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1.
J Neurosci ; 43(30): 5448-5457, 2023 07 26.
Artigo em Inglês | MEDLINE | ID: mdl-37419688

RESUMO

Activity-dependent changes in the number of AMPA-type glutamate receptors (AMPARs) at the synapse underpin the expression of LTP and LTD, cellular correlates of learning and memory. Post-translational ubiquitination has emerged as a key regulator of the trafficking and surface expression of AMPARs, with ubiquitination of the GluA1 subunit at Lys-868 controlling the post-endocytic sorting of the receptors into the late endosome for degradation, thereby regulating their stability at synapses. However, the physiological significance of GluA1 ubiquitination remains unknown. In this study, we generated mice with a knock-in mutation in the major GluA1 ubiquitination site (K868R) to investigate the role of GluA1 ubiquitination in synaptic plasticity, learning, and memory. Our results reveal that these male mice have normal basal synaptic transmission but exhibit enhanced LTP and deficits in LTD. They also display deficits in short-term spatial memory and cognitive flexibility. These findings underscore the critical roles of GluA1 ubiquitination in bidirectional synaptic plasticity and cognition in male mice.SIGNIFICANCE STATEMENT Subcellular targeting and membrane trafficking determine the precise number of AMPA-type glutamate receptors at synapses, processes that are essential for synaptic plasticity, learning, and memory. Post-translational ubiquitination of the GluA1 subunit marks AMPARs for degradation, but its functional role in vivo remains unknown. Here we demonstrate that the GluA1 ubiquitin-deficient mice exhibit an altered threshold for synaptic plasticity accompanied by deficits in short-term memory and cognitive flexibility. Our findings suggest that activity-dependent ubiquitination of GluA1 fine-tunes the optimal number of synaptic AMPARs required for bidirectional synaptic plasticity and cognition in male mice. Given that increases in amyloid-ß cause excessive ubiquitination of GluA1, inhibiting that GluA1 ubiquitination may have the potential to ameliorate amyloid-ß-induced synaptic depression in Alzheimer's disease.


Assuntos
Plasticidade Neuronal , Receptores de AMPA , Camundongos , Masculino , Animais , Receptores de AMPA/metabolismo , Ácido alfa-Amino-3-hidroxi-5-metil-4-isoxazol Propiônico/metabolismo , Plasticidade Neuronal/fisiologia , Sinapses/fisiologia , Receptores de Glutamato/metabolismo , Ubiquitinação , Cognição , Hipocampo/metabolismo
2.
Semin Cell Dev Biol ; 125: 122-135, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-34103208

RESUMO

Memory is composed of various phases including cellular consolidation, systems consolidation, reconsolidation, and extinction. In the last few years it has been shown that simple association memories can be encoded by a subset of the neuronal population called engram cells. Activity of these cells is necessary and sufficient for the recall of association memory. However, it is unclear which molecular mechanisms allow cellular engrams to encode the diverse phases of memory. Further research is needed to examine the possibility that it is the synapses between engram cells (the synaptic engram) that constitute the memory. In this review we summarize recent findings on cellular engrams with a focus on different phases of memory, and discuss the distinct molecular mechanism required for cellular and synaptic engrams.


Assuntos
Rememoração Mental , Sinapses , Rememoração Mental/fisiologia , Neurônios/fisiologia
3.
Am J Epidemiol ; 193(4): 617-625, 2024 Apr 08.
Artigo em Inglês | MEDLINE | ID: mdl-37981712

RESUMO

Understanding transitions across use of different types of cannabis products and multiple cannabis products and how they intersect with nicotine use in young people can inform etiology and prevention. In this study, we examined transitions across use of combustible and noncombustible forms of cannabis and multiple types of cannabis from adolescence to young adulthood and the role of nicotine use in transitions. In a Southern California longitudinal cohort study (n = 3,298; baseline mean age = 16.1 (standard deviation, 0.4) years) with 9 semiannual survey waves (2015-2021), we used Markov multistate transition modeling to estimate short-term (2-wave) and long-term (9-wave) probabilities of transition across 5 cannabis use states: never use of any product, prior use with no past-6-month (P6M) use of any product, and P6M use of exclusively noncombustible products, exclusively combustible products, and multiple (noncombustible + combustible) products. Sizable transition probabilities from prior and exclusive P6M noncombustible or combustible cannabis use to P6M poly-cannabis-product use were observed in short-term (10.7%-38.9%) and long-term (43.4%-43.8%) analyses. P6M nicotine use increased risk of transitioning from never and prior use to exclusive P6M noncombustible and combustible cannabis use. Cannabis use in any form, even temporary use, during midadolescence may often be followed by poly-cannabis-product use. Nicotine use may amplify the probability of future cannabis use onset or recurrence.


