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1.
J Pharmacol Sci ; 148(1): 162-171, 2022 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-34924122

RESUMEN

Alzheimer's disease (AD) is characterized by progressive cognitive decline, and the number of affected individuals has increased worldwide. However, there are no effective treatments for AD. Therefore, it is important to prevent the onset of dementia. Oxidative stress and endoplasmic reticulum (ER) stress are increased in the brains of AD patients, and are postulated to induce neuronal cell death and cognitive dysfunction. In this study, Centella asiatica, a traditional Indian medicinal herb, were fractionated and compared for their protective effects against glutamate and tunicamycin damage. Araliadiol was identified as a component from the fraction with the highest activity. Further, murine hippocampal cells (HT22) were damaged by glutamate, an oxidative stress inducer. C. asiatica and araliadiol suppressed cell death and reactive oxygen species production. HT22 cells were also injured by tunicamycin, an ER stress inducer. C. asiatica and araliadiol prevented cell death by mainly inhibiting PERK phosphorylation; additionally, C. asiatica also suppressed the expression levels of GRP94 and BiP. In Y-maze test, oral administration of araliadiol (10 mg/kg/day) for 7 days ameliorated the arm alternation ratio in mice with scopolamine-induced cognitive impairment. These results suggest that C. asiatica and its active component, araliadiol, have neuroprotective effects, which may prevent cognitive dysfunction.


Asunto(s)
Muerte Celular/efectos de los fármacos , Centella/química , Disfunción Cognitiva/tratamiento farmacológico , Disfunción Cognitiva/etiología , Disfunción Cognitiva/prevención & control , Neuronas/efectos de los fármacos , Neuronas/patología , Fármacos Neuroprotectores , Fitoterapia , Extractos Vegetales/administración & dosificación , Extractos Vegetales/farmacología , Triterpenos/administración & dosificación , Triterpenos/farmacología , Administración Oral , Animales , Células Cultivadas , Chaperón BiP del Retículo Endoplásmico/metabolismo , Estrés del Retículo Endoplásmico , Hipocampo/citología , Hipocampo/patología , Masculino , Glicoproteínas de Membrana/metabolismo , Ratones Endogámicos ICR , Estrés Oxidativo/efectos de los fármacos , Fosforilación/efectos de los fármacos , Extractos Vegetales/aislamiento & purificación , Especies Reactivas de Oxígeno/metabolismo , Triterpenos/aislamiento & purificación , eIF-2 Quinasa/metabolismo
2.
Biosci Biotechnol Biochem ; 85(3): 493-501, 2021 Feb 24.
Artículo en Inglés | MEDLINE | ID: mdl-33589895

RESUMEN

The Asian traditional medicinal plant Acorus calamus and its component α-asarone exhibited various biological activities, such as antiinflammation and antioxidant effects. In the present study, we investigated the in vitro effects of A. calamus extract and α-asarone on oxidative stress- and endoplasmic reticulum (ER) stress-induced cell death in hippocampal HT22 cells. A. calamus extract and α-asarone both significantly suppressed cell death induced by the oxidative stress inducer l-glutamate and ER stress inducer tunicamycin. A. calamus extract and α-asarone also significantly reduced reactive oxygen species (ROS) production induced by l-glutamate. Moreover, A. calamus extract and α-asarone suppressed the phosphorylation of protein kinase RNA-like ER kinase (PERK) induced by tunicamycin. These results suggest that A. calamus extract and α-asarone protect hippocampal cells from oxidative stress and ER stress by decreasing ROS production and suppressing PERK signaling, respectively. α-Asarone has potential as a potent therapeutic candidate for neurodegenerative diseases, including Alzheimer's disease.


