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Predicting the Conversion from Mild Cognitive Impairment to Alzheimer's Disease Using Graph Frequency Bands and Functional Connectivity-Based Features. 利用图形频带和基于功能连接性的特征预测从轻度认知障碍到阿尔茨海默病的转变
Pub Date : 2024-06-21 DOI: 10.21203/rs.3.rs-4549428/v1
Jafar Zamani, Alireza Talesh Jafadideh

Accurate prediction of the progression from mild cognitive impairment (MCI) to Alzheimer's disease (AD) is crucial for disease management. Machine learning techniques have demonstrated success in classifying AD and MCI cases, particularly with the use of resting-state functional magnetic resonance imaging (rs-fMRI) data.This study utilized three years of rs-fMRI data from the ADNI, involving 142 patients with stable MCI (sMCI) and 136 with progressive MCI (pMCI). Graph signal processing was applied to filter rs-fMRI data into low, middle, and high frequency bands. Connectivity-based features were derived from both filtered and unfiltered data, resulting in a comprehensive set of 100 features, including global graph metrics, minimum spanning tree (MST) metrics, triadic interaction metrics, hub tendency metrics, and the number of links. Feature selection was enhanced using particle swarm optimization (PSO) and simulated annealing (SA). A support vector machine (SVM) with a radial basis function (RBF) kernel and a 10-fold cross-validation setup were employed for classification. The proposed approach demonstrated superior performance, achieving optimal accuracy with minimal feature utilization. When PSO selected five features, SVM exhibited accuracy, specificity, and sensitivity rates of 77%, 70%, and 83%, respectively. The identified features were as follows: (Mean of clustering coefficient, Mean of strength)/Radius/(Mean Eccentricity, and Modularity) from low/middle/high frequency bands of graph. The study highlights the efficacy of the proposed framework in identifying individuals at risk of AD development using a parsimonious feature set. This approach holds promise for advancing the precision of MCI to AD progression prediction, aiding in early diagnosis and intervention strategies.

准确预测轻度认知障碍(MCI)到阿尔茨海默病(AD)的进展对于疾病管理至关重要。机器学习技术在对AD和MCI病例进行分类方面取得了成功,尤其是在使用静息态功能磁共振成像(rs-fMRI)数据方面。这项研究利用了ADNI的三年rs-fMRI数据,其中包括142名稳定型MCI(sMCI)患者和136名进展型MCI(pMCI)患者。图形信号处理将 rs-fMRI 数据过滤成低、中、高频段。从过滤和未过滤的数据中得出了基于连接性的特征,从而形成了一套包含 100 个特征的综合特征集,其中包括全局图指标、最小生成树(MST)指标、三元交互指标、中心倾向指标和链接数。使用粒子群优化(PSO)和模拟退火(SA)增强了特征选择。在进行分类时,采用了带有径向基函数(RBF)内核的支持向量机(SVM)和 10 倍交叉验证设置。所提出的方法表现出卓越的性能,以最小的特征利用率获得了最佳的准确性。当 PSO 选择五个特征时,SVM 的准确率、特异性和灵敏度分别为 77%、70% 和 83%。确定的特征如下(聚类系数平均值、强度平均值)/半径/(偏心率平均值和模块性)。该研究强调了所提出的框架在使用简约特征集识别有患注意力缺失症风险的个体方面的功效。这种方法有望提高从 MCI 到 AD 进展预测的精确度,有助于早期诊断和干预策略。
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引用次数: 0
Early-life tobacco exposure is causally implicated in aberrant RAG-mediated recombination in childhood acute lymphoblastic leukemia. 早期烟草暴露与儿童急性淋巴细胞白血病中 RAG 介导的异常重组有因果关系。
Pub Date : 2024-06-20 DOI: 10.21203/rs.3.rs-4510345/v1
Adam de Smith, Tanxin Liu, Keren Xu, Anmol Pardeshi, Swe Swe Myint, Alice Kang, Libby Morimoto, Michael Lieber, Joseph Wiemels, Scott Kogan, Catherine Metayer

Acute lymphoblastic leukemia (ALL) is the most common cancer in children, yet few environmental risk factors have been identified. We previously found an association between early-life tobacco smoke exposure and frequency of somatic deletions of 8 leukemia driver genes among childhood ALL patients in the California Childhood Leukemia Study. To expand analysis genome-wide and examine potential mechanisms, we conducted tumor whole-genome sequencing in 35 ALL patients, including 18 with high prenatal tobacco exposure and 17 with low exposure as determined by established epigenetic biomarkers. High tobacco exposure patients had significantly more structural variants (P < .001) and deletions (P = .001) genome-wide than low exposure patients. Investigation of off-target RAG recombination revealed that 41% of deletions in the high tobacco exposure patients were putatively RAG-mediated (full RAG motif identified at one or both breakpoints) compared with only 21% in the low exposure group (P = .001). In a multilevel model, deletions in high tobacco exposure patients were 2.44-fold (95% CI:1.13-5.38) more likely to be putatively RAG-mediated than deletions in low exposure patients. No point mutational signatures were associated with prenatal tobacco exposure. Our findings suggest that early-life tobacco smoke exposure may promote leukemogenesis by driving development of somatic deletions in pre-leukemic lymphocytes via off-target RAG recombination.

