首页 > 最新文献

Communications medicine最新文献

英文 中文
A population-based study of familial coaggregation and shared genetic etiology of psychiatric and gastrointestinal disorders 关于精神病和胃肠道疾病的家族聚集和共同遗传病因的人群研究
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-19 DOI: 10.1038/s43856-024-00607-7
Yi-Jiun Pan, Mei-Chen Lin, Jyh-Ming Liou, Chun-Chieh Fan, Mei-Hsin Su, Cheng-Yun Chen, Chi-Shin Wu, Pei-Chun Chen, Yen-Tsung Huang, Shi-Heng Wang
It has been proposed that having a psychiatric disorder could increase the risk of developing a gastrointestinal disorder, and vice versa. The role of familial coaggregation and shared genetic loading between psychiatric and gastrointestinal disorders remains unclear. This study used the Taiwan National Health Insurance Research Database; 4,504,612 individuals born 1970–1999 with parental information, 51,664 same-sex twins, and 3,322,959 persons with full-sibling(s) were enrolled. Genotyping was available for 106,796 unrelated participants from the Taiwan Biobank. A logistic regression model was used to examine the associations of individual history, affected relatives, and polygenic risk scores (PRS) for schizophrenia (SCZ), bipolar disorder (BPD), major depressive disorder (MDD), and obsessive-compulsive disorder (OCD), with the risk of peptic ulcer disease (PUD), gastroesophageal reflux disease (GERD), irritable bowel syndrome (IBS), and inflammatory bowel disease (IBD), and vice versa. Here we show that parental psychiatric disorders are associated with gastrointestinal disorders. Full-siblings of psychiatric cases have an increased risk of gastrointestinal disorders except for SCZ/BPD and IBD; the magnitude of coaggregation is higher in same-sex twins than in full-siblings. The results of bidirectional analyses mostly remain unchanged. PRS for SCZ, MDD, and OCD are associated with IBS, PUD/GERD/IBS/IBD, and PUD/GERD/IBS, respectively. PRS for PUD, GERD, IBS, and IBD are associated with MDD, BPD/MDD, SCZ/BPD/MDD, and BPD, respectively. There is familial coaggregation and shared genetic etiology between psychiatric and gastrointestinal comorbidity. Individuals with psychiatric disorder-affected relatives or with higher genetic risk for psychiatric disorders should be monitored for gastrointestinal disorders, and vice versa. It has been proposed that people with psychiatric disorders such as depression could have an increased chance of developing gastrointestinal disorders such as irritable bowel syndrome. We looked at whether this was the case in a large number of people from Taiwan. We found that people with a psychiatric disorder, or with relatives having a psychiatric disorder, were more likely to have gastrointestinal disorders, and vice versa. These findings suggest that people who have psychiatric disorders or have psychiatric disorder-affected relatives should be monitored for gastrointestinal disorders, and vice versa, to enable them to benefit from all the treatments they might need to improve their health. Pan et al. examine whether there is a shared pathophysiological mechanism underlying brain-gut comorbidity. This population-based cohort and biobank study demonstrates that there is familial coaggregation and shared genetic etiology between psychiatric and gastrointestinal comorbidity.
有人提出,患有精神疾病会增加患胃肠疾病的风险,反之亦然。精神疾病和胃肠疾病之间的家族共聚和共同遗传负荷的作用仍不清楚。这项研究使用了台湾国民健康保险研究数据库,共纳入了4504612名1970-1999年出生并有父母信息的人,51664名同性双胞胎,以及3322959名有同胞兄弟姐妹的人。台湾生物库中有 106,796 名无血缘关系的参与者进行了基因分型。采用逻辑回归模型研究了个人病史、受影响亲属和多基因风险评分(PRS)与精神分裂症(SCZ)、双相情感障碍(BPD)、重度抑郁障碍(MDD)和强迫症(OCD)的相关性、和强迫症(OCD),以及消化性溃疡病(PUD)、胃食管反流病(GERD)、肠易激综合征(IBS)和炎症性肠病(IBD)的风险,反之亦然。在这里,我们发现父母的精神疾病与胃肠道疾病有关。除 SCZ/BPD 和 IBD 外,精神病病例的同胞兄妹患胃肠道疾病的风险增加;同性双胞胎的共聚程度高于同胞兄妹。双向分析的结果大多保持不变。SCZ、MDD 和 OCD 的 PRS 分别与 IBS、PUD/GERD/IBS/IBD 和 PUD/GERD/IBS 相关。PUD、胃食管反流病、肠易激综合征和肠易激综合征的 PRS 分别与 MDD、BPD/MDD、SCZ/BPD/MDD 和 BPD 相关。精神病和胃肠道合并症之间存在家族聚集性和共同的遗传病因。受精神障碍影响的亲属或精神障碍遗传风险较高的人应监测胃肠道疾病,反之亦然。有人提出,抑郁症等精神疾病患者患肠易激综合征等胃肠道疾病的几率会增加。我们研究了大量台湾人的情况是否如此。我们发现,患有精神障碍或其亲属患有精神障碍的人更有可能患胃肠道疾病,反之亦然。这些研究结果表明,患有精神障碍的人或其亲属受精神障碍影响的人应该对胃肠功能紊乱进行监测,反之亦然,这样才能使他们从所有可能需要的治疗中获益,从而改善他们的健康状况。潘等人研究了脑-肠共病是否存在共同的病理生理机制。这项以人群为基础的队列和生物库研究表明,精神疾病和胃肠道疾病之间存在家族聚集性和共同的遗传病因。
{"title":"A population-based study of familial coaggregation and shared genetic etiology of psychiatric and gastrointestinal disorders","authors":"Yi-Jiun Pan, Mei-Chen Lin, Jyh-Ming Liou, Chun-Chieh Fan, Mei-Hsin Su, Cheng-Yun Chen, Chi-Shin Wu, Pei-Chun Chen, Yen-Tsung Huang, Shi-Heng Wang","doi":"10.1038/s43856-024-00607-7","DOIUrl":"10.1038/s43856-024-00607-7","url":null,"abstract":"It has been proposed that having a psychiatric disorder could increase the risk of developing a gastrointestinal disorder, and vice versa. The role of familial coaggregation and shared genetic loading between psychiatric and gastrointestinal disorders remains unclear. This study used the Taiwan National Health Insurance Research Database; 4,504,612 individuals born 1970–1999 with parental information, 51,664 same-sex twins, and 3,322,959 persons with full-sibling(s) were enrolled. Genotyping was available for 106,796 unrelated participants from the Taiwan Biobank. A logistic regression model was used to examine the associations of individual history, affected relatives, and polygenic risk scores (PRS) for schizophrenia (SCZ), bipolar disorder (BPD), major depressive disorder (MDD), and obsessive-compulsive disorder (OCD), with the risk of peptic ulcer disease (PUD), gastroesophageal reflux disease (GERD), irritable bowel syndrome (IBS), and inflammatory bowel disease (IBD), and vice versa. Here we show that parental psychiatric disorders are associated with gastrointestinal disorders. Full-siblings of psychiatric cases have an increased risk of gastrointestinal disorders except for SCZ/BPD and IBD; the magnitude of coaggregation is higher in same-sex twins than in full-siblings. The results of bidirectional analyses mostly remain unchanged. PRS for SCZ, MDD, and OCD are associated with IBS, PUD/GERD/IBS/IBD, and PUD/GERD/IBS, respectively. PRS for PUD, GERD, IBS, and IBD are associated with MDD, BPD/MDD, SCZ/BPD/MDD, and BPD, respectively. There is familial coaggregation and shared genetic etiology between psychiatric and gastrointestinal comorbidity. Individuals with psychiatric disorder-affected relatives or with higher genetic risk for psychiatric disorders should be monitored for gastrointestinal disorders, and vice versa. It has been proposed that people with psychiatric disorders such as depression could have an increased chance of developing gastrointestinal disorders such as irritable bowel syndrome. We looked at whether this was the case in a large number of people from Taiwan. We found that people with a psychiatric disorder, or with relatives having a psychiatric disorder, were more likely to have gastrointestinal disorders, and vice versa. These findings suggest that people who have psychiatric disorders or have psychiatric disorder-affected relatives should be monitored for gastrointestinal disorders, and vice versa, to enable them to benefit from all the treatments they might need to improve their health. Pan et al. examine whether there is a shared pathophysiological mechanism underlying brain-gut comorbidity. This population-based cohort and biobank study demonstrates that there is familial coaggregation and shared genetic etiology between psychiatric and gastrointestinal comorbidity.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-11"},"PeriodicalIF":5.4,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00607-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142273317","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
Evaluating the direct effect of vaccination and non-pharmaceutical interventions during the COVID-19 pandemic in Europe 评估欧洲 COVID-19 大流行期间疫苗接种和非药物干预措施的直接效果
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-11 DOI: 10.1038/s43856-024-00600-0
Maxime Fajgenblat, Geert Molenberghs, Johan Verbeeck, Lander Willem, Jonas Crèvecoeur, Christel Faes, Niel Hens, Patrick Deboosere, Geert Verbeke, Thomas Neyens
Across Europe, countries have responded to the COVID-19 pandemic with a combination of non-pharmaceutical interventions and vaccination. Evaluating the effectiveness of such interventions is of particular relevance to policy-makers. We leverage almost three years of available data across 38 European countries to evaluate the effectiveness of governmental responses in controlling the pandemic. We developed a Bayesian hierarchical model that flexibly relates daily COVID-19 incidence to past levels of vaccination and non-pharmaceutical interventions as summarised in the Stringency Index. Specifically, we use a distributed lag approach to temporally weight past intervention values, a tensor-product smooth to capture non-linearities and interactions between both types of interventions, and a hierarchical approach to parsimoniously address heterogeneity across countries. We identify a pronounced negative association between daily incidence and the strength of non-pharmaceutical interventions, along with substantial heterogeneity in effectiveness among European countries. Similarly, we observe a strong but more consistent negative association with vaccination levels. Our results show that non-linear interactions shape the effectiveness of interventions, with non-pharmaceutical interventions becoming less effective under high vaccination levels. Finally, our results indicate that the effects of interventions on daily incidence are most pronounced at a lag of 14 days after being in place. Our Bayesian hierarchical modelling approach reveals clear negative and lagged effects of non-pharmaceutical interventions and vaccination on confirmed COVID-19 cases across European countries. As soon as COVID-19 hit Europe in early 2020, non-pharmaceutical interventions such as movement restrictions and social distancing were employed to contain the pandemic. Towards the end of 2020, vaccination was available and promoted as an additional defence. We analysed almost three years of public COVID-19 data to determine how effective both types of strategies were in containing the pandemic across 38 European countries. We developed a statistical model to relate confirmed cases to how strict non-pharmaceutical interventions were and to vaccination levels. Both non-pharmaceutical interventions and vaccination resulted in decreased confirmed cases, although variation exists among countries. When an intervention is applied, the effect on number of confirmed cases could be seen most about fourteen days after implementation. Fajgenblat et. al utilize almost three years of COVID-19 data to model consequences of interventions across Europe. They find that both non-pharmaceutical interventions and vaccination impact daily case rates, with the strongest effect at a lag of 14 days post-implementation.
