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From detection to intervention, optimizing care for patients with alcohol use disorder and advanced hepatic fibrosis. 从检测到干预,优化对酒精使用障碍和晚期肝纤维化患者的护理。
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-27 DOI: 10.1111/acer.15473
Paola Zuluaga, Suthat Liangpunsakul
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引用次数: 0
Drinking firsts at home and with parental knowledge: Racial/ethnic differences in associations with later alcohol outcomes among underage youth. 在父母知情的情况下,在家中第一次饮酒:与未成年青少年日后酗酒结果相关的种族/民族差异。
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-25 DOI: 10.1111/acer.15471
Sharon Lipperman-Kreda, Kristina Wharton, Tammy Chung, Carolyn E Sartor, Kristina M Jackson, Tim Slade

Background: Prior research has shown that early alcohol experiences, such as age of initiation and speed of progression between drinking milestones, vary across racial/ethnic groups. To inform culturally tailored prevention efforts, this longitudinal study examined racial/ethnic differences in the associations of drinking firsts at home and with parental knowledge with alcohol use outcomes among underage youth.

Methods: The study included baseline and five follow-up surveys, collected every 6 months, from California adolescents (ages 12-16 years at baseline). The analytic sample was composed of the 689 adolescents who reported lifetime alcohol use at baseline or a follow-up survey (5% Black, 37% Latinx, 46% White, and 12% other/mixed racial/ethnic group; 54% female). Participants who reported consumption of a full drink, intoxication, or heavy episodic drinking (HED) were asked ages and contexts of these drinking firsts, including whether the initiation was at their own home and whether their parents/guardians knew about this drinking event. Outcomes included past-6-month alcohol frequency, alcohol quantity, and number of alcohol-related problems. Multilevel negative binomial regression analyses were conducted, controlling for demographics and age of initiation by type of drinking behavior. Moderation analyses examined racial/ethnic differences.

Results: For consumption of the first full drink, both drinking at home and parental knowledge were negatively associated with all outcomes; associations did not vary by race/ethnicity. First intoxication at own home was negatively associated with the number of drinks for Latinx youth and with the number of problems for Black youth. For first HED, drinking at own home was positively associated with drinking frequency across groups, and for Black youth specifically, parental knowledge of their first HED experience was significantly associated with greater later alcohol frequency and quantity.

Conclusions: Results suggest that the association of family contexts of drinking first with later alcohol outcomes among underage youth varied by stage of alcohol use and race/ethnicity.

背景:先前的研究表明,不同种族/民族群体的早期饮酒经历(如开始饮酒的年龄和饮酒里程碑之间的进展速度)各不相同。为了给针对不同文化背景的预防工作提供信息,本纵向研究考察了不同种族/民族在家中首次饮酒以及父母对饮酒的了解程度与未成年青少年饮酒结果之间的关联:研究包括每 6 个月一次的基线调查和五次跟踪调查,调查对象为加州青少年(基线调查时年龄为 12-16 岁)。分析样本由在基线调查或后续调查中报告终生饮酒的 689 名青少年组成(5% 为黑人,37% 为拉丁裔,46% 为白人,12% 为其他/混合种族/人种;54% 为女性)。调查询问了报告饮酒过量、醉酒或大量偶发性饮酒(HED)的参与者的年龄及其首次饮酒的背景,包括是否在自己家中开始饮酒以及其父母/监护人是否知道这一饮酒事件。结果包括过去 6 个月的饮酒频率、饮酒量和与酒精有关的问题数量。通过控制人口统计学和饮酒行为类型的开始年龄,进行了多层次负二项式回归分析。调节分析研究了种族/民族差异:结果:就第一次完全饮酒而言,在家中饮酒和父母对饮酒的了解程度与所有结果均呈负相关;相关性不因种族/人种而异。对于拉丁裔青少年来说,在自己家中首次醉酒与饮酒数量呈负相关,而对于黑人青少年来说,则与问题数量呈负相关。对于首次酗酒的青少年来说,在自己家中酗酒与各群体的饮酒频率呈正相关,特别是对于黑人青少年来说,父母对其首次酗酒经历的了解程度与日后饮酒频率和饮酒量的增加呈显著相关:结论:研究结果表明,未成年青少年首次饮酒的家庭环境与日后饮酒结果的关系因饮酒阶段和种族/民族而异。
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引用次数: 0
Discovering what young adults want in electronic interventions aimed at reducing alcohol-related consequences 在旨在减少酒精相关后果的电子干预措施中发现年轻人的需求。
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-25 DOI: 10.1111/acer.15439
Chelsea D. Mackey, Gage L. Sibik, Victoria Szydlowski, Jessica A. Blayney, Christine M. Lee, Mary E. Larimer, Brittney A. Hultgren

