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Plasma acellular transcriptome contains Parkinson's disease signatures that can inform clinical diagnosis. 血浆细胞转录组包含帕金森病特征,可为临床诊断提供依据。
Pub Date : 2024-10-18 DOI: 10.1101/2024.10.18.24315717
Aleksandra Beric, Alejandro Cisterna-García, Charissa Martin, Ravindra Kumar, Isabel Alfradique-Dunham, Kevin Boyer, Ibrahim Olabayode Saliu, Shinnosuke Yamada, Jessie Sanford, Daniel Western, Menghan Liu, Ignacio Alvarez, Joel S Perlmutter, Scott A Norris, Pau Pastor, Guoyan Zhao, Juan Botia, Laura Ibanez

We aimed to identify plasma cell-free transcripts (cfRNA) associated with Parkinson's disease (PD) that also have a high predictive value to differentiate PD from healthy controls. Leveraging two independent populations from two different movement disorder centers we identified 2,188 differentially expressed cfRNAs after meta-analysis. The identified transcripts were enriched in PD relevant pathways, such as PD (p=9.26×10-4), ubiquitin-mediated proteolysis (p=7.41×10-5) and endocytosis (p=4.21×10-6). Utilizing in-house and publicly available brain, whole blood, and acellular plasma transcriptomic and proteomic PD datasets, we found significant overlap across dysregulated biological species in the different tissues and the different biological layers. We developed three predictive models containing increasing number of transcripts that can distinguish PD from healthy control with an area under the ROC Curve (AUC) ≥0.85. Finally, we showed that several of the predictive transcripts significantly correlate with symptom severity measured by UPDRS-III. Overall, we have demonstrated that cfRNA contains pathological signatures and has the potential to be utilized as biomarker to aid in PD diagnostics and monitoring.

我们的目标是找出与帕金森病(PD)相关的无血浆细胞转录本(cfRNA),这些转录本在区分帕金森病与健康对照组方面也具有很高的预测价值。利用来自两个不同运动障碍中心的两个独立人群,我们经过荟萃分析确定了 2188 个差异表达的 cfRNA。鉴定出的转录本富集在与帕金森病相关的通路中,如帕金森病通路(p=9.26×10 -4)、泛素介导的蛋白水解通路(p=7.41×10 -5)和内吞通路(p=4.21×10 -6)。利用内部和公开的大脑、全血和无细胞血浆转录组和蛋白质组 PD 数据集,我们发现不同组织和不同生物层中调控失调的生物物种之间存在显著重叠。我们建立了三个预测模型,其中包含的转录本数量不断增加,这些模型能将脊髓灰质炎与健康对照区分开来,其 ROC 曲线下面积 (AUC) ≥0.85。最后,我们发现其中几个预测转录本与 UPDRS-III 测定的症状严重程度显著相关。总之,我们证明了 cfRNA 含有病理特征,有可能被用作生物标记物来帮助诊断和监测帕金森病。
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引用次数: 0
Humoral waning kinetics against SARS-CoV-2 is dictated by disease severity and vaccine platform. 针对 SARS-CoV-2 的体液衰减动力学取决于疾病的严重程度和疫苗平台。
Pub Date : 2024-10-18 DOI: 10.1101/2024.10.17.24315607
Xin Tong, Benjamin Kellman, Maria-Jose Avendano, Maanasa Mendu, Jeff C Hsiao, Eileen Serrano, Tamara Garcia-Salum, Nicolas Muena, Catalina Pardo-Roa, Mauricio Morales, Jorge Levican, Erick Salinas, Simone Cardenas-Cáceres, Arnoldo Riquelme, Nicole D Tischler, Douglas A Lauffenburger, Galit Alter, Ryan P McNamara, Rafael A Medina

SARS-CoV-2 vaccine-acquired immunity provides robust cross-variant recognition, while infection-acquired immunity can be heterogenous, with disease severity often modulating post-recovery responses. We assessed antibody waning dynamics between infection- and vaccination-acquired immunity across variants of concern (VOC). mRNA vaccination induced potent, cross-VOC Spike recognition and functional responses, but waned more rapidly for Omicron Spike. Hospitalized individuals developed more durable functional responses with lower peaks compared to mRNA vaccination, while outpatients exhibited slower decay than inactivated vaccine recipients. Humoral decay for the receptor binding domain tracked with neutralizing antibody titers, while S2-directed responses tracked with antibody-dependent myeloid cellular phagocytosis. Boosting the recovered patients with mRNA or inactivated vaccines expanded humoral breadth, durability, and restored functional responses, eliminating the severity- and platform-associated decay differences. Therefore, post-recovery hybrid immunization compensates for this distinction and broadens humoral breadth, highlighting the value of boosting immunity in previously infected individuals.

接种 SARS-CoV-2 疫苗获得的免疫力可提供强大的跨变异体识别能力,而感染获得的免疫力则可能是不同的,疾病的严重程度往往会影响恢复后的反应。我们评估了感染获得的免疫力和疫苗接种获得的免疫力在不同变异体(VOC)之间的抗体消退动态。mRNA 疫苗接种可诱导强效的跨 VOC Spike 识别和功能反应,但对 Omicron Spike 的抗体消退更快。与接种 mRNA 疫苗相比,住院病人产生的功能反应更持久,峰值更低,而门诊病人的衰减比灭活疫苗接种者更慢。受体结合域的体液衰减与中和抗体滴度相关,而 S2 导向反应与抗体依赖性髓系细胞吞噬作用相关。用 mRNA 或灭活疫苗增强恢复期患者的体液广度和持久性,并恢复功能性反应,消除了严重程度和平台相关的衰减差异。一句话总结:感染和疫苗获得的 COVID-19 免疫力表现出不同的功能性抗体特征,每种抗体都具有随时间减弱的不同动力学特征。
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引用次数: 0
Detecting Glaucoma Worsening Using Optical Coherence Tomography Derived Visual Field Estimates. 利用光学相干断层扫描得出的视野估计值检测青光眼恶化。
Pub Date : 2024-10-18 DOI: 10.1101/2024.10.17.24315710
Alex T Pham, Chris Bradley, Kaihua Hou, Patrick Herbert, Mathias Unberath, Pradeep Y Ramulu, Jithin Yohannan

Objective: Multiple studies have attempted to generate visual field (VF) mean deviation (MD) estimates using cross-sectional optical coherence tomography (OCT) data. However, whether such models offer any value in detecting longitudinal VF progression is unclear. We address this by developing a machine learning (ML) model to convert OCT data to MD and assessing its ability to detect longitudinal worsening.

