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Profiles of disease progression and predictors of mortality in Colombian patients with amyotrophic lateral sclerosis: a comprehensive longitudinal study. 哥伦比亚肌萎缩性脊髓侧索硬化症患者的疾病进展概况和死亡率预测因素:一项综合纵向研究。
Pub Date : 2024-09-23 DOI: 10.1080/21678421.2024.2405587
Fernando Ortiz-Corredor, Cristian Correa-Arrieta, John Jairo Forero Diaz, Sandra Castellar-Leones, Andrés Gil-Salcedo

Objective: This study aimed to assess the prognostic value of the Amyotrophic Lateral Sclerosis Functional Rating Scale-Revised (ALSFRS-R) in predicting mortality and characterizing disease progression patterns in ALS patients in Colombia. Methods: We conducted a retrospective longitudinal analysis of 537 ALS patients from the Roosevelt Institute Rehabilitation Service between October 2008 and October 2022. The study excluded nine patients due to incomplete data, resulting in 528 individuals in the analysis. ALS diagnoses were confirmed using the revised El Escorial and Gold Coast criteria. Disease progression was assessed using the ALSFRS-R, and mortality data were sourced from follow-up calls and a national database. Statistical analysis included Cox proportional hazards models to identify mortality predictors and Growth Mixture Modeling (GMM) to explore ALS progression trajectories. Results: The majority of the cohort (63.8%) deceased within the 84-month follow-up period. Survival analysis revealed that each point increase in the ALSFRS-R rate was associated with a 2.22-fold (95% CI =1.99-2.48, p < 0.001) increased risk of mortality. In the population with data from two clinical visits, the ALSFRS-R rate based on initial assessments predicted mortality more effectively over 36 months than the rate based on two evaluations. GMM identified three distinct progression trajectories: slow, intermediate, and rapid decliners. Conclusions: The ALSFRS-R rate, derived from self-reported symptom onset, significantly predicts mortality, underscoring its value in clinical assessments. This study highlights the heterogeneity in disease progression among Colombian ALS patients, indicating the necessity for personalized treatment approaches based on individual progression trajectories. Further studies are needed to refine these predictive models and improve patient management and outcomes.

研究目的本研究旨在评估肌萎缩侧索硬化症功能评定量表-修订版(ALSFRS-R)在预测哥伦比亚肌萎缩侧索硬化症患者死亡率和描述疾病进展模式方面的预后价值。方法:我们对 2008 年 10 月至 2022 年 10 月期间罗斯福研究所康复服务机构的 537 名 ALS 患者进行了回顾性纵向分析。由于数据不完整,研究排除了 9 名患者,因此分析对象为 528 人。ALS 诊断采用修订后的埃斯科里亚尔和黄金海岸标准进行确诊。疾病进展采用 ALSFRS-R 进行评估,死亡率数据来自随访电话和国家数据库。统计分析包括用于确定死亡率预测因素的 Cox 比例危险模型和用于探索 ALS 进展轨迹的生长混合模型 (GMM)。结果大多数患者(63.8%)在 84 个月的随访期内死亡。生存分析表明,ALSFRS-R 率每增加一个点,死亡率就会增加 2.22 倍(95% CI =1.99-2.48,p 结论:ALSFRS-R 率是根据 ALS 的病理学特征计算得出的:ALSFRS-R 评分源自症状发作的自我报告,可显著预测死亡率,突出了其在临床评估中的价值。这项研究强调了哥伦比亚 ALS 患者疾病进展的异质性,表明有必要根据个体进展轨迹采取个性化治疗方法。还需要进一步的研究来完善这些预测模型,改善患者的管理和预后。
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引用次数: 0
Occupational lead exposure and amyotrophic lateral sclerosis survival in the Danish National Patient Registry. 丹麦国家患者登记处的职业铅暴露与肌萎缩侧索硬化症存活率。
Pub Date : 2024-09-08 DOI: 10.1080/21678421.2024.2399155
Ian W Tang, Johnni Hansen, Aisha S Dickerson, Marc G Weisskopf

Objectives: We investigated the relationship between occupational lead exposure and amyotrophic lateral sclerosis (ALS) survival in Denmark.