欧洲各国在应对 COVID-19 大流行时采取了非药物干预和疫苗接种相结合的措施。评估这些干预措施的有效性对政策制定者尤为重要。我们利用 38 个欧洲国家近三年的可用数据来评估政府应对措施在控制大流行方面的有效性。我们建立了一个贝叶斯分层模型,将 COVID-19 的每日发病率与过去的疫苗接种水平和非药物干预措施灵活地联系在一起,正如严格指数所总结的那样。具体来说,我们使用分布式滞后法对过去的干预值进行时间加权,使用张量-乘积平滑法捕捉两类干预之间的非线性和交互作用,并使用分层法简化处理各国之间的异质性。我们发现,日发病率与非药物干预措施的力度之间存在明显的负相关,而且欧洲国家之间的干预效果存在很大的异质性。同样,我们观察到疫苗接种水平与日发病率之间存在强烈但更为一致的负相关。我们的结果表明,非线性相互作用决定了干预措施的有效性,在疫苗接种率高的情况下,非药物干预措施的有效性会降低。最后,我们的结果表明,干预措施在实施 14 天后对每日发病率的影响最为明显。我们的贝叶斯分层建模方法揭示了非药物干预措施和疫苗接种对欧洲各国 COVID-19 确诊病例的明显负面滞后效应。2020 年初,COVID-19 在欧洲肆虐时,人们立即采取了行动限制和社会疏远等非药物干预措施来控制疫情。在 2020 年底,疫苗接种作为一种额外的防御手段得到了推广。我们分析了近三年的 COVID-19 公共数据,以确定这两种策略在控制欧洲 38 个国家大流行方面的有效性。我们建立了一个统计模型,将确诊病例与非药物干预措施的严格程度和疫苗接种水平联系起来。非药物干预措施和疫苗接种都减少了确诊病例,但各国之间存在差异。在采取干预措施后,对确诊病例数量的影响最多可在实施后 14 天显现。Fajgenblat 等人利用 COVID-19 近三年的数据,建立了欧洲干预后果模型。他们发现,非药物干预措施和疫苗接种都会对每日病例率产生影响,实施后 14 天的滞后效应最大。
{"title":"Evaluating the direct effect of vaccination and non-pharmaceutical interventions during the COVID-19 pandemic in Europe","authors":"Maxime Fajgenblat, Geert Molenberghs, Johan Verbeeck, Lander Willem, Jonas Crèvecoeur, Christel Faes, Niel Hens, Patrick Deboosere, Geert Verbeke, Thomas Neyens","doi":"10.1038/s43856-024-00600-0","DOIUrl":"10.1038/s43856-024-00600-0","url":null,"abstract":"Across Europe, countries have responded to the COVID-19 pandemic with a combination of non-pharmaceutical interventions and vaccination. Evaluating the effectiveness of such interventions is of particular relevance to policy-makers. We leverage almost three years of available data across 38 European countries to evaluate the effectiveness of governmental responses in controlling the pandemic. We developed a Bayesian hierarchical model that flexibly relates daily COVID-19 incidence to past levels of vaccination and non-pharmaceutical interventions as summarised in the Stringency Index. Specifically, we use a distributed lag approach to temporally weight past intervention values, a tensor-product smooth to capture non-linearities and interactions between both types of interventions, and a hierarchical approach to parsimoniously address heterogeneity across countries. We identify a pronounced negative association between daily incidence and the strength of non-pharmaceutical interventions, along with substantial heterogeneity in effectiveness among European countries. Similarly, we observe a strong but more consistent negative association with vaccination levels. Our results show that non-linear interactions shape the effectiveness of interventions, with non-pharmaceutical interventions becoming less effective under high vaccination levels. Finally, our results indicate that the effects of interventions on daily incidence are most pronounced at a lag of 14 days after being in place. Our Bayesian hierarchical modelling approach reveals clear negative and lagged effects of non-pharmaceutical interventions and vaccination on confirmed COVID-19 cases across European countries. As soon as COVID-19 hit Europe in early 2020, non-pharmaceutical interventions such as movement restrictions and social distancing were employed to contain the pandemic. Towards the end of 2020, vaccination was available and promoted as an additional defence. We analysed almost three years of public COVID-19 data to determine how effective both types of strategies were in containing the pandemic across 38 European countries. We developed a statistical model to relate confirmed cases to how strict non-pharmaceutical interventions were and to vaccination levels. Both non-pharmaceutical interventions and vaccination resulted in decreased confirmed cases, although variation exists among countries. When an intervention is applied, the effect on number of confirmed cases could be seen most about fourteen days after implementation. Fajgenblat et. al utilize almost three years of COVID-19 data to model consequences of interventions across Europe. They find that both non-pharmaceutical interventions and vaccination impact daily case rates, with the strongest effect at a lag of 14 days post-implementation.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-10"},"PeriodicalIF":5.4,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00600-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142170351","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
Prospective multicenter study using artificial intelligence to improve dermoscopic melanoma diagnosis in patient care 利用人工智能改进皮肤镜黑色素瘤诊断的前瞻性多中心研究
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-11 DOI: 10.1038/s43856-024-00598-5
Lukas Heinlein, Roman C. Maron, Achim Hekler, Sarah Haggenmüller, Christoph Wies, Jochen S. Utikal, Friedegund Meier, Sarah Hobelsberger, Frank F. Gellrich, Mildred Sergon, Axel Hauschild, Lars E. French, Lucie Heinzerling, Justin G. Schlager, Kamran Ghoreschi, Max Schlaak, Franz J. Hilke, Gabriela Poch, Sören Korsing, Carola Berking, Markus V. Heppt, Michael Erdmann, Sebastian Haferkamp, Konstantin Drexler, Dirk Schadendorf, Wiebke Sondermann, Matthias Goebeler, Bastian Schilling, Eva Krieghoff-Henning, Titus J. Brinker
Early detection of melanoma, a potentially lethal type of skin cancer with high prevalence worldwide, improves patient prognosis. In retrospective studies, artificial intelligence (AI) has proven to be helpful for enhancing melanoma detection. However, there are few prospective studies confirming these promising results. Existing studies are limited by low sample sizes, too homogenous datasets, or lack of inclusion of rare melanoma subtypes, preventing a fair and thorough evaluation of AI and its generalizability, a crucial aspect for its application in the clinical setting. Therefore, we assessed “All Data are Ext” (ADAE), an established open-source ensemble algorithm for detecting melanomas, by comparing its diagnostic accuracy to that of dermatologists on a prospectively collected, external, heterogeneous test set comprising eight distinct hospitals, four different camera setups, rare melanoma subtypes, and special anatomical sites. We advanced the algorithm with real test-time augmentation (R-TTA, i.e., providing real photographs of lesions taken from multiple angles and averaging the predictions), and evaluated its generalization capabilities. Overall, the AI shows higher balanced accuracy than dermatologists (0.798, 95% confidence interval (CI) 0.779–0.814 vs. 0.781, 95% CI 0.760–0.802; p = 4.0e−145), obtaining a higher sensitivity (0.921, 95% CI 0.900–0.942 vs. 0.734, 95% CI 0.701–0.770; p = 3.3e−165) at the cost of a lower specificity (0.673, 95% CI 0.641–0.702 vs. 0.828, 95% CI 0.804–0.852; p = 3.3e−165). As the algorithm exhibits a significant performance advantage on our heterogeneous dataset exclusively comprising melanoma-suspicious lesions, AI may offer the potential to support dermatologists, particularly in diagnosing challenging cases. Melanoma is a type of skin cancer that can spread to other parts of the body, often resulting in death. Early detection improves survival rates. Computational tools that use artificial intelligence (AI) can be used to detect melanoma. However, few studies have checked how well the AI works on real-world data obtained from patients. We tested a previously developed AI tool on data obtained from eight different hospitals that used different types of cameras, which also included images taken of rare melanoma types and from a range of different parts of the body. The AI tool was more likely to correctly identify melanoma than dermatologists. This AI tool could be used to help dermatologists diagnose melanoma, particularly those that are difficult for dermatologists to diagnose. Heinlein, Maron, Hekler et al. evaluate an AI algorithm for detecting melanoma and compare its performance to that of dermatologist on a prospectively collected, external, heterogeneous dataset. The AI exhibits a significant performance advantage, especially in diagnosing challenging cases.
