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1.
Med Teach ; : 1-8, 2024 Mar 09.
Artigo em Inglês | MEDLINE | ID: mdl-38460191

RESUMO

PURPOSE: Serious games (SGs) have great potential for pediatric medical education. This study evaluated the efficacy of a SG in improving learner satisfaction, knowledge, and behavior. MATERIALS AND METHODS: This was an investigator-blinded randomized controlled trial (RCT) comparing a SG against two controls: (i) adaptive tutorial (AT), and (ii) low-stimulus control (LSC). SG is a highly immersive role-playing game in a virtual hospital. AT delivers interactive web-based lessons. LSC is paper-based clinical practice guidelines. Metropolitan senior medical students at UNSW were eligible. A total of 154 enrolled and were block randomized to one intervention. Participants had access to one intervention for 8 weeks which taught pediatric acute asthma and seizure assessment and management. Satisfaction was assessed with Likert-scale responses to 5 statements and 2 free-text comments. Knowledge was assessed with 10 multiple-choice questions (MCQs). Clinical behavior was assessed during a 30-point simulated clinical management scenario (CMS). Primary analysis was performed on a modified intention-to-treat basis and compared: (1) SG vs. AT; and (2) SG vs. LSC. RESULTS: A total of 118 participants were included in the primary analysis (modified intention-to-treat model). No significant differences in MCQ results between the SG and control groups. SG group outperformed the LSC group in the CMS, with a moderate effect (score out of 30: 20.8 (3.2) vs. 18.7 (3.2), respectively, d = 0.65 (0.2-1.1), p = 0.005). No statistically significant difference between SG and AT groups in the CMS (score: 20.8 (3.2) vs. 19.8 (3.1), respectively, d = 0.31 (-0.1 to 0.8), p = 0.18). A sensitivity analysis (per-protocol model) was performed with similar outcomes. CONCLUSIONS: This is the first investigator-blinded RCT assessing the efficacy of a highly immersive SG on learner attitudes, knowledge acquisition, and performance in simulated pediatric clinical scenarios. The SG demonstrated improved translation of knowledge to a simulated clinical environment, particularly compared to LSC. SGs show promise in pediatric medical education.

2.
JBJS Case Connect ; 14(1)2024 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-38394316

RESUMO

CASE: A 31-year-old patient presented with an encapsulated sciatic nerve secondary to extensive hip heterotopic ossification (HO), which prevented visualization of a safe osteotomy site to avoid nerve damage. The 3D-printed model demonstrated an easily identifiable osseous reference point along the inferior aspect of the heterotopic mass, allowing for a vertical osteotomy to be safely performed. CONCLUSION: HO is associated with loss of normal anatomic topography. The current case report illustrates the use of a 3D-printed model to identify pertinent anatomic landmarks required for safe decompression of an encapsulated sciatic nerve within the anatomic region of the hip.


Assuntos
Ossificação Heterotópica , Nervo Isquiático , Humanos , Adulto , Nervo Isquiático/cirurgia , Ossificação Heterotópica/diagnóstico por imagem , Ossificação Heterotópica/cirurgia , Ossificação Heterotópica/complicações , Osteotomia/efeitos adversos , Descompressão/efeitos adversos , Impressão Tridimensional
3.
Intern Med J ; 54(1): 26-34, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-37490496

RESUMO

Iron deficiency is the most common nutritional deficiency worldwide, with significant adverse health consequences in the presence or absence of anaemia. Total dose intravenous iron replacement is recommended for replacement of iron in patients with severe iron deficiency, especially in the presence of anaemia, intolerance or inefficacy following oral iron, or states of inflammation where upregulation of hepcidin may impair gastrointestinal absorption of iron. Currently, available intravenous iron formulations have been demonstrated to have an excellent overall safety profile, but potential adverse effects, including skin staining, infusion-related reactions and hypophosphataemia, have been described. Knowledge of differences in administration and safety profiles of currently available iron formulations will allow appropriate prescription, counselling, as well as recognition and management of adverse events in patients requiring intravenous iron.