Assuntos
Cannabis , Sistemas Eletrônicos de Liberação de Nicotina , Produtos do Tabaco , Humanos , Adolescente , Adulto Jovem , Adulto , Nicotina/efeitos adversos , Cannabis/efeitos adversos , Estudos Longitudinais , Inquéritos e Questionários , Uso de Tabaco
4.
Prev Med ; 178: 107795, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38065337

RESUMO

PURPOSE: This study examined prospective association of parenting practices related to tobacco use with adolescent e-cigarette use and the moderating role of mental health among U.S. young adolescents. METHODS: We study used multi-wave longitudinal data (2013-2018) drawn from the Population Assessment of Tobacco and Health Study. A total of 5114 young adolescents (12-14 years) who were not lost to follow-ups across four waves (Wave 1-4) comprised the study sample. Weighted logistic regression models along with generalized linear mixed modeling assessed the within-subject associations of parenting practices related to tobacco use (tobacco availability at parent/guardian's home, past-year parent talk about tobacco use, and rules about non-combustible tobacco use at home) with adolescent current e-cigarette use. RESULTS: Prevalence of having home rules about non-combustible tobacco use increased (74.5%-80.2%) and that of parent talk about tobacco use decreased (52.0%-33.9%) over time while tobacco availability at home did not show a specific trend. Tobacco availability at home was associated with increased odds of adolescent e-cigarette use (adjusted odd ratio[OR] = 2.25, 95% confidence interval[CI] = 1.72-2.95), and having home rules about non-combustible tobacco use was linked to decreased likelihood of e-cigarette use (adjusted OR = 0.72, 95% CI = 0.55-0.92). The magnitude of negative association between having rules about non-combustible tobacco and adolescent e-cigarette use was stronger among adolescents with internalizing problems but weaker among those with externalizing problems. CONCLUSIONS: Our findings highlight the important role of home-based interventions in discouraging young adolescents from e-cigarette use. Parents/guardians should consider adolescents' mental health to provide more efficient home- and/or clinical-based e-cigarette use prevention.


Assuntos
Sistemas Eletrônicos de Liberação de Nicotina , Produtos do Tabaco , Vaping , Humanos , Adolescente , Vaping/epidemiologia , Saúde Mental , Poder Familiar , Uso de Tabaco/epidemiologia
5.
Alcohol Alcohol ; 59(2)2024 Jan 17.
Artigo em Inglês | MEDLINE | ID: mdl-38016799

RESUMO

This cross-sectional study of young adults examined associations of hangover remedy use with alcohol use problems. Results suggest that ever-use of hangover remedy products was positively associated with alcohol use problem score, drinks per typical drinking day, and alcohol use disorder symptom count. Use of hangover remedies among young adults merits further scientific and regulatory attention.


Assuntos
Intoxicação Alcoólica , Alcoolismo , Humanos , Adulto Jovem , Estudos Transversais , Consumo de Bebidas Alcoólicas/epidemiologia
6.
Prev Med ; 166: 107387, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36503016

RESUMO

Non-therapeutic, novel oral nicotine products are convenient, discreet to use, and flavored, with increasing sales in the United States. It is unclear whether these products appeal predominantly to adolescents already susceptible to inhalable nicotine products, or whether they attract adolescents who would not otherwise use nicotine. This study examined prevalence and correlates of susceptibility to inhalable and oral nicotine product use among adolescents. Ninth- and tenth-grade students from Southern California who had never used any nicotine product (N = 3129) completed an online survey in Fall 2021 assessing susceptibility to inhalable (i.e., cigarettes, e-cigarettes) and oral (e.g., pouches, gum, gummies) nicotine products. Multinomial logistic regression analyses estimated associations of demographic characteristics with odds of susceptibility to oral, inhalable, or both products. Susceptibility was highest for e-cigarettes (19.7%), followed by cigarettes (15.0%) and nicotine gum, lozenges, tablets and/or gummies (15.0%), and nicotine pouches (8.7%). Dual susceptibility to oral and inhalable products (vs. neither product type) was higher in cisgender female and non-cisgender (vs. cisgender male) adolescents (odds ratios [ORs] = 1.36-2.02; ps < 0.05). Hispanic adolescents (vs. Asian) were more susceptible to both products (OR = 1.47; p < .05). Lower-socioeconomic status (SES) and sexual minority adolescents were more susceptible to oral (ORs = 1.76-1.87; ps < 0.05) and both products (ORs = 1.32-1.88; ps < 0.05), compared to higher-SES and heterosexual adolescents. Adolescents in Southern California may be more susceptible to e-cigarettes than other nicotine/tobacco products. However, appreciable numbers may be susceptible to oral nicotine products, including some youth who might not otherwise use nicotine and youth from populations historically impacted by tobacco-related health disparities.