急性淋巴细胞白血病(ALL)是儿童最常见的癌症,但环境风险因素却很少被发现。我们曾在加利福尼亚儿童白血病研究中发现,早期烟草烟雾暴露与儿童 ALL 患者中 8 个白血病驱动基因的体细胞缺失频率之间存在关联。为了扩大全基因组分析范围并研究潜在机制,我们对35名ALL患者进行了肿瘤全基因组测序,其中包括18名产前烟草暴露程度高的患者和17名通过已建立的表观遗传生物标记确定的暴露程度低的患者。高烟草暴露患者的结构变异(P
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引用次数: 0
Cancer/testis antigen expression and co-expression patterns in Gastroesophageal Adenocarcinoma. 胃食管腺癌中癌症/睾丸抗原的表达和共表达模式
Pub Date : 2024-06-20 DOI: 10.21203/rs.3.rs-4499622/v1
Sukumar Kalvapudi, Akhil Goud Pachimatla, R J Seager, Jeffrey Conroy, Sarabjot Pabla, Sarbajit Mukherjee

Gastroesophageal adenocarcinoma (GEAC) poses a significant challenge due to its poor prognosis and limited treatment options. Recently, Cancer/testis antigens (CTAs) have emerged as potential therapy targets due to their high expression in tumor cells and their immunogenic nature. We aimed to explore the expression and co-expression of CTAs in GEAC. We analyzed 63 GEAC patients initially and validated our findings in 329 patients from The Cancer Genome Atlas (TCGA) database. CTA expression was measured after RNA sequencing, while clinical information, including survival outcomes and treatment details, was collected from an institutional database. Co-expression patterns among CTAs were determined using Pearson correlation analysis. The majority of the study cohort were male (87%), Caucasian (94%), and had stage IV disease (64%). CTAs were highly prevalent, ranging from 58-19%. The MAGE gene family showed the highest expression, consistent across both cohorts. The correlation matrix revealed a distinct cluster of significantly co-expressed genes, including MAGEA3, NY-ESO-1, and others (0.27 ≤ r ≤ 0.73). Survival analysis revealed that individual CTAs were associated with poorer survival outcomes in patients not receiving immunotherapy while showing potential for improved survival in those undergoing immunotherapy, although these findings lacked robust reliability. Our study provides a comprehensive characterization of CTA expression and co-expression in GEAC. The strong correlation among CTAs like MAGE, NY-ESO-1, and GAGE suggests a potential for therapies targeting multiple CTAs simultaneously. Further research, including prospective trials, is warranted to assess the prognostic value of CTAs and their suitability as therapeutic targets.

胃食管腺癌(GEAC)预后不良,治疗方案有限,是一项重大挑战。最近,癌症/睾丸抗原(CTAs)因其在肿瘤细胞中的高表达和免疫原性而成为潜在的治疗靶点。我们旨在探索 CTAs 在 GEAC 中的表达和共表达情况。我们初步分析了 63 例 GEAC 患者,并在癌症基因组图谱(TCGA)数据库中的 329 例患者中验证了我们的研究结果。CTA的表达是在RNA测序后测定的,而临床信息,包括生存结果和治疗细节,则是从一个机构数据库中收集的。通过皮尔逊相关分析确定了CTA之间的共表达模式。研究队列中的大多数人是男性(87%)、白种人(94%)和 IV 期患者(64%)。CTA的发病率很高,从58%到19%不等。MAGE 基因家族的表达量最高,这在两个队列中都是一致的。相关性矩阵显示,MAGEA3、NY-ESO-1等基因有明显的共表达(0.27 ≤ r ≤ 0.73)。生存分析表明,在未接受免疫治疗的患者中,单个CTA与较差的生存结果相关,而在接受免疫治疗的患者中,则显示出改善生存的潜力,尽管这些发现缺乏可靠的可靠性。我们的研究全面描述了CTA在GEAC中的表达和共表达情况。MAGE、NY-ESO-1和GAGE等CTA之间的强相关性表明,同时针对多个CTA的疗法具有潜力。有必要开展进一步的研究,包括前瞻性试验,以评估 CTA 的预后价值及其作为治疗靶点的适宜性。
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引用次数: 0
Maximizing Insights from Longitudinal Epigenetic Age Data: Simulations, Applications, and Practical Guidance. 从纵向表观遗传年龄数据中获得最大启示:模拟、应用和实践指导。
Pub Date : 2024-06-20 DOI: 10.21203/rs.3.rs-4482915/v1
Anna Großbach, Matthew J Suderman, Anke Hüls, Alexandre A Lussier, Andrew D A C Smith, Esther Walton, Erin C Dunn, Andrew J Simpkin

Background: Epigenetic Age (EA) is an age estimate, developed using DNA methylation (DNAm) states of selected CpG sites across the genome. Although EA and chronological age are highly correlated, EA may not increase uniformly with time. Departures, known as epigenetic age acceleration (EAA), are common and have been linked to various traits and future disease risk. Limited by available data, most studies investigating these relationships have been cross-sectional - using a single EA measurement. However, the recent growth in longitudinal DNAm studies has led to analyses of associations with EA over time. These studies differ in (i) their choice of model; (ii) the primary outcome (EA vs. EAA); and (iii) in their use of chronological age or age-independent time variables to account for the temporal dynamic. We evaluated the robustness of each approach using simulations and tested our results in two real-world examples, using biological sex and birthweight as predictors of longitudinal EA.

Results: Our simulations showed most accurate effect sizes in a linear mixed model or generalized estimating equation, using chronological age as the time variable. The use of EA versus EAA as an outcome did not strongly impact estimates. Applying the optimal model in real-world data uncovered an accelerated EA rate in males and an advanced EA that decelerates over time in children with higher birthweight.

Conclusion: Our results can serve as a guide for forthcoming longitudinal EA studies, aiding in methodological decisions that may determine whether an association is accurately estimated, overestimated, or potentially overlooked.