Assuntos
Anemia Ferropriva , Deficiências de Ferro , Humanos , Ferro/efeitos adversos , Anemia Ferropriva/tratamento farmacológico , Administração Intravenosa
4.
Gut Microbes ; 15(2): 2266627, 2023 12.
Artigo em Inglês | MEDLINE | ID: mdl-37853762

RESUMO

Immigration to a highly industrialized nation has been associated with metabolic disease and simultaneous shifts in microbiota composition, but the underlying mechanisms are challenging to test in human studies. Here, we conducted a pilot study to assess the differential effects of human gut microbiota collected from the United States (US) and rural Thailand on the murine gut mucosa and immune system. Colonization of germ-free mice with microbiota from US individuals resulted in an increased accumulation of innate-like CD8 T cells in the small intestine lamina propria and intra-epithelial compartments when compared to colonization with microbiota from Thai individuals. Both TCRγδ and CD8αα T cells showed a marked increase in mice receiving Western microbiota and, interestingly, this phenotype was also associated with an increase in intestinal mucus thickness. Serendipitously, an accidentally infected group of mice corroborated this association between elevated inflammatory response and increased mucus thickness. These results suggest that Western-associated human gut microbes contribute to a pro-inflammatory immune response.


Assuntos
Microbioma Gastrointestinal , Humanos , Camundongos , Animais , Inflamação , Projetos Piloto , Mucosa Intestinal/metabolismo , Muco , Linfócitos T CD8-Positivos
5.
G3 (Bethesda) ; 13(11)2023 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-37708394

RESUMO

Northern red oak (Quercus rubra L.) is an ecologically and economically important forest tree native to North America. We present a chromosome-scale genome of Q. rubra generated by the combination of PacBio sequences and chromatin conformation capture (Hi-C) scaffolding. This is the first reference genome from the red oak clade (section Lobatae). The Q. rubra assembly spans 739 Mb with 95.27% of the genome in 12 chromosomes and 33,333 protein-coding genes. Comparisons to the genomes of Quercus lobata and Quercus mongolica revealed high collinearity, with intrachromosomal structural variants present. Orthologous gene family analysis with other tree species revealed that gene families associated with defense response were expanding and contracting simultaneously across the Q. rubra genome. Quercus rubra had the most CC-NBS-LRR and TIR-NBS-LRR resistance genes out of the 9 species analyzed. Terpene synthase gene family comparisons further reveal tandem gene duplications in TPS-b subfamily, similar to Quercus robur. Phylogenetic analysis also identified 4 subfamilies of the IGT/LAZY gene family in Q. rubra important for plant structure. Single major QTL regions were identified for vegetative bud break and marcescence, which contain candidate genes for further research, including a putative ortholog of the circadian clock constituent cryptochrome (CRY2) and 8 tandemly duplicated genes for serine protease inhibitors, respectively. Genome-environment associations across natural populations identified candidate abiotic stress tolerance genes and predicted performance in a common garden. This high-quality red oak genome represents an essential resource to the oak genomic community, which will expedite comparative genomics and biological studies in Quercus species.


Assuntos
Quercus , Quercus/genética , Filogenia , Haplótipos , Genômica , Cromossomos
6.
J Med Microbiol ; 72(6)2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37294285

RESUMO

Organic acids (short chain fatty acids, amino acids, etc.) are common metabolic byproducts of commensal bacteria of the gut and oral cavity in addition to microbiota associated with chronic infections of the airways, skin, and soft tissues. A ubiquitous characteristic of these body sites in which mucus-rich secretions often accumulate in excess, is the presence of mucins; high molecular weight (HMW), glycosylated proteins that decorate the surfaces of non-keratinized epithelia. Owing to their size, mucins complicate quantification of microbial-derived metabolites as these large glycoproteins preclude use of 1D and 2D gel approaches and can obstruct analytical chromatography columns. Standard approaches for quantification of organic acids in mucin-rich samples typically rely on laborious extractions or outsourcing to laboratories specializing in targeted metabolomics. Here we report a high-throughput sample preparation process that reduces mucin abundance and an accompanying isocratic reverse phase high performance liquid chromatography (HPLC) method that enables quantification of microbial-derived organic acids. This approach allows for accurate quantification of compounds of interest (0.01 mM - 100 mM) with minimal sample preparation, a moderate HPLC method run time, and preservation of both guard and analytical column integrity. This approach paves the way for further analyses of microbial-derived metabolites in complex clinical samples.


