RESUMO
SCOPE: A prospective study of 34492 participants shows an inverse association between (+)-catechin intake and coronary heart disease. The effects of (+)-catechin on atherosclerosis and associated risk factors are poorly understood and are investigated. METHODS AND RESULTS: (+)-Catechin attenuates reactive oxygen species production in human macrophages, endothelial cells and vascular smooth muscle cells, chemokine-driven monocytic migration, and proliferation of human macrophages and their expression of several pro-atherogenic genes. (+)-Catechin also improves oxidized LDL-mediated mitochondrial membrane depolarization in endothelial cells and attenuates growth factor-induced smooth muscle cell migration. In C57BL/6J mice fed high fat diet (HFD) for 3 weeks, (+)-catechin attenuates plasma levels of triacylglycerol and interleukin (IL)-1ß and IL-2, produces anti-atherogenic changes in liver gene expression, and reduces levels of white blood cells, myeloid-derived suppressor cells, Lin- Sca+ c-Kit+ cells, and common lymphoid progenitor cells within the bone marrow. In LDL receptor deficient mice fed HFD for 12 weeks, (+)-catechin attenuates atherosclerotic plaque burden and inflammation with reduced macrophage content and increased markers of plaque stability; smooth muscle cell and collagen content. CONCLUSION: This study provides novel, detailed insights into the cardio-protective actions of (+)-catechin together with underlying molecular mechanisms and supports further assessments of its beneficial effects in human trials.
Assuntos
Aterosclerose , Catequina , Placa Aterosclerótica , Humanos , Camundongos , Animais , Placa Aterosclerótica/metabolismo , Catequina/farmacologia , Catequina/metabolismo , Células Endoteliais/metabolismo , Camundongos Endogâmicos C57BL , Estudos Prospectivos , Camundongos Knockout , Aterosclerose/metabolismo , Inflamação/metabolismo , Receptores de LDL/metabolismo , Fatores de RiscoRESUMO
Mitochondrial function and activity are key indicators of overall cell health and mitochondrial dysfunction is closely associated with disruptions in normal cellular function. Altered mitochondrial function and cellular metabolism has been implicated in processes involved in ageing and associated pathologies. In atherosclerosis, compromised mitochondrial respiration can promote plaque instability and other processes that encourage pathogenesis and dysfunction. For example, increasing respiration promotes vascular smooth muscle cell (VSMC) proliferation and attenuates macrophage and VSMC apoptosis. Use of Agilent Seahorse technology to study mitochondrial bioenergetics has largely replaced previous outdated methods which provided limited insight into mitochondrial function and were associated with various issues. This chapter describes the use of Seahorse Agilent technology (Mito Stress Test) to study key parameters of mitochondrial respiration on cultured cells relevant to atherosclerosis.
Assuntos
Aterosclerose , Placa Aterosclerótica , Aterosclerose/metabolismo , Células Cultivadas , Metabolismo Energético/fisiologia , Humanos , Mitocôndrias/metabolismo , Placa Aterosclerótica/metabolismoRESUMO
Atherosclerosis is driven by chronic inflammation in all stages of the disease. Inflammation is fueled by elevated levels of pro-inflammatory cytokines. Interleukins (IL) are cytokines of particular importance in atherosclerosis, due to their key involvement in various pro-atherogenic processes, including infiltration of immune cells to the lesion, stimulation of the production of other pro-inflammatory mediators by other sources, and generation of lipid laden foam cells, all of which contribute to plaque development and progression. Various stimuli that are abundant in atherosclerotic plaques, including oxidized low-density lipoprotein, cholesterol crystals and reactive oxygen species can trigger inflammasome activation. Importantly, activation of the nucleotide oligomerization domain leucine-rich repeat and pyrin domain containing protein 3 (NLRP3) inflammasome activates the caspase-1 protease and results in the generation and release of potent pro-inflammatory cytokines, IL-1ß and IL-18. Both cytokines are influential in driving chronic inflammation and atherogenesis. This chapter describes the use of enzyme-linked immunosorbent assay (ELISA) and Western blot to quantify these cytokines in cell supernatant and lysate respectively, after stimulating inflammasome activation in cultured cells.