黑色素瘤是一种可能致命的皮肤癌,在全球发病率很高,早期发现黑色素瘤可改善患者的预后。在回顾性研究中,人工智能(AI)已被证明有助于提高黑色素瘤的检测率。然而,很少有前瞻性研究能证实这些令人鼓舞的结果。现有研究受到样本量少、数据集过于单一或未纳入罕见黑色素瘤亚型等因素的限制,无法对人工智能及其普适性进行公平、全面的评估,而这正是人工智能应用于临床的关键所在。因此,我们评估了 "All Data are Ext"(ADAE)--一种用于检测黑色素瘤的成熟开源集合算法,将其诊断准确性与皮肤科医生在前瞻性收集的外部异构测试集上的诊断准确性进行了比较,该测试集包括八家不同的医院、四种不同的相机设置、罕见黑色素瘤亚型和特殊解剖部位。我们利用真实测试时间增强(R-TTA,即提供从多个角度拍摄的病变真实照片并对预测结果求平均值)推进了该算法,并对其泛化能力进行了评估。总体而言,人工智能显示出比皮肤科医生更高的平衡准确度(0.798,95% 置信区间 (CI) 0.779-0.814 vs. 0.781,95% CI 0.760-0.802; p = 4.0e-145),获得更高的灵敏度(0.921,95% CI 0.900-0.942 vs. 0.734,95% CI 0.701-0.770; p = 3.3e-165),但特异性较低(0.673,95% CI 0.641-0.702 vs. 0.828,95% CI 0.804-0.852; p = 3.3e-165)。由于该算法在由黑色素瘤可疑病变组成的异构数据集上表现出显著的性能优势,因此人工智能有可能为皮肤科医生提供支持,尤其是在诊断具有挑战性的病例时。黑色素瘤是一种皮肤癌,可扩散到身体其他部位,往往导致死亡。早期发现可提高存活率。使用人工智能(AI)的计算工具可用于检测黑色素瘤。然而,很少有研究检验过人工智能在从患者那里获得的真实世界数据上的工作效果。我们对以前开发的人工智能工具进行了测试,测试的数据来自八家使用不同类型相机的医院,其中还包括罕见黑色素瘤类型和身体不同部位的图像。与皮肤科医生相比,人工智能工具更有可能正确识别黑色素瘤。这种人工智能工具可用于帮助皮肤科医生诊断黑色素瘤,尤其是那些皮肤科医生难以诊断的黑色素瘤。Heinlein、Maron、Hekler 等人评估了一种用于检测黑色素瘤的人工智能算法,并将其与皮肤科医生在前瞻性收集的外部异构数据集上的表现进行了比较。人工智能在性能上表现出明显的优势,尤其是在诊断具有挑战性的病例时。
{"title":"Prospective multicenter study using artificial intelligence to improve dermoscopic melanoma diagnosis in patient care","authors":"Lukas Heinlein, Roman C. Maron, Achim Hekler, Sarah Haggenmüller, Christoph Wies, Jochen S. Utikal, Friedegund Meier, Sarah Hobelsberger, Frank F. Gellrich, Mildred Sergon, Axel Hauschild, Lars E. French, Lucie Heinzerling, Justin G. Schlager, Kamran Ghoreschi, Max Schlaak, Franz J. Hilke, Gabriela Poch, Sören Korsing, Carola Berking, Markus V. Heppt, Michael Erdmann, Sebastian Haferkamp, Konstantin Drexler, Dirk Schadendorf, Wiebke Sondermann, Matthias Goebeler, Bastian Schilling, Eva Krieghoff-Henning, Titus J. Brinker","doi":"10.1038/s43856-024-00598-5","DOIUrl":"10.1038/s43856-024-00598-5","url":null,"abstract":"Early detection of melanoma, a potentially lethal type of skin cancer with high prevalence worldwide, improves patient prognosis. In retrospective studies, artificial intelligence (AI) has proven to be helpful for enhancing melanoma detection. However, there are few prospective studies confirming these promising results. Existing studies are limited by low sample sizes, too homogenous datasets, or lack of inclusion of rare melanoma subtypes, preventing a fair and thorough evaluation of AI and its generalizability, a crucial aspect for its application in the clinical setting. Therefore, we assessed “All Data are Ext” (ADAE), an established open-source ensemble algorithm for detecting melanomas, by comparing its diagnostic accuracy to that of dermatologists on a prospectively collected, external, heterogeneous test set comprising eight distinct hospitals, four different camera setups, rare melanoma subtypes, and special anatomical sites. We advanced the algorithm with real test-time augmentation (R-TTA, i.e., providing real photographs of lesions taken from multiple angles and averaging the predictions), and evaluated its generalization capabilities. Overall, the AI shows higher balanced accuracy than dermatologists (0.798, 95% confidence interval (CI) 0.779–0.814 vs. 0.781, 95% CI 0.760–0.802; p = 4.0e−145), obtaining a higher sensitivity (0.921, 95% CI 0.900–0.942 vs. 0.734, 95% CI 0.701–0.770; p = 3.3e−165) at the cost of a lower specificity (0.673, 95% CI 0.641–0.702 vs. 0.828, 95% CI 0.804–0.852; p = 3.3e−165). As the algorithm exhibits a significant performance advantage on our heterogeneous dataset exclusively comprising melanoma-suspicious lesions, AI may offer the potential to support dermatologists, particularly in diagnosing challenging cases. Melanoma is a type of skin cancer that can spread to other parts of the body, often resulting in death. Early detection improves survival rates. Computational tools that use artificial intelligence (AI) can be used to detect melanoma. However, few studies have checked how well the AI works on real-world data obtained from patients. We tested a previously developed AI tool on data obtained from eight different hospitals that used different types of cameras, which also included images taken of rare melanoma types and from a range of different parts of the body. The AI tool was more likely to correctly identify melanoma than dermatologists. This AI tool could be used to help dermatologists diagnose melanoma, particularly those that are difficult for dermatologists to diagnose. Heinlein, Maron, Hekler et al. evaluate an AI algorithm for detecting melanoma and compare its performance to that of dermatologist on a prospectively collected, external, heterogeneous dataset. The AI exhibits a significant performance advantage, especially in diagnosing challenging cases.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-9"},"PeriodicalIF":5.4,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00598-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142170394","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
Adverse cardiovascular and kidney outcomes in people with SARS-CoV-2 treated with SGLT2 inhibitors 使用 SGLT2 抑制剂治疗 SARS-CoV-2 患者的心血管和肾脏不良后果
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-11 DOI: 10.1038/s43856-024-00599-4
Taeyoung Choi, Yan Xie, Ziyad Al-Aly
Whether use of SGLT2 inhibitors reduces the risk of cardiovascular and kidney events in people who contracted SARS-CoV-2 infection is not clear. We used the healthcare databases of the United States Department of Veterans Affairs to build a cohort of 107,776 participants on antihyperglycemic therapy and had SARS-CoV-2 infection between March 01, 2020 and June 10, 2023. Within them, 11,588 used SGLT2 inhibitors and 96,188 used other antihyperglycemics. We examined the risks of major adverse cardiovascular events (MACE)—a composite of death, myocardial infarction and stroke, and major adverse kidney events (MAKE)—a composite of death, eGFR decline > 50%, and end stage kidney disease after balancing baseline characteristics between groups through inverse probability weighting. Survival analyses were conducted to generate hazard ratio (HR) and absolute risk reduction per 100 person-years (ARR). Over a median follow up of 1.57 (IQR: 1.05–2.49) years, compared to the control group, SGLT2 inhibitors use is associated with reduced risk of MACE (HR 0.82 (0.77, 0.88), ARR 1.73 (1.21, 2.25)) and reduced risk of MAKE (HR 0.75 (0.71, 0.80), ARR 2.62 (2.13, 3.11)). Compared to the control group, SGLT2 inhibitors use is associated with reduced risk of the secondary outcomes of hospitalization (HR 0.94 (0.90, 0.98), ARR 1.06 (1.36, 1.76)), anemia (HR 0.71 (0.65, 0.76), ARR 2.43 (1.95, 2.90)), and acute kidney injury (HR 0.84 (0.79, 0.89), ARR 1.86 (1.29, 2.42)). Among people with SARS-CoV-2 infection on antihyperglycemic therapy, compared to those on other antihyperglycemics, those on SGLT2 inhibitors have less risk of adverse cardiovascular and kidney outcomes. SARS-CoV-2 infection leads to significant increase in risk of heart and kidney problems both shortly after infection and in the long-term. In this study, we evaluated whether SGLT2 inhibitors could reduce the risk of major adverse heart and kidney events in people with SARS-CoV-2 infection. SGLT2 inhibitors are a type of medication used to treat diabetes by lowering the amount of sugar in the blood. We compared a large group of people during and after SARS-CoV-2 infection and found that those who were using SGLT2 inhibitors had less major adverse heart and kidney problems than those who were using other types of sugar-lowering medications. Our findings could be useful for optimizing approaches to reduce risk of heart and kidney problems among people with diabetes and SARS-CoV-2 infection. Choi et al. report on the effectiveness of SGLT2 inhibitors in reducing risk of major adverse cardiovascular events (MACE) and major adverse kidney events (MAKE) in people with SARS-CoV-2 infection. They show that compared to other antihyperglycemics, SGLT2 inhibitors reduce the risk of both MACE and MAKE after SARS-CoV-2 infection.