Methods: We identified 2,161 ALS cases diagnosed from 1982 to 2013 with at least 5 years of employment history before ALS diagnosis, via the Danish National Patient Registry. Cases were followed until March 2017. We defined lead exposure as never employed in a lead job, ever employed in a lead job, and ever employed in a lead job by exposure probability (<50% vs. ≥50%), excluding jobs held in the 5 years before diagnosis in main analyses. Survival was evaluated using Cox proportional hazards models and stratified by sex and age of diagnosis.

Results: Median age of diagnosis was 63.5 years, and individuals in lead-exposed jobs were diagnosed at a younger age. Adjusted hazard ratios (aHR) were slightly decreased for men ever lead-exposed (aHR:0.92, 95%CI: 0.80, 1.05) and more so among those diagnosed at age 60-69 (lead ≥ 50% aHR: 0.66, 95%CI: 0.45, 0.98), but reversed for men diagnosed at age 70 and later (aHR: 2.03, 95%CI: 1.13, 3.64). No apparent pattern was observed among women.

Conclusions: Occupational lead exposure contributed to shorter survival among men diagnosed at older ages. The inverse associations observed for men diagnosed earlier could relate to possible healthy worker hire effect or health advantages of working in lead-exposed jobs. Our results are consistent with an adverse impact of lead exposure on ALS survival at older ages, with the age at which lead's effects on survival worsen later on among those in lead-exposed jobs.

目的:我们调查了丹麦职业铅暴露与肌萎缩侧索硬化症(ALS)存活率之间的关系:我们调查了丹麦职业性铅暴露与肌萎缩侧索硬化症(ALS)存活率之间的关系:我们通过丹麦国家患者登记处确定了 2,161 例在 1982 年至 2013 年期间确诊的 ALS 病例,这些病例在确诊 ALS 之前至少有 5 年的工作史。病例随访至 2017 年 3 月。我们根据暴露概率将铅暴露定义为从未从事过铅工作、曾经从事过铅工作和曾经从事过铅工作(结果:确诊年龄中位数为 63.5 岁,从事铅暴露工作的患者确诊年龄较小。曾经接触过铅的男性的调整后危险比(aHR)略有下降(aHR:0.92, 95%CI: 0.80, 1.05),在 60-69 岁确诊的男性中下降幅度更大(铅≥50% aHR: 0.66, 95%CI: 0.45, 0.98),但在 70 岁及以后确诊的男性中则相反(aHR: 2.03, 95%CI: 1.13, 3.64)。在女性中没有观察到明显的模式:结论:职业性铅暴露导致确诊年龄较大的男性生存期缩短。在较早确诊的男性中观察到的逆相关性可能与健康工人雇佣效应或从事铅暴露工作的健康优势有关。我们的研究结果表明,铅暴露对年龄较大的 ALS 患者的存活率有不利影响,而铅对从事铅暴露工作的患者的存活率的影响会在较晚的年龄恶化。
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引用次数: 0
Investigating the impact of socioeconomic status on amyotrophic lateral sclerosis. 调查社会经济地位对肌萎缩侧索硬化症的影响。
Pub Date : 2024-09-01 DOI: 10.1080/21678421.2024.2384992
Ali Shojaie, Ahmad Al Khleifat, Sarah Garrahy, Haniah Habash-Bailey, Rachel Thomson, Sarah Opie-Martin, Sara Javidnia, P Nigel Leigh, Ammar Al-Chalabi

Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease characterized by the gradual death of motor neurons in the brain and spinal cord, leading to fatal paralysis. Socioeconomic status (SES) is a measure of an individual's shared economic and social status, which has been shown to have an association with health outcomes. Understanding the impact of SES on health conditions is crucial, as it can influence and be influenced by health-related variables. The role of socioeconomic status in influencing the risk and progression of ALS has not been established, and understanding the various factors that impact ALS is important in developing strategies for treatment and prevention. To investigate this relationship, we recruited 413 participants with definite, probable, or possible ALS according to the El Escorial criteria, from three tertiary centers in London, Sheffield, and Birmingham. Logistic regression was used to examine the association between case-control status, socioeconomic criteria, and ALS risk. Linear regression was used to examine the association between age of onset and socioeconomic variables. Two sensitivity analyses were performed, one using an alternative occupational classifier, and the other using Mendelian Randomization analysis to examine association. There was no significant relationship between any variables and ALS risk. We found an inverse relationship between mean lifetime salary and age of ALS onset (Beta = -0.157, p = 0.011), but no effect of education or occupation on the age of onset. The finding was confirmed in both sensitivity analyses and in Mendelian Randomization. We find that a higher salary is associated with a younger age of ALS onset taking into account sex, occupation, years of education, and clinical presentation.

肌萎缩性脊髓侧索硬化症(ALS)是一种神经退行性疾病,其特征是大脑和脊髓中的运动神经元逐渐死亡,导致致命性瘫痪。社会经济地位(SES)是衡量一个人的共同经济和社会地位的标准,已被证明与健康结果有关。了解社会经济地位对健康状况的影响至关重要,因为社会经济地位会影响健康相关变量,也会被健康相关变量所影响。社会经济地位在影响 ALS 风险和病情发展方面的作用尚未确定,了解影响 ALS 的各种因素对于制定治疗和预防策略非常重要。为了研究这种关系,我们从伦敦、谢菲尔德和伯明翰的三个三级医疗中心招募了 413 名根据埃斯科里亚尔标准确诊、可能或可能患有 ALS 的患者。逻辑回归用于检验病例对照状态、社会经济标准和 ALS 风险之间的关联。线性回归用于检验发病年龄与社会经济变量之间的关系。进行了两项敏感性分析,一项是使用替代职业分类器,另一项是使用孟德尔随机分析法来研究两者之间的关联。任何变量与 ALS 风险之间均无明显关系。我们发现平均终生工资与 ALS 发病年龄之间存在反向关系(Beta = -0.157,p = 0.011),但教育或职业对发病年龄没有影响。这一发现在敏感性分析和孟德尔随机分析中都得到了证实。我们发现,考虑到性别、职业、教育年限和临床表现,高薪与 ALS 发病年龄较小有关。
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引用次数: 0
Body mass index is lower in asymptomatic C9orf72 expansion carriers but not in SOD1 pathogenic variant carriers compared to gene negatives. 与基因阴性者相比,无症状的 C9orf72 扩增携带者的体重指数较低,而 SOD1 致病变异携带者的体重指数则不低。
Pub Date : 2024-08-27 DOI: 10.1080/21678421.2024.2396831
Ikjae Lee, Mark A Garret, Joanne Wuu, Elizabeth A Harrington, James D Berry, Timothy M Miller, Matthew Harms, Michael Benatar, Neil Shneider