Assuntos
Aterosclerose , Placa Aterosclerótica , Aterosclerose/patologia , Caspase 1/metabolismo , Humanos , Inflamassomos/metabolismo , Interleucina-1beta/metabolismo , Proteína 3 que Contém Domínio de Pirina da Família NLR/metabolismoRESUMO
Atherosclerosis is a chronic inflammatory disease characterized by the formation of lipid-rich, fibrous plaques within the arterial wall of medium and large arteries. Plaques prone to rupture are typically rich in lipids and pro-inflammatory markers. Cells within the plaque can take up lipids via different mechanisms leading to the formation and accumulation of lipid-rich foam cells, a key hallmark of the disease. Evaluation of plaque burden and lipid content is hence important to determine disease progression and severity. This chapter describes the most commonly used staining methods that enable visualization and analysis of mouse atherosclerotic plaques. These methods include en face preparation of mouse aorta, and staining sections of arteries using hematoxylin and eosin, Oil Red O, and Masson's Trichrome.
Assuntos
Aterosclerose , Placa Aterosclerótica , Animais , Aorta , Hematoxilina , Lipídeos/análise , CamundongosRESUMO
Atherosclerotic plaques are highly diverse and heterogeneous structures, even within the same individual, and can vary depending on its anatomical location within the vascular bed. Early in the disease and throughout its progression, immune cells infiltrate the lesion, contributing to the plaque phenotype via different mechanisms. Detailed characterization of constituent cell populations within plaques is hence required for more accurate assessment of disease severity and inflammatory burden. A wide range of fluorophore-conjugated antibodies targeted to key cell types implicated in all stages of the disease are commercially available, enabling visualization of the dynamic cellular landscape present within lesions. This chapter describes the use of immunofluorescence staining of atherosclerotic plaque sections to study plaque cellularity and expression of key markers.
Assuntos
Placa Aterosclerótica , Humanos , Macrófagos/patologia , Placa Aterosclerótica/patologiaRESUMO
Inflammation is a critical driver of all stages of atherosclerosis, from lesion development to plaque rupture. Cytokines are mediators of the immune response and in atherosclerosis, the balance of anti- and pro-inflammatory cytokines is tipped in favor of the latter, resulting in persistent and unresolved inflammation. Although reducing plasma cholesterol levels mainly via the use of statins has positively impacted patient outcomes and reduced mortality rates, the presence of significant residual inflammation and cardiovascular risk posttherapy emphasizes the prevailing risk of primary and secondary events driven by inflammation independently of hyperlipidemia. Given the dominant role of inflammation in driving pathogenesis, alternative therapeutic avenues beyond targeting lowering of plasma lipids are required. This chapter will discuss the role of inflammation and pro-inflammatory cytokines in driving atherogenesis and disease progression, the therapeutic potential of targeting cytokines for atherosclerosis and promising avenues in this area.