Assuntos
Mucinas , Sistema Respiratório , Mucinas/metabolismo , Cromatografia Líquida de Alta Pressão/métodos , Aminoácidos , Ácidos Graxos Voláteis
9.
Hypertension ; 80(7): 1393-1402, 2023 07.
Artigo em Inglês | MEDLINE | ID: mdl-37039016

RESUMO

Gut dysfunction has emerged as a contributor to hypertension, the leading risk factor for disease globally, including stroke, heart failure, and kidney disease. This is underpinned by breakdown of the homeostatic relationship connecting intestinal epithelial function, the microbiota and immune responses. Antihypertensive medications have been shown to reverse intestinal dysfunction and gut dysbiosis. However, the mechanisms underlying this restoration of gut structure and function remain largely unknown. In this review, we examine current knowledge supporting a role for impaired intestinal epithelial permeability in hypertension, focusing on electrolyte movement, the renin-angiotensin-aldosterone system, and the restorative effects of orally administered antihypertensive medications and antibiotics. Further work is required to determine if the association between intestinal dysfunction and hypertension is causal. This is a rapidly evolving field, with intestinal dysfunction and dysbiosis representing an area that may be exploited to improve treatment of hypertension and cardiovascular disease.


Assuntos
Microbioma Gastrointestinal , Hipertensão , Humanos , Anti-Hipertensivos/uso terapêutico , Anti-Hipertensivos/farmacologia , Disbiose/complicações , Antibacterianos/efeitos adversos , Microbioma Gastrointestinal/fisiologia
10.
Spine (Phila Pa 1976) ; 48(6): E70-E77, 2023 Mar 15.
Artigo em Inglês | MEDLINE | ID: mdl-36728792

RESUMO

STUDY DESIGN: Cadaveric study. BACKGROUND CONTEXT: Transforaminal lumbar interbody fusion (TLIF) represents a well-documented operative surgical technique utilized in the management of lumbar pathology requiring interbody arthrodesis. The microstructural properties of impaction grafting (IG) after TLIF has yet to be reported. PURPOSE: The current study was designed first, to quantify the degree, to which IG augmentation would increase intrabody final bone volume and bone graft surface contact area with the endplates; secondly to quantify the volumes of locally harvested bone and bone needed for maximal impaction. MATERIALS AND METHODS: Three cadaveric lumbosacral spine specimens were dissected into L1-L2, L3-L4, and L5-S1 motion segments for a total of 9 functional spinal units. Each interbody unit underwent a TLIF procedure with the implantation of an interbody spacer containing autogenous morselized bone. Microcomputed tomography scans were then performed to evaluate the final bone volume and bone surface contact area (BSCA). Subsequently, IG augmented TLIF procedure was carried and microcomputed tomography scans were repeated. RESULTS: IG augmentation of TLIF exhibited a 346% increase in final bone volume (TLIF: 0.30 ± 0.07 cm 3 ; IG-TLIF: 1.34 ± 0.42 cm 3 ; P < 0.05) and a 152% increase in BSCA (TLIF: 45.06 ± 15.47%; IG-TLIF: 68.28 ± 6.85%; P < 0.05) when compared with the nonimpacted TLIF treatment. In addition, the average amount of autogenous bone collected was 8.21±2.08 cm 3 , which sufficiently fulfilled the requirements for bone grafting (TLIF: 1.23 ± 0.40 cm 3 ; IG-TLIF 6.42 ± 1.20 cm 3 ). CONCLUSIONS: IG augmentation of TLIF significantly improved final bone volume in the disc space and BSCA with vertebral endplates in vitro. CLINICAL SIGNIFICANCE: Greater BSCA and final volume of bone graft reflect promisingly on their potential to increase fusion rates. Clinical studies will be needed to corroborate these findings.