背景表观遗传年龄(Epigenetic Age,EA)是一种年龄估计方法,它是利用基因组中选定 CpG 位点的 DNA 甲基化(DNAm)状态得出的。虽然表观遗传年龄与实际年龄高度相关,但表观遗传年龄可能不会随时间均匀增长。被称为表观遗传年龄加速(EAA)的偏离现象很常见,并与各种特征和未来疾病风险有关。受可用数据的限制,大多数调查这些关系的研究都是横断面研究--使用单一的 EA 测量。然而,随着最近 DNAm 纵向研究的增加,对 EA 随时间变化的相关性进行了分析。这些研究在以下方面存在差异:(i) 模型选择;(ii) 主要结果(EA 与 EAA);(iii) 使用年代年龄或与年龄无关的时间变量来解释时间动态。我们通过模拟评估了每种方法的稳健性,并在两个真实世界的例子中测试了我们的结果,这两个例子使用生物学性别和出生体重作为纵向 EA 的预测因子。结果 我们的模拟结果表明,以年代年龄作为时间变量的线性混合模型或广义估计方程的效应大小最为准确。使用 EA 还是 EAA 作为结果对估计值影响不大。在真实世界数据中应用最佳模型发现,男性的 EA 速度加快,出生体重越大的儿童 EA 越高,速度越慢。结论 我们的研究结果可为即将开展的EA纵向研究提供指导,有助于在方法学上做出决定,从而确定某种关联是被准确估计、高估还是可能被忽视。
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引用次数: 0
The potential utility of (2S,4R)-4-[18F] fluoroglutamine as a novel metabolic imaging marker for inflammation explored by rat models of arthritis and paw edema. 通过大鼠关节炎和爪水肿模型探索 (2S,4R)-4-[18F]fluoroglutamine 作为炎症代谢成像标记物的潜在用途。
Pub Date : 2024-06-20 DOI: 10.21203/rs.3.rs-4493375/v1
Kim Min-Jeong, Hari K Akula, Jocelyn Marden, Kaixuan Li, Bao Hu, Paul Vaska, Wenchao Qu

Purpose: (2S,4R)-4-[18F]fluoroglutamine ([18F]FGln) is a promising metabolic imaging marker in cancer. Based on the fact that major inflammatory cells are heavily dependent on glutamine metabolism like cancer cells, we explored the potential utility of [18F]FGln as a metabolic imaging marker for inflammation in two rat models: carrageenan-induced paw edema (CIPE) and collagen-induced arthritis (CIA).

Procedures: The CIPE model (n = 4) was generated by injecting 200 μL of 3% carrageenan solution into the left hind paw three hours before the PET. The CIA model (n = 4) was generated by injecting 200 μg of collagen emulsion subcutaneously at the tail base 3-4 weeks before the PET. A qualitative scoring system was used to assess the severity of paw inflammation. After a CT scan, 15.7 ± 4.9 MBq of [18F]FGln was injected via the tail vein, followed by a dynamic micro-PET scan for 90 minutes under anesthesia with isoflurane. The standard uptake value of [18F]FGln was measured by placing a volume of interest in each paw. The non-injected right hind paws of the CIPE model rats served as controls for both models. The paws with CIA were pathologically examined after PET.

Results: In CIPE models, uptake in the injected paw was higher compared to the non-injected paw by 52-83%. In CIA models, uptake in the paws with severe inflammation was higher than the averaged controls by 54-173%, while that with mild and no inflammation was slightly higher (33%) and lower (-7%), respectively. Combined overall, the [18F]FGln uptake in CIA showed a significant positive correlation with inflammation severity (r = 0.88, P = 0.009). The pathological findings confirmed profound inflammation in CIA.

Conclusions: [18F]FGln uptake was increased in both acute and chronic inflammation, and the uptake level was significantly correlated with the severity, suggesting its potential utility as a novel metabolic imaging marker for inflammation.