Assuntos
Aterosclerose , Placa Aterosclerótica , Aterosclerose/patologia , Citocinas , Humanos , Inflamação/complicações , Inflamação/tratamento farmacológico , Inflamação/patologia , Mediadores da Inflamação , Placa Aterosclerótica/tratamento farmacológicoRESUMO
Atherosclerosis is the principal cause of cardiovascular disease that continues to be a substantial drain on healthcare systems, being responsible for about 31% of all global deaths. Atherogenesis is influenced by a range of factors, including oxidative stress, inflammation, hypertension, and hyperlipidemia, and is ultimately driven by the accumulation of low-density lipoprotein cholesterol within the arterial wall of medium and large arteries. Lipoprotein accumulation stimulates the infiltration of immune cells (such as monocytes/macrophages and T-lymphocytes), some of which take up the lipoprotein, leading to the formation of lipid-laden foam cells. Foam cell death results in increased accumulation of dead cells, cellular debris and extracellular cholesterol, forming a lipid-rich necrotic core. Vascular smooth muscle cells from the arterial media also migrate into the intima layer and proliferate, taking up the available lipids to become foam cells and producing extracellular matrix proteins such as collagen and elastin. Plaque progression is characterized by the formation of a fibrous cap composed of extracellular matrix proteins and smooth muscle cells, which acts to stabilize the atherosclerotic plaque. Degradation, thinning, and subsequent rupture of the fibrous cap leads to lumen-occlusive atherothrombosis, most commonly resulting in heart attack or stroke. This chapter describes the pathogenesis of atherosclerosis, current and emerging therapies, key challenges, and future directions of research.
Assuntos
Aterosclerose , Placa Aterosclerótica , Artérias , Aterosclerose/etiologia , Aterosclerose/terapia , Células Espumosas/patologia , Humanos , Inflamação/patologia , Placa Aterosclerótica/patologiaRESUMO
Although in vitro model systems are useful for investigation of atherosclerosis-associated processes, they represent simplification of complex events that occur in vivo, which involve interactions between many different cell types together with their environment. The use of animal model systems is important for more in-depth insights of the molecular mechanisms underlying atherosclerosis and for identifying potential targets for agents that can prevent plaque formation and even reverse existing disease. This chapter will provide a survey of such animal models and associated techniques that are routinely used for research of atherosclerosis in vivo.
Assuntos
Aterosclerose , Placa Aterosclerótica , Animais , Aterosclerose/metabolismo , Modelos Animais de Doenças , Placa Aterosclerótica/metabolismoRESUMO
Atherosclerosis is a chronic inflammatory disorder of the vasculature regulated by cytokines. We have previously shown that extracellular signal-regulated kinase-1/2 (ERK1/2) plays an important role in serine 727 phosphorylation of signal transducer and activator of transcription-1 (STAT1) transactivation domain, which is required for maximal interferon-γ signaling, and the regulation of modified LDL uptake by macrophages in vitro. Unfortunately, the roles of ERK1/2 and STAT1 serine 727 phosphorylation in atherosclerosis are poorly understood and were investigated using ERK1 deficient mice (ERK2 knockout mice die in utero) and STAT1 knock-in mice (serine 727 replaced by alanine; STAT1 S727A). Mouse Atherosclerosis RT² Profiler PCR Array analysis showed that ERK1 deficiency and STAT1 S727A modification produced significant changes in the expression of 18 and 49 genes, respectively, in bone marrow-derived macrophages, with 17 common regulated genes that included those that play key roles in inflammation and cell migration. Indeed, ERK1 deficiency and STAT1 S727A modification attenuated chemokine-driven migration of macrophages with the former also impacting proliferation and the latter phagocytosis. In LDL receptor deficient mice fed a high fat diet, both ERK1 deficiency and STAT1 S727A modification produced significant reduction in plaque lipid content, albeit at different time points. The STAT1 S727A modification additionally caused a significant reduction in plaque content of macrophages and CD3 T cells and diet-induced cardiac hypertrophy index. In addition, there was a significant increase in plasma IL-2 levels and a trend toward increase in plasma IL-5 levels. These studies demonstrate important roles of STAT1 S727 phosphorylation in particular in the regulation of atherosclerosis-associated macrophage processes in vitro together with plaque lipid content and inflammation in vivo, and support further assessment of its therapeutical potential.
