHODS: Data for 30,705 singleton infants born between 2009 and 2014 to mothers resident in Nova Scotia, Canada was obtained from the Nova Scotia Atlee Perinatal Database. Primary outcomes were small (SGA) and large for gestational age (LGA). Maternal characteristics pre-pregnancy and at 26 weeks were studied as predictors. Logistic regression and select machine learning methods were used to build the models, stratified by parity. Area under the curve was used to compare the models; relative importance of predictors was compared qualitatively. RESULTS: 7.9% and 13.5% of infants were SGA and LGA, respectively; 48.6% of births were to primiparous women and 51.4% were to multiparous women. Prediction of SGA and LGA was poor to fair (area under the curve 60-75%) and improved with increasing parity and pregnancy information. Smoking, previous low birthweight infant, and gestational weight gain were important predictors for SGA; pre-pregnancy body mass index, gestational weight gain, and previous macrosomic infant were the strongest predictors for LGA. CONCLUSIONS: The machine learning methods used in this study did not offer any advantage over logistic regression in the prediction of fetal growth abnormalities. Prediction accuracy for SGA and LGA based on maternal information is poor for primiparous women and fair for multiparous women.


Assuntos
Macrossomia Fetal/epidemiologia , Ganho de Peso na Gestação , Modelos Logísticos , Aprendizado de Máquina , Adulto , Índice de Massa Corporal , Estudos de Coortes , Feminino , Desenvolvimento Fetal , Humanos , Recém-Nascido , Recém-Nascido Pequeno para a Idade Gestacional , Redes Neurais de Computação , Nova Escócia/epidemiologia , Gravidez , Segundo Trimestre da Gravidez , Estudos Retrospectivos , Fumar/epidemiologia , Estatística como Assunto , Adulto Jovem
20.
Hum Genet ; 136(10): 1363-1373, 2017 10.
Artigo em Inglês | MEDLINE | ID: mdl-28836065

RESUMO

Uterine fibroids are benign tumors of the uterus affecting up to 77% of women by menopause. They are the leading indication for hysterectomy, and account for $34 billion annually in the United States. Race/ethnicity and age are the strongest known risk factors. African American (AA) women have higher prevalence, earlier onset, and larger and more numerous fibroids than European American women. We conducted a multi-stage genome-wide association study (GWAS) of fibroid risk among AA women followed by in silico genetically predicted gene expression profiling of top hits. In Stage 1, cases and controls were confirmed by pelvic imaging, genotyped and imputed to 1000 Genomes. Stage 2 used self-reported fibroid and GWAS data from 23andMe, Inc. and the Black Women's Health Study. Associations with fibroid risk were modeled using logistic regression adjusted for principal components, followed by meta-analysis of results. We observed a significant association among 3399 AA cases and 4764 AA controls at rs739187 (risk-allele frequency = 0.27) in CYTH4 (OR (95% confidence interval) = 1.23 (1.16-1.30), p value = 7.82 × 10-9). Evaluation of the genetic association results with MetaXcan identified lower predicted gene expression of CYTH4 in thyroid tissue as significantly associated with fibroid risk (p value = 5.86 × 10-8). In this first multi-stage GWAS for fibroids among AA women, we identified a novel risk locus for fibroids within CYTH4 that impacts gene expression in thyroid and has potential biological relevance for fibroids.


Assuntos
Negro ou Afro-Americano/genética , Moléculas de Adesão Celular , Regulação Neoplásica da Expressão Gênica , Frequência do Gene , Fatores de Troca do Nucleotídeo Guanina , Leiomioma , Proteínas de Neoplasias , Neoplasias Uterinas , Adulto , Alelos , Moléculas de Adesão Celular/biossíntese , Moléculas de Adesão Celular/genética , Feminino , Loci Gênicos , Estudo de Associação Genômica Ampla , Fatores de Troca do Nucleotídeo Guanina/biossíntese , Fatores de Troca do Nucleotídeo Guanina/genética , Humanos , Leiomioma/genética , Leiomioma/metabolismo , Pessoa de Meia-Idade , Proteínas de Neoplasias/biossíntese , Proteínas de Neoplasias/genética , Fatores de Risco , Neoplasias Uterinas/genética , Neoplasias Uterinas/metabolismo
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