目的 ( 2S,4R )-4-[ 18 F]氟谷氨酰胺([ 18 F]FGln)是一种很有前途的癌症代谢成像标记物。基于主要炎症细胞与癌细胞一样严重依赖谷氨酰胺代谢这一事实,我们探索了[18 F]FGln 作为炎症代谢成像标记物在两种大鼠模型(卡拉胶诱导的爪水肿(CIPE)和胶原诱导的关节炎(CIA))中的潜在用途。实验过程:CIPE 模型(n = 4)是在 PET 测试前三小时向左后爪注射 200 µL 3% 角叉菜胶溶液。CIA模型(n = 4)是在PET前3-4周在尾基部皮下注射200微克胶原蛋白乳液。采用定性评分系统评估爪部炎症的严重程度。CT扫描后,通过尾静脉注射15.7 ± 4.9 MBq的[18 F]FGln ,然后在异氟烷麻醉下进行90分钟的动态微型PET扫描。在每个爪子中放置一个感兴趣体积,测量[18 F]FGln 的标准摄取值。未注射 CIPE 模型大鼠的右后爪作为两种模型的对照组。PET 检测后,对患有 CIA 的鼠爪进行病理学检查。结果 在 CIPE 模型中,注射爪的摄取量比未注射爪高出 52-83%。在 CIA 模型中,有严重炎症的爪的摄取量比平均对照组高 54-173%,而轻度和无炎症的爪的摄取量分别略高(33%)和略低(-7%)。综合来看,CIA的[18 F]FGln 摄取与炎症严重程度呈显著正相关(r = 0.88,P = 0.009)。病理结果证实,CIA 存在严重的炎症。结论 [ 18 F]FGln 摄取在急性和慢性炎症中均有增加,且摄取水平与炎症严重程度呈显著正相关,这表明它有可能成为炎症的一种新型代谢成像标记物。
{"title":"The potential utility of (2S,4R)-4-[18F] fluoroglutamine as a novel metabolic imaging marker for inflammation explored by rat models of arthritis and paw edema.","authors":"Kim Min-Jeong, Hari K Akula, Jocelyn Marden, Kaixuan Li, Bao Hu, Paul Vaska, Wenchao Qu","doi":"10.21203/rs.3.rs-4493375/v1","DOIUrl":"10.21203/rs.3.rs-4493375/v1","url":null,"abstract":"<p><strong>Purpose: </strong>(<i>2S,4R</i>)-4-[<sup>18</sup>F]fluoroglutamine ([<sup>18</sup>F]FGln) is a promising metabolic imaging marker in cancer. Based on the fact that major inflammatory cells are heavily dependent on glutamine metabolism like cancer cells, we explored the potential utility of [<sup>18</sup>F]FGln as a metabolic imaging marker for inflammation in two rat models: carrageenan-induced paw edema (CIPE) and collagen-induced arthritis (CIA).</p><p><strong>Procedures: </strong>The CIPE model (n = 4) was generated by injecting 200 μL of 3% carrageenan solution into the left hind paw three hours before the PET. The CIA model (n = 4) was generated by injecting 200 μg of collagen emulsion subcutaneously at the tail base 3-4 weeks before the PET. A qualitative scoring system was used to assess the severity of paw inflammation. After a CT scan, 15.7 ± 4.9 MBq of [<sup>18</sup>F]FGln was injected via the tail vein, followed by a dynamic micro-PET scan for 90 minutes under anesthesia with isoflurane. The standard uptake value of [<sup>18</sup>F]FGln was measured by placing a volume of interest in each paw. The non-injected right hind paws of the CIPE model rats served as controls for both models. The paws with CIA were pathologically examined after PET.</p><p><strong>Results: </strong>In CIPE models, uptake in the injected paw was higher compared to the non-injected paw by 52-83%. In CIA models, uptake in the paws with severe inflammation was higher than the averaged controls by 54-173%, while that with mild and no inflammation was slightly higher (33%) and lower (-7%), respectively. Combined overall, the [<sup>18</sup>F]FGln uptake in CIA showed a significant positive correlation with inflammation severity (<i>r</i> = 0.88, <i>P</i> = 0.009). The pathological findings confirmed profound inflammation in CIA.</p><p><strong>Conclusions: </strong>[<sup>18</sup>F]FGln uptake was increased in both acute and chronic inflammation, and the uptake level was significantly correlated with the severity, suggesting its potential utility as a novel metabolic imaging marker for inflammation.</p>","PeriodicalId":94282,"journal":{"name":"Research square","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11213212/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141474382","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-World Effectiveness of Nirmatrelvir in Protecting Long COVID for Outpatient Adult Patients - A Large-Scale Observational Cohort Study from the RECOVER Initiative. Nirmatrelvir在保护门诊成人患者长期COVID方面的实际效果--来自RECOVER倡议的一项大规模观察性队列研究。
Pub Date : 2024-06-20 DOI: 10.21203/rs.3.rs-4536807/v1
Fei Wang, Chengxi Zang, Haoyang Li, Dhru Khullar, Yongkang Zhang, Stephenson Strobel, Yong Chen, Marc Sala, Payal Patel, Alejandro Comellas, Andrew Wylam, Mark Weiner, Christopher Forrest, Thomas Carton, Rainu Kaushal

Paxlovid has been approved for use in patients who are at high risk for severe acute COVID-19 illness. Evidence regarding whether Paxlovid protects against Post-Acute Sequelae of SARS-CoV-2 infection (PASC), or Long COVID, is mixed in high-risk patients and lacking in low-risk patients. With a target trial emulation framework, we evaluated the association of Paxlovid treatment within 5 days of SARS-CoV-2 infection with incident Long COVID and hospitalization or death from any cause in the post-acute period (30-180 days after infection) using electronic health records from the Patient-Centered Clinical Research Networks (PCORnet) RECOVER repository. The study population included 497,499 SARS-CoV-2 positive patients between March 1, 2022, to February 1, 2023, and among which 165,256 were treated with Paxlovid within 5 days since infection and 307,922 were not treated with Paxlovid or other COVID-19 treatments. Compared with the non-treated group, Paxlovid treatment was associated with reduced risk of Long COVID with a Hazard Ratio (HR) of 0.88 (95% CI, 0.87 to 0.89) and absolute risk reduction of 2.99 events per 100 persons (95% CI, 2.65 to 3.32). Paxlovid treatment was associated with reduced risk of all-cause death (HR, 0.53, 95% CI 0.46 to 0.60; risk reduction 0.23 events per 100 persons, 95% CI 0.19 to 0.28) and hospitalization (HR, 0.70, 95% CI 0.68 to 0.73; risk reduction 2.37 events per 100 persons, 95% CI 2.19 to 2.56) in the post-acute phase. For those without documented risk factors, the associations (HR, 1.03, 95% CI 0.95 to 1.11; risk increase 0.80 events per 100 persons, 95% CI -0.84 to 2.45) were inconclusive. Overall, high-risk, nonhospitalized adult patients with COVID-19 who were treated with Paxlovid within 5 days of SARS-CoV-2 infection had a lower risk of Long COVID and all-cause hospitalization or death in the post-acute period. However, Long COVID risk reduction with Paxlovid was not observed in low-risk patients.

