首页 > 最新文献

medRxiv : the preprint server for health sciences最新文献

英文 中文
Meta-analysis of CYP2C19 and CYP2D6 metabolic activity on antidepressant response from 13 clinical studies using genotype imputation. 13项临床研究中CYP2C19和CYP2D6代谢活性对抗抑郁反应的Meta分析。
Pub Date : 2023-12-11 DOI: 10.1101/2023.06.26.23291890
Danyang Li, Oliver Pain, Chiara Fabbri, Win Lee Edwin Wong, Chris Wai Hang Lo, Stephan Ripke, Annamaria Cattaneo, Daniel Souery, Mojca Z Dernovsek, Neven Henigsberg, Joanna Hauser, Glyn Lewis, Ole Mors, Nader Perroud, Marcella Rietschel, Rudolf Uher, Wolfgang Maier, Bernhard T Baune, Joanna M Biernacka, Guido Bondolfi, Katharina Domschke, Masaki Kato, Yu-Li Liu, Alessandro Serretti, Shih-Jen Tsai, Richard Weinshilboum, Andrew M McIntosh, Cathryn M Lewis

Cytochrome P450 enzymes including CYP2C19 and CYP2D6 are important for antidepressant metabolism and polymorphisms of these genes have been determined to predict metabolite levels. Nonetheless, more evidence is needed to understand the impact of genetic variations on antidepressant response. In this study, individual clinical and genetic data from 13 studies of European and East Asian ancestry populations were collected. The antidepressant response was clinically assessed as remission and percentage improvement. Imputed genotype was used to translate genetic polymorphisms to metabolic phenotypes (poor, intermediate, normal, and rapid+ultrarapid) of CYP2C19 and CYP2D6. The association of CYP2C19 and CYP2D6 metabolic phenotypes with treatment response was examined using normal metabolizers as the reference. Among 5843 depression patients, a higher remission rate was found in CYP2C19 poor metabolizers compared to normal metabolizers at nominal significance but did not survive after multiple testing correction (OR=1.46, 95% CI [1.03, 2.06], p=0.033, heterogeneity I2=0%, subgroup difference p=0.72). No metabolic phenotype was associated with percentage improvement from baseline. After stratifying by antidepressants primarily metabolized by CYP2C19 and CYP2D6, no association was found between metabolic phenotypes and antidepressant response. Metabolic phenotypes showed differences in frequency, but not effect, between European- and East Asian-ancestry studies. In conclusion, metabolic phenotypes imputed from genetic variants using genotype were not associated with antidepressant response. CYP2C19 poor metabolizers could potentially contribute to antidepressant efficacy with more evidence needed. CYP2D6 structural variants cannot be imputed from genotype data, limiting inference of pharmacogenetic effects. Sequencing and targeted pharmacogenetic testing, alongside information on side effects, antidepressant dosage, depression measures, and diverse ancestry studies, would more fully capture the influence of metabolic phenotypes.

包括CYP2C19和CYP2D6在内的细胞色素P450酶对抗抑郁药代谢很重要,这些基因的多态性已被确定可预测代谢产物水平。尽管如此,还需要更多的证据来了解基因变异对抗抑郁反应的影响。在这项研究中,收集了来自欧洲和东亚血统人群的13项临床研究的个人数据。抗抑郁反应被临床评估为缓解和百分比改善。使用推测基因型将遗传多态性转化为CYP2C19和CYP2D6的四种代谢表型(较差、中等、正常和超快)。CYP2C19和CYP2D6代谢表型与治疗反应的相关性使用正常代谢者作为参考进行检查。在5843名抑郁症患者中,与正常代谢者相比,CYP2C19不良代谢者的缓解率更高,具有标称意义(OR=1.46,95%CI[1.03,2.06],p=0.033),但在多次测试校正后未存活。没有代谢表型与基线改善百分比相关。通过主要由CYP2C19和CYP2D6代谢的抗抑郁药进行分层后,未发现代谢表型与抗抑郁反应之间的关联。代谢表型在欧洲和东亚的研究中显示出频率上的差异,但没有影响。总之,遗传变异引起的代谢表型与抗抑郁反应无关。CYP2C19代谢不良可能有助于抗抑郁疗效,需要更多的证据。包括副作用、抗抑郁药剂量以及来自不同祖先的人群在内的信息可以用来充分捕捉代谢表型的影响并提高效果评估的能力。
{"title":"Meta-analysis of CYP2C19 and CYP2D6 metabolic activity on antidepressant response from 13 clinical studies using genotype imputation.","authors":"Danyang Li, Oliver Pain, Chiara Fabbri, Win Lee Edwin Wong, Chris Wai Hang Lo, Stephan Ripke, Annamaria Cattaneo, Daniel Souery, Mojca Z Dernovsek, Neven Henigsberg, Joanna Hauser, Glyn Lewis, Ole Mors, Nader Perroud, Marcella Rietschel, Rudolf Uher, Wolfgang Maier, Bernhard T Baune, Joanna M Biernacka, Guido Bondolfi, Katharina Domschke, Masaki Kato, Yu-Li Liu, Alessandro Serretti, Shih-Jen Tsai, Richard Weinshilboum, Andrew M McIntosh, Cathryn M Lewis","doi":"10.1101/2023.06.26.23291890","DOIUrl":"10.1101/2023.06.26.23291890","url":null,"abstract":"<p><p>Cytochrome P450 enzymes including CYP2C19 and CYP2D6 are important for antidepressant metabolism and polymorphisms of these genes have been determined to predict metabolite levels. Nonetheless, more evidence is needed to understand the impact of genetic variations on antidepressant response. In this study, individual clinical and genetic data from 13 studies of European and East Asian ancestry populations were collected. The antidepressant response was clinically assessed as remission and percentage improvement. Imputed genotype was used to translate genetic polymorphisms to metabolic phenotypes (poor, intermediate, normal, and rapid+ultrarapid) of CYP2C19 and CYP2D6. The association of CYP2C19 and CYP2D6 metabolic phenotypes with treatment response was examined using normal metabolizers as the reference. Among 5843 depression patients, a higher remission rate was found in CYP2C19 poor metabolizers compared to normal metabolizers at nominal significance but did not survive after multiple testing correction (OR=1.46, 95% CI [1.03, 2.06], p=0.033, heterogeneity I<sup>2</sup>=0%, subgroup difference p=0.72). No metabolic phenotype was associated with percentage improvement from baseline. After stratifying by antidepressants primarily metabolized by CYP2C19 and CYP2D6, no association was found between metabolic phenotypes and antidepressant response. Metabolic phenotypes showed differences in frequency, but not effect, between European- and East Asian-ancestry studies. In conclusion, metabolic phenotypes imputed from genetic variants using genotype were not associated with antidepressant response. CYP2C19 poor metabolizers could potentially contribute to antidepressant efficacy with more evidence needed. CYP2D6 structural variants cannot be imputed from genotype data, limiting inference of pharmacogenetic effects. Sequencing and targeted pharmacogenetic testing, alongside information on side effects, antidepressant dosage, depression measures, and diverse ancestry studies, would more fully capture the influence of metabolic phenotypes.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/28/5a/nihpp-2023.06.26.23291890v1.PMC10327261.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10189029","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
Early underdetected dissemination across countries followed by extensive local transmission propelled the 2022 mpox epidemic. 早期在各国传播不足,随后又出现广泛的本地传播,推动了2022年猴痘疫情。
Pub Date : 2023-12-07 DOI: 10.1101/2023.07.27.23293266
Miguel I Paredes, Nashwa Ahmed, Marlin Figgins, Vittoria Colizza, Philippe Lemey, John T McCrone, Nicola Müller, Cécile Tran-Kiem, Trevor Bedford