Background

Despite intervention efforts, negative alcohol-related consequences continue to impact young adults. Most alcohol interventions focus on reducing alcohol consumption; however, previous research indicates that focusing solely on alcohol use may not decrease consequences. Additionally, many alcohol interventions have diminishing engagement, and few are designed with young adults involved in the development process. Drawing on user-centered design, this study sought to understand young adult perceptions, preferences, and needs for electronic interventions specifically aimed at reducing alcohol consequences.

Methods

Using semi-structured qualitative interviews, 21 young adult drinkers (ages 18–24; 57.1% female) shared their opinions regarding the need for electronic interventions (i.e., mobile or web-delivered) to reduce alcohol consequences as well as their preferences for content, features, and ways to increase engagement. Interviews were coded and analyzed using a multi-step thematic analysis approach.

Results

As part of our discovery phase of intervention development, content coding revealed four main themes. Participants perceived several benefits of interventions focused on alcohol consequences, such as promoting mindful alcohol use and reducing alcohol-related harms. Participants also discussed perceived limitations of such programs, including believing consequences from drinking are unavoidable, necessary for learning, and associated with peer pressure. Preferences for features included real-time tracking, personalized feedback, and psychoeducation along with preferences for design including non-judgmental framing, interactive content, and a user-friendly platform.

Conclusions

Engaging end users early in the development process is a valuable approach to increase intervention relevancy with the target population. This can also inform intervention content and design to maximize engagement and satisfaction (e.g., framing, features, and interactivity) while also reducing barriers identified early on (e.g., peer pressure).

背景:尽管采取了干预措施,但与酒精相关的不良后果仍在影响着青少年。大多数酒精干预措施的重点是减少酒精消费;然而,以往的研究表明,仅仅关注酒精使用可能不会减少后果。此外,许多酒精干预措施的参与度越来越低,而且很少有干预措施是由青少年参与设计的。本研究借鉴以用户为中心的设计理念,试图了解年轻人对旨在减少酒精后果的电子干预措施的看法、偏好和需求:通过半结构式定性访谈,21 名年轻的成年饮酒者(18-24 岁;57.1% 为女性)分享了他们对减少酒精后果的电子干预措施(即手机或网络提供的干预措施)的需求,以及他们对内容、功能和提高参与度的方式的偏好。我们采用多步骤主题分析方法对访谈进行了编码和分析:作为干预开发探索阶段的一部分,内容编码揭示了四大主题。参与者认为以酒精后果为重点的干预措施有多种益处,如促进谨慎饮酒和减少与酒精相关的危害。参与者还讨论了此类项目的局限性,包括认为饮酒的后果是不可避免的、对学习是必要的,以及与同伴压力有关。对功能的偏好包括实时跟踪、个性化反馈和心理教育,对设计的偏好包括非评判性框架、互动内容和用户友好型平台:结论:在开发过程的早期让最终用户参与进来是提高干预措施与目标人群相关性的重要方法。这还可以为干预内容和设计提供信息,以最大限度地提高参与度和满意度(如框架、功能和互动性),同时减少早期发现的障碍(如同伴压力)。
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引用次数: 0
Delay discounting of rewards and losses, alcohol use, and the influence of socioeconomic factors: A cross-sectional online study in frequent drinkers. 奖励和损失的延迟贴现、饮酒以及社会经济因素的影响:一项针对经常饮酒者的横断面在线研究。
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-22 DOI: 10.1111/acer.15469
Mathieu Pinger, Malin Skirke, Janine Thome, Wolfgang H Sommer, Georgia Koppe, Peter Kirsch