Assuntos
Macrófagos/metabolismo , Placa Aterosclerótica/metabolismo , Receptores de LDL/deficiência , Fator de Transcrição STAT1/metabolismo , Animais , Técnicas de Introdução de Genes , Inflamação/genética , Inflamação/metabolismo , Inflamação/patologia , Macrófagos/patologia , Camundongos , Camundongos Knockout , Fosforilação , Placa Aterosclerótica/genética , Placa Aterosclerótica/patologia , Receptores de LDL/metabolismo , Fator de Transcrição STAT1/genéticaRESUMO
SCOPE: Previous studies show that Lab4 probiotic consortium plus Lactobacillus plantarum CUL66 (Lab4P) reduces diet-induced weight gain and plasma cholesterol levels in C57BL/6J mice fed a high fat diet (HFD). The effect of Lab4P on atherosclerosis is not known and is therefore investigated. METHODS AND RESULTS: Atherosclerosis-associated parameters are analyzed in LDL receptor deficient mice fed HFD for 12 weeks alone or supplemented with Lab4P. Lab4P increases plasma HDL and triglyceride levels and decreases LDL/VLDL levels. Lab4P also reduces plaque burden and content of lipids and macrophages, indicative of dampened inflammation, and increases smooth muscle cell content, a marker of plaque stabilization. Atherosclerosis arrays show that Lab4P alters the liver expression of 19 key disease-associated genes. Lab4P also decreases the frequency of macrophages and T-cells in the bone marrow. In vitro assays using conditioned media from probiotic bacteria demonstrates attenuation of several atherosclerosis-associated processes in vitro such as chemokine-driven monocytic migration, proliferation of monocytes and macrophages, foam cell formation and associated changes in expression of key genes, and proliferation and migration of vascular smooth muscle cells. CONCLUSION: This study provides new insights into the anti-atherogenic actions of Lab4P together with the underlying mechanisms and supports further assessments in human trials.
Assuntos
Aterosclerose/terapia , Fígado/fisiologia , Placa Aterosclerótica/terapia , Probióticos/farmacologia , Animais , Aterosclerose/genética , Aterosclerose/patologia , Células da Medula Óssea , Colesterol/sangue , Meios de Cultivo Condicionados/farmacologia , Dieta Hiperlipídica/efeitos adversos , Regulação da Expressão Gênica , Lactobacillus plantarum , Lipídeos/sangue , Masculino , Camundongos Mutantes , Tamanho do Órgão , Placa Aterosclerótica/patologia , Receptores de LDL/genética , Baço/crescimento & desenvolvimentoRESUMO
Atherosclerosis, an inflammatory disorder of the vasculature and the underlying cause of cardiovascular disease, is responsible for one in three global deaths. Consumption of active food ingredients such as omega-3 polyunsaturated fatty acids, flavanols and phytosterols has many beneficial effects on cardiovascular disease. However, their combined actions on the risk factors for atherosclerosis remains poorly understood. We have previously shown that a formulation containing each of these active components at physiologically relevant doses modulated several monocyte/macrophage processes associated with atherosclerosis in vitro, including inhibition of cytokine-induced pro-inflammatory gene expression, chemokine-driven monocyte migration, expression of M1 phenotype markers, and promotion of cholesterol efflux. The objectives of the present study were to investigate whether the protective actions of the formulation extended in vivo and to delineate the potential underlying mechanisms. The formulation produced several favourable changes, including higher plasma levels of HDL and reduced levels of macrophages and myeloid-derived suppressor cells in the bone marrow. The mRNA expression of liver-X-receptor-α, peroxisome proliferator-activated receptor-γ and superoxide dismutase-1 was induced in the liver and that of interferon-γ and the chemokine (C-X-C motif) ligand 1 decreased, thereby suggesting the potential mechanisms for many beneficial effects. Other changes were also observed such as increased plasma levels of triglycerides and lipid peroxidation that may reflect potential activation of brown fat. This study provides new insights into the protective actions and the potential underlying mechanisms of the formulation in vivo, particularly in relation to risk factors together with changes in systemic inflammation and hepatic lipid alterations associated with atherosclerosis and metabolic syndrome, and supports further assessments in human trials.