Design: Retrospective, longitudinal study.

Participants: A model dataset of 70,575 paired OCT/VFs to train an ML model converting OCT to VF-MD. A separate progression dataset of 4,044 eyes with ≥ 5 paired OCT/VFs to assess the ability of OCT-derived MD to detect worsening. Progression dataset eyes had two additional unpaired VFs (≥ 7 total) to establish a "ground truth" rate of progression defined by MD slope.

Methods: We trained an ML model using paired VF/OCT data to estimate MD measurements for each OCT scan (OCT-MD). We used this ML model to generate longitudinal OCT-MD estimates for progression dataset eyes. We calculated MD slopes after substituting/supplementing VF-MD with OCT-MD and measured the ability to detect progression. We labeled true progressors using a ground truth MD slope <0.5 dB/year calculated from ≥ 7 VF-MD measurements. We compared the area under the curve (AUC) of MD slopes calculated using both VF-MD (with <7 measurements) and OCT-MD. Because we found OCT-MD substitution had a statistically inferior AUC to VF-MD, we simulated the effect of reducing OCT-MD mean absolute error (MAE) on the ability to detect worsening.

Main outcome measures: AUC.

Results: OCT-MD estimates had an MAE of 1.62 dB. AUC of MD slopes with partial OCT-MD substitution was significantly worse than the VF-MD slope. Supplementing VF-MD with OCT-MD also did not improve AUC, regardless of MAE. OCT-MD estimates needed an MAE ≤ 1.00 dB before AUC was statistically similar to VF-MD alone.

Conclusion: ML models converting OCT data to VF-MD with error levels lower than published in prior work (MAE: 1.62 dB) were inferior to VF-MD data for detecting trend-based VF progression. Models converting OCT data to VF-MD must achieve better prediction errors (MAE ≤ 1 dB) to be clinically valuable at detecting VF worsening.

目的:多项研究试图利用横断面光学相干断层扫描(OCT)数据生成视野(VF)平均偏差(MD)估计值。然而,此类模型在检测纵向 VF 进展方面是否具有价值尚不清楚。为了解决这个问题,我们开发了一种机器学习(ML)模型,将 OCT 数据转换为 MD,并评估其检测纵向恶化的能力:设计:回顾性纵向研究:一个包含 70,575 个成对 OCT/VF 的模型数据集,用于训练将 OCT 转换为 VF-MD 的 ML 模型。一个单独的进展数据集,包含 4,044 只配对 OCT/VF ≥ 5 次的眼睛,用于评估 OCT 导出 MD 检测恶化的能力。进展数据集的眼睛有两个额外的非配对 VF(总共≥ 7 个),以建立由 MD 斜率定义的 "基本真实 "进展率:我们使用配对 VF/OCT 数据训练了一个 ML 模型,以估算每次 OCT 扫描的 MD 测量值(OCT-MD)。我们使用该 ML 模型为进展数据集眼睛生成纵向 OCT-MD 估计值。我们计算了用 OCT-MD 替代/补充 VF-MD 后的 MD 斜率,并测量了检测进展的能力。我们使用基本真实的MD斜率来标记真正的进展者:AUC.结果:OCT-MD 估计值的 MAE 为 1.62 dB。用部分 OCT-MD 替代的 MD 斜率的 AUC 明显低于 VF-MD 斜率。无论 MAE 如何,用 OCT-MD 补充 VF-MD 也不能提高 AUC。OCT-MD估计值需要MAE≤1.00 dB,AUC才会在统计学上与单独的VF-MD相似:结论:将 OCT 数据转换为 VF-MD 的 ML 模型的误差水平低于之前发表的研究成果(MAE:1.62 dB),但在检测基于趋势的 VF 进展方面不如 VF-MD 数据。将 OCT 数据转换为 VF-MD 的模型必须达到更好的预测误差(MAE ≤ 1 dB),才能在检测 VF 恶化方面具有临床价值。
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引用次数: 0
Effects of the COVID-19 pandemic on TB outcomes in the United States: a Bayesian analysis. COVID-19 大流行对美国结核病治疗结果的影响:贝叶斯分析。
Pub Date : 2024-10-18 DOI: 10.1101/2024.10.17.24315683
Nicole A Swartwood, Ted Cohen, Suzanne M Marks, Andrew N Hill, Garrett R Beeler Asay, Julie Self, Pei-Jean I Feng, C Robert Horsburgh, Joshua A Salomon, Nicolas A Menzies

Background: Tuberculosis (TB) cases and deaths in the United States fluctuated substantially during the COVID-19 pandemic. We analyzed multiple data sources to understand the factors contributing to these changes and estimated future TB trends.

Methods: We identified four mechanisms potentially contributing to observed TB trends during 2020-2023: immigration, respiratory contact rates, rates of accurate diagnosis and treatment initiation, and mortality rates for persons with TB disease. We employed a Bayesian approach to synthesize evidence on how these mechanisms changed during the pandemic and how they might have combined to produce observed 2020-2023 TB data, using a transmission-dynamic model to link mechanisms to TB outcomes. We also simulated a no-pandemic counterfactual scenario that assumed mechanisms followed pre-pandemic trends. We estimated TB outcomes associated with the pandemic until 2035 to capture lagged effects. We evaluated additional scenarios to estimate the individual effect of each mechanism.

Results: Over the 2020-2035 study period, we estimate an additional 2,784 (95% uncertainty interval: 2,164-3,461) TB cases and 1,138 (1,076-1,201) TB deaths in the United States associated with changes occurring during the COVID-19 pandemic. The four mechanisms had offsetting effects - decreases in TB diagnosis rates and increases in TB mortality rates led to more TB deaths, while reductions in contact rates reduced TB deaths. Immigration changes initially reduced TB deaths, but increased deaths over time.

Discussion: While the direct impacts of the COVID-19 pandemic occurred between 2020-2023, these changes may continue to influence TB incidence and mortality in future years.