Asunto(s)
Acorus/química , Derivados de Alilbenceno/farmacología , Anisoles/farmacología , Antibacterianos/farmacología , Hipocampo/efectos de los fármacos , Neuronas/efectos de los fármacos , Extractos Vegetales/farmacología , Tunicamicina/farmacología , Animales , Línea Celular , Estrés del Retículo Endoplásmico/efectos de los fármacos , Hipocampo/citología , Ratones , Neuronas/citología , Fosforilación , Especies Reactivas de Oxígeno/metabolismo
3.
Int J Mol Sci ; 21(20)2020 Oct 19.
Artículo en Inglés | MEDLINE | ID: mdl-33086766

RESUMEN

Osteoarthritis (OA), a disease that greatly impacts quality of life, has increasing worldwide prevalence as the population ages. However, its pathogenic mechanisms have not been fully elucidated and current therapeutic treatment strategies are inadequate. In recent years, abnormal endochondral ossification in articular cartilage has received attention as a pathophysiological mechanism in OA. Cartilage is composed of abundant extracellular matrix components, which are involved in tissue maintenance and regeneration, but how these factors affect endochondral ossification is not clear. Here, we show that the application of aggrecan-type proteoglycan from salmon nasal cartilage (sPG) exhibited marked proliferative capacity through receptor tyrosine kinases in chondroprogenitor cells, and also exhibited differentiation and three-dimensional structure formation via phosphorylation of Insulin-like Growth Factor-1 Receptor and Growth Differentiation Factor 5 expression. Furthermore, sPG inhibited calcification via expression of Runx2 and Col10 (factors related to induction of calcification), while increasing Mgp, a mineralization inhibitory factor. As a result of analyzing the localization of sPG applied to the cells, it was localized on the surface of the cell membrane. In this study, we found that sPG, as a biomaterial, could regulate cell proliferation, differentiation and calcification inhibition by acting on the cell surface microenvironment. Therefore, sPG may be the foundation for a novel therapeutic approach for cartilage maintenance and for improved symptoms in OA.


Asunto(s)
Diferenciación Celular , Membrana Celular/metabolismo , Microambiente Celular , Condrogénesis , Proteoglicanos/farmacología , Calcificación Fisiológica/efectos de los fármacos , Cartílago Articular/metabolismo , Diferenciación Celular/efectos de los fármacos , Membrana Celular/efectos de los fármacos , Proliferación Celular/efectos de los fármacos , Supervivencia Celular/efectos de los fármacos , Células Cultivadas , Microambiente Celular/efectos de los fármacos , Condrogénesis/efectos de los fármacos , Receptores ErbB/metabolismo , Matriz Extracelular/efectos de los fármacos , Matriz Extracelular/metabolismo , Humanos , ARN Mensajero/genética , ARN Mensajero/metabolismo , Receptor IGF Tipo 1/metabolismo
4.
Osteoarthr Cartil Open ; 6(3): 100483, 2024 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-38832051

RESUMEN

Objective: To identify the efficacy and tolerability of Proteoglycan F in patients with primary knee OA.Design: A 24-week randomized, placebo-controlled, double-blind clinical trial with two arms: (1) Proteoglycan F (received 10 â€‹mg proteoglycan daily, for 24 weeks) and (2) control group (received placebo). Knee symptoms and joint cartilage status (evaluated by ultrasound and MRI of knee joints), quality of life, serum cytokine levels (IL-1ß and TNF-α), and safety evaluation were measured before, during, and after the treatment. Results: After 24-week treatment, pain reduction (in the KOOS pain score) of at least 20% and at least 50% (NRS scale) compared to baseline in the PGF group was significantly higher than those in the control group. The PGF group had greater reductions in the total scores of subchondral bone marrow edema, and bone cocoon under cartilage on knee MRI (classification according to WORMs), which were -2.27 (-4.0; -0.51) and -1.77 (-3.08; -0.46), respectively (p â€‹< â€‹0.05). The two groups had no statistically significant difference in knee ultrasound characteristics. After 4 weeks, 12, and 24 weeks compared to baseline, there was no statistically significant difference in levels of urea, creatinine, aspartate aminotransferase, and alanine aminotransferase within the group and between the two study groups. Conclusions: Salmon cartilage PG with 10 â€‹mg per day has potential to improve pain symptoms and subchondral bone marrow edema and bone cocoon under cartilage lesions in primary knee OA. However, the efficacy of PGF should be viewed with caution, and future studies are needed for more specific evaluation.