Assuntos
Cardiotônicos/farmacologia , Doença da Artéria Coronariana/prevenção & controle , Animais , Cardiotônicos/administração & dosagem , Dieta Hiperlipídica , Modelos Animais de Doenças , Ácidos Graxos Ômega-3/administração & dosagem , Flavanonas/administração & dosagem , Alimento Funcional , Expressão Gênica , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Fitosteróis/administração & dosagem , Fatores de RiscoRESUMO
A central question in eukaryotic cell biology asks, during cell division, how is the growth and distribution of organelles regulated to ensure each daughter cell receives an appropriate amount. For vacuoles in budding yeast, there are well described organelle-to-cell size scaling trends as well as inheritance mechanisms involving highly coordinated movements. It is unclear whether such mechanisms are necessary in the symmetrically dividing fission yeast, Schizosaccharomyces pombe, in which random partitioning may be utilized to distribute vacuoles to daughter cells. To address the increasing need for high-throughput analysis, we are augmenting existing semi-automated image processing by developing fully automated machine learning methods for locating vacuoles and segmenting fission yeast cells from brightfield and fluorescence micrographs. All strains studied show qualitative correlations in vacuole-to-cell size scaling trends, i.e. vacuole volume, surface area, and number all increase with cell size. Furthermore, increasing vacuole number was found to be a consistent mechanism for the increase in total vacuole size in the cell. Vacuoles are not distributed evenly throughout the cell with respect to available cytoplasm. Rather, vacuoles show distinct peaks in distribution close to the nucleus, and this preferential localization was confirmed in mutants in which nucleus position is perturbed. Disruption of microtubules leads to quantitative changes in both vacuole size scaling trends and distribution patterns, indicating the microtubule cytoskeleton is a key mechanism for maintaining vacuole structure.
Assuntos
Schizosaccharomyces/citologia , Vacúolos/metabolismoRESUMO
Atherosclerosis, a chronic inflammatory disorder of the vasculature that results in cardiovascular disease, continues to pose a significant health and economic burden on modern society. Whilst inflammation has generally been accepted as the key driver of all stages of the disease, it was not until recently that inhibition of a specific proinflammatory cytokine (IL-1ß) yielded successful results in the Canakinumab Anti-Inflammatory Thrombosis Outcomes Study trial. This article offers a perspective on targeting inflammation for atherosclerosis, focusing on results of recent Phase III clinical trials, and discusses other potential candidates together with future challenges and prospects.
Assuntos
Anti-Inflamatórios/farmacologia , Aterosclerose/tratamento farmacológico , Inflamação/tratamento farmacológico , Interleucina-1beta/antagonistas & inibidores , Aterosclerose/imunologia , Ensaios Clínicos Fase II como Assunto , Humanos , Inflamação/imunologia , Interleucina-1beta/imunologiaRESUMO
Cells are complex machines with tremendous potential for applications in medicine and biotechnology. Although much effort has been devoted to engineering the metabolic, genetic, and signaling pathways of cells, methods for systematically engineering the physical structure of cells are less developed. Here we consider how coarse-grained models for cellular geometry at the organelle level can be used to build computer-aided design (CAD) tools for cellular structure.
Assuntos
Células/química , Células/citologia , Desenho Assistido por Computador , Organelas/química , Células/metabolismo , Modelos Biológicos , Organelas/metabolismoRESUMO
Instructor Talk-noncontent language used by instructors in classrooms-is a recently defined and promising variable for better understanding classroom dynamics. Having previously characterized the Instructor Talk framework within the context of a single course, we present here our results surrounding the applicability of the Instructor Talk framework to noncontent language used by instructors in novel course contexts. We analyzed Instructor Talk in eight additional biology courses in their entirety and in 61 biology courses using an emergent sampling strategy. We observed widespread use of Instructor Talk with variation in the amount and category type used. The vast majority of Instructor Talk could be characterized using the originally published Instructor Talk framework, suggesting the robustness of this framework. Additionally, a new form of Instructor Talk-Negatively Phrased Instructor Talk, language that may discourage students or distract from the learning process-was detected in these novel course contexts. Finally, the emergent sampling strategy described here may allow investigation of Instructor Talk in even larger numbers of courses across institutions and disciplines. Given its widespread use, potential influence on students in learning environments, and ability to be sampled, Instructor Talk may be a key variable to consider in future research on teaching and learning in higher education.