Objective: To examine the relationship between body mass index (BMI) and genotype among pre-symptomatic carriers of different pathogenic variants associated with amyotrophic lateral sclerosis. Methods: C9orf72+ carriers, SOD1+ carriers, and pathogenic variant negative controls (Gene-Negatives) were included from 3 largely independent cohorts: ALS Families Project (ALS-Families); Dominantly inherited ALS (DIALS); and Pre-symptomatic Familial ALS (Pre-fALS). First reported (ALS-Families) or measured (DIALS and Pre-fALS) weight and height were used to calculate BMI. Age at weight measurement, self-reported sex (male vs. female), and highest education (high school or below vs. college education vs. graduate school or above) were extracted. The associations between BMI and genotype in each cohort were examined with multivariable linear regression models, adjusted for age, sex, and education. Results: A total of 223 C9orf72+ carriers, 135 SOD1+ carriers, and 191 Gene-Negatives were included, deriving from ALS-Families (n = 114, median age 46, 37% male), DIALS (n = 221, median age 46, 30% male), and Pre-fALS (n = 214, median age 44, 39% male). Adjusting for age, sex, and education, the mean BMI of C9orf72+ carriers was lower than Gene-Negatives by 2.4 units (95% confidence interval [CI] = 0.3-4.6, p = 0.02) in ALS-Families; 2.7 units (95% CI = 0.9-4.4, p = 0.003) in DIALS; and 1.9 units (95% CI = 0.5-4.2, p = 0.12) in Pre-fALS. There were no significant differences in BMI between SOD1+ carriers and Gene-Negatives in any of the 3 cohorts. Conclusions: Compared to Gene-Negatives, average BMI is lower in asymptomatic C9orf72+ carriers across 3 cohorts while no significant difference was found between Gene-Negatives and SOD1+ carriers.

目的研究与肌萎缩性脊髓侧索硬化症相关的不同致病变异的症状前携带者的体重指数(BMI)与基因型之间的关系。研究方法从 3 个基本独立的队列中纳入 C9orf72+ 携带者、SOD1+ 携带者和致病变异阴性对照(基因阴性):ALS 家族项目(ALS-Families)、显性遗传 ALS(DIALS)和症状前家族性 ALS(Pre-fALS)。首次报告(ALS-Families)或测量(DIALS 和 Pre-fALS)的体重和身高用于计算体重指数。此外,还提取了测量体重时的年龄、自我报告的性别(男性 vs. 女性)和最高学历(高中或以下 vs. 大学教育 vs. 研究生或以上)。在对年龄、性别和教育程度进行调整后,利用多变量线性回归模型对每个队列中 BMI 与基因型之间的关系进行了研究。结果共纳入 223 名 C9orf72+ 基因携带者、135 名 SOD1+ 基因携带者和 191 名基因阴性者,他们分别来自 ALS-Families(n = 114,中位年龄 46 岁,37% 为男性)、DIALS(n = 221,中位年龄 46 岁,30% 为男性)和 Pre-fALS(n = 214,中位年龄 44 岁,39% 为男性)。调整年龄、性别和教育程度后,C9orf72+携带者的平均体重指数在ALS-Families中比基因阴性者低2.4个单位(95% 置信区间 [CI] = 0.3-4.6,p = 0.02);在DIALS中低2.7个单位(95% CI = 0.9-4.4,p = 0.003);在Pre-fALS中低1.9个单位(95% CI = 0.5-4.2,p = 0.12)。在三个队列中,SOD1+携带者和基因阴性者的体重指数均无明显差异。结论:与基因阴性者相比,3个队列中无症状的C9orf72+携带者的平均体重指数较低,而基因阴性者和SOD1+携带者之间没有发现明显差异。
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引用次数: 0
Psychological resilience is protective against cognitive deterioration in motor neuron diseases. 心理复原力对运动神经元疾病患者的认知退化具有保护作用。
Pub Date : 2024-08-13 DOI: 10.1080/21678421.2024.2385690
Andrea Rosano, Manuel Bicaj, Marta Cillerai, Marta Ponzano, Corrado Cabona, Chiara Gemelli, Claudia Caponnetto, Matteo Pardini, Alessio Signori, Antonio Uccelli, Angelo Schenone, Pilar M Ferraro

Objectives: Recent studies suggest that psychological resilience (PR) is associated with more well-preserved cognition in healthy subjects (HS), but an investigation of such phenomenon in patients with motor neuron diseases (MNDs) is still lacking. The aim of our study was therefore to evaluate PR and its relationship with baseline cognitive/behavioral and mood symptoms, as well as longitudinal cognitive functioning, in MNDs.

