首页 > 最新文献

medRxiv : the preprint server for health sciences最新文献

英文 中文
Critical Role for 24-Hydroxylation in Homeostatic Regulation of Vitamin D Metabolism. 24-羟基化在维生素D代谢稳态调节中的关键作用。
Pub Date : 2024-03-07 DOI: 10.1101/2023.06.27.23291942
Zhinous Shahidzadeh Yazdi, Elizabeth A Streeten, Hilary B Whitlatch, May E Montasser, Amber L Beitelshees, Simeon I Taylor

Context: The body has evolved homeostatic mechanisms to maintain free levels of Ca+2 and 1,25-dihydroxyvitamin D [1,25(OH)2D] within narrow physiological ranges. Clinical guidelines emphasize important contributions of PTH in maintaining this homeostasis.

Objective: To investigate mechanisms of homeostatic regulation of vitamin D (VitD) metabolism and to apply mechanistic insights to improve clinical assessment of VitD status.

Design: Crossover clinical trial studying participants before and after VitD3-supplementation.

Setting: Community.

Participants: 11 otherwise healthy individuals with VitD-deficiency (25-hydroxyvitamin D [25(OH)D] ≤20 ng/mL).

Interventions: VitD3-supplements (50,000 IU once or twice a week depending on BMI, for 4-6 weeks) were administered to achieve 25(OH)D≥30 ng/mL.

Results: VitD3-supplementation significantly increased mean 25(OH)D by 2.7-fold and 24,25-dihydroxyvitamin D [24,25(OH)2D] by 4.3-fold. In contrast, mean levels of PTH, FGF23, and 1,25(OH)2D did not change. Mathematical modeling suggested that 24-hydroxylase activity was maximal for 25(OH)D≥50 ng/mL and achieved a minimum (~90% suppression) with 25(OH)D<10-20 ng/mL. The 1,25(OH)2D/24,25(OH)2D ratio better predicted modeled 24-hydroxylase activity (h) (ρ=-0.85; p=0.001) compared to total plasma 25(OH)D (ρ=0.51; p=0.01) and the 24,25(OH)2D/25(OH)D ratio (ρ=0.37; p=0.3).

Conclusions: Suppression of 24-hydroxylase provides a first line of defense against symptomatic VitD-deficiency by decreasing metabolic clearance of 1,25(OH)2D. The 1,25(OH)2D/24,25(OH)2D ratio provides a useful index of VitD status since it incorporates 24,25(OH)2D levels and therefore, provides insight into 24-hydroxylase activity. When VitD availability is limited, this suppresses 24-hydroxylase activity - thereby decreasing the level of 24,25(OH)2D and increasing the 1,25(OH)2D/24,25(OH)2D ratio. Thus, an increased 1,25(OH)2D/24,25(OH)2D ratio signifies triggering of homeostatic regulation, which occurs at early stages of VitD-deficiency.

身体已经进化出有效的稳态机制,将Ca+2和1,25-二羟基维生素D[1,25(OH)2D]的游离水平维持在狭窄的生理范围内。文献记录了PTH对这种稳态调节的重要贡献。我们开发了一个机制数学模型,记录了24-羟化酶活性的稳态调节的重要贡献。维生素D(VitD)代谢产物水平的数据来自一项在健康参与者中进行的临床试验,基线总25-羟基维生素D[25(OH)D]水平≤20 ng/mL。该试验被设计为一项交叉试验,在该试验中,参与者在接受维生素D3补充之前和之后(≥4-6周)进行研究,以实现总25(OH)D水平>30 ng/mL。补充维生素D3使25(OH)D的平均水平显著增加2.7倍,使24,25-二羟基维生素D[24,25(OH,2D]的平均水平增加4.3倍。相反,PTH、FGF23和1,25(OH)2D的平均水平在补充维生素D3后没有变化。数学模型表明,当25(OH)D水平≥50 ng/mL时,24-羟化酶活性最大,而当25(OHD)水平为2D时,通过抑制1,25(OH)2D的代谢清除,24-羟基酶活性达到最小(约90%的抑制)。维生素D代谢产物比率[例如,1,25(OH)2D/24,25(OH-2D]提供了有用的指标,证明身体已经触发稳态调节来补偿维生素D的有限可用性。因此,24-羟化酶活性的抑制提供了防止维生素D缺乏症的第一道防线。在严重的维生素D缺乏症中,当第一道防线被最大限度地部署时,身体会触发继发性甲状旁腺功能亢进,从而提供第二道防线。
{"title":"Critical Role for 24-Hydroxylation in Homeostatic Regulation of Vitamin D Metabolism.","authors":"Zhinous Shahidzadeh Yazdi, Elizabeth A Streeten, Hilary B Whitlatch, May E Montasser, Amber L Beitelshees, Simeon I Taylor","doi":"10.1101/2023.06.27.23291942","DOIUrl":"10.1101/2023.06.27.23291942","url":null,"abstract":"<p><strong>Context: </strong>The body has evolved homeostatic mechanisms to maintain free levels of Ca<sup>+2</sup> and 1,25-dihydroxyvitamin D [1,25(OH)<sub>2</sub>D] within narrow physiological ranges. Clinical guidelines emphasize important contributions of PTH in maintaining this homeostasis.</p><p><strong>Objective: </strong>To investigate mechanisms of homeostatic regulation of vitamin D (VitD) metabolism and to apply mechanistic insights to improve clinical assessment of VitD status.</p><p><strong>Design: </strong>Crossover clinical trial studying participants before and after VitD3-supplementation.</p><p><strong>Setting: </strong>Community.</p><p><strong>Participants: </strong>11 otherwise healthy individuals with VitD-deficiency (25-hydroxyvitamin D [25(OH)D] ≤20 ng/mL).</p><p><strong>Interventions: </strong>VitD3-supplements (50,000 IU once or twice a week depending on BMI, for 4-6 weeks) were administered to achieve 25(OH)D≥30 ng/mL.</p><p><strong>Results: </strong>VitD3-supplementation significantly increased mean 25(OH)D by 2.7-fold and 24,25-dihydroxyvitamin D [24,25(OH)<sub>2</sub>D] by 4.3-fold. In contrast, mean levels of PTH, FGF23, and 1,25(OH)<sub>2</sub>D did not change. Mathematical modeling suggested that 24-hydroxylase activity was maximal for 25(OH)D≥50 ng/mL and achieved a minimum (~90% suppression) with 25(OH)D<10-20 ng/mL. The 1,25(OH)<sub>2</sub>D/24,25(OH)<sub>2</sub>D ratio better predicted modeled 24-hydroxylase activity (<i>h</i>) (ρ=-0.85; p=0.001) compared to total plasma 25(OH)D (ρ=0.51; p=0.01) and the 24,25(OH)<sub>2</sub>D/25(OH)D ratio (ρ=0.37; p=0.3).</p><p><strong>Conclusions: </strong>Suppression of 24-hydroxylase provides a first line of defense against symptomatic VitD-deficiency by decreasing metabolic clearance of 1,25(OH)<sub>2</sub>D. The 1,25(OH)<sub>2</sub>D/24,25(OH)<sub>2</sub>D ratio provides a useful index of VitD status since it incorporates 24,25(OH)<sub>2</sub>D levels and therefore, provides insight into 24-hydroxylase activity. When VitD availability is limited, this suppresses 24-hydroxylase activity - thereby decreasing the level of 24,25(OH)<sub>2</sub>D and increasing the 1,25(OH)<sub>2</sub>D/24,25(OH)<sub>2</sub>D ratio. Thus, an increased 1,25(OH)<sub>2</sub>D/24,25(OH)<sub>2</sub>D ratio signifies triggering of homeostatic regulation, which occurs at early stages of VitD-deficiency.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/f4/c6/nihpp-2023.06.27.23291942v1.PMC10327282.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9885757","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
Familial risk of postpartum psychosis. 产后精神病的家族风险。
Pub Date : 2024-03-07 DOI: 10.1101/2023.07.20.23292910
Adrianna P Kępińska, Thalia K Robakis, Keith Humphreys, Xiaoqin Liu, René S Kahn, Trine Munk-Olsen, Veerle Bergink, Behrang Mahjani