Assuntos
Vértebras Lombares , Fusão Vertebral , Humanos , Microtomografia por Raio-X , Vértebras Lombares/cirurgia , Fusão Vertebral/métodos , Fenômenos Biomecânicos , Cadáver
11.
Genome Biol Evol ; 15(2)2023 02 03.
Artigo em Inglês | MEDLINE | ID: mdl-36718542

RESUMO

Change in gene family size has been shown to facilitate adaptation to different selective pressures. This includes gene duplication to increase dosage or diversification of enzymatic substrates and gene deletion due to relaxed selection. We recently found that the PON1 gene, an enzyme with arylesterase and lactonase activity, was lost repeatedly in different aquatic mammalian lineages, suggesting that the PON gene family is responsive to environmental change. We further investigated if these fluctuations in gene family size were restricted to mammals and approximately when this gene family was expanded within mammals. Using 112 metazoan protein models, we explored the evolutionary history of the PON family to characterize the dynamic evolution of this gene family. We found that there have been multiple, independent expansion events in tardigrades, cephalochordates, and echinoderms. In addition, there have been partial gene loss events in monotremes and sea cucumbers and what appears to be complete loss in arthropods, urochordates, platyhelminths, ctenophores, and placozoans. In addition, we show the mammalian expansion to three PON paralogs occurred in the ancestor of all mammals after the divergence of sauropsida but before the divergence of monotremes from therians. We also provide evidence of a novel PON expansion within the brushtail possum. In the face of repeated expansions and deletions in the context of changing environments, we suggest a range of selective pressures, including pathogen infection and mitigation of oxidative damage, are likely influencing the diversification of this dynamic gene family across metazoa.


Assuntos
Artrópodes , Vertebrados , Animais , Vertebrados/genética , Proteínas/genética , Duplicação Gênica , Artrópodes/genética , Mamíferos , Evolução Molecular
12.
Artigo em Inglês | MEDLINE | ID: mdl-35224460

RESUMO

Inspired by well-established material and pedagogy provided by The Carpentries (Wilson, 2016), we developed a two-day workshop curriculum that teaches introductory R programming for managing, analyzing, plotting and reporting data using packages from the tidyverse (Wickham et al., 2019), the Unix shell, version control with git, and GitHub. While the official Software Carpentry curriculum is comprehensive, we found that it contains too much content for a two-day workshop. We also felt that the independent nature of the lessons left learners confused about how to integrate the newly acquired programming skills in their own work. Thus, we developed a new curriculum that aims to teach novices how to implement reproducible research principles in their own data analysis. The curriculum integrates live coding lessons with individual-level and group-based practice exercises, and also serves as a succinct resource that learners can reference both during and after the workshop. Moreover, it lowers the entry barrier for new instructors as they do not have to develop their own teaching materials or sift through extensive content. We developed this curriculum during a two-day sprint, successfully used it to host a two-day virtual workshop with almost 40 participants, and updated the material based on instructor and learner feedback. We hope that our new curriculum will prove useful to future instructors interested in teaching workshops with similar learning objectives.