背景:在 COVID-19 大流行期间,美国的结核病(TB)病例和死亡人数大幅波动。我们分析了多种数据来源,以了解导致这些变化的因素,并估计未来的结核病趋势:我们确定了可能导致 2020-2023 年期间观察到的结核病趋势的四个机制:移民、呼吸道接触率、准确诊断率和开始治疗率以及结核病患者的死亡率。我们采用贝叶斯方法综合了有关这些机制在大流行期间如何变化的证据,以及它们如何可能结合在一起产生所观察到的 2020-2023 年结核病数据,并使用传播动态模型将这些机制与结核病结果联系起来。我们还模拟了一种无大流行的反事实情景,假定机制遵循大流行前的趋势。我们估算了 2035 年之前与大流行相关的结核病结果,以捕捉滞后效应。我们还评估了其他情景,以估算每种机制的单独效应:结果:在 2020-2035 年研究期间,我们估计 COVID-19 大流行期间发生的变化将使美国结核病病例增加 2,784 例(95% 不确定区间:2,164-3,461 例),结核病死亡人数增加 1,138 例(1,076-1,201 例)。这四种机制产生了抵消效应--肺结核诊断率的下降和肺结核死亡率的上升导致了更多的肺结核死亡病例,而接触率的下降则减少了肺结核死亡病例。移民变化最初减少了结核病死亡人数,但随着时间的推移,死亡人数有所增加:讨论:虽然 COVID-19 大流行的直接影响发生在 2020-2023 年间,但这些变化可能会继续影响未来几年的结核病发病率和死亡率。尽管 2020-2021 年间结核病病例急剧下降,但我们预测 2020-2035 年间与大流行相关的变化将导致结核病病例增加 2,784 例,结核病死亡人数增加 1,138 例。
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引用次数: 0
Safety and implementation of a phase 1 randomized GLA-SE-adjuvanted CH505TF gp120 HIV vaccine trial in newborns. 新生儿 GLA-SE 佐剂 CH505TF gp120 HIV 疫苗 1 期随机试验的安全性和实施情况。
Pub Date : 2024-10-17 DOI: 10.1101/2024.10.15.24315548
Avy Violari, Kennedy Otwombe, William Hahn, Shiyu Chen, Deirdre Josipovic, Vuyelwa Baba, Asimenia Angelidou, Kinga K Smolen, Ofer Levy, Nonhlanhla N Mkhize, Amanda S Woodward, Troy M Martin, Bart Haynes, Wilton B Williams, Zachary K Sagawa, James Kublin, Laura Polakowski, Margaret Brewinski Isaacs, Catherine Yen, Georgia Tomaras, Lawrence Corey, Holly Janes, Glenda Gray

Background: The neonatal immune system is uniquely poised to generate broadly neutralizing antibodies (bnAbs) and thus infants are ideal for evaluating HIV vaccine candidates. We present the design and safety of a novel glucopyranosyl lipid A (GLA)-stable emulsion (SE) adjuvant admixed with a first-in-infant CH505 transmitter-founder (CH505TF) gp120 immunogen designed to induce precursors for bnAbs against HIV.

Methods: HVTN 135 is a phase I randomized, placebo-controlled trial of CH505TF+GLA-SE or placebo. Healthy infants in South Africa aged ≤5 days, born to mothers living with HIV but HIV nucleic acid negative at birth were randomized to five doses of CH505TF + GLA-SE or placebo at birth and 8, 16, 32, and 54 weeks.

Results: 38 infants (median age = 4 days; interquartile range 4, 4.75 days) were enrolled November 2020 to January 2022. Among 28 (10) infants assigned to receive CH505TF + GLA-SE (placebo), most (32/38) completed the 5-dose immunization series and follow-up (35/38). Solicited local and systemic reactions were more frequent in vaccine (8, 28.6% local; 16, 57.1% systemic) vs. placebo recipients (1, 10% local, p = 0.25; 4, 40.0% systemic, p = 0.38). All events were Grade 1 except two Grade 2 events (pain, lethargy). Serious vaccine-related adverse events were not recorded.

Conclusions: This study illustrates the feasibility of conducting trials of novel adjuvanted HIV vaccines in HIV-exposed infants receiving standard infant vaccinations. The safety profile of the CH505TF + GLA-SE vaccine was reassuring.

Trial registration: ClinicalTrials.gov NCT04607408.

Funding: National Institute of Allergy and Infectious Diseases (NIAID) at the National Institutes of Health (NIH).