Objective: Postpartum psychosis, a mood disorder triggered by childbirth, is one of the most severe psychiatric conditions, with high risks of suicide and infanticide if untreated. While it is evident that genetic factors play a crucial role in disorder risk, the exact extent of their importance is yet to be determined.

Methods: This cohort study consisted of 1,648,759 women from the Swedish nationwide registers, of whom 2,514 (0.15%) experienced postpartum psychosis within three months of their first-ever childbirth. We estimated the relative recurrence risk of postpartum psychosis for female full siblings and cousins as a measure of familial, genetic, and environmental risk.

Results: Relative recurrence risk of postpartum psychosis in full siblings was 10.69 (95% CI=6.60-16.26) when adjusted for year of and age at childbirth. Although cousins showed an elevated relative recurrence risk, these results did not reach statistical significance (1.78, 95% CI=0.70-3.62). Despite the higher familial risk of postpartum psychosis among full siblings, the absolute risk for women with an affected sibling is relatively low, estimated at 1.55% within the entire population.

Conclusions: The observed increased risk of postpartum psychosis in full siblings suggests both genetic and shared environmental influences. However, the lack of significant results in cousins hampers a definitive distinction between these factors. Furthermore, despite increased relative recurrence risk in siblings, their overall likelihood of developing postpartum psychosis remains low. Our study underscores the need for further research to better understand the intricate interplay of genetics and environment in the development of postpartum psychosis.

背景:产后精神病是一种由分娩引发的情绪障碍,是最严重的精神疾病之一,如果不治疗,自杀和杀婴的风险很高。虽然遗传因素在疾病风险中起着至关重要的作用,但其重要性的确切程度尚待确定。方法:该队列研究由来自瑞典全国登记的1633535名分娩父母组成,其中2489人(0.15%)在首次分娩后三个月内出现产后精神病。我们估计了成年兄弟姐妹和表兄弟姐妹产后精神病的相对复发风险,作为衡量家庭、遗传和环境风险的指标。研究结果:经出生年龄调整后,完全兄弟姐妹产后精神病的相对复发风险为13.77(95%CI 8.52-20.91)。尽管表亲表现出较高的相对复发风险,但这些结果没有达到统计学意义(1.88[95%CI 0.74-3.82])。在完全兄弟姐妹中,需要住院诊断的严重产后精神病的相对复发风险甚至高于住院和门诊诊断的风险(18.13[95%CI 11.12-27.57])。解释:完全兄弟姐妹产后精神病风险增加可能是遗传因素和共同环境的共同作用。表亲对的风险升高,低于完全兄弟姐妹,这突出了遗传影响,因为表亲之间的共同环境影响被认为是最小的。然而,由于置信区间较大,在解释表亲之间的风险时需要谨慎。总的来说,我们的研究支持遗传和共享环境在产后精神病风险中的作用。
{"title":"Familial risk of postpartum psychosis.","authors":"Adrianna P Kępińska, Thalia K Robakis, Keith Humphreys, Xiaoqin Liu, René S Kahn, Trine Munk-Olsen, Veerle Bergink, Behrang Mahjani","doi":"10.1101/2023.07.20.23292910","DOIUrl":"10.1101/2023.07.20.23292910","url":null,"abstract":"<p><strong>Objective: </strong>Postpartum psychosis, a mood disorder triggered by childbirth, is one of the most severe psychiatric conditions, with high risks of suicide and infanticide if untreated. While it is evident that genetic factors play a crucial role in disorder risk, the exact extent of their importance is yet to be determined.</p><p><strong>Methods: </strong>This cohort study consisted of 1,648,759 women from the Swedish nationwide registers, of whom 2,514 (0.15%) experienced postpartum psychosis within three months of their first-ever childbirth. We estimated the relative recurrence risk of postpartum psychosis for female full siblings and cousins as a measure of familial, genetic, and environmental risk.</p><p><strong>Results: </strong>Relative recurrence risk of postpartum psychosis in full siblings was 10.69 (95% CI=6.60-16.26) when adjusted for year of and age at childbirth. Although cousins showed an elevated relative recurrence risk, these results did not reach statistical significance (1.78, 95% CI=0.70-3.62). Despite the higher familial risk of postpartum psychosis among full siblings, the absolute risk for women with an affected sibling is relatively low, estimated at 1.55% within the entire population.</p><p><strong>Conclusions: </strong>The observed increased risk of postpartum psychosis in full siblings suggests both genetic and shared environmental influences. However, the lack of significant results in cousins hampers a definitive distinction between these factors. Furthermore, despite increased relative recurrence risk in siblings, their overall likelihood of developing postpartum psychosis remains low. Our study underscores the need for further research to better understand the intricate interplay of genetics and environment in the development of postpartum psychosis.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/cc/0c/nihpp-2023.07.20.23292910v1.PMC10402213.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10330655","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
Patient-Related Metadata Reported in Sequencing Studies of SARS-CoV-2: Protocol for a Scoping Review and Bibliometric Analysis. 严重急性呼吸系统综合征冠状病毒2型测序研究中报告的患者相关元数据:范围审查和文献计量分析方案。
Pub Date : 2024-03-05 DOI: 10.1101/2023.07.14.23292681
Karen O'Connor, Davy Weissenbacher, Amir Elyaderani, Ebbing Lautenbach, Matthew Scotch, Graciela Gonzalez-Hernandez

Background: There has been an unprecedented effort to sequence the SARS-CoV-2 virus and examine its molecular evolution. This has been facilitated by the availability of publicly accessible databases, the Global Initiative on Sharing All Influenza Data (GISAID) and GenBank, which collectively hold millions of SARS-CoV-2 sequence records. Genomic epidemiology, however, seeks to go beyond phylogenetic analysis by linking genetic information to patient characteristics and disease outcomes, enabling a comprehensive understanding of transmission dynamics and disease impact.While these repositories include fields reflecting patient-related metadata for a given sequence, inclusion of these demographic and clinical details is scarce. The extent to which patient-related metadata is reported in published sequencing studies and its quality remains largely unexplored.