13.
Infect Immun ; 89(9): e0015321, 2021 08 16.
Artigo em Inglês | MEDLINE | ID: mdl-34125598

RESUMO

Staphylococcus aureus is associated with the development of persistent and severe inflammatory diseases of the upper airways. Yet, S. aureus is also carried asymptomatically in the sinonasal cavity of ∼50% of healthy adults. The causes of this duality and host and microbial factors that tip the balance between S. aureus pathogenesis and commensalism are poorly understood. We have shown that by degrading mucins, anaerobic microbiota support the growth of airway pathogens by liberating metabolites that are otherwise unavailable. Given the widely reported culture-based detection of anaerobes from individuals with chronic rhinosinusitis (CRS), here we tested our hypothesis that CRS microbiota is characterized by a mucin-degrading phenotype that alters S. aureus physiology. Using 16S rRNA gene sequencing, we indeed observed an increased prevalence and abundance of anaerobes in CRS relative to non-CRS controls. PICRUSt2-based functional predictions suggested increased mucin degradation potential among CRS microbiota that was confirmed by direct enrichment culture. Prevotella, Fusobacterium, and Streptococcus comprised a core mucin-degrading community across CRS subjects that generated a nutrient pool that augmented S. aureus growth on mucin as a carbon source. Finally, using transcriptome sequencing (RNA-seq), we observed that S. aureus transcription is profoundly altered in the presence of mucin-derived metabolites, though expression of several key metabolism- and virulence-associated pathways varied between CRS-derived bacterial communities. Together, these data support a model in which S. aureus metabolism and virulence in the upper airways are dependent upon the composition of cocolonizing microbiota and the metabolites they exchange.


Assuntos
Interações Hospedeiro-Patógeno , Interações Microbianas , Microbiota , Infecções Respiratórias/microbiologia , Infecções Estafilocócicas/microbiologia , Staphylococcus aureus/fisiologia , Anaerobiose , Doença Crônica , Suscetibilidade a Doenças , Humanos
14.
J Cyst Fibros ; 20(4): 678-681, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-33931358

RESUMO

Chronic rhinosinusitis (CRS) affects nearly all individuals with cystic fibrosis (CF) and is thought to serve as a reservoir for microbiota that subsequently colonize the lung. To better understand the microbial ecology of CRS, we generated a 16S rRNA gene sequencing profile of sinus mucus from CF-CRS patients. We show that CF-CRS sinuses harbor bacterial diversity not entirely captured by clinical culture. Culture data consistently identified the dominant organism in most patients, though lower abundance bacteria were not always identified. We also demonstrate that bacterial communities dominated by Staphylococcus spp. were significantly more diverse compared to those dominated by Pseudomonas spp. Diversity was not significantly associated with clinical factors or patient age, however, younger subjects yielded a much wider range of bacterial diversity. These data mirror bacterial community dynamics in the lung and provide additional insight into the role of sinus microbiota in chronic airway disease progression.


Assuntos
Fibrose Cística/microbiologia , Rinite/microbiologia , Sinusite/microbiologia , Bactérias/classificação , Bactérias/isolamento & purificação , Doença Crônica , Correlação de Dados , Fibrose Cística/complicações , Humanos , Microbiota , Rinite/complicações , Sinusite/complicações
15.
Immunity ; 54(4): 769-780.e6, 2021 04 13.
Artigo em Inglês | MEDLINE | ID: mdl-33823129

RESUMO

An effective vaccine for respiratory syncytial virus (RSV) is an unrealized public health goal. A single dose of the prefusion-stabilized fusion (F) glycoprotein subunit vaccine (DS-Cav1) substantially increases serum-neutralizing activity in healthy adults. We sought to determine whether DS-Cav1 vaccination induces a repertoire mirroring the pre-existing diversity from natural infection or whether antibody lineages targeting specific epitopes predominate. We evaluated RSV F-specific B cell responses before and after vaccination in six participants using complementary B cell sequencing methodologies and identified 555 clonal lineages. DS-Cav1-induced lineages recognized the prefusion conformation of F (pre-F) and were genetically diverse. Expressed antibodies recognized all six antigenic sites on the pre-F trimer. We identified 34 public clonotypes, and structural analysis of two antibodies from a predominant clonotype revealed a common mode of recognition. Thus, vaccination with DS-Cav1 generates a diverse polyclonal response targeting the antigenic sites on pre-F, supporting the development and advanced testing of pre-F-based vaccines against RSV.