Methods: 94 MND patients and 87 demographically matched HS were enrolled. PR was assessed using the Connor-Davidson Resilience Scale (CD-RISC). Patients were further evaluated both at baseline and every 6 months for cognitive/behavioral disturbances using the Edinburgh Cognitive and Behavioral ALS Screen (ECAS), and for mood symptoms using the Hospital Anxiety and Depression Scale (HADS). CD-RISC scores were compared between patients and HS using the Mann-Whitney U test, and regression models were applied to evaluate the role of CD-RISC scores in predicting baseline cognitive/behavioral and mood measures, as well as longitudinal cognitive performances, in MND patients.

Results: MND cases showed significantly greater PR compared to HS (p from <0.001 to 0.02). In MNDs, higher PR levels were significant predictors of both greater cognitive performance (p from 0.01 to 0.05) and milder mood symptoms (p from <0.001 to 0.04) at baseline, as well as less severe memory decline (p from 0.001 to 0.04) longitudinally.

Conclusions: PR is an important protective factor against the onset and evolution of cognitive/mood disturbances in MNDs, suggesting the usefulness of resilience enhancement psychological interventions to prevent or delay cognitive and mood disorders in these neurodegenerative conditions.

目的:最近的研究表明,心理复原力(PR)与健康受试者(HS)更完好的认知能力有关,但对运动神经元疾病(MND)患者的这种现象仍缺乏调查。因此,我们的研究旨在评估 PR 及其与 MNDs 基线认知/行为和情绪症状的关系,以及纵向认知功能。采用康纳-戴维森复原力量表(CD-RISC)对复原力进行评估。使用爱丁堡认知和行为 ALS 筛选(ECAS)对患者的认知/行为障碍进行基线评估,使用医院焦虑和抑郁量表(HADS)对患者的情绪症状进行评估,并每 6 个月进行一次评估。采用曼-惠特尼U检验比较患者和HS的CD-RISC得分,并应用回归模型评估CD-RISC得分在预测MND患者基线认知/行为和情绪测量以及纵向认知表现方面的作用:结果:与 HS 相比,MND 病例的 PR 明显更高(p 从 0.01 到 0.05),纵向情绪症状更轻(p 从 0.001 到 0.04):PR是防止MND认知/情绪障碍发生和演变的重要保护因素,这表明增强复原力的心理干预措施有助于预防或延缓这些神经退行性疾病的认知和情绪障碍。
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引用次数: 0
Cognitive reserve as a modulator of cognitive decline and of behavioral symptoms in patients with amyotrophic lateral sclerosis. 认知储备是肌萎缩侧索硬化症患者认知能力下降和行为症状的调节器。
Pub Date : 2024-08-05 DOI: 10.1080/21678421.2024.2385684
Sara Simão, Miguel Oliveira Santos, Marta Gromicho, Isabel Pavão Martins, Mamede De Carvalho

Introduction: Amyotrophic lateral sclerosis (ALS) has heterogeneous manifestations ranging from motor neuron degeneration to cognitive and behavioral impairment. This study aims to clarify the interactions between cognition and behavioral symptoms with relevant disease predictors and with cognitive reserve (CR), quantified through education, physical activity, and occupation proxies. Methods: A prospective sample of 162 ALS patients and 61 controls were evaluated with the Edinburgh Cognitive and Behavioral ALS Screen (ECAS) (dependent variable), a Cognitive Reserve Index questionnaire (CRIq) and demographic data (age and sex), and, for patients, clinical variables: disease duration, site of onset, the ALS Functional Rating Scale (ALSFRS), forced vital capacity (FVC), and gene mutation chromosome 9 open reading frame 72 (C9orf72) (independent variables). Multiple regression and mediation analyses were performed to predict cognitive and behavioral symptoms. Results: For the ALS group, the statistical model explained 38.8% of variance in ECAS total (p < 0.001), 59.4% of executive functions (p < 0.001), and 55% of behavioral symptoms (p < 0.001). For controls, it accounted for 52.8% of variance in ECAS total (p < 0.001). Interaction effects and mediation analysis showed CR is an ECAS total modulator, with a differential effect within groups (p < 0.001). Verbal fluency was the single best cognitive score to differentiate patients from controls (p = 0.004), and the gene mutation C9orf72 was found to be a behavioral symptom' predictor in patients (p = 0.009). Conclusion: This study supports the proposed concept that CR acts as a cognitive modulator in ALS patients and healthy individuals. Moreover, CR also modulates behavioral manifestations in ALS.