The World Health Organization declared mpox a public health emergency of international concern in July 2022. To investigate global mpox transmission and population-level changes associated with controlling spread, we built phylogeographic and phylodynamic models to analyze MPXV genomes from five global regions together with air traffic and epidemiological data. Our models reveal community transmission prior to detection, changes in case-reporting throughout the epidemic, and a large degree of transmission heterogeneity. We find that viral introductions played a limited role in prolonging spread after initial dissemination, suggesting that travel bans would have had only a minor impact. We find that mpox transmission in North America began declining before more than 10% of high-risk individuals in the USA had vaccine-induced immunity. Our findings highlight the importance of broader routine specimen screening surveillance for emerging infectious diseases and of joint integration of genomic and epidemiological information for early outbreak control.

世界卫生组织于2022年7月宣布猴痘为国际关注的突发公共卫生事件。为了调查全球猴痘传播并量化人群层面干预措施对控制传播的影响,我们建立了系统地理学和系统动力学模型,分析了全球五个地区的MPXV基因组以及空中交通和流行病学数据。我们的模型揭示了检测前的社区传播、整个疫情期间病例报告的变化以及很大程度的传播异质性。我们发现,病毒引入在最初传播后延长传播的作用有限,这表明旅行禁令的影响很小。我们发现,在美国超过10%的高危人群获得疫苗诱导的免疫力之前,猴痘在北美的传播就开始下降。鉴于病例在检测后迅速下降,很可能是由于行为改变,我们的发现强调了对新发传染病进行更广泛的常规标本筛查监测的重要性。
{"title":"Early underdetected dissemination across countries followed by extensive local transmission propelled the 2022 mpox epidemic.","authors":"Miguel I Paredes, Nashwa Ahmed, Marlin Figgins, Vittoria Colizza, Philippe Lemey, John T McCrone, Nicola Müller, Cécile Tran-Kiem, Trevor Bedford","doi":"10.1101/2023.07.27.23293266","DOIUrl":"10.1101/2023.07.27.23293266","url":null,"abstract":"<p><p>The World Health Organization declared mpox a public health emergency of international concern in July 2022. To investigate global mpox transmission and population-level changes associated with controlling spread, we built phylogeographic and phylodynamic models to analyze MPXV genomes from five global regions together with air traffic and epidemiological data. Our models reveal community transmission prior to detection, changes in case-reporting throughout the epidemic, and a large degree of transmission heterogeneity. We find that viral introductions played a limited role in prolonging spread after initial dissemination, suggesting that travel bans would have had only a minor impact. We find that mpox transmission in North America began declining before more than 10% of high-risk individuals in the USA had vaccine-induced immunity. Our findings highlight the importance of broader routine specimen screening surveillance for emerging infectious diseases and of joint integration of genomic and epidemiological information for early outbreak control.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10418578/pdf/nihpp-2023.07.27.23293266v2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10028932","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
Accuracy of digital chest x-ray analysis with artificial intelligence software as a triage and screening tool in hospitalized patients being evaluated for tuberculosis in Lima, Peru. 在秘鲁利马,使用人工智能软件作为分诊和筛查工具对住院结核病患者进行数字胸部x光分析的准确性。
Pub Date : 2023-12-07 DOI: 10.1101/2023.05.17.23290110
Amanda Biewer, Christine Tzelios, Karen Tintaya, Betsabe Roman, Shelley Hurwitz, Courtney M Yuen, Carole D Mitnick, Edward Nardell, Leonid Lecca, Dylan B Tierney, Ruvandhi R Nathavitharana

Introduction: Tuberculosis (TB) transmission in healthcare facilities is common in high-incidence countries. Yet, the optimal approach for identifying inpatients who may have TB is unclear. We evaluated the diagnostic accuracy of qXR (Qure.ai, India) computer-aided detection (CAD) software versions 3.0 and 4.0 (v3 and v4) as a triage and screening tool within the FAST (Find cases Actively, Separate safely, and Treat effectively) transmission control strategy.

Methods: We prospectively enrolled two cohorts of patients admitted to a tertiary hospital in Lima, Peru: one group had cough or TB risk factors (triage) and the other did not report cough or TB risk factors (screening). We evaluated the sensitivity and specificity of qXR for the diagnosis of pulmonary TB using culture and Xpert as primary and secondary reference standards, including stratified analyses based on risk factors.

Results: In the triage cohort (n=387), qXR v4 sensitivity was 0.91 (59/65, 95% CI 0.81-0.97) and specificity was 0.32 (103/322, 95% CI 0.27-0.37) using culture as reference standard. There was no difference in the area under the receiver-operating-characteristic curve (AUC) between qXR v3 and qXR v4 with either a culture or Xpert reference standard. In the screening cohort (n=191), only one patient had a positive Xpert result, but specificity in this cohort was high (>90%). A high prevalence of radiographic lung abnormalities, most notably opacities (81%), consolidation (62%), or nodules (58%), was detected by qXR on digital CXR images from the triage cohort.

Conclusions: qXR had high sensitivity but low specificity as a triage in hospitalized patients with cough or TB risk factors. Screening patients without cough or risk factors in this setting had a low diagnostic yield. These findings further support the need for population and setting-specific thresholds for CAD programs.