Methods: The NIH's LitCovid collection will be used for automated classification of articles reporting having deposited SARS-CoV-2 sequences in public repositories, while an independent search will be conducted in PubMed for validation. Data extraction will be conducted using Covidence. The extracted data will be synthesized and summarized to quantify the availability of patient metadata in the published literature of SARS-CoV-2 sequencing studies. For the bibliometric analysis, relevant data points, such as author affiliations and citation metrics will be extracted.

Discussion: This scoping review will report on the extent and types of patient-related metadata reported in genomic viral sequencing studies of SARS-CoV-2, identify gaps in this reporting, and make recommendations for improving the quality and consistency of reporting in this area. The bibliometric analysis will uncover trends and patterns in the reporting of patient-related metadata, including differences in reporting based on study types or geographic regions. Co-occurrence networks of author keywords will also be presented. The insights gained from this study may help improve the quality and consistency of reporting patient metadata, enhancing the utility of sequence metadata and facilitating future research on infectious diseases.

背景:自新冠肺炎大流行开始以来,基因组流行病学做出了前所未有的努力,对SARS-CoV-2病毒进行测序并检查其分子进化。公共访问数据库GISAID和GenBank的可用性促进了这一点,它们共同保存了数百万条严重急性呼吸系统综合征冠状病毒2型序列记录。然而,基因组流行病学试图超越系统发育分析,将遗传信息与患者人口统计和疾病结果联系起来,从而全面了解传播动态和疾病影响。虽然这些存储库包括一些与患者相关的信息,如感染宿主的位置,但这些数据的粒度以及人口统计和临床细节的包含是不一致的。此外,在已发表的测序研究中,患者相关元数据的报告程度在很大程度上仍未得到探索。因此,评估严重急性呼吸系统综合征冠状病毒2型测序研究中报告的患者相关元数据的范围和质量至关重要。此外,已发表的文章和序列库之间的联系有限,阻碍了相关研究的识别。传统的基于关键词的搜索策略可能会漏掉相关文章。为了克服这些挑战,本研究提出使用自动分类器来识别相关文章。目的:本研究旨在进行系统全面的范围界定综述,并进行文献计量分析,以评估严重急性呼吸系统综合征冠状病毒2型测序研究中患者相关元数据的报告。方法:美国国立卫生研究院的LitCovid集合将用于机器学习分类,而PubMed将进行独立搜索。数据提取将使用Covidence进行,提取的数据将被合成和汇总,以量化已发表的严重急性呼吸系统综合征冠状病毒2型测序研究文献中患者元数据的可用性。对于文献计量分析,将提取相关数据点,如作者隶属关系、期刊信息和引用指标。结果:该研究将报告严重急性呼吸系统综合征冠状病毒2型基因组病毒测序研究中报告的患者相关元数据的范围和类型。范围审查将确定患者元数据报告中的差距,并为提高该领域报告的质量和一致性提出建议。文献计量分析将揭示患者相关元数据报告的趋势和模式,例如基于研究类型或地理区域的报告差异。还将展示作者关键词的共现网络,以突出常见主题及其与患者元数据报告的关联。结论:本研究将通过全面概述严重急性呼吸系统综合征冠状病毒2型测序研究中患者相关元数据的报告,有助于推进基因组流行病学领域的知识。从这项研究中获得的见解可能有助于提高报告患者元数据的质量和一致性,增强序列元数据的实用性,并促进未来对传染病的研究。这些发现还可能为机器学习方法的开发提供信息,以从测序研究中自动提取患者相关信息。
{"title":"Patient-Related Metadata Reported in Sequencing Studies of SARS-CoV-2: Protocol for a Scoping Review and Bibliometric Analysis.","authors":"Karen O'Connor, Davy Weissenbacher, Amir Elyaderani, Ebbing Lautenbach, Matthew Scotch, Graciela Gonzalez-Hernandez","doi":"10.1101/2023.07.14.23292681","DOIUrl":"10.1101/2023.07.14.23292681","url":null,"abstract":"<p><strong>Background: </strong>There has been an unprecedented effort to sequence the SARS-CoV-2 virus and examine its molecular evolution. This has been facilitated by the availability of publicly accessible databases, the Global Initiative on Sharing All Influenza Data (GISAID) and GenBank, which collectively hold millions of SARS-CoV-2 sequence records. Genomic epidemiology, however, seeks to go beyond phylogenetic analysis by linking genetic information to patient characteristics and disease outcomes, enabling a comprehensive understanding of transmission dynamics and disease impact.While these repositories include fields reflecting patient-related metadata for a given sequence, inclusion of these demographic and clinical details is scarce. The extent to which patient-related metadata is reported in published sequencing studies and its quality remains largely unexplored.</p><p><strong>Methods: </strong>The NIH's LitCovid collection will be used for automated classification of articles reporting having deposited SARS-CoV-2 sequences in public repositories, while an independent search will be conducted in PubMed for validation. Data extraction will be conducted using Covidence. The extracted data will be synthesized and summarized to quantify the availability of patient metadata in the published literature of SARS-CoV-2 sequencing studies. For the bibliometric analysis, relevant data points, such as author affiliations and citation metrics will be extracted.</p><p><strong>Discussion: </strong>This scoping review will report on the extent and types of patient-related metadata reported in genomic viral sequencing studies of SARS-CoV-2, identify gaps in this reporting, and make recommendations for improving the quality and consistency of reporting in this area. The bibliometric analysis will uncover trends and patterns in the reporting of patient-related metadata, including differences in reporting based on study types or geographic regions. Co-occurrence networks of author keywords will also be presented. The insights gained from this study may help improve the quality and consistency of reporting patient metadata, enhancing the utility of sequence metadata and facilitating future research on infectious diseases.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/4a/3c/nihpp-2023.07.14.23292681v1.PMC10371180.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9947551","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
Modeling the Transmission Mitigation Impact of Testing for Infectious Diseases. 传染病检测的传播缓解影响建模。
Pub Date : 2024-03-05 DOI: 10.1101/2023.09.22.23295983
Casey Middleton, Daniel B Larremore

A fundamental question of any program focused on the testing and timely diagnosis of a communicable disease is its effectiveness in reducing transmission. Here, we introduce testing effectiveness (TE)-the fraction by which testing and post-diagnosis isolation reduce transmission at the population scale-and a model that incorporates test specifications and usage, within-host pathogen dynamics, and human behaviors to estimate TE. Using TE to guide recommendations, we show that today's rapid diagnostics should be used immediately upon symptom onset to control influenza A and respiratory syncytial virus (RSV), but delayed by up to 2d to control omicron-era SARS-CoV-2. Furthermore, while rapid tests are superior to RT-qPCR for control of founder-strain SARS-CoV-2, omicron-era changes in viral kinetics and rapid test sensitivity cause a reversal, with higher TE for RT-qPCR despite longer turnaround times. Finally, we illustrate the model's flexibility by quantifying tradeoffs in the use of post-diagnosis testing to shorten isolation times.