背景:新生儿免疫系统具有产生广泛中和抗体(bnAbs)的独特条件,因此婴儿是评估艾滋病毒候选疫苗的理想对象。我们介绍了一种新型葡萄糖吡喃糖基脂质 A(GLA)稳定乳液(SE)佐剂的设计和安全性,该佐剂掺入了旨在诱导针对 HIV 的 bnAbs 前体的婴儿初生 CH505 发射器创始者(CH505TF)gp120 免疫原。方法:HVTN 135 是一项关于 CH505TF+GLA-SE 或安慰剂的 I 期随机、安慰剂对照试验。在南非,年龄小于 5 天、母亲感染 HIV 但出生时 HIV 核酸阴性的健康婴儿在出生后 8 周、16 周、32 周和 54 周随机接受五次 CH505TF + GLA-SE 或安慰剂治疗:2020年11月至2022年1月,38名婴儿(中位年龄=4天;四分位距为4-4.75天)被纳入治疗。在被分配接受CH505TF + GLA-SE(安慰剂)的28名(10名)婴儿中,大多数(32/38)完成了5剂免疫系列和随访(35/38)。疫苗接种者(8 例,28.6% 局部反应;16 例,57.1% 全身反应)与安慰剂接种者(1 例,10% 局部反应,p = 0.25;4 例,40.0% 全身反应,p = 0.38)相比,诱发局部和全身反应的频率更高。除两例 2 级事件(疼痛、嗜睡)外,所有事件均为 1 级。未记录与疫苗相关的严重不良事件:这项研究表明,在接受标准婴儿疫苗接种的艾滋病毒暴露婴儿中开展新型艾滋病毒佐剂疫苗试验是可行的。CH505TF+GLA-SE疫苗的安全性令人放心:试验注册:ClinicalTrials.gov NCT04607408.Funding:摘要:本文概述了试验性 CH505TF 免疫原 + GLA-SE HIV 疫苗在感染 HIV 的母亲所生婴儿中的 1 期试验设计和安全性概况。
{"title":"Safety and implementation of a phase 1 randomized GLA-SE-adjuvanted CH505TF gp120 HIV vaccine trial in newborns.","authors":"Avy Violari, Kennedy Otwombe, William Hahn, Shiyu Chen, Deirdre Josipovic, Vuyelwa Baba, Asimenia Angelidou, Kinga K Smolen, Ofer Levy, Nonhlanhla N Mkhize, Amanda S Woodward, Troy M Martin, Bart Haynes, Wilton B Williams, Zachary K Sagawa, James Kublin, Laura Polakowski, Margaret Brewinski Isaacs, Catherine Yen, Georgia Tomaras, Lawrence Corey, Holly Janes, Glenda Gray","doi":"10.1101/2024.10.15.24315548","DOIUrl":"10.1101/2024.10.15.24315548","url":null,"abstract":"<p><strong>Background: </strong>The neonatal immune system is uniquely poised to generate broadly neutralizing antibodies (bnAbs) and thus infants are ideal for evaluating HIV vaccine candidates. We present the design and safety of a novel glucopyranosyl lipid A (GLA)-stable emulsion (SE) adjuvant admixed with a first-in-infant CH505 transmitter-founder (CH505TF) gp120 immunogen designed to induce precursors for bnAbs against HIV.</p><p><strong>Methods: </strong>HVTN 135 is a phase I randomized, placebo-controlled trial of CH505TF+GLA-SE or placebo. Healthy infants in South Africa aged ≤5 days, born to mothers living with HIV but HIV nucleic acid negative at birth were randomized to five doses of CH505TF + GLA-SE or placebo at birth and 8, 16, 32, and 54 weeks.</p><p><strong>Results: </strong>38 infants (median age = 4 days; interquartile range 4, 4.75 days) were enrolled November 2020 to January 2022. Among 28 (10) infants assigned to receive CH505TF + GLA-SE (placebo), most (32/38) completed the 5-dose immunization series and follow-up (35/38). Solicited local and systemic reactions were more frequent in vaccine (8, 28.6% local; 16, 57.1% systemic) vs. placebo recipients (1, 10% local, p = 0.25; 4, 40.0% systemic, p = 0.38). All events were Grade 1 except two Grade 2 events (pain, lethargy). Serious vaccine-related adverse events were not recorded.</p><p><strong>Conclusions: </strong>This study illustrates the feasibility of conducting trials of novel adjuvanted HIV vaccines in HIV-exposed infants receiving standard infant vaccinations. The safety profile of the CH505TF + GLA-SE vaccine was reassuring.</p><p><strong>Trial registration: </strong>ClinicalTrials.gov NCT04607408.</p><p><strong>Funding: </strong>National Institute of Allergy and Infectious Diseases (NIAID) at the National Institutes of Health (NIH).</p>","PeriodicalId":94281,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11527060/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142559980","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
Assessing Retrieval-Augmented Large Language Model Performance in Emergency Department ICD-10-CM Coding Compared to Human Coders. 与人工编码员相比,评估检索增强大语言模型在急诊科 ICD-10-CM 编码中的性能。
Pub Date : 2024-10-17 DOI: 10.1101/2024.10.15.24315526
Eyal Klang, Idit Tessler, Donald U Apakama, Ethan Abbott, Benjamin S Glicksberg, Monique Arnold, Akini Moses, Ankit Sakhuja, Ali Soroush, Alexander W Charney, David L Reich, Jolion McGreevy, Nicholas Gavin, Brendan Carr, Robert Freeman, Girish N Nadkarni
<p><strong>Background: </strong>Accurate medical coding is essential for clinical and administrative purposes but complicated, time-consuming, and biased. This study compares Retrieval-Augmented Generation (RAG)-enhanced LLMs to provider-assigned codes in producing ICD-10-CM codes from emergency department (ED) clinical records.</p><p><strong>Methods: </strong>Retrospective cohort study using 500 ED visits randomly selected from the Mount Sinai Health System between January and April 2024. The RAG system integrated past 1,038,066 ED visits data (2021-2023) into the LLMs' predictions to improve coding accuracy. Nine commercial and open-source LLMs were evaluated. The primary outcome was a head-to-head comparison of the ICD-10-CM codes generated by the RAG-enhanced LLMs and those assigned by the original providers. A panel of four physicians and two LLMs blindly reviewed the codes, comparing the RAG-enhanced LLM and provider-assigned codes on accuracy and specificity.</p><p><strong>Findings: </strong>RAG-enhanced LLMs demonstrated superior performance to provider coders in both the accuracy and specificity of code assignments. In a targeted evaluation of 200 cases where discrepancies existed between GPT-4 and provider-assigned codes, human reviewers favored GPT-4 for accuracy in 447 instances, compared to 277 instances where providers' codes were preferred (p<0.001). Similarly, GPT-4 was selected for its superior specificity in 509 cases, whereas human coders were preferred in only 181 cases (p<0.001). Smaller open-access models, such as Llama-3.1-70B, also demonstrated substantial scalability when enhanced with RAG, with 218 instances of accuracy preference compared to 90 for providers' codes. Furthermore, across all models, the exact match rate between LLM-generated and provider-assigned codes significantly improved following RAG integration, with Qwen-2-7B increasing from 0.8% to 17.6% and Gemma-2-9b-it improving from 7.2% to 26.4%.</p><p><strong>Interpretation: </strong>RAG-enhanced LLMs improve medical coding accuracy in EDs, suggesting clinical workflow applications. These findings show that generative AI can improve clinical outcomes and reduce administrative burdens.</p><p><strong>Funding: </strong>This work was supported in part through the computational and data resources and staff expertise provided by Scientific Computing and Data at the Icahn School of Medicine at Mount Sinai and supported by the Clinical and Translational Science Awards (CTSA) grant UL1TR004419 from the National Center for Advancing Translational Sciences. Research reported in this publication was also supported by the Office of Research Infrastructure of the National Institutes of Health under award number S10OD026880 and S10OD030463. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. The funders played no role in study design, data collection, analysis and interpretation