Background: Delay discounting describes the devaluation of future outcomes over time and is a popular behavioral construct in addiction research. Prior studies show modest yet consistent associations between problematic alcohol use and delayed reward discounting (DRD). However, the potential confounding influence of socioeconomic status (SES, e.g., income and education) is rarely addressed. In this study, we aimed to investigate the robustness of DRD as a predictor of alcohol use after controlling for socioeconomic and demographic variables. Additionally, we aimed to test the association between delayed loss discounting (DLD) and alcohol use in a sufficiently large sample.

Methods: We collected data from 341 moderate-to-heavy-drinking participants (27.92 ± 21.12 g alcohol/day, 43.48 ± 11.90 years old, 49.9% female, UK residents) in a cross-sectional online study. DRD and DLD were measured using an intertemporal choice task. Questionnaires encompassed alcohol use (AUDIT, weekly alcohol consumption), education and income, subjective measures of past and present socioeconomic status, and impulsivity.

Results: DRD, but not DLD, was significantly associated with AUDIT scores (r = 0.15) and weekly alcohol consumption (r = 0.12). DRD remained a significant yet weak predictor of AUDIT scores when controlling for education and income, but not when controlling for education and age.

Conclusions: We replicated a small but robust association between alcohol use and DRD, but not DLD. This association appeared to be confounded by education and age, but not by income. We conclude that socioeconomic and demographic variables should systematically be accounted for in future studies investigating DRD and alcohol use.

背景:延迟折现描述的是随着时间的推移对未来结果的贬值,是成瘾研究中一个流行的行为结构。先前的研究表明,问题性饮酒与延迟奖赏折扣(DRD)之间存在适度但一致的关联。然而,社会经济地位(SES,如收入和教育)的潜在混杂影响却很少被提及。在本研究中,我们旨在研究在控制社会经济和人口统计学变量后,DRD 作为酒精使用预测指标的稳健性。此外,我们还希望在足够大的样本中测试延迟损失贴现(DLD)与饮酒之间的关联:我们在一项横断面在线研究中收集了 341 名中度至重度饮酒者(27.92 ± 21.12 克酒精/天,43.48 ± 11.90 岁,49.9% 女性,英国居民)的数据。DRD 和 DLD 采用跨时空选择任务进行测量。问卷内容包括饮酒情况(AUDIT,每周饮酒量)、教育程度和收入、过去和现在社会经济地位的主观测量以及冲动性:DRD与AUDIT得分(r = 0.15)和每周饮酒量(r = 0.12)显著相关,而DLD与AUDIT得分(r = 0.15)和每周饮酒量(r = 0.12)无关。在控制教育程度和收入的情况下,DRD 对 AUDIT 分数的预测作用仍然明显,但不明显;在控制教育程度和年龄的情况下,DRD 对 AUDIT 分数的预测作用则不明显:我们重复了饮酒与 DRD(但不是 DLD)之间微小但稳健的关联。这种关联似乎与教育和年龄有关,但与收入无关。我们的结论是,在今后调查 DRD 和饮酒的研究中,应系统地考虑社会经济和人口变量。
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引用次数: 0
Association of circulating adipokines with metabolic measures among people with HIV: Moderating effects of alcohol use. 循环脂肪因子与艾滋病病毒感染者代谢指标的关系:饮酒的调节作用
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-18 DOI: 10.1111/acer.15464
Liz Simon, Hui-Yi Lin, Jonquil Poret, Curtis Vande Stouwe, Tekeda F Ferguson, David A Welsh, Patricia E Molina

Background: People with HIV (PWH) are at increased risk for cardiometabolic comorbidities. We have reported that lifetime alcohol use among people with HIV (PWH) is associated with increased risk for metabolic syndrome. Dysfunctional adipose tissue and altered circulating adipokines mediate metabolic dysregulation. The objective of this study was to determine the associations of circulating adipokine concentration with metabolic measures, and the moderating effects of lifetime and recent alcohol use in PWH.