前言肌萎缩性脊髓侧索硬化症(ALS)的表现多种多样,既有运动神经元变性,也有认知和行为障碍。本研究旨在阐明认知和行为症状与相关疾病预测因素以及认知储备(CR)之间的相互作用。研究方法通过爱丁堡认知和行为 ALS 筛选(ECAS)(因变量)、认知储备指数问卷(CRIq)和人口统计学数据(年龄和性别)对 162 名 ALS 患者和 61 名对照者进行了前瞻性抽样评估,并对患者的临床变量:病程、发病部位、ALS 功能评定量表(ALSFRS)、强迫生命容量(FVC)和基因突变第 9 号染色体开放阅读框 72(C9orf72)(自变量)进行了评估。为预测认知和行为症状,进行了多元回归和中介分析。结果对于 ALS 组,统计模型解释了 ECAS 总方差的 38.8%(p p p p p = 0.004),并发现基因突变 C9orf72 是患者行为症状的预测因子(p = 0.009)。结论本研究支持所提出的概念,即 CR 可调节 ALS 患者和健康人的认知能力。此外,CR 还能调节 ALS 患者的行为表现。
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引用次数: 0
The Answer ALS return of results study: Answering the duty to disclose. 答案 ALS 返回结果研究:回答披露义务。
Pub Date : 2024-08-02 DOI: 10.1080/21678421.2024.2385004
Jennifer Roggenbuck, Mackenzie Kaschalk, Rory Eustace, Leah Vicini, Yevgeniya Gokun, Matthew B Harms, Stephen J Kolb

Objective: The Return of Answer ALS Results (RoAR) Study was designed to provide a mechanism for participants in Answer ALS, a large, prospectively designed natural history and biorepository study to receive select clinical genetic testing results and study participants' experience with the results disclosure. Methods: Participants consented to receive results of five ALS genes (C9orf72, SOD1, FUS, TARDP, TBK1) and/or 59 medically actionable genes as designated by the American College of Medical Genetics. Patient-reported genetic testing outcomes were measured via a post-disclosure survey. Results: Of 645 eligible Answer ALS enrollees, 143 (22%) enrolled and completed participation in RoAR. Pathogenic variants were identified in 22/143 (15.4%) participants, including 13/143 (9.0%) in ALS genes and 9/143 (6.3%) in ACMG genes. Participant-reported measures of result utility indicated the research result disclosure was as or more successful than published patient-reported outcomes of result disclosure the clinical setting. Conclusions: This study serves as a model of a "disclosure study" to share results from genomic research with participants who were not initially offered the option to receive results, and our findings can inform the design of future, large scale genomic projects to empower research participants to access their genetic information.