Paxlovid 已被批准用于严重急性 COVID-19 疾病的高危患者。有关 Paxlovid 是否能预防 SARS-CoV-2 感染急性后遗症(PASC)或长 COVID 的证据在高风险患者中不尽相同,而在低风险患者中则缺乏。我们采用目标试验仿真框架,利用以患者为中心的临床研究网络(PCORnet)RECOVER 存储库中的电子病历,评估了在感染 SARS-CoV-2 后 5 天内进行 Paxlovid 治疗与感染后急性期(感染后 30-180 天)发生的 Long COVID 以及因任何原因住院或死亡的相关性。研究对象包括2022年3月1日至2023年2月1日期间的497,499名SARS-CoV-2阳性患者,其中165,256人在感染后5天内接受了Paxlovid治疗,307,922人未接受Paxlovid或其他COVID-19治疗。与未接受治疗组相比,Paxlovid治疗与长COVID风险降低相关,危险比(HR)为0.88(95% CI,0.87至0.89),绝对风险降低为每百人2.99例(95% CI,2.65至3.32)。帕克洛维治疗可降低急性期后的全因死亡风险(HR,0.53,95% CI 0.46至0.60;风险降低率为每百人0.23例,95% CI 0.19至0.28)和住院风险(HR,0.70,95% CI 0.68至0.73;风险降低率为每百人2.37例,95% CI 2.19至2.56)。对于没有记录风险因素的患者,相关性(HR,1.03,95% CI 0.95 至 1.11;每 100 人风险增加 0.80 例,95% CI -0.84 至 2.45)尚无定论。总体而言,在感染 SARS-CoV-2 后 5 天内接受 Paxlovid 治疗的 COVID-19 高危、非住院成年患者在急性期后发生 Long COVID 和全因住院或死亡的风险较低。然而,在低风险患者中未观察到 Paxlovid 可降低长 COVID 风险。
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引用次数: 0
Nicotinamide Adenine Dinucleotide Does Not Improve Anesthetic Recovery in Rodents. 烟酰胺腺嘌呤二核苷酸不能改善啮齿动物的麻醉恢复。
Pub Date : 2024-06-20 DOI: 10.21203/rs.3.rs-4515123/v1
Candida L Goodnough, July Montoya, Erica B Cartusciello, Erin L Floranda, Eric R Gross

Nicotinamide Adenine Dinucleotide (NAD+) is implicated in bioenergetics, DNA repair, and senescence. Depletion of NAD+ is associated with aging and neurodegenerative disease, prompting a growing interest in NAD+ supplementation. With rising over-the-counter use of NAD, understanding their impact on perioperative recovery becomes essential. This study investigates the effect of NADH, a common NAD+ precursor, on anesthesia in rodents. Baseline and post-anesthesia (1.5% isoflurane) open field and Y-maze activity were recorded in adult male and female C57/BL6 mice (n = 8-10/group). NADH (150 mg/kg, intraperitoneal) or vehicle (0.9% normal saline) were given at baseline or during anesthesia. The NADH-treated group exhibited a significant decrease in open-field activity relative to vehicle-treated. This diminished activity was reflected in reduced distance travelled and average velocity after emergence from anesthesia in the NADH-treated group. NADH treatment did not improve Y-maze performance after anesthesia as the number of visits to the novel arm was significantly decreased. This study demonstrates a potentially adverse impact of NADH on recovery from anesthesia. We revealed a depression in open-field activity and Y-maze performance with NADH supplementation, an indicator of cognitive recovery in rodents. The broad implications of NAD+ in aging are likely to shape supplementation trends, highlighting the importance of understanding the potential influence of administering NAD+ on anesthetic sensitivity and recovery.