Methods: This is a cross-sectional analysis of data from 357 PWH at their baseline visit of the longitudinal New Orleans Alcohol and HIV (NOAH) study. The concentrations of four circulating adipokines (adiponectin, leptin, resistin, and fatty acid-binding protein 4 [FABP4]) and their associations with five metabolic measures (triglycerides, cholesterol, Hemoglobin A1c, Homeostatic Model Assessment for Insulin Resistance, and metabolic syndrome) were examined.

Results: Higher circulating adiponectin was associated with increased odds of normal triglyceride, cholesterol, and Hemoglobin A1c levels. Increased leptin and FABP4 concentrations were associated with decreased odds of normal triglyceride and cholesterol levels. Increased leptin and FABP4 concentrations were associated with increased odds of insulin resistance and meeting criteria for metabolic syndrome. Increased circulating resistin concentration was associated with decreased odds of normal triglyceride levels and increased odds of meeting criteria for metabolic syndrome. Additionally, among PWH with increased lifetime alcohol use, higher adiponectin concentration was associated with decreased odds of meeting criteria for metabolic syndrome.

Conclusions: These data suggest the interplay between adiponectin, leptin, FABP4, and resistin may contribute to metabolic stability among PWH. Moreover, lifetime, but not recent, alcohol use moderates the relationship between adipokines and metabolic measures. These data highlight the relevance of functional adipose tissue mass and associated circulating adipokine levels in maintaining metabolic homeostasis, and its moderation by lifetime alcohol consumption.