任何专注于传染病检测和及时诊断的项目的一个根本问题是其在减少社区传播方面的有效性。不幸的是,在实践中很难直接估计这种有效性,这提高了可以从第一性原理预测它的数学建模的价值。在这里,我们介绍了检测有效性(TE),它被定义为在人群规模上通过检测和诊断后隔离减少传播的比例,并开发了一个数学模型,根据检测的相互作用、宿主-病原体动力学和任意复杂的检测行为来估计它。虽然我们的模型适用于病原体,但我们通过分析三种呼吸道病原体,即甲型流感、呼吸道合胞病毒(RSV),以及疫苗接种前和疫苗接种后的严重急性呼吸系统综合征冠状病毒2型,量化暴露后、症状后和常规检测场景中的TE,证明了其灵活性。我们发现,TE因策略和病原体而异,最佳测试取决于可用测试的数量和使用时间。这项工作量化了何时以及如何进行检测的权衡,提供了一个灵活的框架来指导当前和未来诊断检测的使用和开发,以控制传染病的传播。
{"title":"Modeling the Transmission Mitigation Impact of Testing for Infectious Diseases.","authors":"Casey Middleton, Daniel B Larremore","doi":"10.1101/2023.09.22.23295983","DOIUrl":"10.1101/2023.09.22.23295983","url":null,"abstract":"<p><p>A fundamental question of any program focused on the testing and timely diagnosis of a communicable disease is its effectiveness in reducing transmission. Here, we introduce testing effectiveness (TE)-the fraction by which testing and post-diagnosis isolation reduce transmission at the population scale-and a model that incorporates test specifications and usage, within-host pathogen dynamics, and human behaviors to estimate TE. Using TE to guide recommendations, we show that today's rapid diagnostics should be used immediately upon symptom onset to control influenza A and respiratory syncytial virus (RSV), but delayed by up to 2d to control omicron-era SARS-CoV-2. Furthermore, while rapid tests are superior to RT-qPCR for control of founder-strain SARS-CoV-2, omicron-era changes in viral kinetics and rapid test sensitivity cause a reversal, with higher TE for RT-qPCR despite longer turnaround times. Finally, we illustrate the model's flexibility by quantifying tradeoffs in the use of post-diagnosis testing to shorten isolation times.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/23/31/nihpp-2023.09.22.23295983v1.PMC10557819.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41136291","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
Meta-Analysis of Breast Cancer Risk for Individuals with PALB2 Pathogenic Variants. PALB2致病变异体个体乳腺癌症风险的Meta分析。
Pub Date : 2024-03-04 DOI: 10.1101/2023.05.31.23290791
Thanthirige Lakshika M Ruberu, Danielle Braun, Giovanni Parmigiani, Swati Biswas

Background: Pathogenic variants in cancer susceptibility genes can now be tested efficiently and economically with the wide availability of multi-gene panel testing. This has resulted in an unprecedented rate of identifying individuals carrying pathogenic variants. These carriers need to be counselled about their future cancer risk conferred by the specific gene mutation. An important cancer susceptibility gene is PALB2. Several studies reported risk estimates for breast cancer (BC) associated with pathogenic variants in PALB2. Because of the variety of modalities (age specific risk, odds ratio, relative risk, and standardized incidence ratio) and effect sizes of these risk estimates, a meta-analysis of all of these estimates of BC risk is necessary to provide accurate counseling of patients with pathogenic variants in PALB2. The challenge, though, in combining these estimates is the heterogeneity of studies in terms of study design and risk measure.

Methods: We utilized a recently proposed novel Bayesian random-effects meta-analysis method that can synthesize and combine information from such heterogeneous studies. We applied this method to combine estimates from twelve different studies on BC risk for carriers of pathogenic PALB2 mutations, out of which two report age-specific penetrance, one reports relative risk, and nine report odds ratios.

Results: The estimated overall (meta-analysis based) risk of BC is 12.80% by age 50 (6.11%- 22.59%) and 48.47% by age 80 (36.05%-61.74%).

Conclusion: Pathogenic mutations in PALB2 makes women more susceptible to BC. Our risk estimates can help clinically manage patients carrying pathogenic variants in PALB2.

背景:癌症易感基因的致病性变异现在可以通过广泛的多基因面板检测进行有效和经济的检测。这使得识别携带致病性变体的个体的速度达到了前所未有的水平。这些携带者需要就特定基因突变所带来的未来癌症风险进行咨询。一个重要的癌症易感性基因是PALB2。几项研究报告了与PALB2致病性变异相关的癌症(BC)的风险估计。由于这些风险估计的模式(年龄特异性风险、比值比、相对风险和标准化发病率)和影响大小的多样性,有必要对所有这些BC风险估计进行荟萃分析,为PALB2致病性变异患者提供准确的咨询。然而,结合这些估计的挑战是研究设计和风险衡量方面的异质性。方法:我们使用了最近提出的一种新的贝叶斯随机效应荟萃分析方法,该方法可以综合和组合来自此类异质性研究的信息。我们应用这种方法结合了12项不同研究对致病性PALB2突变携带者BC风险的估计,其中两项报告了年龄特异性外显率,一项报告了相对风险,九项报告了比值比。结果:估计到50岁时患BC的总体风险(基于荟萃分析)为12.80%(6.11%-22.59%),到80岁时为48.47%(36.05%-61.74%)。结论:PALB2的致病性突变使女性更容易患BC。我们的风险估计可以帮助临床管理携带PALB2致病性变异的患者。
{"title":"Meta-Analysis of Breast Cancer Risk for Individuals with PALB2 Pathogenic Variants.","authors":"Thanthirige Lakshika M Ruberu, Danielle Braun, Giovanni Parmigiani, Swati Biswas","doi":"10.1101/2023.05.31.23290791","DOIUrl":"10.1101/2023.05.31.23290791","url":null,"abstract":"<p><strong>Background: </strong>Pathogenic variants in cancer susceptibility genes can now be tested efficiently and economically with the wide availability of multi-gene panel testing. This has resulted in an unprecedented rate of identifying individuals carrying pathogenic variants. These carriers need to be counselled about their future cancer risk conferred by the specific gene mutation. An important cancer susceptibility gene is PALB2. Several studies reported risk estimates for breast cancer (BC) associated with pathogenic variants in PALB2. Because of the variety of modalities (age specific risk, odds ratio, relative risk, and standardized incidence ratio) and effect sizes of these risk estimates, a meta-analysis of all of these estimates of BC risk is necessary to provide accurate counseling of patients with pathogenic variants in PALB2. The challenge, though, in combining these estimates is the heterogeneity of studies in terms of study design and risk measure.</p><p><strong>Methods: </strong>We utilized a recently proposed novel Bayesian random-effects meta-analysis method that can synthesize and combine information from such heterogeneous studies. We applied this method to combine estimates from twelve different studies on BC risk for carriers of pathogenic PALB2 mutations, out of which two report age-specific penetrance, one reports relative risk, and nine report odds ratios.</p><p><strong>Results: </strong>The estimated overall (meta-analysis based) risk of BC is 12.80% by age 50 (6.11%<i>-</i> 22.59%) and 48.47% by age 80 (36.05%-61.74%).</p><p><strong>Conclusion: </strong>Pathogenic mutations in PALB2 makes women more susceptible to BC. Our risk estimates can help clinically manage patients carrying pathogenic variants in PALB2.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/85/7b/nihpp-2023.05.31.23290791v1.PMC10312825.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9755259","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
A Multimodality Video-Based AI Biomarker For Aortic Stenosis Development And Progression. 使用二维超声心动图深度学习的主动脉狭窄发展和进展的数字生物标志物。
Pub Date : 2024-02-29 DOI: 10.1101/2023.09.28.23296234
Evangelos K Oikonomou, Gregory Holste, Neal Yuan, Andreas Coppi, Robert L McNamara, Norrisa Haynes, Amit N Vora, Eric J Velazquez, Fan Li, Venu Menon, Samir R Kapadia, Thomas M Gill, Girish N Nadkarni, Harlan M Krumholz, Zhangyang Wang, David Ouyang, Rohan Khera

Importance: Aortic stenosis (AS) is a major public health challenge with a growing therapeutic landscape, but current biomarkers do not inform personalized screening and follow-up.