目的:答案 ALS 结果返回(RoAR)研究旨在为 "答案 ALS"(一项大型、前瞻性设计的自然史和生物库研究)的参与者提供一种机制,以接收选定的临床基因检测结果,并研究参与者对结果披露的体验。研究方法:参与者同意接收五个 ALS 基因(C9orf72、SOD1、FUS、TARDP、TBK1)和/或美国医学遗传学会指定的 59 个医学上可操作的基因的检测结果。患者报告的基因检测结果通过披露后调查进行测量。结果:在 645 名符合条件的 ALS 患者中,有 143 人(22%)参加并完成了 RoAR 的测试。在 22/143 名参与者(15.4%)中发现了致病变体,其中 ALS 基因 13/143 例(9.0%),ACMG 基因 9/143 例(6.3%)。参与者报告的结果效用测量结果表明,与已发表的患者报告的临床结果披露结果相比,研究结果披露同样成功,甚至更加成功。结论:本研究可作为 "披露研究 "的典范,与最初未被提供接收结果选项的参与者分享基因组研究结果,我们的研究结果可为未来大规模基因组项目的设计提供参考,以增强研究参与者获取其基因信息的能力。
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引用次数: 0
What do you think caused your ALS? An analysis of the CDC national amyotrophic lateral sclerosis patient registry qualitative risk factor data using artificial intelligence and qualitative methodology. 您认为是什么导致了您的肌萎缩侧索硬化症?利用人工智能和定性方法对疾病预防控制中心全国肌萎缩侧索硬化症患者登记定性风险因素数据进行分析。
Pub Date : 2024-08-01 Epub Date: 2024-05-08 DOI: 10.1080/21678421.2024.2349920
Danielle Boyce, Jaime Raymond, Theodore C Larson, Eddie Kirkland, D Kevin Horton, Paul Mehta

Objective: Amyotrophic lateral sclerosis (ALS) is an incurable, progressive neurodegenerative disease with a significant health burden and poorly understood etiology. This analysis assessed the narrative responses from 3,061 participants in the Centers for Disease Control and Prevention's National ALS Registry who answered the question, "What do you think caused your ALS?"

Methods: Data analysis used qualitative methods and artificial intelligence (AI) using natural language processing (NLP), specifically, Bidirectional Encoder Representations from Transformers (BERT) to explore responses regarding participants' perceptions of the cause of their disease.

Results: Both qualitative and AI analysis methods revealed several, often aligned themes, which pointed to perceived causes including genetic, environmental, and military exposures. However, the qualitative analysis revealed detailed themes and subthemes, providing a more comprehensive understanding of participants' perceptions. Although there were areas of alignment between AI and qualitative analysis, AI's broader categories did not capture the nuances discovered using the more traditional, qualitative approach. The qualitative analysis also revealed that the potential causes of ALS were described within narratives that sometimes indicate self-blame and other maladaptive coping mechanisms.

Conclusions: This analysis highlights the diverse range of factors that individuals with ALS consider as perceived causes for their disease. Understanding these perceptions can help clinicians to better support people living with ALS (PLWALS). The analysis highlights the benefits of using traditional qualitative methods to supplement or improve upon AI-based approaches. This rapidly evolving area of data science has the potential to remove barriers to accessing the rich narratives of people with lived experience.

目的:肌萎缩性脊髓侧索硬化症(ALS)是一种无法治愈的渐进性神经退行性疾病,对健康造成巨大负担,其病因却鲜为人知。这项分析评估了美国疾病控制和预防中心国家 ALS 登记处的 3061 名参与者在回答 "您认为是什么导致了您的 ALS "这一问题时所作的叙述性回答。方法:数据分析采用定性方法和人工智能(AI),使用自然语言处理(NLP),特别是转换器双向编码器表征(BERT)来探讨参与者对其病因的看法。结果定性分析和人工智能分析方法都揭示了几个通常是一致的主题,这些主题指出了包括遗传、环境和军事接触在内的已知病因。然而,定性分析揭示了详细的主题和次主题,从而更全面地了解了参与者的看法。虽然人工智能和定性分析之间存在一致的地方,但人工智能更广泛的类别并不能捕捉到使用更传统的定性方法所发现的细微差别。定性分析还显示,在描述 ALS 的潜在原因时,有时会出现自责和其他适应不良的应对机制。结论:这项分析强调了 ALS 患者认为导致其疾病的各种因素。了解这些认知有助于临床医生更好地为 ALS 患者(PLWALS)提供支持。该分析强调了使用传统定性方法来补充或改进基于人工智能的方法的益处。这一快速发展的数据科学领域有可能消除获取 ALS 患者丰富叙述的障碍。
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引用次数: 0
Residential exposure associations with ALS risk, survival, and phenotype: a Michigan-based case-control study. 居住环境与渐冻症风险、存活率和表型的关系:一项基于密歇根州的病例对照研究。
Pub Date : 2024-08-01 Epub Date: 2024-04-01 DOI: 10.1080/21678421.2024.2336110
Stephen A Goutman, Jonathan Boss, Dae Gyu Jang, Caroline Piecuch, Hasan Farid, Madeleine Batra, Bhramar Mukherjee, Eva L Feldman, Stuart A Batterman