背景:准确的医疗编码对临床和行政管理至关重要,但却复杂、耗时且存在偏差。本研究比较了在从急诊科(ED)临床记录中生成 ICD-10-CM 代码时,检索增强生成(RAG)增强型 LLM 与提供者指定的代码:回顾性队列研究:使用西奈山医疗系统在 2024 年 1 月至 4 月期间随机抽取的 500 个急诊就诊病例。RAG 系统将过去 1,038,066 次急诊就诊数据(2021-2023 年)整合到 LLM 预测中,以提高编码准确性。对九种商业和开源 LLM 进行了评估。主要结果是将 RAG 增强型 LLM 生成的 ICD-10-CM 代码与原始提供者分配的代码进行正面比较。由四名医生和两名 LLM 组成的小组对代码进行了盲审,比较了 RAG 增强型 LLM 和提供者分配的代码的准确性和特异性:结果:RAG 增强型 LLM 在代码分配的准确性和特异性方面均优于提供方编码员。在对 GPT-4 和医疗机构指定代码之间存在差异的 200 个病例进行的针对性评估中,人类评审员在 447 个病例中倾向于 GPT-4 的准确性,而在 277 个病例中倾向于医疗机构的代码(p 解释:RAG增强型LLM提高了急诊室医疗编码的准确性,为临床工作流程的应用提供了建议。这些研究结果表明,生成式人工智能可以改善临床结果,减轻行政负担:这项工作部分由西奈山伊坎医学院科学计算和数据部提供的计算和数据资源以及工作人员的专业知识支持,并得到了国家促进转化科学中心临床和转化科学奖(CTSA)UL1TR004419 基金的支持。本刊物所报道的研究还得到了美国国立卫生研究院研究基础设施办公室(Office of Research Infrastructure of the National Institutes of Health)的支持,奖励编号为 S10OD026880 和 S10OD030463。内容仅由作者本人负责,不代表美国国立卫生研究院的官方观点。资助者在研究设计、数据收集、数据分析和解释或撰写本稿件中未发挥任何作用。Twitter 摘要:一项研究表明,在 ED 诊断编码准确性和特异性方面,具有检索增强生成功能的人工智能模型优于人类医生。在使用 RAG 时,即使是较小的人工智能模型也表现良好。这表明在减轻医疗保健的管理负担、提高编码效率和增强临床文档方面具有潜力。
{"title":"Assessing Retrieval-Augmented Large Language Model Performance in Emergency Department ICD-10-CM Coding Compared to Human Coders.","authors":"Eyal Klang, Idit Tessler, Donald U Apakama, Ethan Abbott, Benjamin S Glicksberg, Monique Arnold, Akini Moses, Ankit Sakhuja, Ali Soroush, Alexander W Charney, David L Reich, Jolion McGreevy, Nicholas Gavin, Brendan Carr, Robert Freeman, Girish N Nadkarni","doi":"10.1101/2024.10.15.24315526","DOIUrl":"10.1101/2024.10.15.24315526","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Accurate medical coding is essential for clinical and administrative purposes but complicated, time-consuming, and biased. This study compares Retrieval-Augmented Generation (RAG)-enhanced LLMs to provider-assigned codes in producing ICD-10-CM codes from emergency department (ED) clinical records.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;Retrospective cohort study using 500 ED visits randomly selected from the Mount Sinai Health System between January and April 2024. The RAG system integrated past 1,038,066 ED visits data (2021-2023) into the LLMs' predictions to improve coding accuracy. Nine commercial and open-source LLMs were evaluated. The primary outcome was a head-to-head comparison of the ICD-10-CM codes generated by the RAG-enhanced LLMs and those assigned by the original providers. A panel of four physicians and two LLMs blindly reviewed the codes, comparing the RAG-enhanced LLM and provider-assigned codes on accuracy and specificity.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Findings: &lt;/strong&gt;RAG-enhanced LLMs demonstrated superior performance to provider coders in both the accuracy and specificity of code assignments. In a targeted evaluation of 200 cases where discrepancies existed between GPT-4 and provider-assigned codes, human reviewers favored GPT-4 for accuracy in 447 instances, compared to 277 instances where providers' codes were preferred (p&lt;0.001). Similarly, GPT-4 was selected for its superior specificity in 509 cases, whereas human coders were preferred in only 181 cases (p&lt;0.001). Smaller open-access models, such as Llama-3.1-70B, also demonstrated substantial scalability when enhanced with RAG, with 218 instances of accuracy preference compared to 90 for providers' codes. Furthermore, across all models, the exact match rate between LLM-generated and provider-assigned codes significantly improved following RAG integration, with Qwen-2-7B increasing from 0.8% to 17.6% and Gemma-2-9b-it improving from 7.2% to 26.4%.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Interpretation: &lt;/strong&gt;RAG-enhanced LLMs improve medical coding accuracy in EDs, suggesting clinical workflow applications. These findings show that generative AI can improve clinical outcomes and reduce administrative burdens.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Funding: &lt;/strong&gt;This work was supported in part through the computational and data resources and staff expertise provided by Scientific Computing and Data at the Icahn School of Medicine at Mount Sinai and supported by the Clinical and Translational Science Awards (CTSA) grant UL1TR004419 from the National Center for Advancing Translational Sciences. Research reported in this publication was also supported by the Office of Research Infrastructure of the National Institutes of Health under award number S10OD026880 and S10OD030463. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. The funders played no role in study design, data collection, analysis and interpretation","PeriodicalId":94281,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11527068/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142559941","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
Imaging, Pulmonary Function, and Histopathologic Findings of Persistent Fibrosis in a Longitudinal Cohort Three Years after Severe COVID-19 Infection. 严重 COVID-19 感染三年后,纵向队列中持续纤维化的影像学、肺功能和组织病理学发现。
Pub Date : 2024-10-17 DOI: 10.1101/2024.10.16.24315602
Scarlett O Murphy, Claire F McGroder, Mary M Salvatore, Belinda M D'Souza, Kathleen M Capaccione, Anjali Saqi, Faisal Shaikh, Shannon Benesh, David Zhang, Matthew R Baldwin, Christine Kim Garcia