简介:结核病在医疗机构的传播在高发病率国家很常见。然而,确定可能患有结核病的住院患者的最佳方法尚不清楚。我们评估了qXR(Qure.ai,印度)计算机辅助检测(CAD)软件版本3和4(v3和v4)作为FAST(主动发现病例、安全分离和有效治疗)传播控制策略中的分诊和筛查工具的诊断准确性。方法:我们前瞻性地招募了两组入住秘鲁利马三级医院的患者:一组有咳嗽或结核病危险因素(分诊),另一组没有报告咳嗽或结核病风险因素(筛查)。我们使用培养和Xpert作为主要和次要参考标准,评估了qXR诊断肺结核的敏感性和特异性,包括基于风险因素的分层分析。结果:在分诊队列(n=387)中,使用培养物作为参考标准,qXRv4的敏感性为0.95(62/65,95%CI 0.87-0.99),特异性为0.36(116/322,95%CI 0.31-0.42)。在培养物或Xpert参考标准的qXRv3和qxRv4之间,受试者工作特性曲线下面积(AUC)没有差异。在筛查队列(n=191)中,只有一名患者的Xpert结果呈阳性,但该队列的特异性很高(>90%)。qXR敏感性按性别、年龄、既往结核病、HIV和症状分层没有差异。结论:qXR在有咳嗽或结核病危险因素的住院患者中具有高灵敏度,但特异性低。在这种情况下筛查没有咳嗽的患者的诊断率较低。这些发现进一步支持了对CAD程序的总体需求和设置特定阈值的需求。
{"title":"Accuracy of digital chest x-ray analysis with artificial intelligence software as a triage and screening tool in hospitalized patients being evaluated for tuberculosis in Lima, Peru.","authors":"Amanda Biewer, Christine Tzelios, Karen Tintaya, Betsabe Roman, Shelley Hurwitz, Courtney M Yuen, Carole D Mitnick, Edward Nardell, Leonid Lecca, Dylan B Tierney, Ruvandhi R Nathavitharana","doi":"10.1101/2023.05.17.23290110","DOIUrl":"10.1101/2023.05.17.23290110","url":null,"abstract":"<p><strong>Introduction: </strong>Tuberculosis (TB) transmission in healthcare facilities is common in high-incidence countries. Yet, the optimal approach for identifying inpatients who may have TB is unclear. We evaluated the diagnostic accuracy of qXR (Qure.ai, India) computer-aided detection (CAD) software versions 3.0 and 4.0 (v3 and v4) as a triage and screening tool within the FAST (Find cases Actively, Separate safely, and Treat effectively) transmission control strategy.</p><p><strong>Methods: </strong>We prospectively enrolled two cohorts of patients admitted to a tertiary hospital in Lima, Peru: one group had cough or TB risk factors (triage) and the other did not report cough or TB risk factors (screening). We evaluated the sensitivity and specificity of qXR for the diagnosis of pulmonary TB using culture and Xpert as primary and secondary reference standards, including stratified analyses based on risk factors.</p><p><strong>Results: </strong>In the triage cohort (n=387), qXR v4 sensitivity was 0.91 (59/65, 95% CI 0.81-0.97) and specificity was 0.32 (103/322, 95% CI 0.27-0.37) using culture as reference standard. There was no difference in the area under the receiver-operating-characteristic curve (AUC) between qXR v3 and qXR v4 with either a culture or Xpert reference standard. In the screening cohort (n=191), only one patient had a positive Xpert result, but specificity in this cohort was high (>90%). A high prevalence of radiographic lung abnormalities, most notably opacities (81%), consolidation (62%), or nodules (58%), was detected by qXR on digital CXR images from the triage cohort.</p><p><strong>Conclusions: </strong>qXR had high sensitivity but low specificity as a triage in hospitalized patients with cough or TB risk factors. Screening patients without cough or risk factors in this setting had a low diagnostic yield. These findings further support the need for population and setting-specific thresholds for CAD programs.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10246158/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9707840","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
Simultaneous detection and quantification of multiple pathogen targets in wastewater. 废水中多种肠道病原体靶点的同时检测和定量。
Pub Date : 2023-12-05 DOI: 10.1101/2023.06.23.23291792
Gouthami Rao, Drew Capone, Kevin Zhu, Abigail Knoble, Yarrow Linden, Ryan Clark, Amanda Lai, Juhee Kim, Ching-Hua Huang, Aaron Bivins, Joe Brown

Wastewater-based epidemiology has emerged as a critical tool for public health surveillance, building on decades of environmental surveillance work for pathogens such as poliovirus. Work to date has been limited to monitoring a single pathogen or small numbers of pathogens in targeted studies; however, few studies consider simultaneous quantitative analysis of a wide variety of pathogens, which could greatly increase the utility of wastewater surveillance. We developed a novel quantitative multi-pathogen surveillance approach (35 pathogen targets including bacteria, viruses, protozoa, and helminths) using TaqMan Array Cards (TAC) and applied the method on concentrated wastewater samples collected at four wastewater treatment plants in Atlanta, GA from February to October of 2020. From sewersheds serving approximately 2 million people, we detected a wide range of targets including many we expected to find in wastewater (e.g., enterotoxigenic E. coli and Giardia in 97% of 29 samples at stable concentrations) as well as unexpected targets including Strongyloides stercoralis (a human threadworm rarely observed in the USA). Other notable detections included SARS-CoV-2, but also several pathogen targets that are not commonly included in wastewater surveillance like Acanthamoeba spp., Balantidium coli, Entamoeba histolytica, astrovirus, norovirus, and sapovirus. Our data suggest broad utility in expanding the scope of enteric pathogen surveillance in wastewaters, with potential for application in a variety of settings where pathogen quantification in fecal waste streams can inform public health surveillance and selection of control measures to limit infections.

基于废水的流行病学已成为公共卫生监测的关键工具,建立在数十年来对脊髓灰质炎病毒等病原体的环境监测工作的基础上。迄今为止,在有针对性的研究中,工作仅限于监测单一病原体或少量病原体;然而,同时分析各种病原体将大大提高废水监测的实用性。我们使用TaqMan阵列卡(RT-qPCR)开发了一种新的定量多病原体监测方法(33个病原体靶点,包括细菌、病毒、原生动物和蠕虫),并将该方法应用于2020年2月至10月在佐治亚州亚特兰大市四个污水处理厂收集的浓缩废水样本。从为大约200万人服务的缝纫店,我们检测到了广泛的靶标,包括我们预计在废水中发现的许多靶标(例如,在29个稳定浓度的样本中,97%的样本中存在产肠毒素的大肠杆菌和贾第鞭毛虫),以及意想不到的靶标,包括粪圆线虫(即人螺纹虫,一种在美国临床环境中很少观察到的被忽视的热带疾病)。其他值得注意的检测包括严重急性呼吸系统综合征冠状病毒2型,但也包括一些通常不包括在废水监测中的病原体靶点,如棘阿米巴属、大肠杆菌、溶组织内阿米巴、星形病毒、诺如病毒和腐毒。我们的数据表明,在扩大废水中肠道病原体监测的范围方面具有广泛的实用性,有可能在各种环境中应用,在这些环境中,粪便废物流中的病原体定量可以为公共卫生监测和控制措施的选择提供信息,以限制感染。
{"title":"Simultaneous detection and quantification of multiple pathogen targets in wastewater.","authors":"Gouthami Rao, Drew Capone, Kevin Zhu, Abigail Knoble, Yarrow Linden, Ryan Clark, Amanda Lai, Juhee Kim, Ching-Hua Huang, Aaron Bivins, Joe Brown","doi":"10.1101/2023.06.23.23291792","DOIUrl":"10.1101/2023.06.23.23291792","url":null,"abstract":"<p><p>Wastewater-based epidemiology has emerged as a critical tool for public health surveillance, building on decades of environmental surveillance work for pathogens such as poliovirus. Work to date has been limited to monitoring a single pathogen or small numbers of pathogens in targeted studies; however, few studies consider simultaneous quantitative analysis of a wide variety of pathogens, which could greatly increase the utility of wastewater surveillance. We developed a novel quantitative multi-pathogen surveillance approach (35 pathogen targets including bacteria, viruses, protozoa, and helminths) using TaqMan Array Cards (TAC) and applied the method on concentrated wastewater samples collected at four wastewater treatment plants in Atlanta, GA from February to October of 2020. From sewersheds serving approximately 2 million people, we detected a wide range of targets including many we expected to find in wastewater (e.g., enterotoxigenic <i>E. coli</i> and <i>Giardia</i> in 97% of 29 samples at stable concentrations) as well as unexpected targets including <i>Strongyloides stercoralis</i> (a human threadworm rarely observed in the USA). Other notable detections included SARS-CoV-2, but also several pathogen targets that are not commonly included in wastewater surveillance like <i>Acanthamoeba</i> spp., <i>Balantidium coli, Entamoeba histolytica</i>, astrovirus, norovirus, and sapovirus. Our data suggest broad utility in expanding the scope of enteric pathogen surveillance in wastewaters, with potential for application in a variety of settings where pathogen quantification in fecal waste streams can inform public health surveillance and selection of control measures to limit infections.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10327253/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10186962","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 Phenotyping for Atopic Dermatitis with Transformers and Machine Learning. 应用变形金刚和机器学习进行特应性皮炎患者表型分析。
Pub Date : 2023-12-04 DOI: 10.1101/2023.08.25.23294636
Andrew Wang, Rachel Fulton, Sy Hwang, David J Margolis, Danielle L Mowery