Assuntos
Anticorpos Antivirais/imunologia , Formação de Anticorpos/imunologia , Infecções por Vírus Respiratório Sincicial/imunologia , Vacinas contra Vírus Sincicial Respiratório/imunologia , Vírus Sincicial Respiratório Humano/imunologia , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Anticorpos Neutralizantes/imunologia , Linhagem Celular , Linhagem Celular Tumoral , Criança , Pré-Escolar , Estudos de Coortes , Epitopos/imunologia , Feminino , Células HEK293 , Humanos , Lactente , Recém-Nascido , Masculino , Pessoa de Meia-Idade , Vacinação/métodos , Proteínas Virais de Fusão/imunologia , Adulto Jovem
16.
Respir Res ; 22(1): 25, 2021 Jan 21.
Artigo em Inglês | MEDLINE | ID: mdl-33478491

RESUMO

BACKGROUND: Inhaled corticosteroids (ICS) are indicated for prevention of exacerbations in patients with COPD, but they are frequently overprescribed. ICS withdrawal has been recommended by international guidelines in order to prevent side effects in patients in whom ICS are not indicated. METHOD: Observational comparative effectiveness study aimed to evaluate the effect of ICS withdrawal versus continuation of triple therapy (TT) in COPD patients in primary care. Data were obtained from the Optimum Patient Care Research Database (OPCRD) in the UK. RESULTS: A total of 1046 patients who withdrew ICS were matched 1:4 by time on TT to 4184 patients who continued with TT. Up to 76.1% of the total population had 0 or 1 exacerbation the previous year. After controlling for confounders, patients who discontinued ICS did not have an increased risk of moderate or severe exacerbations (adjusted HR: 1.04, 95% confidence interval (CI) 0.94-1.15; p = 0.441). However, rates of exacerbations managed in primary care (incidence rate ratio (IRR) 1.33, 95% CI 1.10-1.60; p = 0.003) or in hospital (IRR 1.72, 95% CI 1.03-2.86; p = 0.036) were higher in the cessation group. Unsuccessful ICS withdrawal was significantly and independently associated with more frequent courses of oral corticosteroids the previous year and with a blood eosinophil count ≥ 300 cells/µL. CONCLUSIONS: In this primary care population of patients with COPD, composed mostly of infrequent exacerbators, discontinuation of ICS from TT was not associated with an increased risk of exacerbation; however, the subgroup of patients with more frequent courses of oral corticosteroids and high blood eosinophil counts should not be withdrawn from ICS. Trial registration European Network of Centres for Pharmacoepidemiology and Pharmacovigilance (EUPAS30851).


Assuntos
Corticosteroides/administração & dosagem , Corticosteroides/efeitos adversos , Broncodilatadores/administração & dosagem , Doença Pulmonar Obstrutiva Crônica/diagnóstico , Doença Pulmonar Obstrutiva Crônica/tratamento farmacológico , Retirada de Medicamento Baseada em Segurança/tendências , Administração por Inalação , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Doença Pulmonar Obstrutiva Crônica/epidemiologia , Resultado do Tratamento , Reino Unido/epidemiologia
17.
Eur Respir J ; 58(1)2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-33419889

RESUMO

BACKGROUND: Asthma exacerbations are major contributors to asthma morbidity and mortality. They are usually managed with bronchodilators and oral corticosteroids (OCS), but clinical trial evidence suggests that antibiotics could be beneficial. We aimed to assess whether treatment of asthma exacerbations with antibiotics in addition to OCS improved outcomes in larger, more representative routine-care populations. METHOD: A retrospective comparative effectiveness study into managing asthma exacerbations with OCS alone versus OCS plus antibiotics was conducted using the Optimum Patient Care Research Database. The dataset included 28 637 patients; following propensity score matching 20 024 adults and 4184 children were analysed. RESULTS: Antibiotics in addition to OCS were prescribed for the treatment of asthma exacerbations in 45% of adults and 32% of children. Compared to OCS alone, OCS plus antibiotics was associated with reduced risk of having an asthma/wheeze consultation in the following 2 weeks (children hazard ratio (HR) 0.84 (95% CI 0.73-0.96), p=0.012; adults HR 0.86 (95% CI 0.81-0.91), p<0.001), but an increase in risk of a further OCS prescription for a new/ongoing exacerbation within 6 weeks in adults (HR 1.11 (95% CI 1.01-1.21), p=0.030), but not children. Penicillins, but not macrolides, were associated with a reduction in the odds of a subsequent asthma/wheeze consultation compared to OCS alone, in both adults and children. CONCLUSION: Antibiotics were frequently prescribed in relation to asthma exacerbations, contrary to guideline recommendations. Overall, the routine addition of antibiotics to OCS in the management of asthma exacerbations appeared to confer little clinical benefit, especially when considering the risks of antibiotic overuse.