Assuntos
Biologia/educação , Docentes , Ensino , Currículo , Coleta de Dados , Humanos , Aprendizagem , EstudantesRESUMO
Atherosclerosis, a chronic inflammatory disorder of the walls of arteries, causes more deaths worldwide than any other disease. Cytokines, which are present at high levels in atherosclerotic plaques, play important roles in regulating the initiation and the progression of the disease. Previous studies using animal and cell culture model systems revealed protective, anti-atherogenic effects of the cytokine interleukin-33 (IL-33). The action of this cytokine involves both the induction and suppression of expression of many genes. Unfortunately, the signaling pathways that are responsible for the inhibition of gene expression by this cytokine are poorly understood. Further studies are required given the important roles of genes whose expression is inhibited by IL-33 in key cellular processes associated with atherosclerosis such as monocyte recruitment, foam cell formation and lipoprotein metabolism. We have investigated here the roles of various known IL-33 activated signaling pathways in such inhibitory actions using RNA interference-mediated knockdown assays and monocyte chemotactic protein-1 and intercellular adhesion molecule-1 as model genes. Key roles were identified for extracellular signal-regulated kinase-1/2, p38α kinase, c-Jun N-terminal kinase-1/2, phosphoinositide 3-kinase-γ, and p50 and p65 nuclear factor-κB in such inhibitory action of IL-33. These studies provide new insights on the signaling pathways through which IL-33 inhibits the macrophage expression of key atherosclerosis-associated genes.
Assuntos
Aterosclerose/genética , Interleucina-33/metabolismo , Proteínas Quinases Ativadas por Mitógeno/metabolismo , NF-kappa B/metabolismo , Fosfatidilinositol 3-Quinase/metabolismo , Transdução de Sinais , Aterosclerose/metabolismo , Quimiocina CCL2/genética , Regulação para Baixo , Regulação da Expressão Gênica , Humanos , Molécula 1 de Adesão Intercelular/genética , Macrófagos/metabolismoRESUMO
Atherosclerosis and its complications are responsible for one in three global deaths. Nutraceuticals show promise in the prevention and treatment of atherosclerosis but require an indepth understanding of the mechanisms underlying their actions. A previous study showed that the omega-6 fatty acid, dihomo-γ-linolenic acid (DGLA), attenuated atherosclerosis in the apolipoprotein E deficient mouse model system. However, the mechanisms underlying such protective effects of DGLA are poorly understood and were therefore investigated. We show that DGLA attenuates chemokine-driven monocytic migration together with foam cell formation and the expression of key pro-atherogenic genes induced by three pro-inflammatory cytokines in human macrophages. The effect of DGLA on interferon-γ signaling was mediated via inhibition of signal transducer and activator of transcription-1 phosphorylation on serine 727. In relation to anti-foam cell action, DGLA inhibits modified LDL uptake by both macropinocytosis and receptor-mediated endocytosis, the latter by reduction in expression of two key scavenger receptors (SR-A and CD36), and stimulates cholesterol efflux from foam cells. DGLA also improves macrophage mitochondrial bioenergetic profile by decreasing proton leak. Gamma-linolenic acid and prostaglandin E1, upstream precursor and key metabolite respectively of DGLA, also acted in an anti-atherogenic manner. The actions of DGLA extended to other key atherosclerosis-associated cell types with attenuation of endothelial cell proliferation and migration of smooth muscle cells in response to platelet-derived growth factor. This study provides novel insights into the molecular mechanisms underlying the anti-atherogenic actions of DGLA and supports further assessments on its protective effects on plaque regression in vivo and in human trials.