Background: Atopic dermatitis (AD) is a chronic skin condition that millions of people around the world live with each day. Performing research studies into identifying the causes and treatment for this disease has great potential to provide benefit for these individuals. However, AD clinical trial recruitment is a non-trivial task due to variance in diagnostic precision and phenotypic definitions leveraged by different clinicians as well as time spent finding, recruiting, and enrolling patients by clinicians to become study subjects. Thus, there is a need for automatic and effective patient phenotyping for cohort recruitment.

Objective: Our study aims to present an approach for identifying patients whose electronic health records suggest that they may have AD.

Methods: We created a vectorized representation of each patient and trained various supervised machine learning methods to classify when a patient has AD. Each patient is represented by a vector of either probabilities or binary values where each value indicates whether they meet a different criteria for AD diagnosis.

Results: The most accurate AD classifier performed with a class-balanced accuracy of 0.8036, a precision of 0.8400, and a recall of 0.7500 when using XGBoost (Extreme Gradient Boosting).

Conclusions: Creating an automated approach for identifying patient cohorts has the potential to accelerate, standardize, and automate the process of patient recruitment for AD studies; therefore, reducing clinician burden and informing knowledge discovery of better treatment options for AD.

背景:特应性皮炎(AD)是一种慢性皮肤病,全世界每天都有数百万人与之共存。对这种疾病的病因和治疗方法进行研究,有很大的潜力为这些人提供益处。然而,AD临床试验招募是一项不平凡的任务,因为不同临床医生在诊断精度和表型定义方面存在差异,临床医生也需要花费时间寻找、招募和招募患者成为研究对象。因此,需要对队列招募进行自动有效的患者表型分析。目的:我们的研究旨在提出一种识别电子健康记录表明他们可能患有AD的患者的方法。方法:我们创建了每个患者的矢量化表示,并训练了各种监督机器学习方法来对患者患有AD进行分类。结果:最准确的AD分类器的分类平衡准确度为0.8036,使用XGBoost(Extreme Gradient Boosting)时,准确度为0.8400,召回率为0.7500。结论:创建一种自动识别患者队列的方法有可能加速、标准化和自动化AD研究的患者招募过程,从而减轻临床医生的负担,并为更好的AD治疗方案的知识发现提供信息。
{"title":"Patient Phenotyping for Atopic Dermatitis with Transformers and Machine Learning.","authors":"Andrew Wang, Rachel Fulton, Sy Hwang, David J Margolis, Danielle L Mowery","doi":"10.1101/2023.08.25.23294636","DOIUrl":"10.1101/2023.08.25.23294636","url":null,"abstract":"<p><strong>Background: </strong>Atopic dermatitis (AD) is a chronic skin condition that millions of people around the world live with each day. Performing research studies into identifying the causes and treatment for this disease has great potential to provide benefit for these individuals. However, AD clinical trial recruitment is a non-trivial task due to variance in diagnostic precision and phenotypic definitions leveraged by different clinicians as well as time spent finding, recruiting, and enrolling patients by clinicians to become study subjects. Thus, there is a need for automatic and effective patient phenotyping for cohort recruitment.</p><p><strong>Objective: </strong>Our study aims to present an approach for identifying patients whose electronic health records suggest that they may have AD.</p><p><strong>Methods: </strong>We created a vectorized representation of each patient and trained various supervised machine learning methods to classify when a patient has AD. Each patient is represented by a vector of either probabilities or binary values where each value indicates whether they meet a different criteria for AD diagnosis.</p><p><strong>Results: </strong>The most accurate AD classifier performed with a class-balanced accuracy of 0.8036, a precision of 0.8400, and a recall of 0.7500 when using XGBoost (Extreme Gradient Boosting).</p><p><strong>Conclusions: </strong>Creating an automated approach for identifying patient cohorts has the potential to accelerate, standardize, and automate the process of patient recruitment for AD studies; therefore, reducing clinician burden and informing knowledge discovery of better treatment options for AD.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10491276/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10261912","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
The neurophysiological brain-fingerprint of Parkinson's disease. 帕金森病患者运动和认知能力下降的神经生理学大脑指纹。
Pub Date : 2023-12-01 DOI: 10.1101/2023.02.03.23285441
Jason da Silva Castanheira, Alex I Wiesman, Justine Y Hansen, Bratislav Misic, Sylvain Baillet

In this study, we investigate the clinical potential of brain-fingerprints derived from electrophysiological brain activity for diagnostics and progression monitoring of Parkinson's disease (PD). We obtained brain-fingerprints from PD patients and age-matched healthy controls using short, task-free magnetoencephalographic recordings. The rhythmic components of the individual brain-fingerprint distinguished between patients and healthy participants with approximately 90% accuracy. The most prominent cortical features of the Parkinson's brain-fingerprint mapped to polyrhythmic activity in unimodal sensorimotor regions. Leveraging these features, we also show that Parkinson's disease stages can be decoded directly from cortical neurophysiological activity. Additionally, our study reveals that the cortical topography of the Parkinson's brain-fingerprint aligns with that of neurotransmitter systems affected by the disease's pathophysiology. We further demonstrate that the arrhythmic components of cortical activity are more variable over short periods of time in patients with Parkinson's disease than in healthy controls, making individual differentiation between patients based on these features more challenging and explaining previous negative published results. Overall, we outline patient-specific rhythmic brain signaling features that provide insights into both the neurophysiological signature and clinical staging of Parkinson's disease. For this reason, the proposed definition of a rhythmic brain-fingerprint of Parkinson's disease may contribute to novel, refined approaches to patient stratification and to the improved identification and testing of therapeutic neurostimulation targets.