Assuntos
Sistemas Eletrônicos de Liberação de Nicotina , Produtos do Tabaco , Humanos , Masculino , Adolescente , Feminino , Estados Unidos/epidemiologia , Nicotina , Nicotiana , Fumar/epidemiologia , Prevalência , Suscetibilidade a Doenças
7.
Tob Control ; 32(3): 352-358, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-34326194

RESUMO

OBJECTIVES: An increasing number of US states have required a tax on electronic nicotine delivery systems (ENDS) in the past few years. This study evaluated the effect of statewide vaping product excise tax policy on ENDS use among young adults. METHODS: We used the two recent waves (2014-2019) of the Tobacco Use Supplement to the Current Population Survey. A total of 17 896 US young adults were analysed. Difference-in-differences approach along with weighted multilevel logistic regressions was used to evaluate the association of vaping product excise tax policy adoption with current ENDS use, accounting for the clustering of respondents within the same states. RESULTS: There was an increase in current ENDS use prevalence from 2014-2015 (3.4%) to 2018-2019 (5.4%). Respondents living in states with vaping product excise tax policy showed significantly lower increase in ENDS use prevalence during the study period (interaction between within-state changes and between-state differences: adjusted OR (AOR)=0.57, 95% CI=0.35 to 0.91), controlling for other state-level policies and sociodemographic characteristics. Additional stratified analysis with state-fixed effects by vaping product excise tax policy implementation status showed consistent findings. CONCLUSIONS: Our findings suggest that adopting a vaping product excise tax policy may help reduce ENDS use and suppress the increase of ENDS use prevalence among young adults. Considering that there are still a number of US states that have not implemented vaping product excise tax policy, wider adoption of such policy across the nation would likely help mitigate ENDS use prevalence.


Assuntos
Sistemas Eletrônicos de Liberação de Nicotina , Vaping , Humanos , Adulto Jovem , Estados Unidos , Vaping/epidemiologia , Uso de Tabaco , Políticas , Prevalência
8.
Tob Control ; 2023 Jan 02.
Artigo em Inglês | MEDLINE | ID: mdl-36593119

RESUMO

OBJECTIVES: Various organic acids are used to create nicotine salt formulations, which may improve the appeal and sensory experience of vaping electronic cigarettes (e-cigarettes). This clinical experiment examined the effects of partially and highly protonated forms of two nicotine salt formulations (nicotine lactate and benzoate) versus free-base (no acid additive) on the appeal and sensory attributes of e-cigarettes. METHODS: Current adult tobacco product users (n=116) participated in an online remote double-blind within-subject randomised experiment involving standardised self-administration of e-cigarette solutions varying in nicotine formulation (free-base, 50% nicotine lactate -1:2 lactic acid to nicotine molar ratio, 100% nicotine lactate - 1:1 ratio, 50% nicotine benzoate and 100% nicotine benzoate). Each formulation had equivalent nicotine concentrations (27.0-33.0 mg/mL) and was administered in four flavours in a pod-style device. After each administration, participants rated appeal (liking, disliking and willingness to use again) and sensory attributes (0-100 scale). RESULTS: Compared with free-base nicotine, 50% and 100% nicotine lactate and benzoate yielded higher appeal, smoothness and sweetness and lower harshness and bitterness. Dose-response analyses found 100% vs 50% nicotine salt improved appeal, smoothness, bitterness and harshness for nicotine lactate and sweetness, smoothness and harshness for nicotine benzoate. Solutions with higher pH were associated with worse appeal and sensory attributes across nicotine formulations. Nicotine formulation effects did not differ by tobacco use status and flavours. CONCLUSION: Restricting benzoic acid or lactic acid additives or setting minimal pHs in e-cigarettes merits consideration in regulations designed to reduce vaping among populations deterred from using e-cigarettes with aversive sensory properties. TRIAL REGISTRATION NUMBER: This study was registered under ClinicalTrials.gov Identifier: NCT03742817 under the title 'Effects of e-Cigarettes on Perceptions and Behavior'.