5.
Biosci Biotechnol Biochem ; 77(3): 654-6, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-23470738

RESUMEN

The mechanism underlying proteoglycan (PG) absorption in the intestine is not clear. Hence we analyzed the transport of salmon PG in the rat jejunum, ileum, and colon by the everted-sac method. The jejunum showed the largest capacity for PG transport. Jejunal transport of PG was also greater than that of chondroitin A and C. An inhibitor of clathrin-mediated endocytosis reduced jejunal PG transport. We conclude that intestinal PG transport is highest in the jejunum, and is partially dependent on clathrin-mediated endocytosis.


Asunto(s)
Clatrina/metabolismo , Endocitosis , Absorción Intestinal , Intestino Delgado/metabolismo , Proteoglicanos/metabolismo , Animales , Ratas
6.
Biosystems ; 225: 104842, 2023 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-36716912

RESUMEN

Modeling our causal intuition can contribute to understanding our behavior. In this paper, we introduce a causal induction model called proportion of assumed-to-be rare instances (pARIs) and examine its adaptive properties. We employ the two-stage theory of causal induction proposed by Hattori and Oaksford in 2007, which divides causal induction into two stages: first, observed events are sifted and likely candidates are extracted; second, each of them is verified through intervention. Here, we focus on the first stage. We conducted a meta-analysis and computer simulations in a similar way to Hattori and Oaksford (2007) but with some corrections and improvements. We added two experiments and excluded one in our reconstructed meta-analysis and augmented the simulations by correcting two problems. Our meta-analysis results show that pARIs outperforms more than 40 existing models in terms of data fit from human causal induction experiments while being simpler. Additionally, our simulation results show that pARIs outperforms DFH in terms of population covariation detection, especially under small sample sizes and rarity of events. Overall, pARIs qualifies as one of the best models for the first stage of causal induction. These findings may enable a deeper understanding of our cognitive biases. The first stage can now be considered a causal discovery stage where the topology of causal models is to be hypothesized.


Asunto(s)
Intuición , Modelos Teóricos , Humanos , Simulación por Computador , Causalidad
7.
PLoS One ; 18(8): e0290435, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37616212

RESUMEN

Neural networks are widely used for classification and regression tasks, but they do not always perform well, nor explicitly inform us of the rationale for their predictions. In this study we propose a novel method of comparing a pair of different feedforward neural networks, which draws on independent components obtained by independent component analysis (ICA) on the hidden layers of these networks. It can compare different feedforward neural networks even when they have different structures, as well as feedforward neural networks that learned partially different datasets, yielding insights into their functionality or performance. We evaluate the proposed method by conducting three experiments with feedforward neural networks that have one hidden layer, and verify whether a pair of feedforward neural networks can be compared by the proposed method when the numbers of hidden units in the layer are different, when the datasets are partially different, and when activation functions are different. The results show that similar independent components are extracted from two feedforward neural networks, even when the three circumstances above are different. Our experiments also reveal that mere comparison of weights or activations does not lead to identifying similar relationships. Through the extraction of independent components, the proposed method can assess whether the internal processing of one neural network resembles that of another. This approach has the potential to help understand the performance of neural networks.


Asunto(s)
Aprendizaje , Redes Neurales de la Computación
8.
Osaka City Med J ; 58(1): 35-8, 2012 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-23094512

RESUMEN

Although poor glycemic control is known as an independent predictor of mortality in diabetic hemodialysis patients, it is often difficult for some patients to perform standard self injection insulin therapy. Some practical methods are needed for such patients. We evaluated the usefulness of a new regimen of insulin therapy, namely thrice-weekly insulin injection with nurse's support (TWINS) using insulin NPH or glargine at the end of each hemodialysis sessions in 5 outpatients on hemodialysis with type 2 diabetes mellitus showing HbAlc levels > or = 8.0% (JDS). HbA1c levels were successfully decreased in all patients from 9.3 +/- 1.1% to 6.9 +/- 0.7% (mean +/- SD) in six months without hypoglycemia symptoms. These preliminary results suggest that this regimen can be one of the practical choices in poor-controlled diabetes patients on regular hemodialysis who have difficulty in self injection of insulin.