大脑指纹是一种神经成像方法,它正在扩展神经科学对健康和疾病个体间多样性的看法。在本研究中,我们使用大脑指纹来推进帕金森病(PD)的神经生理学特征。我们根据短暂和无任务脑磁图记录的节律和心律失常频谱特征,得出了PD患者和年龄匹配的健康对照组的脑指纹。使用这种方法,患者与健康对照组的个体分化准确率为81%,患者的分化程度随其认知和运动症状的严重程度而定。我们发现,与健康对照组(90%)相比,患者之间的分化更具挑战性(77%的准确率),因为PD患者的神经生理学频谱特征随着时间的推移不太稳定。区分健康对照组的最显著特征映射到大脑功能层次中的高阶区域。相反,患者分化的最明显特征是体感运动皮层。我们还报告了患者的大脑指纹与帕金森病中受影响的神经递质系统的皮层地形图一致。我们得出结论,与年龄匹配的健康对照组相比,帕金森病会影响患者的大脑光谱指纹,个体之间存在显著的异质性,并且在短时间内变异性增加。我们的研究证明了神经生理学指纹与临床神经科学的相关性,并强调了其在患者分层、疾病建模以及个性化干预措施的开发和评估方面的潜力。
{"title":"The neurophysiological brain-fingerprint of Parkinson's disease.","authors":"Jason da Silva Castanheira, Alex I Wiesman, Justine Y Hansen, Bratislav Misic, Sylvain Baillet","doi":"10.1101/2023.02.03.23285441","DOIUrl":"10.1101/2023.02.03.23285441","url":null,"abstract":"<p><p>In this study, we investigate the clinical potential of brain-fingerprints derived from electrophysiological brain activity for diagnostics and progression monitoring of Parkinson's disease (PD). We obtained brain-fingerprints from PD patients and age-matched healthy controls using short, task-free magnetoencephalographic recordings. The rhythmic components of the individual brain-fingerprint distinguished between patients and healthy participants with approximately 90% accuracy. The most prominent cortical features of the Parkinson's brain-fingerprint mapped to polyrhythmic activity in unimodal sensorimotor regions. Leveraging these features, we also show that Parkinson's disease stages can be decoded directly from cortical neurophysiological activity. Additionally, our study reveals that the cortical topography of the Parkinson's brain-fingerprint aligns with that of neurotransmitter systems affected by the disease's pathophysiology. We further demonstrate that the arrhythmic components of cortical activity are more variable over short periods of time in patients with Parkinson's disease than in healthy controls, making individual differentiation between patients based on these features more challenging and explaining previous negative published results. Overall, we outline patient-specific rhythmic brain signaling features that provide insights into both the neurophysiological signature and clinical staging of Parkinson's disease. For this reason, the proposed definition of a rhythmic brain-fingerprint of Parkinson's disease may contribute to novel, refined approaches to patient stratification and to the improved identification and testing of therapeutic neurostimulation targets.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/37/c3/nihpp-2023.02.03.23285441v1.PMC9934726.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10871697","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
Targeted malaria elimination interventions reduce Plasmodium falciparum infections up to 3 kilometers away. 有针对性的消除疟疾干预措施可减少3公里外的恶性疟原虫感染。
Pub Date : 2023-11-30 DOI: 10.1101/2023.09.19.23295806
Jade Benjamin-Chung, Haodong Li, Anna Nguyen, Gabriella Barratt Heitmann, Adam Bennett, Henry Ntuku, Lisa M Prach, Munyaradzi Tambo, Lindsey Wu, Chris Drakeley, Roly Gosling, Davis Mumbengegwi, Immo Kleinschmidt, Jennifer L Smith, Alan Hubbard, Mark van der Laan, Michelle S Hsiang

Malaria elimination interventions in low-transmission settings aim to extinguish hot spots and prevent transmission to nearby areas. In malaria elimination settings, the World Health Organization recommends reactive, focal interventions targeted to the area near malaria cases shortly after they are detected. A key question is whether these interventions reduce transmission to nearby uninfected or asymptomatic individuals who did not receive interventions. Here, we measured direct effects (among intervention recipients) and spillover effects (among non-recipients) of reactive, focal interventions delivered within 500m of confirmed malaria index cases in a cluster-randomized trial in Namibia. The trial delivered malaria chemoprevention (artemether lumefantrine) and vector control (indoor residual spraying with Actellic) separately and in combination using a factorial design. We compared incidence, infection prevalence, and seroprevalence between study arms among intervention recipients (direct effects) and non-recipients (spillover effects) up to 3 km away from index cases. We calculated incremental cost-effectiveness ratios accounting for spillover effects. The combined chemoprevention and vector control intervention produced direct effects and spillover effects. In the primary analysis among non-recipients within 1 km from index cases, the combined intervention reduced malaria incidence by 43% (95% CI 20%, 59%). In secondary analyses among non-recipients 500m-3 km from interventions, the combined intervention reduced infection by 79% (6%, 95%) and seroprevalence 34% (20%, 45%). Accounting for spillover effects increased the cost-effectiveness of the combined intervention by 37%. Our findings provide the first evidence that targeting hot spots with combined chemoprevention and vector control interventions can indirectly benefit non-recipients up to 3 km away.