Objective: A video-based artificial intelligence (AI) biomarker (Digital AS Severity index [DASSi]) can detect severe AS using single-view long-axis echocardiography without Doppler. Here, we deploy DASSi to patients with no or mild/moderate AS at baseline to identify AS development and progression.

Design setting and participants: We defined two cohorts of patients without severe AS undergoing echocardiography in the Yale-New Haven Health System (YNHHS) (2015-2021, 4.1[IQR:2.4-5.4] follow-up years) and Cedars-Sinai Medical Center (CSMC) (2018-2019, 3.4[IQR:2.8-3.9] follow-up years). We further developed a novel computational pipeline for the cross-modality translation of DASSi into cardiac magnetic resonance (CMR) imaging in the UK Biobank (2.5[IQR:1.6-3.9] follow-up years). Analyses were performed between August 2023-February 2024.

Exposure: DASSi (range: 0-1) derived from AI applied to echocardiography and CMR videos.

Main outcomes and measures: Annualized change in peak aortic valve velocity (AV-Vmax) and late (>6 months) aortic valve replacement (AVR).

Results: A total of 12,599 participants were included in the echocardiographic study (YNHHS: n=8,798, median age of 71 [IQR (interquartile range):60-80] years, 4250 [48.3%] women, and CSMC: n=3,801, 67 [IQR:54-78] years, 1685 [44.3%] women). Higher baseline DASSi was associated with faster progression in AV-Vmax (per 0.1 DASSi increments: YNHHS: +0.033 m/s/year [95%CI:0.028-0.038], n=5,483, and CSMC: +0.082 m/s/year [0.053-0.111], n=1,292), with levels ≥ vs <0.2 linked to a 4-to-5-fold higher AVR risk (715 events in YNHHS; adj.HR 4.97 [95%CI: 2.71-5.82], 56 events in CSMC: 4.04 [0.92-17.7]), independent of age, sex, ethnicity/race, ejection fraction and AV-Vmax. This was reproduced across 45,474 participants (median age 65 [IQR:59-71] years, 23,559 [51.8%] women) undergoing CMR in the UK Biobank (adj.HR 11.4 [95%CI:2.56-50.60] for DASSi ≥vs<0.2). Saliency maps and phenome-wide association studies supported links with traditional cardiovascular risk factors and diastolic dysfunction.

Conclusions and relevance: In this cohort study of patients without severe AS undergoing echocardiography or CMR imaging, a new AI-based video biomarker is independently associated with AS development and progression, enabling opportunistic risk stratification across cardiovascular imaging modalities as well as potential application on handheld devices.

背景:及时识别主动脉狭窄(AS)和值得干预的疾病分期需要经常进行超声心动图检查。然而,没有对所需监测频率进行个性化设置的策略。目的:探讨AI增强二维超声心动图在AS发展和进展风险分层中的作用。方法:这是一项多中心研究,共有12609名无严重AS的患者在新英格兰(n=8798,71[IQR60-80]岁,n=4250[48.3%]女性)和加利福尼亚州雪松西奈(n=3811,67[IQR54-78]岁,1688[44.3%]女性)接受了经胸超声心动图检查。我们分别使用多变量广义线性和Cox回归模型,研究了AI衍生的数字AS严重程度指数(DASSi;范围0-1)与i)主动脉瓣峰值流速(AV V max;m/sec/年)的纵向变化,以及ii)全因死亡率或主动脉瓣置换术(AVR)发生率的关系,并根据年龄、性别、种族/民族进行了调整,以及基线超声心动图测量。结果:中位随访时间为4.1[IQR 2.3-5.4](新英格兰)和3.8[IQR 3.1-4.4]年(Cedars-Sinai)。在每个队列中,基线DASSi越高,AV V max的进展速度越快(每增加0.1:+0.033 m/s/年[95%CI:0.28-0.038,p p p结论:为二维超声心动图建立的人工智能模型可以对AS进展的风险进行分层,对社区的纵向监测有意义。摘要:在这项针对12609名无、轻度或中度主动脉狭窄(AS)患者的多中心队列研究中,我们探索了一种依赖于无多普勒的单视图二维视频的深度学习增强方法是否可以对AS的发展和进展风险进行分层。基于数字AS严重程度指数(DASSi)的视频表型确定了具有不同超声心动图和临床轨迹的患者亚组,这些患者亚组独立于基线AS分期和特征。结果在两个地理位置不同的队列和关键临床亚组中是一致的,支持使用深度学习增强的二维超声心动图作为对社区as传统评估的补充。
{"title":"A Multimodality Video-Based AI Biomarker For Aortic Stenosis Development And Progression.","authors":"Evangelos K Oikonomou, Gregory Holste, Neal Yuan, Andreas Coppi, Robert L McNamara, Norrisa Haynes, Amit N Vora, Eric J Velazquez, Fan Li, Venu Menon, Samir R Kapadia, Thomas M Gill, Girish N Nadkarni, Harlan M Krumholz, Zhangyang Wang, David Ouyang, Rohan Khera","doi":"10.1101/2023.09.28.23296234","DOIUrl":"10.1101/2023.09.28.23296234","url":null,"abstract":"<p><strong>Importance: </strong>Aortic stenosis (AS) is a major public health challenge with a growing therapeutic landscape, but current biomarkers do not inform personalized screening and follow-up.</p><p><strong>Objective: </strong>A video-based artificial intelligence (AI) biomarker (Digital AS Severity index [DASSi]) can detect severe AS using single-view long-axis echocardiography without Doppler. Here, we deploy DASSi to patients with no or mild/moderate AS at baseline to identify AS development and progression.</p><p><strong>Design setting and participants: </strong>We defined two cohorts of patients without severe AS undergoing echocardiography in the Yale-New Haven Health System (YNHHS) (2015-2021, 4.1[IQR:2.4-5.4] follow-up years) and Cedars-Sinai Medical Center (CSMC) (2018-2019, 3.4[IQR:2.8-3.9] follow-up years). We further developed a novel computational pipeline for the cross-modality translation of DASSi into cardiac magnetic resonance (CMR) imaging in the UK Biobank (2.5[IQR:1.6-3.9] follow-up years). Analyses were performed between August 2023-February 2024.</p><p><strong>Exposure: </strong>DASSi (range: 0-1) derived from AI applied to echocardiography and CMR videos.</p><p><strong>Main outcomes and measures: </strong>Annualized change in peak aortic valve velocity (AV-V<sub>max</sub>) and late (>6 months) aortic valve replacement (AVR).</p><p><strong>Results: </strong>A total of 12,599 participants were included in the echocardiographic study (YNHHS: <i>n</i>=8,798, median age of 71 [IQR (interquartile range):60-80] years, 4250 [48.3%] women, and CSMC: <i>n</i>=3,801, 67 [IQR:54-78] years, 1685 [44.3%] women). Higher baseline DASSi was associated with faster progression in AV-V<sub>max</sub> (per 0.1 DASSi increments: YNHHS: +0.033 m/s/year [95%CI:0.028-0.038], n=5,483, and CSMC: +0.082 m/s/year [0.053-0.111], n=1,292), with levels ≥ vs <0.2 linked to a 4-to-5-fold higher AVR risk (715 events in YNHHS; adj.HR 4.97 [95%CI: 2.71-5.82], 56 events in CSMC: 4.04 [0.92-17.7]), independent of age, sex, ethnicity/race, ejection fraction and AV-V<sub>max</sub>. This was reproduced across 45,474 participants (median age 65 [IQR:59-71] years, 23,559 [51.8%] women) undergoing CMR in the UK Biobank (adj.HR 11.4 [95%CI:2.56-50.60] for DASSi ≥vs<0.2). Saliency maps and phenome-wide association studies supported links with traditional cardiovascular risk factors and diastolic dysfunction.</p><p><strong>Conclusions and relevance: </strong>In this cohort study of patients without severe AS undergoing echocardiography or CMR imaging, a new AI-based video biomarker is independently associated with AS development and progression, enabling opportunistic risk stratification across cardiovascular imaging modalities as well as potential application on handheld devices.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/46/a1/nihpp-2023.09.28.23296234v1.PMC10557799.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41126872","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
Spatial Modeling of Sociodemographic Risk for COVID-19 Mortality. 意识形态和社会脆弱性对美国新冠肺炎的时空影响。
Pub Date : 2024-02-28 DOI: 10.1101/2023.07.21.23292785
Erich Seamon, Benjamin J Ridenhour, Craig R Miller, Jennifer Johnson-Leung