Fibrotic-like abnormalities are present in 60% of a single-center, longitudinal, multi-ethnic cohort 3-years after severe COVID-19. They are independently associated with male sex, low BMI, shorter telomere length, increased severity of illness, and mechanical ventilation; Black race and asthma are protective. Participants with fibrotic-like abnormalities are more likely to have reduced diffusion capacity and 6-minute walk distance. Fibrotic-like abnormalities persist but modestly improve over time. Transbronchial biopsies show small airways histopathology, consistent with high prevalence of air trapping in expiration, and infrequent interstitial thickening. This study highlights the need for continued monitoring of patients with persistent fibrosis after severe COVID-19.

在单中心、纵向、多种族队列中,60%的患者在重症 COVID-19 3 年后出现纤维化样异常。纤维化样异常与男性性别、低体重指数、端粒长度缩短、病情严重程度增加和机械通气独立相关;黑人种族和哮喘则具有保护作用。有纤维化样异常的参与者更有可能出现弥散能力和 6 分钟步行距离下降。纤维化样异常持续存在,但随着时间的推移会略有改善。经支气管活检显示小气道组织病理学与呼气时空气潴留的高发生率和不常见的间质增厚一致。这项研究强调了继续监测严重 COVID-19 后持续纤维化患者的必要性。
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引用次数: 0
5-hydroxymethylcytosine sequencing in plasma cell-free DNA identifies unique epigenomic features in prostate cancer patients resistant to androgen deprivation therapies. 血浆无细胞DNA中的5-羟甲基胞嘧啶测序确定了抗雄激素剥夺治疗的前列腺癌症患者独特的表观基因组特征。
Pub Date : 2024-10-17 DOI: 10.1101/2023.10.13.23296758
Qianxia Li, Chiang-Ching Huang, Shane Huang, Yijun Tian, Jinyong Huang, Amirreza Bitaraf, Xiaowei Dong, Marja T Nevalanen, Manishkumar Patel, Jodie Wong, Jingsong Zhang, Brandon J Manley, Jong Y Park, Manish Kohli, Elizabeth M Gore, Deepak Kilari, Liang Wang

Background: Currently, no biomarkers are available to identify resistance to androgen-deprivation therapies (ADT) in men with hormone-naive prostate cancer. Since 5-hydroxymethylcytosines (5hmC) in gene body are associated with gene activation, in this study, we evaluated whether 5hmC signatures in cell-free DNA (cfDNA) predicts early resistance to ADT.

Results: We collected a total of 139 serial plasma samples from 55 prostate cancer patients receiving ADT at three time points including baseline (prior to initiating ADT, N=55), 3-month (after initiating ADT, N=55), and disease progression (N=15) within 24 months or 24-month if no progression was detected (N=14). To quantify 5hmC abundance across the genome, we used selective chemical labeling sequencing and mapped sequence reads to individual genes. Differential methylation analysis in baseline samples identified significant 5hmC difference in 1,642 of 23,433 genes between patients with and without progression (false discovery rate, FDR<0.1). Patients with disease progression showed significant 5hmC enrichments in multiple hallmark gene sets with androgen responses as top enriched gene set (FDR=1.19E-13). Interestingly, this enrichment was driven by a subgroup of patients featuring a significant 5hmC hypermethylation in the gene sets involving AR , FOXA1 and GRHL2 . To quantify overall activities of these gene sets, we developed a gene set activity scoring algorithm and observed significant association of high activity scores with poor progression-free survival (P<0.05). Longitudinal analysis showed that the high activity scores were significantly reduced after 3-months of initiating ADT (P<0.0001) but returned to higher levels when the disease was progressed (P<0.05).

Conclusions: This study demonstrates that 5hmC-based activity scores from gene sets involved in AR , FOXA1 and GRHL2 may be used as biomarkers to determine early treatment resistance, monitor disease progression, and potentially identify patients who would benefit from upfront treatment intensification.

背景:目前尚无生物标志物来确定激素性前列腺癌症患者对雄激素剥夺疗法(ADT)的耐药性。基因体中的5-羟甲基胞嘧啶(5hmC)与基因激活有关,并且对于癌症进展的表观基因组调控至关重要。目的:评价无细胞DNA(cfDNA)中5hmC标记是否能预测早期ADT耐药性。设计设置和参与者:在三个时间点收集55名接受ADT的前列腺癌症患者的系列血浆样本,包括基线(开始ADT前,N=55)、3个月(开始ADT后,N=55,以及24个月内或24个月(如果未检测到进展)内的疾病进展(N=15)(N=14)。55名患者中有20名在24个月的随访中出现疾病进展。其余35名患者在同一随访期内无进展。结果测量和统计分析:cfDNA(5-10ng)用于选择性化学标记(hMe-Seal)测序,以绘制整个基因组的5hmC丰度。用DESeq2对基因体中的读取计数进行标准化。进行差异甲基化和基因集富集分析,以确定与疾病进展相关的5hmC富集基因和生物学过程。Kaplan-Meir分析用于确定5hmC特征与无进展生存率的相关性。结果和局限性:5hmC测序平均每个样本产生18.6亿次(范围6.03至42.43)读取,可映射率为98%(95-99%)。基线样本比较发现,在20名进展患者和35名无进展患者之间,23433个基因中的1642个基因存在显著的5hmC差异(错误发现率、FDRR、FOXA1和GRHL2。为了量化这些基因集的总体活性,我们开发了一种基因集活性评分算法,使用整个基因集中基因读取计数的log2比值的平均值进展状态。此外,这些基因集的高活性评分与无进展生存率低有关(p结论:cfDNA中的5hmC序列确定了一个前列腺癌症患者亚组,在开始ADT之前,其先前存在涉及AR、FOXA1和GRHL2的基因集激活(5hmC超甲基化)。这些基因集中的活性评分可以作为敏感的生物标志物来确定治疗耐药性,监测疾病进展,并可能确定哪些患者将从前期强化治疗中受益。需要更多的研究来验证这一初步发现。患者总结:没有临床试验可以确定癌症患者在24个月内对雄激素剥夺治疗产生早期耐药性。在这项研究中,我们评估了血液中的无细胞DNA表观基因组修饰,并在一组有治疗耐药性的患者中发现了雄激素反应基因中5-羟甲基化的显著富集。这些基因中的高水平5-羟基甲基化可能作为一种判别性生物标志物,用于诊断在雄激素剥夺治疗过程中可能出现早期失败的患者。
{"title":"5-hydroxymethylcytosine sequencing in plasma cell-free DNA identifies unique epigenomic features in prostate cancer patients resistant to androgen deprivation therapies.","authors":"Qianxia Li, Chiang-Ching Huang, Shane Huang, Yijun Tian, Jinyong Huang, Amirreza Bitaraf, Xiaowei Dong, Marja T Nevalanen, Manishkumar Patel, Jodie Wong, Jingsong Zhang, Brandon J Manley, Jong Y Park, Manish Kohli, Elizabeth M Gore, Deepak Kilari, Liang Wang","doi":"10.1101/2023.10.13.23296758","DOIUrl":"10.1101/2023.10.13.23296758","url":null,"abstract":"<p><strong>Background: </strong>Currently, no biomarkers are available to identify resistance to androgen-deprivation therapies (ADT) in men with hormone-naive prostate cancer. Since 5-hydroxymethylcytosines (5hmC) in gene body are associated with gene activation, in this study, we evaluated whether 5hmC signatures in cell-free DNA (cfDNA) predicts early resistance to ADT.</p><p><strong>Results: </strong>We collected a total of 139 serial plasma samples from 55 prostate cancer patients receiving ADT at three time points including baseline (prior to initiating ADT, N=55), 3-month (after initiating ADT, N=55), and disease progression (N=15) within 24 months or 24-month if no progression was detected (N=14). To quantify 5hmC abundance across the genome, we used selective chemical labeling sequencing and mapped sequence reads to individual genes. Differential methylation analysis in baseline samples identified significant 5hmC difference in 1,642 of 23,433 genes between patients with and without progression (false discovery rate, FDR<0.1). Patients with disease progression showed significant 5hmC enrichments in multiple hallmark gene sets with androgen responses as top enriched gene set (FDR=1.19E-13). Interestingly, this enrichment was driven by a subgroup of patients featuring a significant 5hmC hypermethylation in the gene sets involving <i>AR</i> , <i>FOXA1</i> and <i>GRHL2</i> . To quantify overall activities of these gene sets, we developed a gene set activity scoring algorithm and observed significant association of high activity scores with poor progression-free survival (P<0.05). Longitudinal analysis showed that the high activity scores were significantly reduced after 3-months of initiating ADT (P<0.0001) but returned to higher levels when the disease was progressed (P<0.05).</p><p><strong>Conclusions: </strong>This study demonstrates that 5hmC-based activity scores from gene sets involved in <i>AR</i> , <i>FOXA1</i> and <i>GRHL2</i> may be used as biomarkers to determine early treatment resistance, monitor disease progression, and potentially identify patients who would benefit from upfront treatment intensification.</p>","PeriodicalId":94281,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10615016/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71416383","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
GLP-1 Receptor Agonists and Risk of Paralytic Ileus: A drug-target Mendelian Randomization Study. GLP-1 受体激动剂与麻痹性回肠炎的风险:药物靶点孟德尔随机化研究》。
Pub Date : 2024-10-17 DOI: 10.1101/2024.10.17.24315627
Pingjian Ding, Zhenxiang Gao, Maria P Gorenflo, Rong Xu