在低传播环境中进行的消除疟疾干预措施旨在扑灭热点地区,防止传播到附近地区。在消除疟疾的环境中,世界卫生组织建议在发现疟疾病例后不久,针对疟疾病例附近地区采取反应性、重点干预措施。一个关键问题是,这些干预措施是否会减少向附近未感染或未接受干预的无症状个体的传播。在这里,我们在纳米比亚的一项集群随机试验中,测量了在确诊疟疾指数病例5亿范围内实施的反应性重点干预措施的直接影响(在干预接受者中)和溢出影响(在非接受者中)。该试验采用析因设计,分别和联合进行疟疾化学预防(蒿甲醚-流明三烯)和媒介控制(Actellic室内残留喷洒)。我们比较了干预受试者和非受试者(溢出效应)在距离指标病例3公里的研究组之间的发病率、感染流行率和血清流行率。我们计算了考虑溢出效应的增量成本效益比。化学预防和媒介控制相结合的干预产生了直接效应和溢出效应。在距离指标病例1公里以内的非受试者的初步分析中,联合干预将疟疾发病率降低了43%(95%CI 20%,59%)。在距离干预措施500m-3km的非受试者的二次分析中,联合干预使感染率降低了79%(6%,95%),血清流行率降低了34%(20%,45%)。考虑到溢出效应,联合干预的成本效益提高了37%。我们的研究结果首次证明,通过化学预防和媒介控制相结合的干预措施来靶向热点地区,可以间接使3公里外的非接受者受益。重要声明:在疟疾传播正在下降并接近消除的环境中,新的疟疾病例在空间和时间上都是聚集性的。先前的研究发现,在新发现的疟疾病例周围地区,靶向预防性抗疟药物和病媒控制可以减少整个社区的疟疾。在这里,我们发现,当在最近病例附近的地区将抗疟药物和病媒控制作为一种联合策略时,没有接受干预的人在3公里外的疟疾发病率降低了。考虑到这些对非接受者的好处,增加了干预的成本效益。总的来说,我们的研究结果表明,有针对性的综合疟疾干预措施可以减少当地传播,并支持其用于消除疟疾。
{"title":"Targeted malaria elimination interventions reduce <i>Plasmodium falciparum</i> infections up to 3 kilometers away.","authors":"Jade Benjamin-Chung, Haodong Li, Anna Nguyen, Gabriella Barratt Heitmann, Adam Bennett, Henry Ntuku, Lisa M Prach, Munyaradzi Tambo, Lindsey Wu, Chris Drakeley, Roly Gosling, Davis Mumbengegwi, Immo Kleinschmidt, Jennifer L Smith, Alan Hubbard, Mark van der Laan, Michelle S Hsiang","doi":"10.1101/2023.09.19.23295806","DOIUrl":"10.1101/2023.09.19.23295806","url":null,"abstract":"<p><p>Malaria elimination interventions in low-transmission settings aim to extinguish hot spots and prevent transmission to nearby areas. In malaria elimination settings, the World Health Organization recommends reactive, focal interventions targeted to the area near malaria cases shortly after they are detected. A key question is whether these interventions reduce transmission to nearby uninfected or asymptomatic individuals who did not receive interventions. Here, we measured direct effects (among intervention recipients) and spillover effects (among non-recipients) of reactive, focal interventions delivered within 500m of confirmed malaria index cases in a cluster-randomized trial in Namibia. The trial delivered malaria chemoprevention (artemether lumefantrine) and vector control (indoor residual spraying with Actellic) separately and in combination using a factorial design. We compared incidence, infection prevalence, and seroprevalence between study arms among intervention recipients (direct effects) and non-recipients (spillover effects) up to 3 km away from index cases. We calculated incremental cost-effectiveness ratios accounting for spillover effects. The combined chemoprevention and vector control intervention produced direct effects and spillover effects. In the primary analysis among non-recipients within 1 km from index cases, the combined intervention reduced malaria incidence by 43% (95% CI 20%, 59%). In secondary analyses among non-recipients 500m-3 km from interventions, the combined intervention reduced infection by 79% (6%, 95%) and seroprevalence 34% (20%, 45%). Accounting for spillover effects increased the cost-effectiveness of the combined intervention by 37%. Our findings provide the first evidence that targeting hot spots with combined chemoprevention and vector control interventions can indirectly benefit non-recipients up to 3 km away.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10543053/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41104666","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
Known pathogenic gene variants and new candidates detected in Sudden Unexpected Infant Death using Whole Genome Sequencing. 使用全基因组测序(WGS)在婴儿猝死(SUID)中检测到的已知致病基因变体和新的候选基因。
Pub Date : 2023-11-29 DOI: 10.1101/2023.09.11.23295207
Angela M Bard, Lindsay V Clark, Erdal Cosgun, Kimberly A Aldinger, Andrew Timms, Lely A Quina, Juan M Lavista Ferres, David Jardine, Elisabeth A Haas, Tatiana M Becker, Chelsea M Pagan, Avni Santani, Diego Martinez, Soumitra Barua, Zakkary McNutt, Addie Nesbitt, Edwin A Mitchell, Jan-Marino Ramirez

Purpose: To gain insights into potential genetic factors contributing to the infant's vulnerability to Sudden Unexpected Infant Death (SUID).

Methods: Whole Genome Sequencing (WGS) was performed on 145 infants that succumbed to SUID, and 576 healthy adults. Variants were filtered by gnomAD allele frequencies and predictions of functional consequences.

Results: Variants of interest were identified in 86 genes, 63.4% of our cohort. Seventy-one of these have been previously associated with SIDS/SUID/SUDP. Forty-three can be characterized as cardiac genes and are related to cardiomyopathies, arrhythmias, and other conditions. Variants in 22 genes were associated with neurologic functions. Variants were also found in 13 genes reported to be pathogenic for various systemic disorders. Variants in eight genes are implicated in the response to hypoxia and the regulation of reactive oxygen species (ROS) and have not been previously described in SIDS/SUID/SUDP. Seventy-two infants met the triple risk hypothesis criteria (Figure 1).

Conclusion: Our study confirms and further expands the list of genetic variants associated with SUID. The abundance of genes associated with heart disease and the discovery of variants associated with the redox metabolism have important mechanistic implications for the pathophysiology of SUID.