烟酰胺腺嘌呤二核苷酸(NAD + )与生物能、DNA 修复和衰老有关。NAD + 的耗竭与衰老和神经退行性疾病有关,因此人们对补充 NAD + 的兴趣与日俱增。随着 NAD 非处方使用的增加,了解其对围术期恢复的影响变得至关重要。本研究调查了 NADH(一种常见的 NAD + 前体)对啮齿动物麻醉的影响。研究记录了成年雄性和雌性 C57/BL6 小鼠(n = 8-10 只/组)的基线和麻醉后(1.5% 异氟醚)开阔地和 Y 型迷宫活动。在基线或麻醉期间给予 NADH(150 毫克/千克,腹腔注射)或载体(0.9% 生理盐水)。NADH 处理组的开场活动显著低于药物处理组。NADH处理组的活动减少反映在麻醉后的行走距离和平均速度的降低上。NADH处理并没有改善麻醉后的Y迷宫表现,因为进入新颖臂的次数显著减少。这项研究表明,NADH可能会对麻醉后的恢复产生不利影响。我们发现,补充 NADH 后,啮齿类动物的开场活动和 Y 型迷宫表现会受到抑制,而这是啮齿类动物认知能力恢复的一个指标。NAD + 在衰老过程中的广泛影响可能会左右补充趋势,这凸显了了解给药 NAD + 对麻醉敏感性和恢复的潜在影响的重要性。
{"title":"Nicotinamide Adenine Dinucleotide Does Not Improve Anesthetic Recovery in Rodents.","authors":"Candida L Goodnough, July Montoya, Erica B Cartusciello, Erin L Floranda, Eric R Gross","doi":"10.21203/rs.3.rs-4515123/v1","DOIUrl":"10.21203/rs.3.rs-4515123/v1","url":null,"abstract":"<p><p>Nicotinamide Adenine Dinucleotide (NAD<sup>+</sup>) is implicated in bioenergetics, DNA repair, and senescence. Depletion of NAD<sup>+</sup> is associated with aging and neurodegenerative disease, prompting a growing interest in NAD<sup>+</sup> supplementation. With rising over-the-counter use of NAD, understanding their impact on perioperative recovery becomes essential. This study investigates the effect of NADH, a common NAD<sup>+</sup> precursor, on anesthesia in rodents. Baseline and post-anesthesia (1.5% isoflurane) open field and Y-maze activity were recorded in adult male and female C57/BL6 mice (n = 8-10/group). NADH (150 mg/kg, intraperitoneal) or vehicle (0.9% normal saline) were given at baseline or during anesthesia. The NADH-treated group exhibited a significant decrease in open-field activity relative to vehicle-treated. This diminished activity was reflected in reduced distance travelled and average velocity after emergence from anesthesia in the NADH-treated group. NADH treatment did not improve Y-maze performance after anesthesia as the number of visits to the novel arm was significantly decreased. This study demonstrates a potentially adverse impact of NADH on recovery from anesthesia. We revealed a depression in open-field activity and Y-maze performance with NADH supplementation, an indicator of cognitive recovery in rodents. The broad implications of NAD<sup>+</sup> in aging are likely to shape supplementation trends, highlighting the importance of understanding the potential influence of administering NAD<sup>+</sup> on anesthetic sensitivity and recovery.</p>","PeriodicalId":94282,"journal":{"name":"Research square","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11213214/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141474368","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
AI-enabled Cardiac Chambers Volumetry and Calcified Plaque Characterization in Coronary Artery Calcium (CAC) Scans (AI-CAC) Significantly Improves on Agatston CAC Score for Predicting All Cardiovascular Events: The Multi-Ethnic Study of Atherosclerosis. AI-enabled Cardiac Chambers Volumetry and Calcified Plaque Characterization in Coronary Artery Calcium (CAC) Scans (AI-CAC) Significantly Improves on Agatston CAC Score for Predicting All Cardiovascular Events:多种族动脉粥样硬化研究》。
Pub Date : 2024-06-20 DOI: 10.21203/rs.3.rs-4433105/v1
Morteza Naghavi, Anthony Reeves, Kyle Atlas, Chenyu Zhang, Thomas Atlas, Claudia Henschke, David Yankelevitz, Matthew Budoff, Dong Li, Sion Roy, Khurram Nasir, Jagat Narula, Ioannis Kakadiaris, Sabee Molloi, Zahi Fayad, David Maron, Michael McConnell, Kim Williams, Daniel Levy, Nathan Wong

Background: Coronary artery calcium (CAC) scans contain valuable information beyond the Agatston Score which is currently reported for predicting coronary heart disease (CHD) only. We examined whether new artificial intelligence (AI) algorithms applied to CAC scans may provide significant improvement in prediction of all cardiovascular disease (CVD) events in addition to CHD, including heart failure, atrial fibrillation, stroke, resuscitated cardiac arrest, and all CVD-related deaths.

Methods: We applied AI-enabled automated cardiac chambers volumetry and automated calcified plaque characterization to CAC scans (AI-CAC) of 5830 individuals (52.2% women, age 61.7±10.2 years) without known CVD that were previously obtained for CAC scoring at the baseline examination of the Multi-Ethnic Study of Atherosclerosis (MESA). We used 15-year outcomes data and assessed discrimination using the time-dependent area under the curve (AUC) for AI-CAC versus the Agatston Score.

Results: During 15 years of follow-up, 1773 CVD events accrued. The AUC at 1-, 5-, 10-, and 15-year follow up for AI-CAC vs Agatston Score was (0.784 vs 0.701), (0.771 vs. 0.709), (0.789 vs.0.712) and (0.816 vs. 0.729) (p<0.0001 for all), respectively. The category-free Net Reclassification Index of AI-CAC vs. Agatston Score at 1-, 5-, 10-, and 15-year follow up was 0.31, 0.24, 0.29 and 0.29 (p<.0001 for all), respectively. AI-CAC plaque characteristics including number, location, and density of plaque plus number of vessels significantly improved NRI for CAC 1-100 cohort vs. Agatston Score (0.342).

Conclusion: In this multi-ethnic longitudinal population study, AI-CAC significantly and consistently improved the prediction of all CVD events over 15 years compared with the Agatston score.