In early 2020, the Coronavirus Disease 19 (COVID-19) rapidly spread across the United States (US), exhibiting significant geographic variability. While several studies have examined the predictive relationships of differing factors on COVID-19 deaths, few have looked at spatiotemporal variation at refined geographic scales. The objective of this analysis is to examine this spatiotemporal variation in COVID-19 deaths with respect to association with socioeconomic, health, demographic, and political factors. We use multivariate regression applied to Health and Human Services (HHS) regions as well as nationwide county-level geographically weighted random forest (GWRF) models. Analyses were performed on data from three separate time frames which correspond to the spread of distinct viral variants in the US: pandemic onset until May 2021, May 2021 through November 2021, and December 2021 until April 2022. Multivariate regression results for all regions across three time windows suggest that existing measures of social vulnerability for disaster preparedness (SVI) are predictive of a higher degree of mortality from COVID-19. In comparison, GWRF models provide a more robust evaluation of feature importance and prediction, exposing the value of local features for prediction, such as obesity, which is obscured by coarse-grained analysis. Overall, GWRF results indicate that this more nuanced modeling strategy is useful for determining the spatial variation in the importance of sociodemographic risk factors for predicting COVID-19 mortality.

2020年初,冠状病毒疾病19(新冠肺炎)在美国迅速传播,表现出显著的地理变异性。尽管有几项研究考察了不同因素对新冠肺炎死亡的预测关系,但很少有研究在精细的地理尺度上观察时空变化。本分析的目的是使用区域化多元回归和全国县级地理加权随机森林(GWRF)模型,研究新冠肺炎死亡的时空变化与社会经济、健康、人口统计和政治因素的关系。对三个不同时间段的数据进行了分析:2021年5月之前的大流行、2021年5月份至2021年11月以及2021年12月至2022年4月。三个时间段的区域化回归结果表明,现有的社会防灾脆弱性指标(SVI)与新冠肺炎较高的死亡率相关。相比之下,GWRF模型对特征重要性和预测提供了更有力的评估,暴露了局部特征的重要性,如肥胖,而局部特征被区域划分所掩盖。总体而言,GWRF结果表明,更细致的建模策略有助于捕捉新冠肺炎大流行的不同空间和时间性质。
{"title":"Spatial Modeling of Sociodemographic Risk for COVID-19 Mortality.","authors":"Erich Seamon, Benjamin J Ridenhour, Craig R Miller, Jennifer Johnson-Leung","doi":"10.1101/2023.07.21.23292785","DOIUrl":"10.1101/2023.07.21.23292785","url":null,"abstract":"<p><p>In early 2020, the Coronavirus Disease 19 (COVID-19) rapidly spread across the United States (US), exhibiting significant geographic variability. While several studies have examined the predictive relationships of differing factors on COVID-19 deaths, few have looked at spatiotemporal variation at refined geographic scales. The objective of this analysis is to examine this spatiotemporal variation in COVID-19 deaths with respect to association with socioeconomic, health, demographic, and political factors. We use multivariate regression applied to Health and Human Services (HHS) regions as well as nationwide county-level geographically weighted random forest (GWRF) models. Analyses were performed on data from three separate time frames which correspond to the spread of distinct viral variants in the US: pandemic onset until May 2021, May 2021 through November 2021, and December 2021 until April 2022. Multivariate regression results for all regions across three time windows suggest that existing measures of social vulnerability for disaster preparedness (SVI) are predictive of a higher degree of mortality from COVID-19. In comparison, GWRF models provide a more robust evaluation of feature importance and prediction, exposing the value of local features for prediction, such as obesity, which is obscured by coarse-grained analysis. Overall, GWRF results indicate that this more nuanced modeling strategy is useful for determining the spatial variation in the importance of sociodemographic risk factors for predicting COVID-19 mortality.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/4a/a0/nihpp-2023.07.21.23292785v1.PMC10402221.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9980526","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
Microliter whole blood neutrophil assay preserving physiological lifespan and functional heterogeneity. 在微升全血中进行体外中性粒细胞功能测定,提取供体特异性信息长达数天。
Pub Date : 2024-02-27 DOI: 10.1101/2023.08.28.23294744
Chao Li, Nathan W Hendrikse, Makenna Mai, Mehtab A Farooqui, Zach Argall-Knapp, Jun Sung Kim, Emily A Wheat, Terry Juang

For in vitro neutrophil functional assays, neutrophils are typically isolated from whole blood, having the target cells exposed to an artificial microenvironment with altered kinetics. Isolated neutrophils exhibit limited lifespans of only a few hours ex vivo, significantly shorter than the 3-5 day lifespan of neutrophils in vivo. In addition, due to neutrophil inherently high sensitivity, neutrophils removed from whole blood exhibit stochastic non-specific activation that contributes to assay variability. Here we present a method - named micro-Blood - that enables functional neutrophil assays using a microliter of unprocessed whole blood. micro-Blood allows multiple phenotypic readouts of neutrophil function (including cell/nucleus morphology, motility, recruitment, and pathogen control). In micro-Blood, neutrophils show sustained migration and limited non-specific activation kinetics (<0.1% non-specific activation) over 3-6 days. In contrast, neutrophils isolated using traditional methods show increased and divergent activation kinetics (10-70% non-specific activation) in only 3 h. Finally, micro-Blood allows the capture and quantitative comparison of distinct neutrophil functional heterogeneity between healthy donors and cancer patients in response to microbial stimuli with the preserved physiological lifespan over 6 days.