Asunto(s)
Diabetes Mellitus Tipo 2/tratamiento farmacológico , Nefropatías Diabéticas/terapia , Hipoglucemiantes/administración & dosificación , Insulina/administración & dosificación , Diálisis Renal , Anciano , Glucemia/análisis , Esquema de Medicación , Femenino , Hemoglobina Glucada/análisis , Humanos , Masculino , Enfermeras y Enfermeros , Autoadministración
9.
Biosystems ; 213: 104633, 2022 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-35104613

RESUMEN

Animals, humans, and organizations are known to adjust how (much) they explore complex environments that exceed their information processing capacity, rather than relentlessly search for the optimal action. The adjusted depth of exploration is supposed to depend on the aspiration level internal to the agent. This action selection tendency is known as satisficing. The Risk-sensitive Satisficing (RS) model implements satisficing in the reinforcement learning framework through conversion of action values into gains (or losses) relative to the aspiration level. The risk-sensitive evaluation of action values by RS has been shown to be effective in reinforcement learning. In this paper, first we analyze RS in comparison with UCB and Thompson sampling algorithms. We also show that RS shows differential risk-attitudes considering the risks. Then we propose the Softsatisficing policy that is a stochastic equivalent of RS and further analyze the exploratory behavior of risk-sensitive satisficing that RS and Softsatisficing implement. We emphasize that Softsatisficing has the potential of modeling risk-sensitive foraging and other decision-making behaviors by humans, animals, and organizations.


Asunto(s)
Toma de Decisiones , Refuerzo en Psicología , Algoritmos , Animales , Cognición , Conducta Exploratoria
10.
Front Robot AI ; 9: 783863, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35252364

RESUMEN

Humans sometimes attempt to infer an artificial agent's mental state based on mere observations of its behavior. From the agent's perspective, it is important to choose actions with awareness of how its behavior will be considered by humans. Previous studies have proposed computational methods to generate such publicly self-aware motion to allow an agent to convey a certain intention by motions that can lead a human observer to infer what the agent is aiming to do. However, little consideration has been given to the effect of information asymmetry between the agent and a human, or to the gaps in their beliefs due to different observations from their respective perspectives. This paper claims that information asymmetry is a key factor for conveying intentions with motions. To validate the claim, we developed a novel method to generate intention-conveying motions while considering information asymmetry. Our method utilizes a Bayesian public self-awareness model that effectively simulates the inference of an agent's mental states as attributed to the agent by an observer in a partially observable domain. We conducted two experiments to investigate the effects of information asymmetry when conveying intentions with motions by comparing the motions from our method with those generated without considering information asymmetry in a manner similar to previous work. The results demonstrate that by taking information asymmetry into account, an agent can effectively convey its intention to human observers.