Background: Paralytic ileus (PI), a condition characterized by reduced bowel motor activity without physical obstruction, can be affected by complications from type 2 diabetes (T2D) and anti-diabetic medications. It is unclear of the causal associations of glucagon-like peptide-1 receptor agonists (GLP-1RAs) with the risk of PI in the context of T2D management.

Methods: To investigate the causal relationship of GLP-1RAs with PI, we conducted a 2-sample mendelian randomization (MR) study based on summary statistics from genome-wide association studies (GWAS). Genetic variants in the GLP1R were identified as genetical proxies of GLP-1RAs by the glycemic control therapy, based on genetic associations with glycated hemoglobin (GWAS n=344,182) and T2D (ncases/controls=228,499/1,178,783). The effects of GLP-1RAs were estimated for PI risk (ncases/controls=517/182,423) using GWAS data from the FinnGen project.

Results: Based on MR analysis, GLP-1RAs are causally associated with a decreased risk of PI (OR per 1 mmol/mol decrease in glycated hemoglobin: 0.21; 95% confidence interval [CI]=0.06-0.69). The magnitude of these benefit exceeded those expected from improved glycemic control more generally.

Conclusions: Our study's findings show that GLP-1RAs are causally associated with a lower risk for PI, which provides information to guide clinicians in the selection of appropriate therapies for individuals with T2D while mitigating the risk of developing PI. Investigating the underlying mechanisms that contribute to the lower PI risk associated with GLP-1RAs is essential for a deeper understanding of these associations.

背景:麻痹性回肠炎(PI)是一种以肠道运动活动减少但无物理阻塞为特征的疾病,可受到2型糖尿病(T2D)并发症和抗糖尿病药物的影响。目前尚不清楚胰高血糖素样肽-1受体激动剂(GLP-1RAs)与T2D管理中PI风险的因果关系:为了研究 GLP-1RAs 与 PI 的因果关系,我们根据全基因组关联研究(GWAS)的汇总统计进行了一项双样本泯灭随机化(MR)研究。根据与糖化血红蛋白(GWAS n=344,182)和 T2D(病例/对照=228,499/1,178,783)的遗传关联,GLP1R 的遗传变异被确定为 GLP-1RAs 控制血糖疗法的遗传学代表。利用FinnGen项目的GWAS数据估算了GLP-1RA对PI风险的影响(病例数/对照数=517/182,423):根据 MR 分析,GLP-1RA 与 PI 风险的降低存在因果关系(糖化血红蛋白每降低 1 mmol/mol 的 OR:0.21;95% 置信区间 [CI]= 0.06-0.69)。这些益处的程度超过了一般血糖控制改善所带来的益处:我们的研究结果表明,GLP-1RA 与较低的 PI 风险存在因果关系,这为临床医生为 T2D 患者选择合适的疗法提供了指导信息,同时降低了 PI 的发病风险。要想更深入地了解这些关联,就必须对导致 GLP-1RAs PI 风险降低的潜在机制进行调查。
{"title":"GLP-1 Receptor Agonists and Risk of Paralytic Ileus: A drug-target Mendelian Randomization Study.","authors":"Pingjian Ding, Zhenxiang Gao, Maria P Gorenflo, Rong Xu","doi":"10.1101/2024.10.17.24315627","DOIUrl":"10.1101/2024.10.17.24315627","url":null,"abstract":"<p><strong>Background: </strong>Paralytic ileus (PI), a condition characterized by reduced bowel motor activity without physical obstruction, can be affected by complications from type 2 diabetes (T2D) and anti-diabetic medications. It is unclear of the causal associations of glucagon-like peptide-1 receptor agonists (GLP-1RAs) with the risk of PI in the context of T2D management.</p><p><strong>Methods: </strong>To investigate the causal relationship of GLP-1RAs with PI, we conducted a 2-sample mendelian randomization (MR) study based on summary statistics from genome-wide association studies (GWAS). Genetic variants in the GLP1R were identified as genetical proxies of GLP-1RAs by the glycemic control therapy, based on genetic associations with glycated hemoglobin (GWAS n=344,182) and T2D (n<sub>cases/controls</sub>=228,499/1,178,783). The effects of GLP-1RAs were estimated for PI risk (n<sub>cases/controls</sub>=517/182,423) using GWAS data from the FinnGen project.</p><p><strong>Results: </strong>Based on MR analysis, GLP-1RAs are causally associated with a decreased risk of PI (OR per 1 mmol/mol decrease in glycated hemoglobin: 0.21; 95% confidence interval [CI]=0.06-0.69). The magnitude of these benefit exceeded those expected from improved glycemic control more generally.</p><p><strong>Conclusions: </strong>Our study's findings show that GLP-1RAs are causally associated with a lower risk for PI, which provides information to guide clinicians in the selection of appropriate therapies for individuals with T2D while mitigating the risk of developing PI. Investigating the underlying mechanisms that contribute to the lower PI risk associated with GLP-1RAs is essential for a deeper understanding of these associations.</p>","PeriodicalId":94281,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11527067/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142559965","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
Isolated prolapse of the posterior mitral valve leaflet: phenotypic refinement, heritability and genetic etiology. 二尖瓣后叶孤立性脱垂:表型细化、遗传性和遗传病因。
Pub Date : 2024-10-17 DOI: 10.1101/2024.10.16.24315096
Antoine Rimbert, Damien Duval, Daniel Trujillano, Florence Kyndt, Antoine Jobbe-Duval, Pierre Lindenbaum, Nathan Tucker, Simon Lecointe, Pauline Labbé, Claire Toquet, Matilde Karakachoff, Jean-Christian Roussel, Christophe Baufreton, Patrick Bruneval, Caroline Cueff, Erwan Donal, Richard Redon, Robert Olaso, Anne Boland, Jean-François Deleuze, Xavier Estivill, Susan Slaugenhaupt, Roger R Markwald, Russel A Norris, Jean-Philippe Verhoye, Vincent Probst, Albert Hagège, Robert Levine, Xavier Jeunemaitre, Hervé Le Marec, Romain Capoulade, Nabila Bouatia-Naji, Christian Dina, David Milan, Stephan Ossowski, Jean-Jacques Schott, Jean Mérot, Solena Le Scouarnec, Thierry Le Tourneau