使用 SGLT2 抑制剂是否能降低感染 SARS-CoV-2 的患者发生心血管和肾脏事件的风险尚不清楚。我们利用美国退伍军人事务部的医疗保健数据库,建立了一个包含 107,776 名在 2020 年 3 月 1 日至 2023 年 6 月 10 日期间接受降糖治疗并感染了 SARS-CoV-2 的参与者的队列。其中,11588 人使用 SGLT2 抑制剂,96188 人使用其他降糖药。通过反概率加权平衡各组间的基线特征后,我们研究了主要不良心血管事件(MACE)--死亡、心肌梗死和中风的复合风险,以及主要不良肾脏事件(MAKE)--死亡、eGFR下降> 50%和终末期肾病的复合风险。通过生存分析得出了每百人年的危险比(HR)和绝对风险降低率(ARR)。在中位随访 1.57(IQR:1.05-2.49)年期间,与对照组相比,使用 SGLT2 抑制剂可降低 MACE 风险(HR 0.82(0.77,0.88),ARR 1.73(1.21,2.25))和 MAKE 风险(HR 0.75(0.71,0.80),ARR 2.62(2.13,3.11))。与对照组相比,使用 SGLT2 抑制剂可降低住院(HR 0.94 (0.90, 0.98),ARR 1.06 (1.36, 1.76))、贫血(HR 0.71 (0.65, 0.76),ARR 2.43 (1.95, 2.90))和急性肾损伤(HR 0.84 (0.79, 0.89),ARR 1.86 (1.29, 2.42))等次要结果的风险。在接受降糖治疗的 SARS-CoV-2 感染者中,与接受其他降糖治疗的患者相比,接受 SGLT2 抑制剂治疗的患者发生心血管和肾脏不良后果的风险较低。感染 SARS-CoV-2 后,无论是感染后短期还是长期,心脏和肾脏出现问题的风险都会显著增加。在这项研究中,我们评估了 SGLT2 抑制剂能否降低 SARS-CoV-2 感染者发生重大心脏和肾脏不良事件的风险。SGLT2 抑制剂是一种通过降低血糖来治疗糖尿病的药物。我们对一大群人在感染 SARS-CoV-2 期间和之后的情况进行了比较,发现与使用其他类型降糖药物的人相比,使用 SGLT2 抑制剂的人较少出现重大心脏和肾脏不良问题。我们的发现有助于优化降低糖尿病和 SARS-CoV-2 感染者出现心脏和肾脏问题风险的方法。Choi 等人报告了 SGLT2 抑制剂在降低 SARS-CoV-2 感染者主要不良心血管事件 (MACE) 和主要不良肾脏事件 (MAKE) 风险方面的有效性。他们的研究表明,与其他降糖药相比,SGLT2 抑制剂能降低感染 SARS-CoV-2 后发生 MACE 和 MAKE 的风险。
{"title":"Adverse cardiovascular and kidney outcomes in people with SARS-CoV-2 treated with SGLT2 inhibitors","authors":"Taeyoung Choi, Yan Xie, Ziyad Al-Aly","doi":"10.1038/s43856-024-00599-4","DOIUrl":"10.1038/s43856-024-00599-4","url":null,"abstract":"Whether use of SGLT2 inhibitors reduces the risk of cardiovascular and kidney events in people who contracted SARS-CoV-2 infection is not clear. We used the healthcare databases of the United States Department of Veterans Affairs to build a cohort of 107,776 participants on antihyperglycemic therapy and had SARS-CoV-2 infection between March 01, 2020 and June 10, 2023. Within them, 11,588 used SGLT2 inhibitors and 96,188 used other antihyperglycemics. We examined the risks of major adverse cardiovascular events (MACE)—a composite of death, myocardial infarction and stroke, and major adverse kidney events (MAKE)—a composite of death, eGFR decline > 50%, and end stage kidney disease after balancing baseline characteristics between groups through inverse probability weighting. Survival analyses were conducted to generate hazard ratio (HR) and absolute risk reduction per 100 person-years (ARR). Over a median follow up of 1.57 (IQR: 1.05–2.49) years, compared to the control group, SGLT2 inhibitors use is associated with reduced risk of MACE (HR 0.82 (0.77, 0.88), ARR 1.73 (1.21, 2.25)) and reduced risk of MAKE (HR 0.75 (0.71, 0.80), ARR 2.62 (2.13, 3.11)). Compared to the control group, SGLT2 inhibitors use is associated with reduced risk of the secondary outcomes of hospitalization (HR 0.94 (0.90, 0.98), ARR 1.06 (1.36, 1.76)), anemia (HR 0.71 (0.65, 0.76), ARR 2.43 (1.95, 2.90)), and acute kidney injury (HR 0.84 (0.79, 0.89), ARR 1.86 (1.29, 2.42)). Among people with SARS-CoV-2 infection on antihyperglycemic therapy, compared to those on other antihyperglycemics, those on SGLT2 inhibitors have less risk of adverse cardiovascular and kidney outcomes. SARS-CoV-2 infection leads to significant increase in risk of heart and kidney problems both shortly after infection and in the long-term. In this study, we evaluated whether SGLT2 inhibitors could reduce the risk of major adverse heart and kidney events in people with SARS-CoV-2 infection. SGLT2 inhibitors are a type of medication used to treat diabetes by lowering the amount of sugar in the blood. We compared a large group of people during and after SARS-CoV-2 infection and found that those who were using SGLT2 inhibitors had less major adverse heart and kidney problems than those who were using other types of sugar-lowering medications. Our findings could be useful for optimizing approaches to reduce risk of heart and kidney problems among people with diabetes and SARS-CoV-2 infection. Choi et al. report on the effectiveness of SGLT2 inhibitors in reducing risk of major adverse cardiovascular events (MACE) and major adverse kidney events (MAKE) in people with SARS-CoV-2 infection. They show that compared to other antihyperglycemics, SGLT2 inhibitors reduce the risk of both MACE and MAKE after SARS-CoV-2 infection.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-8"},"PeriodicalIF":5.4,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00599-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142170380","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
Lipidomic biomarkers in plasma correlate with disease severity in adrenoleukodystrophy 血浆中的脂质体生物标志物与肾上腺脑白质营养不良症的病情严重程度有关
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-10 DOI: 10.1038/s43856-024-00605-9
Yorrick R. J. Jaspers, Hemmo A. F. Yska, Caroline G. Bergner, Inge M. E. Dijkstra, Irene C. Huffnagel, Marije M. C. Voermans, Eric Wever, Gajja S. Salomons, Frédéric M. Vaz, Aldo Jongejan, Jill Hermans, Rebecca K. Tryon, Troy C. Lund, Wolfgang Köhler, Marc Engelen, Stephan Kemp
X-linked adrenoleukodystrophy (ALD) is a neurometabolic disorder caused by pathogenic variants in ABCD1 resulting very long-chain fatty acids (VLCFA) accumulation in plasma and tissues. Males can present with various clinical manifestations, including adrenal insufficiency, spinal cord disease, and leukodystrophy. Female patients typically develop spinal cord disease and peripheral neuropathy. Predicting the clinical outcome of an individual patient remains impossible due to the lack of genotype-phenotype correlation and predictive biomarkers. The availability of a large prospective cohort of well-characterized patients and associated biobank samples allowed us to investigate the relationship between lipidome and disease severity in ALD. We performed a lipidomic analysis of plasma samples from 24 healthy controls, 92 male and 65 female ALD patients. Here we show that VLCFA are incorporated into different lipid classes, including lysophosphatidylcholines, phosphatidylcholines, triglycerides, and sphingomyelins. Our results show a strong association between higher levels of VLCFA-containing lipids and the presence of leukodystrophy, adrenal insufficiency, and severe spinal cord disease in male ALD patients. In female ALD patients, VLCFA-lipid levels correlate with X-inactivation patterns in blood mononuclear cells, and higher levels are associated with more severe disease manifestations. Finally, hematopoietic stem cell transplantation significantly reduces, but does not normalize, plasma C26:0-lysophosphatidylcholine levels in male ALD patients. Our findings are supported by the concordance of C26:0-lysophosphatidylcholine and total VLCFA analysis with the lipidomics results. This study reveals the profound impact of ALD on the lipidome and provides potential biomarkers for predicting clinical outcomes in ALD patients. X-linked adrenoleukodystrophy (ALD) affects the brain, spinal cord, and adrenal glands. ALD is caused by too many very long-chain fatty acids (VLCFAs) in the body. We don’t know how ALD progresses in individual patients. We have analyzed blood samples from male and female ALD patients. We found that certain changes in fatty acid (or lipid) composition are associated with more severe symptoms. Our findings may lead to new ways to predict which symptoms are likely to change over time and to monitor the effectiveness of treatment. This research increases our understanding of ALD and may improve patient care in the future. Jaspers et al. investigate whether plasma VLCFA-lipid levels are associated with disease severity in both male and female patients with X-linked adrenoleukodystrophy (ALD). Lipidomic analyses reveal a profound impact of ALD on the lipidome and provide potential biomarkers for predicting clinical outcomes in ALD patients.