11.
Food Sci Nutr ; 10(2): 577-583, 2022 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-35154693

RESUMEN

This study investigated the effects of salmon nasal cartilage proteoglycan (PG), which shows anti-inflammatory properties, on obesity induced by high-fat diet (HFD) in a mouse model. Mice were fed either a HFD or normal diet (ND), with or without PG, for 8-12 weeks. After 12 weeks, the body weight of mice fed with PG-free HFD was 54.08 ± 4.67 g, whereas that of mice fed with HFD containing PG was 41.83 ± 4.97 g. The results suggest that the increase in body weight was attenuated in mice fed with HFD containing PG. This effect was not observed in mice fed with ND. The PG administration suppressed the elevation of serum lipids (the level of serum lipids ranged between 54% and 69% compared to 100% in mice fed with PG-free HFD) and the upregulated mRNA expression of sterol regulatory element-binding protein-1c (SREBP-1c), which is a transcription factor that acts as a master regulator of lipogenic gene expression in the liver (the expression level was 77.5% compared to 100% in mice fed with PG-free HFD). High leptin levels in mice fed with PG-free HFD were observed during fasting (average at 14,376 ng/ml), and they did not increase after refeeding (average of 14,263 ng/ml), whereas serum leptin levels in mice fed with HFD containing PG were low during fasting (average of 6481 ng/ml) and increased after refeeding (average 13,382 ng/ml). These results suggest that PG feeding has an anti-obesity effect and that the regulation of SREBP-1c and leptin secretion play a role in this effect.

12.
Arch Biochem Biophys ; 513(1): 51-60, 2011 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-21723247

RESUMEN

Calpain inhibitors induce pertussis toxin (PTx)-sensitive chemotaxis in human neutrophils and monocytes. Here, we show that various calpain inhibitors (PD150606, PD151746, N-acetyl-Leu-Leu-Nle-CHO [ALLN], N-acetyl-Leu-Leu-Met-CHO [ALLM], and calpeptin) and γ-secretase inhibitor I induced PTx-sensitive increase in cytoplasmic free Ca(2+) ([Ca(2+)](i)) in human neutrophils and neutrophil migration. HEK-293 cells stably expressing human formyl peptide receptor (hFPR) or hFPR-like 1 (hFPRL1) displayed stimulus-specific increase in [Ca(2+)](i) in response to calpain inhibitors (PD150606, PD151746, ALLN, ALLM, MG-132, and calpeptin), γ-secretase inhibitor I, and N-formyl-Met-Leu-Phe. Parent HEK-293 cells also displayed PTx-sensitive increase in [Ca(2+)](i) in response to calpeptin and γ-secretase inhibitor I, whereas they displayed PTx-resistant increase in [Ca(2+)](i) in response to MG-132. MDL-28170 induced neither an increase in [Ca(2+)](i) in neutrophils and HEK-293 cells nor neutrophil migration. Ionomycin-induced cleavage of talin (a substrate of calpain) in neutrophils was inhibited by all inhibitors used here. These findings suggest that potent calpain inhibitors could stimulate phagocyte functions via activation of hFPR, hFPRL1 and/or other G-protein coupled receptors depending on the inhibitors used.


Asunto(s)
Calpaína/antagonistas & inhibidores , Quimiotaxis/efectos de los fármacos , Inhibidores de Cisteína Proteinasa/farmacología , Monocitos/metabolismo , Neutrófilos/metabolismo , Receptores de Formil Péptido/metabolismo , Receptores de Lipoxina/metabolismo , Calcio/metabolismo , Quimiotaxis/fisiología , Células HEK293 , Humanos , Monocitos/citología , Neutrófilos/citología , Receptores de Formil Péptido/genética , Receptores de Lipoxina/genética
13.
Arch Biochem Biophys ; 516(2): 121-7, 2011 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-22005393

RESUMEN

Calpain inhibitors, including peptide aldehydes (N-acetyl-Leu-Leu-Nle-CHO and N-acetyl-Leu-Leu-Met-CHO) and α-mercapto-acrylic acid derivatives (PD150606 and PD151746), have been shown to stimulate phagocyte functions via activation of human formyl peptide receptor (hFPR) and/or hFPR-like 1 (hFPRL1). Using the homology modeling of the receptors and the ligand docking simulation, here we show that these calpain inhibitors could bind to the putative N-formyl-Met-Leu-Phe (fMLF) binding site on hFPR and/or hFPRL1. The studies with HEK-293 cells stably expressing hFPR or hFPRL1 showed that the concentrations of calpain inhibitors required to induce an increase in cytoplasmic free Ca(2+) ([Ca(2+)](i)) was much higher (>100 folds) than those of fMLF and Trp-Lys-Tyr-Met-Val-D-Met (WKYMVm). HEK-293 cells expressing hFPR or hFPRL1 with the mutated fMLF binding site never exhibited the [Ca(2+)](i) response to calpain inhibitors. When the optimal concentrations of each stimulus were used, pretreatment of cells with fMLF or WKYMVm abolished an increase in [Ca(2+)](i) induced by calpain inhibitors as well as the same stimulus, whereas pretreatment of cells with calpain inhibitors significantly suppressed, but never abolished, the [Ca(2+)](i) response induced by fMLF or WKYMVm, suggesting that the binding affinity of the inhibitors to the putative fMLF binding site may be lower than that of fMLF or WKYMVm.