Background: Isolated posterior leaflet mitral valve prolapse (PostMVP), a common form of MVP, often referred as fibroelastic deficiency, is considered a degenerative disease. PostMVP patients are usually asymptomatic and often undiagnosed until chordal rupture. The present study aims to characterize familial PostMVP phenotype and familial recurrence, its genetic background, and the pathophysiological processes involved.

Methods: We prospectively enrolled 284 unrelated MVP probands, of whom 178 (63%) had bi-leaflet MVP and 106 had PostMVP (37%). Familial screening within PostMVP patients allowed the identification of 20 families with inherited forms of PostMVP for whom whole genome sequencing was carried out in probands. Functional in vivo and in vitro investigations were performed in zebrafishand in Hek293T cells.

Results: In the 20 families with inherited form of PostMVP, 38.8% of relatives had a MVP/prodromal form, mainly of the posterior leaflet, with transmission consistent with an autosomal dominant mode of inheritance. Compared with control relatives, PostMVP family patients have clear posterior leaflet dystrophy on echocardiography. Patients with PostMVP present a burden of rare genetic variants in ARHGAP24. ARHGAP24 encodes the filamin A binding RhoGTPase-activating protein FilGAP and its silencing in zebrafish leads to atrioventricular regurgitation. In vitro functional studies showed that variants of FilGAP, found in PostMVP families, are loss-of-function variants impairing cellular adhesion and mechano-transduction capacities.

Conclusions: PostMVP should not only be considered an isolated degenerative pathology but as a specific heritable phenotypic trait with genetic and functional pathophysiological origins. The identification of loss-of-function variants in ARHGAP24 further reinforces the pivotal role of mechano-transduction pathways in the pathogenesis of MVP.

Clinical perspective: Isolated posterior mitral valve prolapse (PostMVP), often called fibro-elastic deficiency MVP, is at least in some patients, a specific inherited phenotypic traitPostMVP has both genetic and functional pathophysiological origins Genetic variants in the ARHGAP24 gene, which encodes for the FilGAP protein, cause progressive Post MVP in familial cases, and impair cell adhesion and mechano-transduction capacities.

背景:孤立的二尖瓣后叶脱垂(PostMVP)是 MVP 的一种常见形式,常被称为纤维弹性缺乏症,被认为是一种退行性疾病。二尖瓣后叶脱垂患者通常无症状,在腱索断裂前往往得不到诊断。本研究旨在描述家族性后MVP表型和家族性复发、其遗传背景以及所涉及的病理生理过程:方法:我们前瞻性地招募了 284 名无血缘关系的 MVP 亲属,其中 178 人(63%)患有双叶 MVP,106 人患有 PostMVP(37%)。在后MVP患者中进行家族筛查,确定了20个具有遗传形式的后MVP家族,并对这些家族中的疑似患者进行了全基因组测序。在斑马鱼和 Hek293T 细胞中进行了体内和体外功能研究:结果:在 20 个患有后MVP遗传病的家庭中,38.8%的亲属患有MVP/前驱症状,主要是后叶,其遗传方式符合常染色体显性遗传模式。与对照组亲属相比,后MVP家族患者在超声心动图上有明显的后叶萎缩。后MVP患者存在ARHGAP24罕见基因变异。ARHGAP24 编码与丝胺 A 结合的 RhoGTP 酶激活蛋白 FilGAP,在斑马鱼中沉默该蛋白会导致房室反流。体外功能研究表明,PostMVP家族中发现的FilGAP变体是功能缺失变体,会损害细胞粘附和机械传导能力:结论:后骨髓增生异常综合征不应被视为一种孤立的退行性病理,而应被视为一种具有遗传和功能性病理生理学起源的特殊遗传表型特征。ARHGAP24功能缺失变体的发现进一步加强了机械传导途径在MVP发病机制中的关键作用:二尖瓣后脱垂(PostMVP)通常被称为纤维弹性缺失性二尖瓣后脱垂,至少在某些患者中是一种特殊的遗传表型特征。
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引用次数: 0
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