Assuntos
Antiasmáticos , Asma , Corticosteroides/uso terapêutico , Adulto , Antiasmáticos/uso terapêutico , Antibacterianos/uso terapêutico , Asma/tratamento farmacológico , Criança , Progressão da Doença , Humanos , Atenção Primária à Saúde , Estudos Retrospectivos
18.
Clin Pharmacol Ther ; 109(1): 233-242, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-33068298

RESUMO

Model-informed precision dosing (MIPD) leverages pharmacokinetic (PK) models to tailor dosing to an individual patient's needs, improving attainment of therapeutic drug exposure targets and thus potentially improving drug efficacy or reducing adverse events. However, selection of an appropriate model for supporting clinical decision making is not trivial. Error or bias in dose selection may arise if the selected model was developed in a population not fully representative of the intended MIPD population. One previously proposed approach is continuous learning, in which an initial model is used in MIPD and then updated as additional data becomes available. In this case study of pediatric vancomycin MIPD, the potential benefits of the continuous learning approach are investigated. Five previously published models were evaluated and found to perform adequately in a data set of 273 pediatric patients in the intensive care unit. Additionally, two predefined simple PK models were fitted on separate populations of 50-350 patients in an approach mimicking clinical implementation of automated continuous learning. With these continuous learning models, prediction error using population PK parameters could be reduced by 2-13% compared with previously published models. Sample sizes of at least 200 patients were found suitable for capturing the interindividual variability in vancomycin at this institution, with limited benefits of larger data sets. Although comprised mostly of trough samples, these sparsely sampled routine clinical data allowed for reasonable estimation of simulated area under the curve (AUC). Together, these findings lay the foundations for a continuous learning MIPD approach.


Assuntos
Antibacterianos/administração & dosagem , Vancomicina/administração & dosagem , Adolescente , Adulto , Antibacterianos/farmacocinética , Área Sob a Curva , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Masculino , Modelos Biológicos , Pediatria/métodos , Medicina de Precisão/métodos , Vancomicina/farmacocinética , Adulto Jovem
19.
Nat Commun ; 11(1): 2287, 2020 05 08.
Artigo em Inglês | MEDLINE | ID: mdl-32385294

RESUMO

Culture-independent studies of cystic fibrosis lung microbiota have provided few mechanistic insights into the polymicrobial basis of disease. Deciphering the specific contributions of individual taxa to CF pathogenesis requires comprehensive understanding of their ecophysiology at the site of infection. We hypothesize that only a subset of CF microbiota are translationally active and that these activities vary between subjects. Here, we apply bioorthogonal non-canonical amino acid tagging (BONCAT) to visualize and quantify bacterial translational activity in expectorated sputum. We report that the percentage of BONCAT-labeled (i.e. active) bacterial cells varies substantially between subjects (6-56%). We use fluorescence-activated cell sorting (FACS) and genomic sequencing to assign taxonomy to BONCAT-labeled cells. While many abundant taxa are indeed active, most bacterial species detected by conventional molecular profiling show a mixed population of both BONCAT-labeled and unlabeled cells, suggesting heterogeneous growth rates in sputum. Differentiating translationally active subpopulations adds to our evolving understanding of CF lung disease and may help guide antibiotic therapies targeting bacteria most likely to be susceptible.


Assuntos
Aminoácidos/metabolismo , Fibrose Cística/microbiologia , Pulmão/microbiologia , Microbiota , Biossíntese de Proteínas , Bactérias/classificação , Humanos , Pseudomonas aeruginosa/fisiologia , Escarro/microbiologia
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