9.
Tob Control ; 2023 Nov 08.
Artigo em Inglês | MEDLINE | ID: mdl-37940405

RESUMO

BACKGROUND: This clinical experiment tested the effects of exposure to e-cigarettes with WS-23 or menthol cooling additives on user appeal and sensory attributes, and, secondarily, whether WS-23 effects generalised across base characterising flavour, nicotine concentration, or nicotine/tobacco product use status. METHODS: In this within-participant double-blind experiment, adult tobacco/nicotine users administered standardised puffs of 18 different e-cigarette solutions in randomised sequences using a pod-style device. Each of three base characterising e-cigarette flavour solutions ('bold tobacco', 'mango,' 'wintergreen') in both 2% and 4% concentrations of nicotine benzoate salt were manipulated by adding either: (1) Menthol (0.5%), (2) WS-23 (0.75%) or (3) No cooling agent. After each administration, participants rated 3 appeal and 5 sensory attributes (0-100 scales). RESULTS: Participants (n=84; M(SD)=38.6 (13.6) years old) were either exclusive e-cigarette (25.0%), cigarette (36.9%) or dual (38.1%) users. WS-23 versus no coolant products produced higher liking, willingness to use again, smoothness, and coolness and lower disliking, bitterness, and harshness ratings (|B|difference range: 4.8 to 20.1; ps<0.005). Menthol (vs no coolant) increased willingness to use again and reduced harshness and coolness (ps<0.05). Flavours with WS-23 (vs menthol) were rated as smoother, cooler and less harsh (ps<0.05). Coolant effects did not differ by base flavour, nicotine concentration, or tobacco use status. CONCLUSIONS: Adding synthetic coolant WS-23 to e-cigarettes appears to make the vaping user experience more appealing, regardless of characterising base flavour. Regulatory agencies should be aware that the manufacturing process of adding synthetic coolants may increase the attractiveness of various e-cigarette products.Cite Now.

10.
Nicotine Tob Res ; 24(4): 590-597, 2022 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-34758071

RESUMO

OBJECTIVES: Prior studies that examined the role of electronic nicotine delivery systems (ENDS) use in smoking cessation have shown divergent conclusions. This study examined the time-course of ENDS-associated smoking abstinent behaviors among continuing cigarette smokers who were willing but unable to quit smoking. METHODS: Data were drawn from the four waves of the Population Assessment of Tobacco and Health Study. Of the 1684 smokers who tried to quit smoking completely at Wave 1, a total of 1094 who were continuing smokers until Wave 4 and were not lost to follow-ups comprised the sample. Using generalized linear mixed modeling, we fitted weighted negative binomial regression models to examine within-person associations of ENDS use with quit attempts and number of days abstinent from smoking. RESULTS: Quit attempt frequency and smoking abstinent days were highest at Wave 1, dropped at Wave 2, and then either increased a little or remained stagnant in later waves. ENDS use to quit smoking was associated with more frequent quit attempts (aIRR = 1.67, 95% CI = 1.42-1.95) and more abstinent days (aIRR = 3.28, 95% CI = 2.43-4.44), and the magnitude of such associations became stronger over time. ENDS use was associated with becoming a nondaily smoker among baseline daily smokers. CONCLUSIONS: ENDS use among continuing smokers may help increase the number of quit attempts and smoking abstinent days. Given that the study sample is continuing smokers who failed in complete smoking cessation, future research would be desirable that evaluates whether such abstinent behaviors sustain and manifest harm reduction with improved health outcomes. IMPLICATIONS: Smokers increasingly adopt electronic nicotine delivery systems (ENDS) to quit smoking. However, the association of ENDS use with smoking cessation efforts among continuing cigarette smokers who were willing but unable to quit smoking is largely unknown. This study found that quit attempts and smoking abstinent days increased with ENDS use to quit smoking by following up with population-representative continuing smokers. Additionally, this study assessed whether cigarette smokers' abstinent behaviors vary with their use of ENDS by estimating within-person associations with frequent assessments of both exposures and outcomes in a long-term perspective.