背景:艾滋病病毒感染者(PWH)罹患心脏代谢合并症的风险增加。我们曾报道,HIV 感染者终生饮酒与代谢综合征风险增加有关。功能失调的脂肪组织和循环脂肪因子的改变介导了代谢失调。本研究旨在确定循环脂肪因子浓度与代谢指标之间的关系,以及终生饮酒和近期饮酒对 PWH 的调节作用:本研究对新奥尔良酒精与艾滋病(NOAH)纵向研究中 357 名艾滋病感染者的基线访问数据进行了横断面分析。研究人员检测了四种循环脂肪因子(脂肪连通素、瘦素、抵抗素和脂肪酸结合蛋白 4 [FABP4])的浓度及其与五种代谢指标(甘油三酯、胆固醇、血红蛋白 A1c、胰岛素抵抗稳态模型评估和代谢综合征)之间的关系:结果:循环脂肪连通素越高,甘油三酯、胆固醇和血红蛋白 A1c 水平正常的几率越大。瘦素和 FABP4 浓度的增加与甘油三酯和胆固醇水平正常几率的降低有关。瘦素和 FABP4 浓度的增加与胰岛素抵抗和符合代谢综合征标准的几率增加有关。循环抵抗素浓度的增加与甘油三酯水平正常的几率降低和符合代谢综合征标准的几率增加有关。此外,在终生酗酒的残疾人中,较高的脂肪连通素浓度与代谢综合征达标几率的降低有关:这些数据表明,脂肪连接蛋白、瘦素、FABP4 和抵抗素之间的相互作用可能有助于促进 PWH 代谢的稳定。此外,终生饮酒(而非近期饮酒)会缓和脂肪因子与代谢指标之间的关系。这些数据强调了功能性脂肪组织质量和相关循环脂肪因子水平在维持代谢平衡中的重要性,以及终生饮酒对其影响的调节作用。
{"title":"Association of circulating adipokines with metabolic measures among people with HIV: Moderating effects of alcohol use.","authors":"Liz Simon, Hui-Yi Lin, Jonquil Poret, Curtis Vande Stouwe, Tekeda F Ferguson, David A Welsh, Patricia E Molina","doi":"10.1111/acer.15464","DOIUrl":"https://doi.org/10.1111/acer.15464","url":null,"abstract":"<p><strong>Background: </strong>People with HIV (PWH) are at increased risk for cardiometabolic comorbidities. We have reported that lifetime alcohol use among people with HIV (PWH) is associated with increased risk for metabolic syndrome. Dysfunctional adipose tissue and altered circulating adipokines mediate metabolic dysregulation. The objective of this study was to determine the associations of circulating adipokine concentration with metabolic measures, and the moderating effects of lifetime and recent alcohol use in PWH.</p><p><strong>Methods: </strong>This is a cross-sectional analysis of data from 357 PWH at their baseline visit of the longitudinal New Orleans Alcohol and HIV (NOAH) study. The concentrations of four circulating adipokines (adiponectin, leptin, resistin, and fatty acid-binding protein 4 [FABP4]) and their associations with five metabolic measures (triglycerides, cholesterol, Hemoglobin A1c, Homeostatic Model Assessment for Insulin Resistance, and metabolic syndrome) were examined.</p><p><strong>Results: </strong>Higher circulating adiponectin was associated with increased odds of normal triglyceride, cholesterol, and Hemoglobin A1c levels. Increased leptin and FABP4 concentrations were associated with decreased odds of normal triglyceride and cholesterol levels. Increased leptin and FABP4 concentrations were associated with increased odds of insulin resistance and meeting criteria for metabolic syndrome. Increased circulating resistin concentration was associated with decreased odds of normal triglyceride levels and increased odds of meeting criteria for metabolic syndrome. Additionally, among PWH with increased lifetime alcohol use, higher adiponectin concentration was associated with decreased odds of meeting criteria for metabolic syndrome.</p><p><strong>Conclusions: </strong>These data suggest the interplay between adiponectin, leptin, FABP4, and resistin may contribute to metabolic stability among PWH. Moreover, lifetime, but not recent, alcohol use moderates the relationship between adipokines and metabolic measures. These data highlight the relevance of functional adipose tissue mass and associated circulating adipokine levels in maintaining metabolic homeostasis, and its moderation by lifetime alcohol consumption.</p>","PeriodicalId":72145,"journal":{"name":"Alcohol (Hanover, York County, Pa.)","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142482184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lipid droplet-associated proteins in alcohol-associated fatty liver disease: A proteomic approach 酒精相关性脂肪肝中的脂滴相关蛋白:蛋白质组学方法
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-16 DOI: 10.1111/acer.15446
Sathish Kumar Perumal, Le Z. Day, Madan Kumar Arumugam, Srinivas Chava, Vikas Kumar, Natalia A. Osna, Jon Jacobs, Karuna Rasineni, Kusum K. Kharbanda

Background

The earliest manifestation of alcohol-associated liver disease (ALD) is steatosis characterized by deposition of fat in specialized organelles called lipid droplets (LDs). While alcohol administration causes a rise in LD numbers in the hepatocytes, little is known regarding their characteristics that allow their accumulation and size to increase. The aim of the present study is to gain insights into underlying pathophysiological mechanisms by investigating the ethanol-induced changes in hepatic LD proteome as a function of LD size.

Methods

Adult male Wistar rats (180–200 g BW) were fed with ethanol liquid diet for 6 weeks. At sacrifice, large-, medium-, and small-sized hepatic LD subpopulations (LD1, LD2, and LD3, respectively) were isolated and subjected to morphological and proteomic analyses.