Asunto(s)
Glicoproteínas/farmacología , Receptores de Formil Péptido/química , Receptores de Formil Péptido/efectos de los fármacos , Receptores de Lipoxina/química , Receptores de Lipoxina/efectos de los fármacos , Acrilatos/farmacología , Secuencia de Bases , Sitios de Unión , Señalización del Calcio/efectos de los fármacos , Simulación por Computador , Inhibidores de Cisteína Proteinasa/farmacología , Cartilla de ADN/genética , Células HEK293 , Humanos , Leupeptinas/farmacología , Ligandos , Modelos Moleculares , N-Formilmetionina Leucil-Fenilalanina/farmacología , Oligopéptidos/farmacología , Receptores de Formil Péptido/genética , Receptores de Formil Péptido/metabolismo , Receptores de Lipoxina/genética , Receptores de Lipoxina/metabolismo , Proteínas Recombinantes/química , Proteínas Recombinantes/efectos de los fármacos , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Homología Estructural de Proteína
14.
Sci Rep ; 11(1): 3910, 2021 02 16.
Artículo en Inglés | MEDLINE | ID: mdl-33594132

RESUMEN

Human beings have adaptively rational cognitive biases for efficiently acquiring concepts from small-sized datasets. With such inductive biases, humans can generalize concepts by learning a small number of samples. By incorporating human cognitive biases into learning vector quantization (LVQ), a prototype-based online machine learning method, we developed self-incremental LVQ (SILVQ) methods that can be easily interpreted. We first describe a method to automatically adjust the learning rate that incorporates human cognitive biases. Second, SILVQ, which self-increases the prototypes based on the method for automatically adjusting the learning rate, is described. The performance levels of the proposed methods are evaluated in experiments employing four real and two artificial datasets. Compared with the original learning vector quantization algorithms, our methods not only effectively remove the need for parameter tuning, but also achieve higher accuracy from learning small numbers of instances. In the cases of larger numbers of instances, SILVQ can still achieve an accuracy that is equal to or better than those of existing representative LVQ algorithms. Furthermore, SILVQ can learn linearly inseparable conceptual structures with the required and sufficient number of prototypes without overfitting.

15.
Neural Netw ; 143: 218-229, 2021 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-34157646

RESUMEN

Goal-oriented behaviors of animals can be modeled by reinforcement learning algorithms. Such algorithms predict future outcomes of selected actions utilizing action values and updating those values in response to the positive and negative outcomes. In many models of animal behavior, the action values are updated symmetrically based on a common learning rate, that is, in the same way for both positive and negative outcomes. However, animals in environments with scarce rewards may have uneven learning rates. To investigate the asymmetry in learning rates in reward and non-reward, we analyzed the exploration behavior of mice in five-armed bandit tasks using a Q-learning model with differential learning rates for positive and negative outcomes. The positive learning rate was significantly higher in a scarce reward environment than in a rich reward environment, and conversely, the negative learning rate was significantly lower in the scarce environment. The positive to negative learning rate ratio was about 10 in the scarce environment and about 2 in the rich environment. This result suggests that when the reward probability was low, the mice tend to ignore failures and exploit the rare rewards. Computational modeling analysis revealed that the increased learning rates ratio could cause an overestimation of and perseveration on rare-rewarding events, increasing total reward acquisition in the scarce environment but disadvantaging impartial exploration.