目的:在这项研究中,我们对出生第一年死于SUID的儿童进行了WGS,以深入了解可能导致婴儿易受这种悲惨结果影响的潜在遗传风险因素。方法:对145例SUID病例和576例健康成人对照进行全基因组测序。通过gnomAD等位基因频率和使用计算工具对功能后果的预测来过滤变异。结果:在63.4%的队列中,我们在86个基因中发现了156个感兴趣的变体,其中71个基因中有128个罕见/超罕见变体,这些变体以前与SIDS/SUID/SUDP相关。在43个可被表征为心脏基因的基因中发现了88个变体,这些变体以前与心肌病、Brugada和长QT综合征等有关。在先前报道的SIDS/SUID/SUDP中的22个基因中也发现了29个与神经功能相关的变异。据报道,在13个对各种系统性疾病具有致病性的基因中发现了19种变异,其中11种发生在6个先前在SIDS/SUID/SUDP中描述的基因中,8个没有。我们还发现了8个基因中的20个变体,这些变体与缺氧反应和活性氧(ROS)的调节有关,而以前在SIDS/SUID/SUDP中没有描述过。结论:我们的研究证实并进一步扩展了与SUID相关的遗传变体列表。与心脏病相关的基因的丰富和与氧化还原代谢相关的变体的发现对SUID的病理生理学具有重要的机制意义。
{"title":"Known pathogenic gene variants and new candidates detected in Sudden Unexpected Infant Death using Whole Genome Sequencing.","authors":"Angela M Bard, Lindsay V Clark, Erdal Cosgun, Kimberly A Aldinger, Andrew Timms, Lely A Quina, Juan M Lavista Ferres, David Jardine, Elisabeth A Haas, Tatiana M Becker, Chelsea M Pagan, Avni Santani, Diego Martinez, Soumitra Barua, Zakkary McNutt, Addie Nesbitt, Edwin A Mitchell, Jan-Marino Ramirez","doi":"10.1101/2023.09.11.23295207","DOIUrl":"10.1101/2023.09.11.23295207","url":null,"abstract":"<p><strong>Purpose: </strong>To gain insights into potential genetic factors contributing to the infant's vulnerability to Sudden Unexpected Infant Death (SUID).</p><p><strong>Methods: </strong>Whole Genome Sequencing (WGS) was performed on 145 infants that succumbed to SUID, and 576 healthy adults. Variants were filtered by gnomAD allele frequencies and predictions of functional consequences.</p><p><strong>Results: </strong>Variants of interest were identified in 86 genes, 63.4% of our cohort. Seventy-one of these have been previously associated with SIDS/SUID/SUDP. Forty-three can be characterized as cardiac genes and are related to cardiomyopathies, arrhythmias, and other conditions. Variants in 22 genes were associated with neurologic functions. Variants were also found in 13 genes reported to be pathogenic for various systemic disorders. Variants in eight genes are implicated in the response to hypoxia and the regulation of reactive oxygen species (ROS) and have not been previously described in SIDS/SUID/SUDP. Seventy-two infants met the triple risk hypothesis criteria (Figure 1).</p><p><strong>Conclusion: </strong>Our study confirms and further expands the list of genetic variants associated with SUID. The abundance of genes associated with heart disease and the discovery of variants associated with the redox metabolism have important mechanistic implications for the pathophysiology of SUID.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10516094/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41107217","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
Lipidomics for diagnosis and prognosis of pulmonary hypertension. 脂质组学在肺动脉高压诊断和预后中的应用。
Pub Date : 2023-11-29 DOI: 10.1101/2023.05.17.23289772
Natalie Bordag, Bence Miklos Nagy, Elmar Zügner, Helga Ludwig, Vasile Foris, Chandran Nagaraj, Valentina Biasin, Ulrich Bodenhofer, Christoph Magnes, Bradley A Maron, Silvia Ulrich, Tobias J Lange, Konrad Hötzenecker, Thomas Pieber, Horst Olschewski, Andrea Olschewski

Background: Pulmonary hypertension (PH) poses a significant health threat with high morbidity and mortality, necessitating improved diagnostic tools for enhanced management. Current biomarkers for PH lack functionality and comprehensive diagnostic and prognostic capabilities. Therefore, there is a critical need to develop biomarkers that address these gaps in PH diagnostics and prognosis.

Methods: To address this need, we employed a comprehensive metabolomics analysis in 233 blood based samples coupled with machine learning analysis. For functional insights, human pulmonary arteries (PA) of idiopathic pulmonary arterial hypertension (PAH) lungs were investigated and the effect of extrinsic FFAs on human PA endothelial and smooth muscle cells was tested in vitro.

Results: PA of idiopathic PAH lungs showed lipid accumulation and altered expression of lipid homeostasis-related genes. In PA smooth muscle cells, extrinsic FFAs caused excessive proliferation and endothelial barrier dysfunction in PA endothelial cells, both hallmarks of PAH.In the training cohort of 74 PH patients, 30 disease controls without PH, and 65 healthy controls, diagnostic and prognostic markers were identified and subsequently validated in an independent cohort. Exploratory analysis showed a highly impacted metabolome in PH patients and machine learning confirmed a high diagnostic potential. Fully explainable specific free fatty acid (FFA)/lipid-ratios were derived, providing exceptional diagnostic accuracy with an area under the curve (AUC) of 0.89 in the training and 0.90 in the validation cohort, outperforming machine learning results. These ratios were also prognostic and complemented established clinical prognostic PAH scores (FPHR4p and COMPERA2.0), significantly increasing their hazard ratios (HR) from 2.5 and 3.4 to 4.2 and 6.1, respectively.

Conclusion: In conclusion, our research confirms the significance of lipidomic alterations in PH, introducing innovative diagnostic and prognostic biomarkers. These findings may have the potential to reshape PH management strategies.

肺动脉高压(PH)是一种严重的血液动力学、进展性疾病,与高发病率和死亡率相关,早期和微创诊断可以至关重要地改善管理。需要具有功能性、诊断性和预后的PH生物标志物。我们使用了一种广泛的代谢组学方法,结合机器学习分析和特异性游离脂肪酸(FFA)/脂质比率来开发诊断和预后PH生物标志物。在一个由74名PH患者、30名无PH的疾病对照组和65名健康对照组组成的训练队列中,我们确定了在64名受试者的独立队列中验证的诊断和预后标志物。基于亲脂性代谢物的标记物比基于亲水性代谢物的更坚固。在训练和验证队列中,FFA/脂质比率为PH提供了极好的诊断准确性,AUC分别高达0.89和0.90。这些比率提供了与年龄无关的预后信息,并且与已确定的临床评分相结合,FPHR4p和COMPERA2的风险比(HR)分别从2.5增加到4.3和从3.3增加到5.6。特发性PAH(IPAH)肺的肺动脉(PA)表现出脂质积聚和脂质稳态相关基因表达的改变,这可能解释了这种积聚。我们对肺动脉内皮细胞和平滑肌细胞的功能研究表明,FFA水平升高会导致过度增殖和肺动脉内皮屏障功能障碍,这两种都是肺动脉高压(PAH)的特征。总之,PH的脂质组学变化提供了新的诊断和预后生物标志物,并可能指向新的代谢治疗靶点。
{"title":"Lipidomics for diagnosis and prognosis of pulmonary hypertension.","authors":"Natalie Bordag, Bence Miklos Nagy, Elmar Zügner, Helga Ludwig, Vasile Foris, Chandran Nagaraj, Valentina Biasin, Ulrich Bodenhofer, Christoph Magnes, Bradley A Maron, Silvia Ulrich, Tobias J Lange, Konrad Hötzenecker, Thomas Pieber, Horst Olschewski, Andrea Olschewski","doi":"10.1101/2023.05.17.23289772","DOIUrl":"10.1101/2023.05.17.23289772","url":null,"abstract":"<p><strong>Background: </strong>Pulmonary hypertension (PH) poses a significant health threat with high morbidity and mortality, necessitating improved diagnostic tools for enhanced management. Current biomarkers for PH lack functionality and comprehensive diagnostic and prognostic capabilities. Therefore, there is a critical need to develop biomarkers that address these gaps in PH diagnostics and prognosis.</p><p><strong>Methods: </strong>To address this need, we employed a comprehensive metabolomics analysis in 233 blood based samples coupled with machine learning analysis. For functional insights, human pulmonary arteries (PA) of idiopathic pulmonary arterial hypertension (PAH) lungs were investigated and the effect of extrinsic FFAs on human PA endothelial and smooth muscle cells was tested <i>in vitro</i>.</p><p><strong>Results: </strong>PA of idiopathic PAH lungs showed lipid accumulation and altered expression of lipid homeostasis-related genes. In PA smooth muscle cells, extrinsic FFAs caused excessive proliferation and endothelial barrier dysfunction in PA endothelial cells, both hallmarks of PAH.In the training cohort of 74 PH patients, 30 disease controls without PH, and 65 healthy controls, diagnostic and prognostic markers were identified and subsequently validated in an independent cohort. Exploratory analysis showed a highly impacted metabolome in PH patients and machine learning confirmed a high diagnostic potential. Fully explainable specific free fatty acid (FFA)/lipid-ratios were derived, providing exceptional diagnostic accuracy with an area under the curve (AUC) of 0.89 in the training and 0.90 in the validation cohort, outperforming machine learning results. These ratios were also prognostic and complemented established clinical prognostic PAH scores (FPHR4p and COMPERA2.0), significantly increasing their hazard ratios (HR) from 2.5 and 3.4 to 4.2 and 6.1, respectively.</p><p><strong>Conclusion: </strong>In conclusion, our research confirms the significance of lipidomic alterations in PH, introducing innovative diagnostic and prognostic biomarkers. These findings may have the potential to reshape PH management strategies.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/b5/f3/nihpp-2023.05.17.23289772v2.PMC10246148.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9638014","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
Wastewater and seroprevalence for pandemic preparedness: variant analysis, vaccination effect, and hospitalization forecasting for SARS-CoV-2, in Jefferson County, Kentucky. SARS-CoV-2废水浓度和相关的纵向血清流行率:菌株突变、COVID-19疫苗接种后效果和住院负担预测的空间分析。
Pub Date : 2023-11-28 DOI: 10.1101/2023.01.06.23284260
Rochelle H Holm, Grzegorz A Rempala, Boseung Choi, J Michael Brick, Alok R Amraotkar, Rachel J Keith, Eric C Rouchka, Julia H Chariker, Kenneth E Palmer, Ted Smith, Aruni Bhatnagar