Results

Morphological analysis of LD1-LD3 fractions of ethanol-fed rats clearly demonstrated that LD1 contained larger LDs compared with LD2 and LD3 fractions. Our preliminary results from principal component analysis showed that the proteome of different-sized hepatic LD fractions was distinctly different. Proteomic data analysis identified over 2000 proteins in each LD fraction with significant alterations in protein abundance among the three LD fractions. Among the altered proteins, several were related to fat metabolism, including synthesis, incorporation of fatty acid, and lipolysis. Ingenuity pathway analysis revealed increased fatty acid synthesis, fatty acid incorporation, LD fusion, and reduced lipolysis in LD1 compared to LD3. Overall, the proteomic findings indicate that the increased level of protein that facilitates fusion of LDs combined with an increased association of negative regulators of lipolysis dictates the generation of large-sized LDs during the development of alcohol-associated hepatic steatosis.

Conclusion

Several significantly altered proteins were identified in different-sized LDs isolated from livers of ethanol-fed rats. Ethanol-induced increases in specific proteins that hinder LD lipid metabolism led to the accumulation and persistence of large-sized LDs in the liver.

背景:酒精相关性肝病(ALD)的最早表现是脂肪变性,其特征是脂肪沉积在称为脂滴(LDs)的特殊细胞器中。虽然饮酒会导致肝细胞中的脂滴数量增加,但人们对其积累和体积增大的特征却知之甚少。本研究的目的是通过研究乙醇诱导的肝脏 LD 蛋白质组变化与 LD 大小的关系,深入了解潜在的病理生理机制:方法:成年雄性 Wistar 大鼠(体重 180-200 g)用乙醇液态食物喂养 6 周。牺牲时,分离大、中、小尺寸肝脏 LD 亚群(分别为 LD1、LD2 和 LD3)并进行形态学和蛋白质组分析:结果:对乙醇喂养大鼠的 LD1-LD3 组群进行的形态学分析清楚地表明,与 LD2 和 LD3 组群相比,LD1 组群含有较大的 LD。主成分分析的初步结果显示,不同大小的肝脏 LD 部分的蛋白质组明显不同。蛋白质组数据分析在每个 LD 组份中发现了 2000 多个蛋白质,三个 LD 组份的蛋白质丰度发生了显著变化。在改变的蛋白质中,有几种与脂肪代谢有关,包括合成、脂肪酸结合和脂肪分解。Ingenuity pathway 分析显示,与 LD3 相比,LD1 中的脂肪酸合成、脂肪酸掺入、LD 融合增加,而脂肪分解减少。总之,蛋白质组学研究结果表明,在酒精相关性肝脂肪变性的发展过程中,促进 LD 融合的蛋白质水平增加,加上脂肪分解负调控因子的关联增加,决定了大尺寸 LD 的产生:结论:从喂食乙醇的大鼠肝脏中分离出的不同大小的LDs中发现了几种明显改变的蛋白质。乙醇引起的阻碍LD脂质代谢的特定蛋白质的增加导致了大尺寸LD在肝脏中的积累和持续存在。
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引用次数: 0
Phosphatidylethanol testing and return to alcohol use after liver transplantation: Implications for candidate selection and care. 磷脂酰乙醇检测与肝移植后恢复饮酒:对候选者选择和护理的影响。
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-16 DOI: 10.1111/acer.15467
Hanna Blaney, Suthat Liangpunsakul
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引用次数: 0
Examining the role of reinforcing activities and time horizon in recovery: Commentary on Bickel, Witkiewitz, Athamneh, Kuhlemeier-"Recovery from alcohol use disorder: Reinforcer pathology theory, measurement, and methods". 研究强化活动和时间范围在康复中的作用:评论 Bickel、Witkiewitz、Athamneh、Kuhlemeier--"酒精使用障碍的康复:强化物病理学理论、测量和方法"。
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-15 DOI: 10.1111/acer.15466
James R McKay
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引用次数: 0
Development of an accelerometer-based wearable sensor approach for alcohol consumption detection. 开发基于加速度传感器的可穿戴式酒精检测方法。
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-14 DOI: 10.1111/acer.15465
Nicholas J Bush, Adriana K Cushnie, Madison Sinclair, Huda Ahmed, Rachel Schorn, Tongzhen Xie, Jeff Boissoneault

Background: Alcohol is a commonly used substance associated with significant public health consequences. Treatment is often stigmatized and limited with regard to both access and affordability, demonstrating the need for innovations in alcohol treatment. Accelerometer sensors can detect drinking without user input and are widely incorporated into wearable devices, increasing accessibility and affordability.