Assuntos
Sistemas Eletrônicos de Liberação de Nicotina , Abandono do Hábito de Fumar , Produtos do Tabaco , Adulto , Humanos , Fumantes , Fumar
11.
Eur Radiol ; 31(11): 8282-8290, 2021 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-33890148

RESUMO

OBJECTIVES: To evaluate the effectiveness and safety of pleural anesthesia for CT-guided transthoracic needle biopsy (TNB). METHODS: This retrospective study was performed between March 2019 and August 2019 in a tertiary care hospital. Patients undergoing CT-guided TNB received either (a) pleural and skin anesthesia (pleural anesthesia group) or (b) skin anesthesia only (skin anesthesia group). Pain score was reported on a 0-5 numeric rating scale, and pain scores 3-5 were classified as significant pain. The relationship between pleural anesthesia and pain score, significant pain, and pneumothorax was assessed by using multivariable linear and logistic regression models. RESULTS: A total of 111 patients (67 men, 66.0 ± 11.4 years) were included (pleural anesthesia group, 38; skin anesthesia group, 73). Pleural anesthesia group reported lower pain score (1.4 ± 1.0 vs. 2.3 ± 1.1, p < 0.001) and less frequent significant pain (18.4% [7/38] vs. 42.5% [31/73], p = 0.020) than skin anesthesia group. Pain score was negatively associated with pleural anesthesia (ß = -0.93, p < 0.001) and positively associated with procedure time (ß = 0.06, p < 0.001). Significant pain was negatively associated with pleural anesthesia (p = 0.004, adjusted odds ratio [OR] = 0.21 [95% confidence interval: 0.07, 0.61]) and positively associated with procedure time (p < 0.001, adjusted OR = 1.15 [95% confidence interval: 1.07, 1.24]). Pleural anesthesia was not associated with pneumothorax or chest tube placement (p = 0.806 and 0.291, respectively). CONCLUSION: Pleural anesthesia reduces subjective pain without increasing the risk of pneumothorax. KEY POINTS: • Local pleural anesthesia is a simple method that can be added to the conventional skin anesthesia for CT-guided transthoracic needle biopsy. • The addition of local pleural anesthesia can effectively reduce pain compared to the conventional skin anesthesia method. • This procedure is not associated with an increased risk of pneumothorax or chest tube placement.


Assuntos
Manejo da Dor , Pneumotórax , Anestesia Local , Biópsia por Agulha , Humanos , Biópsia Guiada por Imagem , Pulmão , Masculino , Dor , Pneumotórax/etiologia , Radiografia Intervencionista , Estudos Retrospectivos , Fatores de Risco , Tomografia Computadorizada por Raios X
12.
Prev Med ; 145: 106418, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33422574

RESUMO

Intervention strategies to prevent adolescents from using electronic nicotine delivery systems (ENDS) should be based on robust predictors of ENDS use that may differ from predictors of conventional cigarette use. Literature points to the need for uncovering emerging predictors of ENDS use. This study identified emerging predictors of adolescent ENDS use using machine learning (ML) techniques. We analyzed nationally representative multi-wave longitudinal survey data (2013-2018) drawn from the Population Assessment of Tobacco and Health Study. A sample of adolescents (12-17 years) who never used any tobacco products at baseline and completed Wave 2 (n = 7958), Wave 3 (n = 6260) and Wave 4 (n = 4544) were analyzed. We developed a supervised ML prediction model using the penalized logistic regression to assess self-reported past-month ENDS use (i.e., current use) at Waves 2-4 based on the variables measured at the previous wave. We then extracted important predictors from each model. The penalized logistic regression models showed suitable capability to discriminate between ENDS uses and non-uses at each wave based on the area under the receiver operating characteristic curve and the area under the precision-recall curve. Interestingly, social media use emerged as an important variable in predicting adolescent ENDS use. ML models appear to be a promising method to identify unique population-level predictors for U.S. adolescent ENDS use behaviors. More research is warranted to investigate emerging predictors of ENDS use and experimentally examine the mechanism by which these emerging predictors affect ENDS use behavior across different spectrum of populations.


Assuntos
Sistemas Eletrônicos de Liberação de Nicotina , Produtos do Tabaco , Adolescente , Humanos , Aprendizado de Máquina , Nicotiana , Uso de Tabaco
13.
Hippocampus ; 30(11): 1158-1166, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32644222

RESUMO

Neur1 and Neur2, mouse homologs of the Drosophila neur gene, consist of two neuralized homology repeat domains and a RING domain. Both Neur1 and Neur2 are expressed in the whole adult brain and encode E3 ubiquitin ligases, which play a crucial role in the Notch signaling pathways. A previous study reported that overexpression of Neur1 enhances hippocampus-dependent memory, whereas the role of Neur2 remains largely unknown. Here, we aimed to elucidate the respective roles of Neur1 and Neur2 in hippocampus-dependent memory using three lines of genetically modified mice: Neur1 knock-out, Neur2 knock-out, and Neur1 and Neur2 double knock-out (D-KO). Our results showed that spatial memory was impaired when both Neur1 and Neur2 were deleted, but not in the individual knock-out of either Neur1 or Neur2. In addition, basal synaptic properties estimated by input-output relationships and paired-pulse facilitation did not change, but a form of long-term potentiation that requires protein synthesis was specifically impaired in the D-KO mice. These results collectively suggest that Neur1 and Neur2 are crucially involved in hippocampus-dependent spatial memory and synaptic plasticity.