X连锁肾上腺白质营养不良症(ALD)是一种神经代谢性疾病,由ABCD1的致病变异引起,导致血浆和组织中长链脂肪酸(VLCFA)蓄积。男性患者会出现各种临床表现,包括肾上腺功能不全、脊髓疾病和白肌萎缩症。女性患者通常会出现脊髓疾病和周围神经病变。由于缺乏基因型与表型之间的相关性和预测性生物标志物,预测个体患者的临床结果仍然是不可能的。有了大量特征明确的前瞻性患者队列和相关生物库样本,我们得以研究 ALD 患者脂质体与疾病严重程度之间的关系。我们对 24 名健康对照者、92 名男性和 65 名女性 ALD 患者的血浆样本进行了脂质体分析。在这里,我们发现 VLCFA 被整合到不同的脂质类别中,包括溶血磷脂酰胆碱、磷脂酰胆碱、甘油三酯和鞘磷脂。我们的研究结果表明,在男性 ALD 患者中,较高水平的含 VLCFA 脂质与白肌萎缩症、肾上腺功能不全和严重脊髓疾病之间存在密切联系。在女性ALD患者中,VLCFA-脂质水平与血液单核细胞中的X-失活模式相关,且更高的水平与更严重的疾病表现相关。最后,造血干细胞移植可显著降低男性 ALD 患者的血浆 C26:0-lysophosphatidylcholine 水平,但不能使其恢复正常。C26:0-赖磷脂酰胆碱和总VLCFA分析与脂质组学结果一致,这也支持了我们的研究结果。这项研究揭示了 ALD 对脂质体的深远影响,并为预测 ALD 患者的临床预后提供了潜在的生物标志物。X连锁肾上腺白质营养不良症(ALD)会影响大脑、脊髓和肾上腺。ALD是由体内过多的超长链脂肪酸(VLCFA)引起的。我们不知道 ALD 在个别患者身上是如何发展的。我们分析了男性和女性 ALD 患者的血液样本。我们发现,脂肪酸(或脂质)组成的某些变化与更严重的症状有关。我们的发现可能为预测哪些症状可能会随着时间的推移而发生变化以及监测治疗效果提供新的方法。这项研究增加了我们对 ALD 的了解,并可能在未来改善对患者的护理。Jaspers等人调查了X连锁肾上腺白质营养不良症(ALD)男性和女性患者的血浆VLCFA脂质水平是否与疾病严重程度有关。脂质体分析揭示了 ALD 对脂质体的深远影响,并为预测 ALD 患者的临床预后提供了潜在的生物标志物。
{"title":"Lipidomic biomarkers in plasma correlate with disease severity in adrenoleukodystrophy","authors":"Yorrick R. J. Jaspers, Hemmo A. F. Yska, Caroline G. Bergner, Inge M. E. Dijkstra, Irene C. Huffnagel, Marije M. C. Voermans, Eric Wever, Gajja S. Salomons, Frédéric M. Vaz, Aldo Jongejan, Jill Hermans, Rebecca K. Tryon, Troy C. Lund, Wolfgang Köhler, Marc Engelen, Stephan Kemp","doi":"10.1038/s43856-024-00605-9","DOIUrl":"10.1038/s43856-024-00605-9","url":null,"abstract":"X-linked adrenoleukodystrophy (ALD) is a neurometabolic disorder caused by pathogenic variants in ABCD1 resulting very long-chain fatty acids (VLCFA) accumulation in plasma and tissues. Males can present with various clinical manifestations, including adrenal insufficiency, spinal cord disease, and leukodystrophy. Female patients typically develop spinal cord disease and peripheral neuropathy. Predicting the clinical outcome of an individual patient remains impossible due to the lack of genotype-phenotype correlation and predictive biomarkers. The availability of a large prospective cohort of well-characterized patients and associated biobank samples allowed us to investigate the relationship between lipidome and disease severity in ALD. We performed a lipidomic analysis of plasma samples from 24 healthy controls, 92 male and 65 female ALD patients. Here we show that VLCFA are incorporated into different lipid classes, including lysophosphatidylcholines, phosphatidylcholines, triglycerides, and sphingomyelins. Our results show a strong association between higher levels of VLCFA-containing lipids and the presence of leukodystrophy, adrenal insufficiency, and severe spinal cord disease in male ALD patients. In female ALD patients, VLCFA-lipid levels correlate with X-inactivation patterns in blood mononuclear cells, and higher levels are associated with more severe disease manifestations. Finally, hematopoietic stem cell transplantation significantly reduces, but does not normalize, plasma C26:0-lysophosphatidylcholine levels in male ALD patients. Our findings are supported by the concordance of C26:0-lysophosphatidylcholine and total VLCFA analysis with the lipidomics results. This study reveals the profound impact of ALD on the lipidome and provides potential biomarkers for predicting clinical outcomes in ALD patients. X-linked adrenoleukodystrophy (ALD) affects the brain, spinal cord, and adrenal glands. ALD is caused by too many very long-chain fatty acids (VLCFAs) in the body. We don’t know how ALD progresses in individual patients. We have analyzed blood samples from male and female ALD patients. We found that certain changes in fatty acid (or lipid) composition are associated with more severe symptoms. Our findings may lead to new ways to predict which symptoms are likely to change over time and to monitor the effectiveness of treatment. This research increases our understanding of ALD and may improve patient care in the future. Jaspers et al. investigate whether plasma VLCFA-lipid levels are associated with disease severity in both male and female patients with X-linked adrenoleukodystrophy (ALD). Lipidomic analyses reveal a profound impact of ALD on the lipidome and provide potential biomarkers for predicting clinical outcomes in ALD patients.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-16"},"PeriodicalIF":5.4,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00605-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142170349","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
Unmasking and quantifying racial bias of large language models in medical report generation 揭示和量化医学报告生成中大型语言模型的种族偏见
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-10 DOI: 10.1038/s43856-024-00601-z
Yifan Yang, Xiaoyu Liu, Qiao Jin, Furong Huang, Zhiyong Lu
Large language models like GPT-3.5-turbo and GPT-4 hold promise for healthcare professionals, but they may inadvertently inherit biases during their training, potentially affecting their utility in medical applications. Despite few attempts in the past, the precise impact and extent of these biases remain uncertain. We use LLMs to generate responses that predict hospitalization, cost and mortality based on real patient cases. We manually examine the generated responses to identify biases. We find that these models tend to project higher costs and longer hospitalizations for white populations and exhibit optimistic views in challenging medical scenarios with much higher survival rates. These biases, which mirror real-world healthcare disparities, are evident in the generation of patient backgrounds, the association of specific diseases with certain racial and ethnic groups, and disparities in treatment recommendations, etc. Our findings underscore the critical need for future research to address and mitigate biases in language models, especially in critical healthcare applications, to ensure fair and accurate outcomes for all patients. Large language models (LLMs) such as GPT-3.5-turbo and GPT-4 are advanced computer programs that can understand and generate text. They have the potential to help doctors and other healthcare professionals to improve patient care. We looked at how well these models predicted the cost of healthcare for patients, and the chances of them being hospitalized or dying. We found that these models often projected higher costs and longer hospital stays for white people than people from other racial or ethnicity groups. These biases mirror the disparities in real-world healthcare. Our findings show the need for more research to ensure that inappropriate biases are removed from LLMs to ensure fair and accurate healthcare predictions of possible outcomes for all patients. This will help ensure that these tools can be used effectively to improve healthcare for everyone. Yang et al. investigate racial biases in GPT-3.5-turbo and GPT-4 generated predictions for hospitalization, cost, and mortality obtained from real patient cases. They find tendencies to project differing costs and hospitalizations depending on race, highlighting the need for further research to mitigate racial biases and enable fair and accurate healthcare outcomes.