对于体外中性粒细胞功能测定,分离的中性粒细胞通常用作标准输入。然而,分离的中性粒细胞在体外表现出不同且有限的寿命,短至仅几个小时,明显短于体内中性粒细胞长达3-5天的寿命。有限的测定时间窗口导致供体特异性信息的显著损失,这归因于中性粒细胞从全血中提取后的非特异性激活(即,在没有操作员定义的刺激的情况下的基线细胞死亡)。此外,由于中性粒细胞固有的高灵敏度,从全血中去除中性粒细胞会在从分析中提取的信息中产生操作员衍生的不一致。在这里,我们提出了一种名为“μ-血液”的方法,该方法支持使用微升未经处理的全血对中性粒细胞功能(包括细胞/细胞核形态、运动性、募集和病原体控制)进行长期(数天)的多表型读数。在自体全血中,中性粒细胞表现出持续迁移和有限的非特异性激活动力学[3天]。相反,分离的中性粒细胞显示出活化动力学的改变[10-70%的非特异性活化在3小时内,并减少(>90%)募集]。使用未经处理的全血,μ-血液通过长达数天的测定,捕捉到健康供体和癌症患者之间对抗微生物刺激的独特中性粒细胞功能异质性,显示了体外免疫测定的潜力,并随着时间的推移,改进了供体特异性信息的提取和测定的一致性。
{"title":"Microliter whole blood neutrophil assay preserving physiological lifespan and functional heterogeneity.","authors":"Chao Li, Nathan W Hendrikse, Makenna Mai, Mehtab A Farooqui, Zach Argall-Knapp, Jun Sung Kim, Emily A Wheat, Terry Juang","doi":"10.1101/2023.08.28.23294744","DOIUrl":"10.1101/2023.08.28.23294744","url":null,"abstract":"<p><p>For in vitro neutrophil functional assays, neutrophils are typically isolated from whole blood, having the target cells exposed to an artificial microenvironment with altered kinetics. Isolated neutrophils exhibit limited lifespans of only a few hours ex vivo, significantly shorter than the 3-5 day lifespan of neutrophils in vivo. In addition, due to neutrophil inherently high sensitivity, neutrophils removed from whole blood exhibit stochastic non-specific activation that contributes to assay variability. Here we present a method - named micro-Blood - that enables functional neutrophil assays using a microliter of unprocessed whole blood. micro-Blood allows multiple phenotypic readouts of neutrophil function (including cell/nucleus morphology, motility, recruitment, and pathogen control). In micro-Blood, neutrophils show sustained migration and limited non-specific activation kinetics (<0.1% non-specific activation) over 3-6 days. In contrast, neutrophils isolated using traditional methods show increased and divergent activation kinetics (10-70% non-specific activation) in only 3 h. Finally, micro-Blood allows the capture and quantitative comparison of distinct neutrophil functional heterogeneity between healthy donors and cancer patients in response to microbial stimuli with the preserved physiological lifespan over 6 days.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10491351/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10554345","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
On the limitations of large language models in clinical diagnosis. 大型语言模型在临床诊断中的局限性。
Pub Date : 2024-02-26 DOI: 10.1101/2023.07.13.23292613
Justin T Reese, Daniel Danis, J Harry Caufield, Tudor Groza, Elena Casiraghi, Giorgio Valentini, Christopher J Mungall, Peter N Robinson

Objective: Large Language Models such as GPT-4 previously have been applied to differential diagnostic challenges based on published case reports. Published case reports have a sophisticated narrative style that is not readily available from typical electronic health records (EHR). Furthermore, even if such a narrative were available in EHRs, privacy requirements would preclude sending it outside the hospital firewall. We therefore tested a method for parsing clinical texts to extract ontology terms and programmatically generating prompts that by design are free of protected health information.

Materials and methods: We investigated different methods to prepare prompts from 75 recently published case reports. We transformed the original narratives by extracting structured terms representing phenotypic abnormalities, comorbidities, treatments, and laboratory tests and creating prompts programmatically.

Results: Performance of all of these approaches was modest, with the correct diagnosis ranked first in only 5.3-17.6% of cases. The performance of the prompts created from structured data was substantially worse than that of the original narrative texts, even if additional information was added following manual review of term extraction. Moreover, different versions of GPT-4 demonstrated substantially different performance on this task.

Discussion: The sensitivity of the performance to the form of the prompt and the instability of results over two GPT-4 versions represent important current limitations to the use of GPT-4 to support diagnosis in real-life clinical settings.

Conclusion: Research is needed to identify the best methods for creating prompts from typically available clinical data to support differential diagnostics.

背景:GPT等大型语言模型(LLM)支持鉴别诊断等复杂任务的潜力一直是一个争论的话题,一些人将接近感知能力归因于这些模型,另一些人则声称LLM只是“在类固醇上自动完成”。最近的一项研究报告称,生成预训练变压器4(GPT-4)模型在复杂的微分诊断推理中表现良好。作者在《新英格兰医学杂志》的一系列病例记录中评估了GPT-4在确定正确诊断方面的表现。作者根据病例报告的临床表现部分构建了提示,并将GPT-4的结果与实际诊断进行了比较。GPT-4在64%的病例中返回了正确的诊断作为其反应的一部分,39%的病例中正确的诊断排名第一。然而,电子健康记录(EHR)中通常没有这种简洁但全面的临床过程叙述。此外,如果可用,EHR记录包含《健康保险便携性和责任法案》(HIPAA)规定禁止传输的识别信息。方法:为了评估GPT在可比数据集上的预期性能,这些数据集可以通过文本挖掘生成,并且设计不包含可识别信息,我们分析了病例报告的文本,并提取了人类表型本体论(HPO)术语,从中构建了GPT的提示,这些提示包含基本相同的临床异常,但缺乏周围的叙述。结果:虽然GPT-4在基于原始叙述的文本上的表现良好,最终诊断包括在29/75例病例的差异中(38.7%;17.3%的病例中排名1;平均排名3.4),但GPT-4对基于特征的方法(包括没有额外叙述的主要临床异常得克萨斯州)的表现要差得多,GPT-4包括8/75例病例的最终诊断(10.7%;4.0%的病例中排名第一;平均排名3.9)。解释:我们认为基于特征的查询是对GPT-4在诊断任务中表现的更合适的测试,因为叙述方法不太可能用于实际临床实践。未来的研究和算法开发需要确定利用LLM进行临床诊断的最佳方法。
{"title":"On the limitations of large language models in clinical diagnosis.","authors":"Justin T Reese, Daniel Danis, J Harry Caufield, Tudor Groza, Elena Casiraghi, Giorgio Valentini, Christopher J Mungall, Peter N Robinson","doi":"10.1101/2023.07.13.23292613","DOIUrl":"10.1101/2023.07.13.23292613","url":null,"abstract":"<p><strong>Objective: </strong>Large Language Models such as GPT-4 previously have been applied to differential diagnostic challenges based on published case reports. Published case reports have a sophisticated narrative style that is not readily available from typical electronic health records (EHR). Furthermore, even if such a narrative were available in EHRs, privacy requirements would preclude sending it outside the hospital firewall. We therefore tested a method for parsing clinical texts to extract ontology terms and programmatically generating prompts that by design are free of protected health information.</p><p><strong>Materials and methods: </strong>We investigated different methods to prepare prompts from 75 recently published case reports. We transformed the original narratives by extracting structured terms representing phenotypic abnormalities, comorbidities, treatments, and laboratory tests and creating prompts programmatically.</p><p><strong>Results: </strong>Performance of all of these approaches was modest, with the correct diagnosis ranked first in only 5.3-17.6% of cases. The performance of the prompts created from structured data was substantially worse than that of the original narrative texts, even if additional information was added following manual review of term extraction. Moreover, different versions of GPT-4 demonstrated substantially different performance on this task.</p><p><strong>Discussion: </strong>The sensitivity of the performance to the form of the prompt and the instability of results over two GPT-4 versions represent important current limitations to the use of GPT-4 to support diagnosis in real-life clinical settings.</p><p><strong>Conclusion: </strong>Research is needed to identify the best methods for creating prompts from typically available clinical data to support differential diagnostics.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10370243/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10307338","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
Machine Learning Interpretability Methods to Characterize the Importance of Hematologic Biomarkers in Prognosticating Patients with Suspected Infection. 用机器学习可解释性方法确定血液生物标志物在疑似感染患者预后中的重要性
Pub Date : 2024-02-19 DOI: 10.1101/2023.05.30.23290757
Dipak P Upadhyaya, Yasir Tarabichi, Katrina Prantzalos, Salman Ayub, David C Kaelber, Satya S Sahoo