Assuntos
Hipocampo/metabolismo , Proteínas do Tecido Nervoso/deficiência , Plasticidade Neuronal/fisiologia , Proteínas Repressoras/deficiência , Memória Espacial/fisiologia , Complexos Ubiquitina-Proteína Ligase/deficiência , Animais , Feminino , Masculino , Aprendizagem em Labirinto/fisiologia , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Proteínas do Tecido Nervoso/genética , Proteínas Repressoras/genética , Complexos Ubiquitina-Proteína Ligase/genética
14.
Prev Med ; 131: 105969, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31931980

RESUMO

Tumin and Bhalla mentioned challenges associated with the use of population-based survey and machine learning (ML) results on adolescent opioid misuse to clinical settings. In a clinical setting, medical providers do know patient's identity. So, it is not surprising that drug misuse is rarely identified through patient's self-report especially if it involves illicit drug. Even though self-report is susceptible to bias, it is a valid and affordable tool to gather data on illicit drug use at the population level. Use of audio computer-assisted self-interviewing (ACASI) and computer-assisted personal interviewing (CAPI) in NSDUH provides the respondent with a highly private and confidential mode for responding to questions, which helps increase the level of honest reporting of illicit drug use and other sensitive behaviors. As acknowledged in the paper, opioid misuse should not be inferred at the individual level from our ML models. Such interpretations may lead to ecological fallacy. Predicting opioid misuse at the population level is different from identifying opioid misuse in individual patients. Nonetheless, we believe that coordinated multisectoral collaborations that leverage the expertise and resources of both public health and clinical sectors would offer a promising model for addressing the opioid crisis.


Assuntos
Usuários de Drogas , Uso Indevido de Medicamentos sob Prescrição , Adolescente , Analgésicos Opioides , Humanos , Aprendizado de Máquina , Autorrelato
15.
Prev Med ; 130: 105886, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31705938

RESUMO

This study evaluated prediction performance of three different machine learning (ML) techniques in predicting opioid misuse among U.S. adolescents. Data were drawn from the 2015-2017 National Survey on Drug Use and Health (N = 41,579 adolescents, ages 12-17 years) and analyzed in 2019. Prediction models were developed using three ML algorithms, including artificial neural networks, distributed random forest, and gradient boosting machine. The performance of the ML prediction models was compared with performance of the penalized logistic regression. The area under the receiver operating characteristic curve (AUROC) and the area under the precision-recall curve (AUPRC) were used as metrics of prediction performance. We used the AUPRC as the primary measure of prediction performance given that it is considered more informative for assessing binary classifiers on imbalanced outcome variable than AUROC. The overall rate of opioid misuse among U.S. adolescents was 3.7% (n = 1521). Prediction performance was similar across the four models (AUROC values range from 0.809 to 0.815). In terms of the AUPRC, the distributed random forest showed the best performance in prediction (0.172) followed by penalized logistic regression (0.162), gradient boosting machine (0.160), and artificial neural networks (0.157). Findings suggest that machine learning techniques can be a promising technique especially in the prediction of outcomes with rare cases (i.e., when the binary outcome variable is heavily lopsided) such as adolescent opioid misuse.