Assuntos
Ácido 8,11,14-Eicosatrienoico/farmacologia , Regulação da Expressão Gênica/efeitos dos fármacos , Animais , Aterosclerose/metabolismo , Aterosclerose/patologia , Movimento Celular/efeitos dos fármacos , Proliferação de Células/efeitos dos fármacos , Células Cultivadas , Quimiocina CCL2/genética , Quimiocina CCL2/metabolismo , Citocinas/metabolismo , Células Espumosas/citologia , Células Espumosas/metabolismo , Humanos , Molécula 1 de Adesão Intercelular/genética , Molécula 1 de Adesão Intercelular/metabolismo , Interleucina-1beta/farmacologia , Lipopolissacarídeos/farmacologia , Macrófagos/citologia , Macrófagos/efeitos dos fármacos , Macrófagos/metabolismo , Camundongos , Camundongos Knockout , Mitocôndrias/efeitos dos fármacos , Mitocôndrias/metabolismo , Monócitos/citologiaRESUMO
Many efforts to improve science teaching in higher education focus on a few faculty members at an institution at a time, with limited published evidence on attempts to engage faculty across entire departments. We created a long-term, department-wide collaborative professional development program, Biology Faculty Explorations in Scientific Teaching (Biology FEST). Across 3 years of Biology FEST, 89% of the department's faculty completed a weeklong scientific teaching institute, and 83% of eligible instructors participated in additional semester-long follow-up programs. A semester after institute completion, the majority of Biology FEST alumni reported adding active learning to their courses. These instructor self-reports were corroborated by audio analysis of classroom noise and surveys of students in biology courses on the frequency of active-learning techniques used in classes taught by Biology FEST alumni and nonalumni. Three years after Biology FEST launched, faculty participants overwhelmingly reported that their teaching was positively affected. Unexpectedly, most respondents also believed that they had improved relationships with departmental colleagues and felt a greater sense of belonging to the department. Overall, our results indicate that biology department-wide collaborative efforts to develop scientific teaching skills can indeed attract large numbers of faculty, spark widespread change in teaching practices, and improve departmental relations.
Assuntos
Biologia/educação , Desenvolvimento de Programas , Ensino , Docentes , Objetivos , Humanos , Motivação , Aprendizagem Baseada em Problemas , Estudantes , Inquéritos e QuestionáriosRESUMO
Active-learning pedagogies have been repeatedly demonstrated to produce superior learning gains with large effect sizes compared with lecture-based pedagogies. Shifting large numbers of college science, technology, engineering, and mathematics (STEM) faculty to include any active learning in their teaching may retain and more effectively educate far more students than having a few faculty completely transform their teaching, but the extent to which STEM faculty are changing their teaching methods is unclear. Here, we describe the development and application of the machine-learning-derived algorithm Decibel Analysis for Research in Teaching (DART), which can analyze thousands of hours of STEM course audio recordings quickly, with minimal costs, and without need for human observers. DART analyzes the volume and variance of classroom recordings to predict the quantity of time spent on single voice (e.g., lecture), multiple voice (e.g., pair discussion), and no voice (e.g., clicker question thinking) activities. Applying DART to 1,486 recordings of class sessions from 67 courses, a total of 1,720 h of audio, revealed varied patterns of lecture (single voice) and nonlecture activity (multiple and no voice) use. We also found that there was significantly more use of multiple and no voice strategies in courses for STEM majors compared with courses for non-STEM majors, indicating that DART can be used to compare teaching strategies in different types of courses. Therefore, DART has the potential to systematically inventory the presence of active learning with â¼90% accuracy across thousands of courses in diverse settings with minimal effort.