Despite wide scale assessments, it remains unclear how large-scale SARS-CoV-2 vaccination affected the wastewater concentration of the virus or the overall disease burden as measured by hospitalization rates. We used weekly SARS-CoV-2 wastewater concentration with a stratified random sampling of seroprevalence, and linked vaccination and hospitalization data, from April 2021-August 2021 in Jefferson County, Kentucky (USA). Our susceptible (S), vaccinated (V), variant-specific infected I1 and I2, recovered (R), and seropositive (T) model SVI2RT tracked prevalence longitudinally. This was related to wastewater concentration. The 64% county vaccination rate translated into about 61% decrease in SARS-CoV-2 incidence. The estimated effect of SARS-CoV-2 Delta variant emergence was a 24-fold increase of infection counts, which corresponded to an over 9-fold increase in wastewater concentration. Hospitalization burden and wastewater concentration had the strongest correlation (r = 0.95) at 1 week lag. Our study underscores the importance of continued environmental surveillance post-vaccine and provides a proof-of-concept for environmental epidemiology monitoring of infectious disease for future pandemic preparedness.

背景:自新冠肺炎大流行早期以来,已测量了SARS-CoV-2废水浓度,作为社区流行率的替代指标。然而,我们对废水浓度以及新冠肺炎疫苗接种对住院率衡量的总体疾病负担的影响的了解仍然有限。方法:我们使用2021年4月至8月的每周严重急性呼吸系统综合征冠状病毒2型废水浓度,血清流行率的分层随机抽样,以及空间关联的疫苗接种和住院数据。我们的易感(S)、接种疫苗(V)、变异特异性感染(I1和I2)、康复(R)和血清阳性(T)模型(SVI2RT)纵向跟踪了患病率。这与废水浓度有关,用于菌株突变、疫苗接种效果和总体住院负担的空间分析。研究结果:我们发现废水浓度与估计的社区流行率之间存在很强的线性相关性(r=0.916)。根据相应的回归模型,64%的县疫苗接种率转化为严重急性呼吸系统综合征冠状病毒2型发病率下降约57%。在研究期间,严重急性呼吸系统综合征冠状病毒2型德尔塔变异株出现的估计影响是感染人数增加了7倍以上,相当于废水浓度增加了12倍以上。住院负担与废水浓度在滞后1周时相关性最强(r=0.963)。我们估计,在研究期间,社区疫苗接种活动使每日入院人数减少了约63%。这种保护作用被严重急性呼吸系统综合征冠状病毒2型德尔塔毒株突变的出现所抵消。解释:废水样本可用于估计疫苗接种和住院负担的影响。我们的研究强调了疫苗接种后持续环境监测的重要性,并为环境流行病学监测提供了概念验证。
{"title":"Wastewater and seroprevalence for pandemic preparedness: variant analysis, vaccination effect, and hospitalization forecasting for SARS-CoV-2, in Jefferson County, Kentucky.","authors":"Rochelle H Holm, Grzegorz A Rempala, Boseung Choi, J Michael Brick, Alok R Amraotkar, Rachel J Keith, Eric C Rouchka, Julia H Chariker, Kenneth E Palmer, Ted Smith, Aruni Bhatnagar","doi":"10.1101/2023.01.06.23284260","DOIUrl":"10.1101/2023.01.06.23284260","url":null,"abstract":"<p><p>Despite wide scale assessments, it remains unclear how large-scale SARS-CoV-2 vaccination affected the wastewater concentration of the virus or the overall disease burden as measured by hospitalization rates. We used weekly SARS-CoV-2 wastewater concentration with a stratified random sampling of seroprevalence, and linked vaccination and hospitalization data, from April 2021-August 2021 in Jefferson County, Kentucky (USA). Our susceptible <math><mo>(</mo><mi>S</mi><mo>)</mo></math>, vaccinated <math><mo>(</mo><mi>V</mi><mo>)</mo></math>, variant-specific infected <math><mfenced><mrow><msub><mrow><mi>I</mi></mrow><mrow><mn>1</mn></mrow></msub></mrow></mfenced></math> and <math><mfenced><mrow><msub><mrow><mi>I</mi></mrow><mrow><mn>2</mn></mrow></msub></mrow></mfenced></math>, recovered <math><mo>(</mo><mi>R</mi><mo>)</mo></math>, and seropositive <math><mo>(</mo><mi>T</mi><mo>)</mo></math> model <math><mfenced><mrow><mi>S</mi><mi>V</mi><msub><mrow><mi>I</mi></mrow><mrow><mn>2</mn></mrow></msub><mi>R</mi><mi>T</mi></mrow></mfenced></math> tracked prevalence longitudinally. This was related to wastewater concentration. The 64% county vaccination rate translated into about 61% decrease in SARS-CoV-2 incidence. The estimated effect of SARS-CoV-2 Delta variant emergence was a 24-fold increase of infection counts, which corresponded to an over 9-fold increase in wastewater concentration. Hospitalization burden and wastewater concentration had the strongest correlation (r = 0.95) at 1 week lag. Our study underscores the importance of continued environmental surveillance post-vaccine and provides a proof-of-concept for environmental epidemiology monitoring of infectious disease for future pandemic preparedness.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9844017/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9139908","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