Early detection of sepsis in patients admitted to the emergency department (ED) is an important clinical objective as early identification and treatment can help reduce morbidity and mortality rate of 20% or higher. Hematologic changes during sepsis-associated organ dysfunction are well established and a new biomarker called Monocyte Distribution Width (MDW) has been recently approved by the US Food and Drug Administration for sepsis. However, MDW, which quantifies monocyte activation in sepsis patients, is not a routinely reported parameter and it requires specialized proprietary laboratory equipment. Further, the relative importance of MDW as compared to other routinely available hematologic parameters and vital signs has not been studied, which makes it difficult for resource constrained hospital systems to make informed decisions in this regard. To address this issue, we analyzed data from a cohort of ED patients (n=10,229) admitted to a large regional safety-net hospital in Cleveland, Ohio with suspected infection who later developed poor outcomes associated with sepsis. We developed a new analytical framework consisting of seven data models and an ensemble of high accuracy machine learning (ML) algorithms (accuracy values ranging from 0.83 to 0.90) for the prediction of outcomes more common in sepsis than uncomplicated infection (3-day intensive care unit stay or death). To characterize the contributions of individual hematologic parameters, we applied the Local Interpretable Model-Agnostic Explanation (LIME) and Shapley Additive Value (SHAP) interpretability methods to the high accuracy ML algorithms. The ML interpretability results were consistent in their findings that the value of MDW is grossly attenuated in the presence of other routinely reported hematologic parameters and vital signs data. Further, this study for the first time shows that complete blood count with differential (CBC-DIFF) together with vital signs data can be used as a substitute for MDW in high accuracy ML algorithms to screen for poor outcomes associated with sepsis.

在急诊科(ED)收治的患者中早期发现败血症是一项重要的临床目标,因为早期识别和治疗有助于降低 20% 或更高的发病率和死亡率。脓毒症相关器官功能障碍期间的血液学变化已得到公认,最近美国食品和药物管理局批准了一种名为单核细胞分布宽度(MDW)的脓毒症新生物标志物。然而,量化脓毒症患者单核细胞活化的 MDW 并不是常规报告的参数,它需要专门的专有实验室设备。此外,与其他常规血液学参数和生命体征相比,MDW 的相对重要性尚未得到研究,这使得资源有限的医院系统难以在这方面做出明智的决策。为了解决这个问题,我们分析了俄亥俄州克利夫兰市一家大型地区安全网医院收治的疑似感染的 ED 患者队列(n=10229)的数据,这些患者后来出现了与败血症相关的不良后果。我们开发了一个新的分析框架,该框架由七个数据模型和一组高准确度的机器学习(ML)算法(准确度从 0.83 到 0.90 不等)组成,用于预测脓毒症比无并发症感染更常见的结果(入住重症监护室 3 天或死亡)。为了确定单个血液学参数的贡献,我们对高准确度的 ML 算法采用了局部可解释模型-诊断解释(LIME)和夏普利加值(SHAP)可解释性方法。ML 的可解释性结果一致,即在存在其他常规报告的血液学参数和生命体征数据的情况下,MDW 的价值被严重削弱。此外,这项研究首次表明,在高精度 ML 算法中,全血细胞计数加差值(CBC-DIFF)和生命体征数据可替代 MDW,用于筛查与败血症相关的不良后果。
{"title":"Machine Learning Interpretability Methods to Characterize the Importance of Hematologic Biomarkers in Prognosticating Patients with Suspected Infection.","authors":"Dipak P Upadhyaya, Yasir Tarabichi, Katrina Prantzalos, Salman Ayub, David C Kaelber, Satya S Sahoo","doi":"10.1101/2023.05.30.23290757","DOIUrl":"10.1101/2023.05.30.23290757","url":null,"abstract":"<p><p>Early detection of sepsis in patients admitted to the emergency department (ED) is an important clinical objective as early identification and treatment can help reduce morbidity and mortality rate of 20% or higher. Hematologic changes during sepsis-associated organ dysfunction are well established and a new biomarker called Monocyte Distribution Width (MDW) has been recently approved by the US Food and Drug Administration for sepsis. However, MDW, which quantifies monocyte activation in sepsis patients, is not a routinely reported parameter and it requires specialized proprietary laboratory equipment. Further, the relative importance of MDW as compared to other routinely available hematologic parameters and vital signs has not been studied, which makes it difficult for resource constrained hospital systems to make informed decisions in this regard. To address this issue, we analyzed data from a cohort of ED patients (n=10,229) admitted to a large regional safety-net hospital in Cleveland, Ohio with suspected infection who later developed poor outcomes associated with sepsis. We developed a new analytical framework consisting of seven data models and an ensemble of high accuracy machine learning (ML) algorithms (accuracy values ranging from 0.83 to 0.90) for the prediction of outcomes more common in sepsis than uncomplicated infection (3-day intensive care unit stay or death). To characterize the contributions of individual hematologic parameters, we applied the Local Interpretable Model-Agnostic Explanation (LIME) and Shapley Additive Value (SHAP) interpretability methods to the high accuracy ML algorithms. The ML interpretability results were consistent in their findings that the value of MDW is grossly attenuated in the presence of other routinely reported hematologic parameters and vital signs data. Further, this study for the first time shows that complete blood count with differential (CBC-DIFF) together with vital signs data can be used as a substitute for MDW in high accuracy ML algorithms to screen for poor outcomes associated with sepsis.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312863/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9749081","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
期刊
medRxiv : the preprint server for health sciences
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1