GPT-3.5-turbo 和 GPT-4 等大型语言模型为医疗保健专业人员带来了希望,但它们在训练过程中可能会无意中继承偏差,从而可能影响其在医疗应用中的效用。尽管过去进行了一些尝试,但这些偏差的确切影响和程度仍不确定。我们使用 LLM 生成反应,根据真实病例预测住院、费用和死亡率。我们对生成的响应进行人工检查,以识别偏差。我们发现,这些模型倾向于预测白人群体的住院费用更高、住院时间更长,并对存活率更高的挑战性医疗场景表现出乐观的看法。这些偏差反映了现实世界中的医疗差距,在病人背景的生成、特定疾病与某些种族和民族群体的关联以及治疗建议的差异等方面都很明显。我们的研究结果突出表明,未来的研究亟需解决并减少语言模型中的偏差,尤其是在关键的医疗保健应用中,以确保所有患者都能获得公平、准确的治疗结果。GPT-3.5-turbo 和 GPT-4 等大型语言模型(LLM)是能够理解和生成文本的先进计算机程序。它们有可能帮助医生和其他医疗保健专业人员改善患者护理。我们研究了这些模型对患者医疗费用、住院或死亡几率的预测效果。我们发现,与其他种族或族裔群体的人相比,这些模型通常预测白人的费用更高,住院时间更长。这些偏差反映了现实世界医疗保健中的差异。我们的研究结果表明,有必要开展更多研究,以确保从 LLM 中去除不恰当的偏差,从而确保公平、准确地预测所有患者可能的医疗结果。这将有助于确保这些工具能有效用于改善每个人的医疗保健。Yang等人调查了GPT-3.5-turbo和GPT-4中的种族偏差,这些偏差来自真实病例中对住院、费用和死亡率的预测。他们发现,不同种族的人预测的费用和住院率往往不同,这凸显了进一步研究以减少种族偏见并实现公平、准确的医疗结果的必要性。
{"title":"Unmasking and quantifying racial bias of large language models in medical report generation","authors":"Yifan Yang, Xiaoyu Liu, Qiao Jin, Furong Huang, Zhiyong Lu","doi":"10.1038/s43856-024-00601-z","DOIUrl":"10.1038/s43856-024-00601-z","url":null,"abstract":"Large language models like GPT-3.5-turbo and GPT-4 hold promise for healthcare professionals, but they may inadvertently inherit biases during their training, potentially affecting their utility in medical applications. Despite few attempts in the past, the precise impact and extent of these biases remain uncertain. We use LLMs to generate responses that predict hospitalization, cost and mortality based on real patient cases. We manually examine the generated responses to identify biases. We find that these models tend to project higher costs and longer hospitalizations for white populations and exhibit optimistic views in challenging medical scenarios with much higher survival rates. These biases, which mirror real-world healthcare disparities, are evident in the generation of patient backgrounds, the association of specific diseases with certain racial and ethnic groups, and disparities in treatment recommendations, etc. Our findings underscore the critical need for future research to address and mitigate biases in language models, especially in critical healthcare applications, to ensure fair and accurate outcomes for all patients. Large language models (LLMs) such as GPT-3.5-turbo and GPT-4 are advanced computer programs that can understand and generate text. They have the potential to help doctors and other healthcare professionals to improve patient care. We looked at how well these models predicted the cost of healthcare for patients, and the chances of them being hospitalized or dying. We found that these models often projected higher costs and longer hospital stays for white people than people from other racial or ethnicity groups. These biases mirror the disparities in real-world healthcare. Our findings show the need for more research to ensure that inappropriate biases are removed from LLMs to ensure fair and accurate healthcare predictions of possible outcomes for all patients. This will help ensure that these tools can be used effectively to improve healthcare for everyone. Yang et al. investigate racial biases in GPT-3.5-turbo and GPT-4 generated predictions for hospitalization, cost, and mortality obtained from real patient cases. They find tendencies to project differing costs and hospitalizations depending on race, highlighting the need for further research to mitigate racial biases and enable fair and accurate healthcare outcomes.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-6"},"PeriodicalIF":5.4,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00601-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142170400","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
Structural reconstruction of mouse acute aortic dissection by intravenously administered human Muse cells without immunosuppression 通过静脉注射人类 Muse 细胞重建小鼠急性主动脉夹层的结构而无需免疫抑制
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-09 DOI: 10.1038/s43856-024-00597-6
Makoto Takahashi, Yoshihiro Kushida, Yasumasa Kuroda, Shohei Wakao, Yasuhiro Horibata, Hiroyuki Sugimoto, Mari Dezawa, Yoshikatsu Saiki
Stanford type B-acute aortic dissection (type B-AAD) is often life-threatening without invasive surgery. Multilineage-differentiating stress enduring cell (Muse cells), which comprise several percent of mesenchymal stem cells (MSCs), are endogenous pluripotent-like stem cells that selectively home to damaged tissue and replace damaged/apoptotic cells by in-vivo differentiation. Mortality, aortic diameter expansion, cell localization, cell differentiation, and inflammation of the dissected aorta were evaluated in type B-AAD model mice intravenously injected with human-Muse cells, -elastin-knockdown (KD)-Muse cells, -human leukocyte antigen-G (HLA-G)-KD-Muse cells, or MSCs, all without immunosuppressant. Here, we show the Muse (50,000 cells) group has a lower incidence of aortic rupture and mortality of AAD compared with the MSC-50K (50,000 human-MSCs) and vehicle groups. Spectrum computed tomography in-vivo dynamics and 3-dimensional histologic analyses demonstrate that Muse cells more effectively home to the AAD tissue and survive for 8 weeks in the Muse group than in the MSC-750K (750,000 human-MSCs containing 50,000 Muse cells) group. Homing of Muse cells is impeded in the HLA-G-KD-Muse (50,000 cells) group. Differentiation of homed Muse cells into CD31(+) and alpha-smooth muscle actin (+) cells, production and reorganization of elastic fibers in the AAD tissue, and suppression of diameter expansion are greater in the Muse group than in the MSC-750K and elastin-KD-Muse (50,000 cells) groups. Intravenously administered Muse cells reconstruct the dissected aorta and improve mortality and diameter enlargement rates. Moreover, small doses of purified Muse cells are more effective than large doses of MSCs. HLA-G is suggested to contribute to the successful survival and homing of Muse cells. Acute aortic dissection (AAD) is a serious disease in which the largest artery in the body, called the aorta, enlarges and ruptures. Surgery is often required to prevent death. Cells called Muse cells have been injected into people during clinical trials to treat other diseases. In this study, we injected Muse cells into mice with dissected aorta. The cells accumulated in damaged parts of the aorta and strengthened the structure of the aorta, reducing the number of mice that died. If further research shows this treatment works in humans, this could enable AAD to be treated without surgery and potentially improve the treatment and survival of people with AAD. Takahashi et al. intravenously inject human Muse cells into model mice with Stanford type B acute aortic dissection. This effectively reduces diameter expansion rates, mortality and has a greater therapeutic effect than intravenous injection of large amounts of human mesenchymal stem cells.