Methods: We compared a distributional and random forest classification approach to detect and evaluate sensor-based drinking data. Data were collected at a local state fair (n = 194), where participants drank water at specified intervals interspersed with confounding behaviors (e.g., touching nose, rubbing forehead, or yawning) while wearing an Android-based smartwatch for 10 min. Participants were randomized to receive one of three drinking container shapes: pint, martini, or wine.

Results: The random forest model achieved an overall testing accuracy of 93% (sensitivity = 0.32; specificity = 0.99; positive predictive value = 0.74). The distributional algorithm achieved an overall accuracy of 95% (sensitivity = 0.76; specificity = 0.97; positive predictive value = 0.72). The distributional algorithm had a significantly greater accuracy (t(193) = 7.73, p < 0.001, d = 0.56) and sensitivity (t(193) = 24.5, p < 0.001, d = 1.76). Equivalency testing demonstrated significant equivalency to the ground truth for sip duration (tlower(193) = 16.92, p < 0.001; tupper(193) = -9.85, p < 0.001) and between-sip interval (tlower(193) = 1.72, p = 0.044; thigher(193) = -3.96, p < 0.001). However, the random forest did not have significant equivalency to the ground truth for between-sip interval (tlower(193) = 1.98, p = 0.025; thigher(193) = 0.160, p = 0.564).

Conclusions: Overall, the results indicated that consumer-grade smartwatches can be utilized to detect and measure alcohol use behavior using machine learning and distributional algorithms. This work provides the methodological foundation for future research to analyze the behavioral pharmacology of alcohol use and develop accessible just-in-time clinical interventions.

背景:酒精是一种普遍使用的物质,会对公众健康造成严重影响。酒精治疗往往被污名化,在可及性和可负担性方面都受到限制,这表明酒精治疗需要创新。加速度传感器无需用户输入即可检测饮酒情况,并广泛应用于可穿戴设备中,从而提高了可及性和可负担性:我们比较了分布式分类法和随机森林分类法,以检测和评估基于传感器的饮酒数据。数据是在当地的一个州博览会上收集的(n = 194),参与者在佩戴基于安卓系统的智能手表 10 分钟的过程中,以规定的间隔喝水,同时穿插一些干扰行为(如摸鼻子、揉额头或打哈欠)。参与者被随机分配到三种形状的饮水容器中:品脱、马提尼或葡萄酒:随机森林模型的总体测试准确率为 93%(灵敏度 = 0.32;特异性 = 0.99;阳性预测值 = 0.74)。分布式算法的总体准确率为 95%(灵敏度 = 0.76;特异性 = 0.97;阳性预测值 = 0.72)。分布式算法的准确率明显更高(t(193) = 7.73,p lower(193) = 16.92,p upper(193) = -9.85,p lower(193) = 1.72,p = 0.044;thigher(193) = -3.96,p lower(193) = 1.98,p = 0.025;thigher(193) = 0.160,p = 0.564):总之,研究结果表明,消费级智能手表可以利用机器学习和分布算法来检测和测量饮酒行为。这项工作为今后的研究提供了方法论基础,以便分析酒精使用的行为药理学,并开发可及的及时临床干预措施。
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引用次数: 0
Elevations in interleukin-8 levels in individuals with alcohol use disorder and clinical insomnia symptoms 酒精使用障碍和临床失眠症状患者的白细胞介素-8水平升高。
IF 3 Q2 SUBSTANCE ABUSE Pub Date : 2024-10-13 DOI: 10.1111/acer.15444
Erica N. Grodin, Wave-Ananda Baskerville, Kaitlin R. McManus, Michael R. Irwin, Lara A. Ray