Background: Environmental exposures impact amyotrophic lateral sclerosis (ALS) risk and progression, a fatal and progressive neurodegenerative disease. Better characterization of these exposures is needed to decrease disease burden.

Objective: To identify exposures in the residential setting that associate with ALS risk, survival, and onset segment.

Methods: ALS and control participants recruited from University of Michigan completed a survey that ascertained exposure risks in the residential setting. ALS risk was assessed using logistic regression models followed by latent profile analysis to consider exposure profiles. A case-only analysis considered the contribution of the residential exposure variables via a Cox proportional hazards model for survival outcomes and multinomial logistic regression for onset segment, a polytomous outcome.

Results: This study included 367 ALS and 255 control participants. Twelve residential variables were associated with ALS risk after correcting for multiple comparison testing, with storage in an attached garage of chemical products including gasoline or kerosene (odds ratio (OR) = 1.14, padjusted < 0.001), gasoline-powered equipment (OR = 1.16, padjusted < 0.001), and lawn care products (OR = 1.15, padjusted < 0.001) representing the top three risk factors sorted by padjusted. Latent profile analysis indicated that storage of these chemical products in both attached and detached garages increased ALS risk. Although residential variables were not associated with poorer ALS survival following multiple testing corrections, storing pesticides, lawn care products, and woodworking supplies in the home were associated with shorter ALS survival using nominal p values. No exposures were associated with ALS onset segment.

Conclusion: Residential exposures may be important modifiable components of the ALS susceptibility and prognosis exposome.

背景:环境暴露会影响肌萎缩性脊髓侧索硬化症(ALS)的风险和进展,这是一种致命的进行性神经退行性疾病。为了减轻疾病负担,需要更好地确定这些暴露的特征。目标:确定住宅环境中的暴露确定住宅环境中与 ALS 风险、存活率和发病阶段相关的暴露。方法:从密歇根大学招募的 ALS 和对照组参与者完成了一项调查,以确定居住环境中的暴露风险。使用逻辑回归模型对 ALS 风险进行评估,然后使用潜在特征分析考虑暴露特征。一项只针对病例的分析考虑了居住环境暴露变量对生存结果的贡献,采用 Cox 比例危险模型和多项式逻辑回归对发病时间段(一种多项式结果)进行分析。研究结果这项研究包括 367 名 ALS 患者和 255 名对照组患者。经多重比较测试校正后,有 12 个住宅变量与 ALS 风险相关,其中在附设车库中储存包括汽油或煤油在内的化学产品(几率比(OR)= 1.14,经垫高调整)与 ALS 风险相关。潜在特征分析表明,在连体车库和独立车库中存放这些化学产品都会增加 ALS 风险。虽然经过多重测试校正后,住宅变量与较差的 ALS 存活率无关,但使用名义 p 值计算,在家中存放杀虫剂、草坪护理产品和木工用品与较短的 ALS 存活率有关。没有任何暴露与 ALS 发病时间段相关。结论住宅暴露可能是 ALS 易感性和预后暴露组中可改变的重要组成部分。
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引用次数: 0
Correction. 更正。
Pub Date : 2024-08-01 Epub Date: 2024-03-06 DOI: 10.1080/21678421.2024.2326288
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引用次数: 0
期刊
Amyotrophic lateral sclerosis & frontotemporal degeneration
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