Assuntos
Aprendizado de Máquina , Transtornos Relacionados ao Uso de Opioides/epidemiologia , Adolescente , Comportamento do Adolescente , Algoritmos , Área Sob a Curva , Criança , Feminino , Humanos , Modelos Logísticos , Masculino , Medição de Risco/métodos , Inquéritos e Questionários , Estados Unidos/epidemiologia
16.
J Neurosci ; 38(22): 5042-5052, 2018 05 30.
Artigo em Inglês | MEDLINE | ID: mdl-29712785

RESUMO

The molecular mechanism of long-term memory has been extensively studied in the context of the hippocampus-dependent recent memory examined within several days. However, months-old remote memory maintained in the cortex for long-term has not been investigated much at the molecular level yet. Various epigenetic mechanisms are known to be important for long-term memory, but how the 3D chromatin architecture and its regulator molecules contribute to neuronal plasticity and systems consolidation is still largely unknown. CCCTC-binding factor (CTCF) is an 11-zinc finger protein well known for its role as a genome architecture molecule. Male conditional knock-out mice in which CTCF is lost in excitatory neurons during adulthood showed normal recent memory in the contextual fear conditioning and spatial water maze tasks. However, they showed remarkable impairments in remote memory in both tasks. Underlying the remote memory-specific phenotypes, we observed that female CTCF conditional knock-out mice exhibit disrupted cortical LTP, but not hippocampal LTP. Similarly, we observed that CTCF deletion in inhibitory neurons caused partial impairment of remote memory. Through RNA sequencing, we observed that CTCF knockdown in cortical neuron culture caused altered expression of genes that are highly involved in cell adhesion, synaptic plasticity, and memory. These results suggest that remote memory storage in the cortex requires CTCF-mediated gene regulation in neurons, whereas recent memory formation in the hippocampus does not.SIGNIFICANCE STATEMENT CCCTC-binding factor (CTCF) is a well-known 3D genome architectural protein that regulates gene expression. Here, we use two different CTCF conditional knock-out mouse lines and reveal, for the first time, that CTCF is critically involved in the regulation of remote memory. We also show that CTCF is necessary for appropriate expression of genes, many of which we found to be involved in the learning- and memory-related processes. Our study provides behavioral and physiological evidence for the involvement of CTCF-mediated gene regulation in the remote long-term memory and elucidates our understanding of systems consolidation mechanisms.


Assuntos
Fator de Ligação a CCCTC/fisiologia , Córtex Cerebral/fisiologia , Memória/fisiologia , Plasticidade Neuronal/fisiologia , Animais , Adesão Celular/fisiologia , Condicionamento Clássico , Potenciais Pós-Sinápticos Excitadores/genética , Potenciais Pós-Sinápticos Excitadores/fisiologia , Medo , Regulação da Expressão Gênica , Potenciação de Longa Duração/fisiologia , Masculino , Aprendizagem em Labirinto , Camundongos , Camundongos Knockout , Percepção Espacial/fisiologia
17.
Radiology ; 290(3): 814-823, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-30561276

RESUMO

Purpose To evaluate the malignancy risk of lung lesions that show nondiagnostic results at transthoracic needle biopsy (PTNB) of the lung and to identify any malignancy-associated risk factors in each nondiagnostic category. Materials and Methods In this retrospective study, 9384 initial PTNBs (9239 patients [mean age, 65 years; age range, 20-99 years] consisting of 5729 men [mean age, 66 years; age range, 20-99 years] and 3510 women [mean age, 63 years; age range, 20-94 years]) were performed in eight institutions between January 2010 and December 2014. PTNB results were categorized as diagnostic (malignant or specifically benign) or nondiagnostic (nonspecific benign pathologic findings, atypical cells, or insufficient specimen), and the proportion of final malignant diagnoses per nondiagnostic category was obtained. Malignancy-associated factors were determined by using multivariable analyses. Results Nondiagnostic results were present in 27.6% (2590 of 9384) of PTNBs. Proportions of final malignant diagnoses were 21.3% (339 of 1592) for nonspecific benignities, 90.1% (503 of 558) for atypical cells, and 46.6% (205 of 440) for insufficient specimens. In the nonspecific benign category, granulomatous inflammation (odds ratio [OR], 0.04; 95% confidence interval [CI]: 0.02, 0.12; P < .001), abscess (OR, 0.04; 95% CI: 0.01, 0.28; P = .001), and organizing pneumonia (OR, 0.05; 95% CI: 0.01, 0.23; P < .001) were demonstrated to be important factors negating malignancy. Atypical cells suspicious for malignancy were more associated with malignancy (OR, 6.3; 95% CI: 1.9, 21.0; P = .003) than were atypical cells of indeterminate malignancy. All 130 lesions with atypical cells suggestive of malignancy were finally malignant. Conclusion After nondiagnostic lung biopsies, lesions categorized as atypical cell lesions have a high likelihood of malignancy, with somewhat lower likelihood for lesions with insufficient specimens and nonspecific benign categories. © RSNA, 2018 Online supplemental material is available for this article. See also the editorial by Elicker in this issue.