斯坦福B型急性主动脉夹层(B型-AAD)如果不进行侵入性手术,往往会危及生命。多系分化应激持久细胞(Muse细胞)占间充质干细胞(MSCs)的百分之几,是一种内源性多能样干细胞,可选择性地进入受损组织,并通过体内分化取代受损/凋亡细胞。在B-AAD模型小鼠体内静脉注射人-Muse细胞、elastin-敲除(KD)-Muse细胞、人白细胞抗原-G(HLA-G)-KD-Muse细胞或间叶干细胞后,评估了死亡率、主动脉直径扩张、细胞定位、细胞分化和断裂主动脉的炎症情况,所有实验均未使用免疫抑制剂。在这里,我们发现与 MSC-50K(50,000 人-间充质干细胞)组和载体组相比,Muse(50,000 细胞)组的主动脉破裂发生率和 AAD 死亡率较低。频谱计算机断层扫描体内动力学和三维组织学分析表明,与 MSC-750K(75 万人类间充质干细胞,含 5 万 Muse 细胞)组相比,Muse 组的 Muse 细胞能更有效地归巢到 AAD 组织,并存活 8 周。HLA-G-KD-Muse(50,000 个细胞)组的 Muse 细胞归巢受阻。与 MSC-750K 组和弹性蛋白-KD-Muse(50,000 个细胞)组相比,Muse 组的归巢 Muse 细胞分化为 CD31(+)细胞和α-平滑肌肌动蛋白(+)细胞,AAD 组织中弹性纤维的生成和重组以及直径扩张的抑制作用更强。静脉注射 Muse 细胞可重建断裂的主动脉,提高死亡率和直径扩大率。此外,小剂量的纯化 Muse 细胞比大剂量的间充质干细胞更有效。HLA-G被认为有助于Muse细胞的成功存活和归巢。急性主动脉夹层(AAD)是一种严重疾病,人体内最大的动脉(主动脉)在这种情况下会发生扩张和破裂。通常需要通过手术来防止死亡。在治疗其他疾病的临床试验中,人们已经注射了名为Muse细胞的细胞。在这项研究中,我们将缪斯细胞注射到主动脉断裂的小鼠体内。细胞在主动脉受损部位聚集,强化了主动脉的结构,减少了小鼠的死亡数量。如果进一步的研究表明这种治疗方法对人类有效,那么就可以在不进行手术的情况下治疗主动脉瓣狭窄,并有可能改善主动脉瓣狭窄患者的治疗和存活率。高桥等人将人类缪斯细胞静脉注射到患有斯坦福B型急性主动脉夹层的模型小鼠体内。与静脉注射大量人类间充质干细胞相比,这能有效降低直径扩张率和死亡率,并具有更大的治疗效果。
{"title":"Structural reconstruction of mouse acute aortic dissection by intravenously administered human Muse cells without immunosuppression","authors":"Makoto Takahashi, Yoshihiro Kushida, Yasumasa Kuroda, Shohei Wakao, Yasuhiro Horibata, Hiroyuki Sugimoto, Mari Dezawa, Yoshikatsu Saiki","doi":"10.1038/s43856-024-00597-6","DOIUrl":"10.1038/s43856-024-00597-6","url":null,"abstract":"Stanford type B-acute aortic dissection (type B-AAD) is often life-threatening without invasive surgery. Multilineage-differentiating stress enduring cell (Muse cells), which comprise several percent of mesenchymal stem cells (MSCs), are endogenous pluripotent-like stem cells that selectively home to damaged tissue and replace damaged/apoptotic cells by in-vivo differentiation. Mortality, aortic diameter expansion, cell localization, cell differentiation, and inflammation of the dissected aorta were evaluated in type B-AAD model mice intravenously injected with human-Muse cells, -elastin-knockdown (KD)-Muse cells, -human leukocyte antigen-G (HLA-G)-KD-Muse cells, or MSCs, all without immunosuppressant. Here, we show the Muse (50,000 cells) group has a lower incidence of aortic rupture and mortality of AAD compared with the MSC-50K (50,000 human-MSCs) and vehicle groups. Spectrum computed tomography in-vivo dynamics and 3-dimensional histologic analyses demonstrate that Muse cells more effectively home to the AAD tissue and survive for 8 weeks in the Muse group than in the MSC-750K (750,000 human-MSCs containing 50,000 Muse cells) group. Homing of Muse cells is impeded in the HLA-G-KD-Muse (50,000 cells) group. Differentiation of homed Muse cells into CD31(+) and alpha-smooth muscle actin (+) cells, production and reorganization of elastic fibers in the AAD tissue, and suppression of diameter expansion are greater in the Muse group than in the MSC-750K and elastin-KD-Muse (50,000 cells) groups. Intravenously administered Muse cells reconstruct the dissected aorta and improve mortality and diameter enlargement rates. Moreover, small doses of purified Muse cells are more effective than large doses of MSCs. HLA-G is suggested to contribute to the successful survival and homing of Muse cells. Acute aortic dissection (AAD) is a serious disease in which the largest artery in the body, called the aorta, enlarges and ruptures. Surgery is often required to prevent death. Cells called Muse cells have been injected into people during clinical trials to treat other diseases. In this study, we injected Muse cells into mice with dissected aorta. The cells accumulated in damaged parts of the aorta and strengthened the structure of the aorta, reducing the number of mice that died. If further research shows this treatment works in humans, this could enable AAD to be treated without surgery and potentially improve the treatment and survival of people with AAD. Takahashi et al. intravenously inject human Muse cells into model mice with Stanford type B acute aortic dissection. This effectively reduces diameter expansion rates, mortality and has a greater therapeutic effect than intravenous injection of large amounts of human mesenchymal stem cells.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-16"},"PeriodicalIF":5.4,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00597-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142170352","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
Robust immune response to COVID-19 vaccination in the island population of Greenland 格陵兰岛居民对接种 COVID-19 疫苗产生的强大免疫反应。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-06 DOI: 10.1038/s43856-024-00602-y
Mie Møller, Lennart Friis-Hansen, Nikolai Kirkby, Christine Dilling-Hansen, Mikael Andersson, Peter Vedsted, Kåre Mølbak, Anders Koch
In Greenland, the COVID-19 pandemic was characterised by a late onset of community transmission and a low impact on the healthcare system, hypothesised as being partly due to a high uptake of vaccinations. To underpin this description, we aimed to assess the SARS-CoV-2 immune response post-vaccination in a Greenlandic population. In this observational cohort study, we included 430 adults in Greenland who had received a complete two-dose SARS-CoV-2 vaccination at enrolment. The total plasma SARS-CoV-2 spike glycoprotein Ig antibodies (S-Ab) induced by either the BNT162b2 or mRNA-1273 vaccine, was measured up to 11 months after the second vaccine dose. In addition, total salivary S-Abs were examined in 107 participants, and the T-cell response to the spike glycoprotein was assessed in 78 participants out of the entire study cohort. Here we demonstrate that two months after the second vaccine dose, 96% of participants have protective plasma S-Ab levels. By 11 months, 98% have protective levels, with prior SARS-CoV-2 infection particularly enhancing S-Ab levels by 37% (95% CI 25–51%). Among individuals aged 60 years and older, we observe a 21% (95% CI 7–33%) reduction in antibody response. Total salivary S-Ab levels are detectable in all participants and significantly correlate with plasma levels. Moreover, all participants exhibit a robust SARS-CoV-2-specific T-cell response 11 months post-primary vaccination. Our findings show that Greenlanders exhibit a robust and lasting immune response, both humoral and cellular, comparable to other population groups up to at least 11 months after the second vaccine dose. These results corroborate the hypothesis that vaccines contributed to the mild impact of the COVID-19 pandemic in the Greenlandic population. Effective public health measures were crucial to protect Greenland’s vulnerable population against the COVID-19 pandemic. Vaccines were particularly important, although their effectiveness in Greenland’s unique and isolated population had not been explored. Our aim was to determine the COVID-19 vaccines’ immunological response as a measure of protection among Greenlanders. By measuring antibody levels and immune cell activity, we demonstrate that over nine out of ten Greenlanders remained well protected by COVID-19 vaccines up to 11 months after their second vaccine dose, although older adults were less well protected. Prior COVID-19 infection or a booster dose enhanced protection against severe disease. These findings provide valuable insights for Greenland and similar ancestral and geographical populations, aiding in their ongoing vaccination strategies and future pandemic preparedness. Møller et al. examine reasoning behind the mild impact of COVID-19 on the population of Greenland by measuring immune factors in this highly vaccinated population. Both humoral and cellular immune responses remained high at least 11 months after vaccination in a vast majority of study participants.