背景:冠状动脉钙化(CAC)扫描所包含的宝贵信息超出了阿加斯顿评分(Agatston Score),目前报告的阿加斯顿评分仅用于预测冠心病(CHD)。我们研究了应用于 CAC 扫描的新型人工智能(AI)算法是否能显著改善除冠心病以外的所有心血管疾病(CVD)事件的预测,包括心力衰竭、心房颤动、中风、心脏骤停复苏以及所有与 CVD 相关的死亡。方法我们将人工智能支持的自动心腔容积测量和自动钙化斑块特征描述应用于CAC扫描(AI-CAC),扫描对象为5830名无已知心血管疾病的患者(52.2%为女性,年龄为61.7±10.2岁),这些患者之前在多种族动脉粥样硬化研究(MESA)的基线检查中获得了CAC评分。我们使用了 15 年的结果数据,并使用随时间变化的曲线下面积 (AUC) 评估了 AI-CAC 与 Agatston 评分的区分度。结果:在 15 年的随访期间,共发生了 1773 起心血管疾病事件。随访1年、5年、10年和15年期间,AI-CAC与Agatston评分的曲线下面积分别为(0.784 vs. 0.701)、(0.771 vs. 0.709)、(0.789 vs. 0.712)和(0.816 vs. 0.729)(p结论:在这项多种族纵向人群研究中,与阿加斯顿评分相比,AI-CAC 能显著且持续地提高 15 年内所有心血管疾病事件的预测能力。
{"title":"AI-enabled Cardiac Chambers Volumetry and Calcified Plaque Characterization in Coronary Artery Calcium (CAC) Scans (AI-CAC) Significantly Improves on Agatston CAC Score for Predicting All Cardiovascular Events: The Multi-Ethnic Study of Atherosclerosis.","authors":"Morteza Naghavi, Anthony Reeves, Kyle Atlas, Chenyu Zhang, Thomas Atlas, Claudia Henschke, David Yankelevitz, Matthew Budoff, Dong Li, Sion Roy, Khurram Nasir, Jagat Narula, Ioannis Kakadiaris, Sabee Molloi, Zahi Fayad, David Maron, Michael McConnell, Kim Williams, Daniel Levy, Nathan Wong","doi":"10.21203/rs.3.rs-4433105/v1","DOIUrl":"10.21203/rs.3.rs-4433105/v1","url":null,"abstract":"<p><strong>Background: </strong>Coronary artery calcium (CAC) scans contain valuable information beyond the Agatston Score which is currently reported for predicting coronary heart disease (CHD) only. We examined whether new artificial intelligence (AI) algorithms applied to CAC scans may provide significant improvement in prediction of all cardiovascular disease (CVD) events in addition to CHD, including heart failure, atrial fibrillation, stroke, resuscitated cardiac arrest, and all CVD-related deaths.</p><p><strong>Methods: </strong>We applied AI-enabled automated cardiac chambers volumetry and automated calcified plaque characterization to CAC scans (AI-CAC) of 5830 individuals (52.2% women, age 61.7±10.2 years) without known CVD that were previously obtained for CAC scoring at the baseline examination of the Multi-Ethnic Study of Atherosclerosis (MESA). We used 15-year outcomes data and assessed discrimination using the time-dependent area under the curve (AUC) for AI-CAC versus the Agatston Score.</p><p><strong>Results: </strong>During 15 years of follow-up, 1773 CVD events accrued. The AUC at 1-, 5-, 10-, and 15-year follow up for AI-CAC vs Agatston Score was (0.784 vs 0.701), (0.771 vs. 0.709), (0.789 vs.0.712) and (0.816 vs. 0.729) (p<0.0001 for all), respectively. The category-free Net Reclassification Index of AI-CAC vs. Agatston Score at 1-, 5-, 10-, and 15-year follow up was 0.31, 0.24, 0.29 and 0.29 (p<.0001 for all), respectively. AI-CAC plaque characteristics including number, location, and density of plaque plus number of vessels significantly improved NRI for CAC 1-100 cohort vs. Agatston Score (0.342).</p><p><strong>Conclusion: </strong>In this multi-ethnic longitudinal population study, AI-CAC significantly and consistently improved the prediction of all CVD events over 15 years compared with the Agatston score.</p>","PeriodicalId":94282,"journal":{"name":"Research square","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11213177/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141474310","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Functional architecture of the forebrain cholinergic system in rodents. 啮齿动物前脑胆碱能系统的功能结构。
Pub Date : 2024-06-19 DOI: 10.21203/rs.3.rs-4504727/v1
Laszlo Zaborszky, Peter Varsanyi, Kevin Alloway, Candice Chavez, Matthew Gielow, Peter Gombkoto, Hideki Kondo, Zoltan Nadasdy

The basal forebrain cholinergic system (BFCS) participates in functions that are global across the brain, such as sleep-wake cycles, but also participates in capacities that are more behaviorally and anatomically specific, including sensory perception. To better understand the underlying organization principles of the BFCS, more and higher quality anatomical data and analysis is needed. Here, we created a "virtual Basal Forebrain", combining data from numerous rats with cortical retrograde tracer injections into a common 3D reference coordinate space and developed a "spatial density correlation" methodology to analyze patterns in BFCS cortical projection targets, revealing that the BFCS is organized into three principal networks: somatosensory-motor, auditory, and visual. Within each network, clusters of cholinergic cells with increasing complexity innervate cortical targets. These networks represent hierarchically organized building blocks that may enable the BFCS to coordinate spatially selective signaling, including parallel modulation of multiple functionally interconnected yet diverse groups of cortical areas.

基底前脑胆碱能系统(BFCS)参与了整个大脑的整体功能,如睡眠-觉醒周期,但也参与了行为和解剖学上更为特殊的能力,包括感官知觉。要想更好地了解 BFCS 的基本组织原理,需要更多、更高质量的解剖学数据和分析。在这里,我们创建了一个 "虚拟基底前脑",将大量大鼠皮层逆行示踪剂注射的数据整合到一个共同的三维参考坐标空间,并开发了一种 "空间密度相关 "方法来分析基底前脑皮层投射目标的模式,揭示了基底前脑皮层分为三个主要网络:躯体感觉运动网络、听觉网络和视觉网络。在每个网络中,胆碱能细胞群的复杂性不断增加,并支配着皮层目标。这些网络代表了分层组织的构件,可使 BFCS 协调空间选择性信号传递,包括对多个功能相互关联但又各不相同的皮层区域组进行平行调节。
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引用次数: 0
Case Report: Longitudinal Evaluation and Treatment of a Melanoma-Associated Retinopathy Patient. 病例报告:一名黑色素瘤相关视网膜病变患者的纵向评估和治疗。
Pub Date : 2024-06-19 DOI: 10.21203/rs.3.rs-4595829/v1
Ryan Mosavi-Hecht, Paul Yang, Barrett Heyer, Christopher R Rosenberg, Elizabeth White, Elizabeth G Berry, Robert M Duvoisin, Catherine W Morgans