Background

Insomnia commonly co-occurs with alcohol use disorder (AUD) and predicts poorer outcomes for those with AUD. Insomnia and AUD are individually associated with increases in systemic inflammation. Insomnia and inflammation both serve as risk factors for relapse in AUD. However, little is known about the relationship between insomnia and systemic inflammation in individuals with AUD. Therefore, the present study examined the relationship between the severity of insomnia symptoms and plasma levels of inflammatory cytokines in a sample of treatment-seeking individuals with an AUD.

Methods

This secondary analysis included 101 (61M/40F) individuals with an AUD. Participants were categorized into groups based on their scores on the Insomnia Severity Index: no insomnia (n = 47), subthreshold insomnia (n = 37), and clinical insomnia (n = 17). Participants provided blood samples to measure plasma levels of four peripheral markers of inflammation (IL-6, IL-8, TNF-α, and CRP). Inflammatory marker levels were compared between groups. Interactive effects of sex and AUD severity were examined.

Results

There was a significant main effect of insomnia group on log IL-8 levels (F = 6.52, p = 0.002), such that individuals with AUD and clinical insomnia had higher log IL-8 levels compared to both the no insomnia and subthreshold insomnia groups (ps ≤ 0.05). Sex and AUD severity interacted with this relationship, such that men with clinical insomnia and AUD and individuals with severe AUD had higher log IL-8 levels. There were no significant effects of insomnia on IL-6, TNF-α, or CRP levels.

Conclusion

The present study identified a specific elevation in IL-8 levels in individuals with an AUD and clinical insomnia that was not identified in other markers of peripheral inflammation (IL-6, TNF-α, CRP). Sex and AUD severity interacted with insomnia symptoms, indicating that those with clinical insomnia and severe AUD or male sex may be the most vulnerable to the inflammatory consequences associated with AUD and clinical insomnia symptoms.

背景:失眠通常与酒精使用障碍(AUD)并发,并预示着酒精使用障碍患者的预后较差。失眠和 AUD 都与全身炎症的增加有关。失眠和炎症都是导致 AUD 复发的危险因素。然而,人们对 AUD 患者失眠与全身炎症之间的关系知之甚少。因此,本研究对寻求治疗的 AUD 患者样本中失眠症状的严重程度与血浆中炎症细胞因子水平之间的关系进行了研究:这项二次分析包括101名(61男/40女)AUD患者。根据失眠严重程度指数(Insomnia Severity Index)的得分将参与者分为三组:无失眠(47 人)、阈下失眠(37 人)和临床失眠(17 人)。参与者提供血样以测量四种外周炎症标记物(IL-6、IL-8、TNF-α 和 CRP)的血浆水平。各组之间的炎症标志物水平进行了比较。研究了性别和 AUD 严重程度的交互影响:失眠组对对数IL-8水平有明显的主效应(F = 6.52,P = 0.002),与无失眠组和阈值以下失眠组相比,患有AUD和临床失眠的个体的对数IL-8水平更高(PS ≤ 0.05)。性别和 AUD 严重程度与这一关系相互影响,因此患有临床失眠和 AUD 的男性以及严重 AUD 患者的 IL-8 对数水平更高。失眠对 IL-6、TNF-α 或 CRP 水平没有明显影响:本研究发现,在有 AUD 和临床失眠症的患者中,IL-8 水平有特定的升高,而在其他外周炎症指标(IL-6、TNF-α、CRP)中却未发现这一现象。性别和 AUD 严重程度与失眠症状相互影响,表明临床失眠和严重 AUD 患者或男性可能最容易受到与 AUD 和临床失眠症状相关的炎症后果的影响。
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Alcohol (Hanover, York County, Pa.)
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