Assuntos
Biópsia por Agulha Fina , Neoplasias Pulmonares/patologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Diagnóstico Diferencial , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Risco
18.
Mol Pain ; 14: 1744806918783943, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29923456

RESUMO

Protein kinase M ζ is well known for its role in maintaining memory and pain. Previously, we revealed that the activation of protein kinase M ζ in the anterior cingulate cortex plays a role in sustaining neuropathic pain. However, the mechanism by which protein kinase M ζ is expressed in the anterior cingulate cortex by peripheral nerve injury, and whether blocking of protein kinase M ζ using its inhibitor, zeta inhibitory peptide, produces analgesic effects in neuropathic pain maintained chronically after injury, have not previously been resolved. In this study, we show that protein kinase M ζ expression in the anterior cingulate cortex is enhanced by peripheral nerve injury in a transcription-independent manner. We also reveal that the inhibition of protein kinase M ζ through zeta inhibitory peptide treatment is enough to reduce mechanical allodynia responses in mice with one-month-old nerve injuries. However, the zeta inhibitory peptide treatment was only effective for a limited time.


Assuntos
Dor Crônica/enzimologia , Dor Crônica/genética , Giro do Cíngulo/enzimologia , Neuralgia/enzimologia , Neuralgia/genética , Proteína Quinase C/metabolismo , Transcrição Gênica , Animais , Peptídeos Penetradores de Células , Dor Crônica/patologia , Giro do Cíngulo/patologia , Lipopeptídeos/farmacologia , Potenciação de Longa Duração , Masculino , Camundongos Endogâmicos C57BL , Neuralgia/patologia , Nervos Periféricos/patologia , Receptores de AMPA , Sinapses/metabolismo , Transcrição Gênica/efeitos dos fármacos
19.
Emerg Radiol ; 24(3): 319-324, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-28004325

RESUMO

Shock thyroid is a part of the hypovolemic shock complex, which is a constellation of secondary computed tomographic (CT) findings that are observed in patients with hypovolemic shock. However, to the best of our knowledge, there has only been a single report on this condition, which described three cases associated with significant thoracoabdominal trauma. Here, we report four patients with profound hypotension who exhibited similar CT findings as those described in the initial report on shock thyroid, but with a more diverse clinical spectrum.


Assuntos
Choque/diagnóstico por imagem , Glândula Tireoide/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos , Adolescente , Adulto , Idoso , Meios de Contraste , Diagnóstico Diferencial , Feminino , Humanos , Masculino
20.
Surg Radiol Anat ; 37(9): 1021-6, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25749285

RESUMO

PURPOSE: To describe the incidence and CT features of a rare branching pattern of the pulmonary artery, the Arteria praebronchialis (AP): According to the initial description, the AP originates as the first branch of the left pulmonary artery, crosses the front of the left mainstem bronchus and then runs along the mediastinal margin as it gives off branches to one or more of the basal segments. MATERIALS AND METHODS: Since the incidental discovery of the first patient, contrast-enhanced CT was screened by one radiologist for the presence of AP, until three more cases were identified. In those four patients, segmental and lobar branching patterns of the AP were assessed. RESULTS: The estimated incidence of the AP was 0.03%. All four patients were men. Compared to the normal interlobar artery, the AP was smaller (n = 2), larger (n = 1), or of an equal size (n = 1). The segmental branches of the AP to the upper lobe (present in three patients) were A3 and A4 (n = 1), A3 and A5 (n = 1) and A4+5 (n = 1), respectively. Regarding the supply of the left lower lobe, AP gave off A7+8 and A9 (n = 2), A7+8 (n = 1), and A7 and A10 (n = 1), respectively. In two patients, a contralateral variant of pulmonary arterial branching was found, with (right) A7 arising as the first branch of right pulmonary artery. CONCLUSION: The AP is extremely rare, but has a strong male predilection and highly diverse branching patterns in both the current study and the literature. Radiologists should familiarize themselves with the CT features of this surgically important variation, and be able to describe its lobar and segmental blood supply.


Assuntos
Pulmão/irrigação sanguínea , Pulmão/diagnóstico por imagem , Tomografia Computadorizada Multidetectores , Artéria Pulmonar/anormalidades , Artéria Pulmonar/diagnóstico por imagem , Malformações Vasculares/diagnóstico por imagem , Adulto , Idoso , Meios de Contraste , Humanos , Achados Incidentais , Pulmão/anormalidades , Masculino , Pessoa de Meia-Idade , Intensificação de Imagem Radiográfica
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