Melanoma-associated retinopathy (MAR) is a paraneoplastic syndrome associated with cutaneous metastatic melanoma in which patients develop vision deficits that include reduced night vision, poor contrast sensitivity, and photopsia. MAR is caused by autoantibodies targeting TRPM1, an ion channel found in melanocytes and retinal ON-bipolar cells (ON-BCs). The visual symptoms arise when TRPM1 autoantibodies enter ON-BCs and block the function of TRPM1, thus detection of TRPM1 autoantibodies in patient serum is a key criterion in diagnosing MAR. Electroretinograms are used to measure the impact of TRPM1 autoantibodies on ON-BC function and represent another important diagnostic tool for MAR. To date, MAR case reports have included one or both diagnostic components, but only for a single time point in the course of a patient's disease. Here, we report a case of MAR supported by longitudinal analysis of serum autoantibody detection, visual function, ocular inflammation, vascular integrity, and response to slow-release intraocular corticosteroids. Integrating these data with the patient's oncological and ophthalmological records reveals novel insights regarding MAR pathogenesis, progression, and treatment, which may inform new research and expand our collective understanding of the disease. In brief, we find TRPM1 autoantibodies can disrupt vision even when serum levels are barely detectable by western blot and immunohistochemistry; intraocular dexamethasone treatment alleviates MAR visual symptoms despite high levels of circulating TRPM1 autoantibodies, implicating antibody access to the retina as a key factor in MAR pathogenesis. Elevated inflammatory cytokine levels in the patient's eyes may be responsible for the observed damage to the blood-retinal barrier and subsequent entry of autoantibodies into the retina.

黑色素瘤相关视网膜病变(MAR)是一种与皮肤转移性黑色素瘤相关的副肿瘤综合征,患者会出现视力障碍,包括夜视能力下降、对比敏感度差和光视。MAR是由针对TRPM1的自身抗体引起的,TRPM1是一种存在于黑色素细胞和视网膜ON-双极细胞(ON-BC)中的离子通道。当 TRPM1 自身抗体进入 ON-BC 并阻断 TRPM1 的功能时,就会出现视觉症状,因此检测患者血清中的 TRPM1 自身抗体是诊断 MAR 的关键标准。视网膜电图用于测量TRPM1自身抗体对ON-BC功能的影响,是MAR的另一个重要诊断工具。迄今为止,MAR 病例报告都包含其中一种或两种诊断成分,但只针对患者病程中的一个时间点。在此,我们报告了一例通过对血清自身抗体检测、视觉功能、眼部炎症、血管完整性和对缓释眼内皮质类固醇的反应进行纵向分析来支持的MAR病例。将这些数据与患者的肿瘤学和眼科记录相结合,可以发现有关MAR发病机制、进展和治疗的新见解,这些见解可以为新的研究提供信息,并扩展我们对该疾病的集体认识。简而言之,我们发现即使血清中的TRPM1自身抗体水平几乎无法通过Western印迹和免疫组化检测到,TRPM1自身抗体也会破坏视力;尽管循环中的TRPM1自身抗体水平很高,但眼内地塞米松治疗可减轻MAR的视觉症状,这表明抗体进入视网膜是MAR发病机制中的一个关键因素。患者眼睛中炎症细胞因子水平升高可能是造成所观察到的血-视网膜屏障损伤以及随后自身抗体进入视网膜的原因。
{"title":"Case Report: Longitudinal Evaluation and Treatment of a Melanoma-Associated Retinopathy Patient.","authors":"Ryan Mosavi-Hecht, Paul Yang, Barrett Heyer, Christopher R Rosenberg, Elizabeth White, Elizabeth G Berry, Robert M Duvoisin, Catherine W Morgans","doi":"10.21203/rs.3.rs-4595829/v1","DOIUrl":"10.21203/rs.3.rs-4595829/v1","url":null,"abstract":"<p><p>Melanoma-associated retinopathy (MAR) is a paraneoplastic syndrome associated with cutaneous metastatic melanoma in which patients develop vision deficits that include reduced night vision, poor contrast sensitivity, and photopsia. MAR is caused by autoantibodies targeting TRPM1, an ion channel found in melanocytes and retinal ON-bipolar cells (ON-BCs). The visual symptoms arise when TRPM1 autoantibodies enter ON-BCs and block the function of TRPM1, thus detection of TRPM1 autoantibodies in patient serum is a key criterion in diagnosing MAR. Electroretinograms are used to measure the impact of TRPM1 autoantibodies on ON-BC function and represent another important diagnostic tool for MAR. To date, MAR case reports have included one or both diagnostic components, but only for a single time point in the course of a patient's disease. Here, we report a case of MAR supported by longitudinal analysis of serum autoantibody detection, visual function, ocular inflammation, vascular integrity, and response to slow-release intraocular corticosteroids. Integrating these data with the patient's oncological and ophthalmological records reveals novel insights regarding MAR pathogenesis, progression, and treatment, which may inform new research and expand our collective understanding of the disease. In brief, we find TRPM1 autoantibodies can disrupt vision even when serum levels are barely detectable by western blot and immunohistochemistry; intraocular dexamethasone treatment alleviates MAR visual symptoms despite high levels of circulating TRPM1 autoantibodies, implicating antibody access to the retina as a key factor in MAR pathogenesis. Elevated inflammatory cytokine levels in the patient's eyes may be responsible for the observed damage to the blood-retinal barrier and subsequent entry of autoantibodies into the retina.</p>","PeriodicalId":94282,"journal":{"name":"Research square","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11213222/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141474219","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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