Asunto(s)
Conducta Exploratoria , Recompensa , Algoritmos , Animales , Ratones , Probabilidad , Refuerzo en Psicología
16.
Biosystems ; 197: 104213, 2020 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-32712313

RESUMEN

We propose the theory of indeterminate natural transformation (TINT) to investigate the dynamical creation of meaning as an association relationship between images, focusing on metaphor comprehension as an example. TINT models meaning creation as a type of stochastic process based on mathematical structure and defined by association relationships, such as morphisms in category theory, to represent the indeterminate nature of structure-structure interactions between the systems of image meanings. Such interactions are formulated in terms of the so-called coslice categories and functors as structure-preserving correspondences between them. The relationship between such functors is "indeterminate natural transformation," the central notion in TINT, which models the creation of meanings in a precise manner. For instance, metaphor comprehension is modeled by the construction of indeterminate natural transformations from a canonically defined functor, which we call the base-of-metaphor functor.


Asunto(s)
Cognición , Comprensión , Metáfora , Humanos , Teoría de Sistemas
17.
PLoS One ; 15(5): e0233559, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32442220

RESUMEN

Bayesian inference is the process of narrowing down the hypotheses (causes) to the one that best explains the observational data (effects). To accurately estimate a cause, a considerable amount of data is required to be observed for as long as possible. However, the object of inference is not always constant. In this case, a method such as exponential moving average (EMA) with a discounting rate is used to improve the ability to respond to a sudden change; it is also necessary to increase the discounting rate. That is, a trade-off is established in which the followability is improved by increasing the discounting rate, but the accuracy is reduced. Here, we propose an extended Bayesian inference (EBI), wherein human-like causal inference is incorporated. We show that both the learning and forgetting effects are introduced into Bayesian inference by incorporating the causal inference. We evaluate the estimation performance of the EBI through the learning task of a dynamically changing Gaussian mixture model. In the evaluation, the EBI performance is compared with those of the EMA and a sequential discounting expectation-maximization algorithm. The EBI was shown to modify the trade-off observed in the EMA.


Asunto(s)
Algoritmos , Teorema de Bayes , Simulación por Computador , Humanos , Modelos Teóricos , Distribución Normal
18.
Biosystems ; 190: 104104, 2020 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-32027940

RESUMEN

We start by proposing a causal induction model that incorporates symmetry bias. This model has two parameters that control the strength of symmetry bias and includes conditional probability and conventional models of causal induction as special cases. We calculated the determination coefficients between assessments by participants in eight types of causal induction experiments and the estimated values using the proposed model. The mean coefficient of determination was 0.93. Thus, it can reproduce causal induction of human judgment with high accuracy. We further propose a human-like Bayesian inference method to replace the conditional probability in Bayesian inference with the aforementioned causal induction model. In this method, two components coexist: the component of Bayesian inference, which updates the degree of confidence for each hypothesis, and the component of inverse Bayesian inference that modifies the model of each hypothesis. In other words, this method allows not only inference but also simultaneous learning. Our study demonstrates that the method addresses unsteady situations where the target of inference occasionally changes not only by making inferences based on knowledge (model) and observation data, but also by modifying the model itself.


Asunto(s)
Teorema de Bayes , Sesgo , Algoritmos , Cognición , Humanos , Juicio , Aprendizaje , Modelos Psicológicos , Modelos Estadísticos , Probabilidad , Solución de Problemas , Reproducibilidad de los Resultados , Estadística como Asunto
19.
Biosystems ; 180: 46-53, 2019 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-30822443

RESUMEN

As reinforcement learning algorithms are being applied to increasingly complicated and realistic tasks, it is becoming increasingly difficult to solve such problems within a practical time frame. Hence, we focus on a satisficing strategy that looks for an action whose value is above the aspiration level (analogous to the break-even point), rather than the optimal action. In this paper, we introduce a simple mathematical model called risk-sensitive satisficing (RS) that implements a satisficing strategy by integrating risk-averse and risk-prone attitudes under the greedy policy. We apply the proposed model to the K-armed bandit problems, which constitute the most basic class of reinforcement learning tasks, and prove two propositions. The first is that RS is guaranteed to find an action whose value is above the aspiration level. The second is that the regret (expected loss) of RS is upper bounded by a finite value, given that the aspiration level is set to an "optimal level" so that satisficing implies optimizing. We confirm the results through numerical simulations and compare the performance of RS with that of other representative algorithms for the K-armed bandit problems.


Asunto(s)
Algoritmos , Cognición/fisiología , Toma de Decisiones/fisiología , Modelos Teóricos , Conducta de Elección/fisiología , Humanos , Aprendizaje Automático , Modelos Psicológicos , Refuerzo en Psicología
20.
J Interferon Cytokine Res ; 28(4): 235-43, 2008 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-18439101

RESUMEN

We studied the role of c-Jun N-terminal kinase (JNK) in human neutrophils stimulated by tumor necrosis factor-alpha (TNF-alpha) and granulocyte-macrophage colony-stimulating factor (GM-CSF). Stimulation of neutrophils with TNF-alpha and GM-CSF caused phosphorylation of p54 or p46 JNK or both. The phosphorylated p46 JNK band in TNF-alpha-stimulated neutrophils mobilized faster than that in GM-CSF-stimulated cells. The JNK isoform transcripts expressed in neutrophils were JNK1beta1, JNK1beta2, JNK2alpha1, and JNK2alpha2. The JNK isoforms phosphorylated by TNF-alpha and GM-CSF stimulation were found to be JNK1 and JNK2, respectively, on the basis of the molecular mass and the capture assay. TNF-alpha-induced JNK phosphorylation was sustained in the presence of cycloheximide, which was accompanied by accelerated neutrophil apoptosis. The JNK inhibitors (SP600125 and TAT-TI-JIP(153163)) suppressed neutrophil apoptosis induced by TNF-alpha plus cycloheximide, whereas they attenuated the GM-CSF-mediated antiapoptotic effect on neutrophils. The JNK inhibitor did not affect the levels of Mcl-1 and XIAP (antiapoptotic molecules), which were regulated by TNF-alpha plus cycloheximide and GM-CSF. The JNK inhibitor markedly suppressed TNF-alpha-induced and GM-CSF-induced superoxide release. These findings suggest that JNK1 and JNK2 are involved in TNF-alpha-induced neutrophil apoptosis and GM-CSF-mediated antiapoptotic effect on neutrophils, respectively, and both JNK isoforms are involved in TNF-alpha-induced and GM-CSF-induced superoxide release.


Asunto(s)
Apoptosis/efectos de los fármacos , Factor Estimulante de Colonias de Granulocitos y Macrófagos/farmacología , Proteínas Quinasas JNK Activadas por Mitógenos/metabolismo , Neutrófilos/citología , Neutrófilos/enzimología , Factor de Necrosis Tumoral alfa/farmacología , Adulto , Antracenos/farmacología , Proteínas Reguladoras de la Apoptosis/metabolismo , Proteína 11 Similar a Bcl2 , Activación Enzimática/efectos de los fármacos , Quinasas MAP Reguladas por Señal Extracelular/metabolismo , Humanos , Isoenzimas/metabolismo , Proteínas de la Membrana/metabolismo , Proteína Quinasa 8 Activada por Mitógenos/metabolismo , Proteína Quinasa 9 Activada por Mitógenos/metabolismo , Proteína 1 de la Secuencia de Leucemia de Células Mieloides , Neutrófilos/efectos de los fármacos , Fosforilación/efectos de los fármacos , Proteínas Proto-Oncogénicas/metabolismo , Proteínas Proto-Oncogénicas c-bcl-2/metabolismo , Proteínas Recombinantes , Superóxidos/metabolismo , Proteína Inhibidora de la Apoptosis Ligada a X/metabolismo
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