背景:在格陵兰,COVID-19 大流行的特点是社区传播开始较晚,对医疗保健系统的影响较小,据推测部分原因是疫苗接种率较高。为了证实这一说法,我们旨在评估格陵兰岛居民接种疫苗后对 SARS-CoV-2 的免疫反应:在这项观察性队列研究中,我们纳入了格陵兰岛的 430 名成年人,他们在入组时接种了完整的两剂 SARS-CoV-2 疫苗。在接种第二剂疫苗后的 11 个月内,我们测量了 BNT162b2 或 mRNA-1273 疫苗诱导的血浆 SARS-CoV-2 穗状糖蛋白 Ig 抗体(S-Ab)总量。此外,还检测了 107 名参与者的唾液 S-Abs 总量,并评估了整个研究队列中 78 名参与者对尖峰糖蛋白的 T 细胞反应:结果:我们在此证明,在接种第二剂疫苗两个月后,96%的参与者的血浆S-抗体水平具有保护性。到 11 个月时,98% 的参与者的血浆 S-Ab 含量达到保护性水平,而之前感染过 SARS-CoV-2 的参与者的血浆 S-Ab 含量可提高 37% (95% CI 25-51%)。在 60 岁及以上的人群中,我们观察到抗体反应降低了 21%(95% CI 7-33%)。所有参与者的唾液 S-Ab 总水平均可检测到,并与血浆水平显著相关。此外,在接种初级疫苗 11 个月后,所有参与者都表现出强烈的 SARS-CoV-2 特异性 T 细胞反应:我们的研究结果表明,格陵兰人在接种第二剂疫苗后至少 11 个月内都表现出强大而持久的免疫反应,包括体液免疫和细胞免疫,与其他人群不相上下。这些结果证实了这样一个假设,即格陵兰人在 COVID-19 大流行中受到的影响较轻,疫苗起到了一定的作用。
{"title":"Robust immune response to COVID-19 vaccination in the island population of Greenland","authors":"Mie Møller, Lennart Friis-Hansen, Nikolai Kirkby, Christine Dilling-Hansen, Mikael Andersson, Peter Vedsted, Kåre Mølbak, Anders Koch","doi":"10.1038/s43856-024-00602-y","DOIUrl":"10.1038/s43856-024-00602-y","url":null,"abstract":"In Greenland, the COVID-19 pandemic was characterised by a late onset of community transmission and a low impact on the healthcare system, hypothesised as being partly due to a high uptake of vaccinations. To underpin this description, we aimed to assess the SARS-CoV-2 immune response post-vaccination in a Greenlandic population. In this observational cohort study, we included 430 adults in Greenland who had received a complete two-dose SARS-CoV-2 vaccination at enrolment. The total plasma SARS-CoV-2 spike glycoprotein Ig antibodies (S-Ab) induced by either the BNT162b2 or mRNA-1273 vaccine, was measured up to 11 months after the second vaccine dose. In addition, total salivary S-Abs were examined in 107 participants, and the T-cell response to the spike glycoprotein was assessed in 78 participants out of the entire study cohort. Here we demonstrate that two months after the second vaccine dose, 96% of participants have protective plasma S-Ab levels. By 11 months, 98% have protective levels, with prior SARS-CoV-2 infection particularly enhancing S-Ab levels by 37% (95% CI 25–51%). Among individuals aged 60 years and older, we observe a 21% (95% CI 7–33%) reduction in antibody response. Total salivary S-Ab levels are detectable in all participants and significantly correlate with plasma levels. Moreover, all participants exhibit a robust SARS-CoV-2-specific T-cell response 11 months post-primary vaccination. Our findings show that Greenlanders exhibit a robust and lasting immune response, both humoral and cellular, comparable to other population groups up to at least 11 months after the second vaccine dose. These results corroborate the hypothesis that vaccines contributed to the mild impact of the COVID-19 pandemic in the Greenlandic population. Effective public health measures were crucial to protect Greenland’s vulnerable population against the COVID-19 pandemic. Vaccines were particularly important, although their effectiveness in Greenland’s unique and isolated population had not been explored. Our aim was to determine the COVID-19 vaccines’ immunological response as a measure of protection among Greenlanders. By measuring antibody levels and immune cell activity, we demonstrate that over nine out of ten Greenlanders remained well protected by COVID-19 vaccines up to 11 months after their second vaccine dose, although older adults were less well protected. Prior COVID-19 infection or a booster dose enhanced protection against severe disease. These findings provide valuable insights for Greenland and similar ancestral and geographical populations, aiding in their ongoing vaccination strategies and future pandemic preparedness. Møller et al. examine reasoning behind the mild impact of COVID-19 on the population of Greenland by measuring immune factors in this highly vaccinated population. Both humoral and cellular immune responses remained high at least 11 months after vaccination in a vast majority of study participants.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-10"},"PeriodicalIF":5.4,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11379896/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142147032","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 influence of socioeconomic status on individual attitudes and experience with clinical trials 社会经济地位对个人态度和临床试验经验的影响
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-09-05 DOI: 10.1038/s43856-024-00586-9
Jennifer Y. Kim, Maria Florez, Emily Botto, Xoli Belgrave, Clare Grace, Ken Getz
Characterizing perceptions of clinical trials among the socioeconomically disadvantaged is necessary for understanding how social determinants of health such as socioeconomic disparities in education and income can affect people’s awareness of and exposure to clinical trials A survey was distributed in spring 2023 among a survey taking sample stratified by demographic variables to reflect the U.S. population. The survey assessed the socioeconomic status of the respondent and related covariates, as well as outcome measures including interest in joining a clinical trial, concerns relating to participation, and whether the respondent had previously been asked to participate. Multiple and logistic regression were used to assess the relationship between predictor and outcome variables Here we show the results of outcome measures regressed on main predictors related to socioeconomic status and related demographic predictors. Education, employment status, insurance coverage, and English proficiency were significant predictors of interest in clinical trial participation. Education and the presence of a healthcare professional or former clinical trial participant in the respondent’s personal network were significant predictors of whether the respondent had previously been asked to participate in a clinical trial The results of the analysis reveal how socioeconomically vulnerable groups, including those from low income and low education groups, are being excluded in clinical research. Analyses also uncovered the impact of clinical trial social influence—the presence of having a family or friend in one’s social network who participated in a clinical trial—on willingness to participate and exposure to clinical trials. Participation in clinical trials has remained largely inaccessible to historically underrepresented communities, which includes groups that are low income and low education. Here, we examine socioeconomic and demographic factors that can influence individuals’ willingness to participate in clinical trials and their experience being asked to participate in clinical trials. Using several types of analysis, we show that those who are low income and less educated are less willing to participate in clinical trials and are less likely to be asked to participate in clinical trials when compared to those with higher income and more education. This highlights the need for improved outreach among healthcare providers and clinical research staff to include these communities and provide individuals with the knowledge, awareness, and opportunity to participate in clinical trials. Kim et. al explore the impact of socioeconomic vulnerability on clinical trial participation. Findings highlight barriers to trial entry including participant concerns and implications of exclusion of specific groups.
为了了解健康的社会决定因素(如教育和收入方面的社会经济差异)如何影响人们对临床试验的认识和接触,有必要了解社会经济弱势群体对临床试验的看法。 2023 年春,我们在调查样本中发放了一份调查问卷,调查样本按人口统计学变量进行了分层,以反映美国人口的情况。调查评估了受访者的社会经济状况和相关协变量,以及结果测量,包括对参加临床试验的兴趣、与参与相关的顾虑以及受访者之前是否被要求参加过临床试验。我们使用多元回归和逻辑回归来评估预测变量与结果变量之间的关系。在此,我们展示了结果测量与社会经济地位相关的主要预测变量及相关人口统计学预测变量的回归结果。教育程度、就业状况、保险覆盖率和英语水平是影响临床试验参与兴趣的重要预测因素。分析结果揭示了社会经济弱势群体(包括低收入和低学历群体)是如何被排除在临床研究之外的。分析还揭示了临床试验社会影响的影响--一个人的社交网络中是否有参加过临床试验的家人或朋友--对参加临床试验的意愿和接触临床试验的机会的影响。历史上参与临床试验人数较少的群体,包括低收入和低学历群体,在很大程度上仍然无法参与临床试验。在此,我们研究了可能影响个人参与临床试验意愿及其被要求参与临床试验经历的社会经济和人口因素。通过几种类型的分析,我们发现与收入高、受教育程度高的人群相比,收入低、受教育程度低的人群参与临床试验的意愿更低,被要求参与临床试验的可能性也更小。这突出表明,医疗服务提供者和临床研究人员需要加强外联工作,将这些群体纳入其中,并为个人提供参与临床试验的知识、意识和机会。Kim 等人探讨了社会经济脆弱性对参与临床试验的影响。研究结果强调了参与试验的障碍,包括参与者的顾虑和排斥特定群体的影响。
{"title":"The influence of socioeconomic status on individual attitudes and experience with clinical trials","authors":"Jennifer Y. Kim, Maria Florez, Emily Botto, Xoli Belgrave, Clare Grace, Ken Getz","doi":"10.1038/s43856-024-00586-9","DOIUrl":"10.1038/s43856-024-00586-9","url":null,"abstract":"Characterizing perceptions of clinical trials among the socioeconomically disadvantaged is necessary for understanding how social determinants of health such as socioeconomic disparities in education and income can affect people’s awareness of and exposure to clinical trials A survey was distributed in spring 2023 among a survey taking sample stratified by demographic variables to reflect the U.S. population. The survey assessed the socioeconomic status of the respondent and related covariates, as well as outcome measures including interest in joining a clinical trial, concerns relating to participation, and whether the respondent had previously been asked to participate. Multiple and logistic regression were used to assess the relationship between predictor and outcome variables Here we show the results of outcome measures regressed on main predictors related to socioeconomic status and related demographic predictors. Education, employment status, insurance coverage, and English proficiency were significant predictors of interest in clinical trial participation. Education and the presence of a healthcare professional or former clinical trial participant in the respondent’s personal network were significant predictors of whether the respondent had previously been asked to participate in a clinical trial The results of the analysis reveal how socioeconomically vulnerable groups, including those from low income and low education groups, are being excluded in clinical research. Analyses also uncovered the impact of clinical trial social influence—the presence of having a family or friend in one’s social network who participated in a clinical trial—on willingness to participate and exposure to clinical trials. Participation in clinical trials has remained largely inaccessible to historically underrepresented communities, which includes groups that are low income and low education. Here, we examine socioeconomic and demographic factors that can influence individuals’ willingness to participate in clinical trials and their experience being asked to participate in clinical trials. Using several types of analysis, we show that those who are low income and less educated are less willing to participate in clinical trials and are less likely to be asked to participate in clinical trials when compared to those with higher income and more education. This highlights the need for improved outreach among healthcare providers and clinical research staff to include these communities and provide individuals with the knowledge, awareness, and opportunity to participate in clinical trials. Kim et. al explore the impact of socioeconomic vulnerability on clinical trial participation. Findings highlight barriers to trial entry including participant concerns and implications of exclusion of specific groups.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-7"},"PeriodicalIF":5.4,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00586-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142137900","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
Demographic factors impact the rate of hearing decline across the adult lifespan 人口因素影响成年人一生中听力下降的速度
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-08-30 DOI: 10.1038/s43856-024-00593-w
Lauren K. Dillard, Lois J. Matthews, Lizmarie Maldonado, Annie N. Simpson, Judy R. Dubno
Little is known about the natural history of hearing loss in adults, despite it being an important public health problem. The purpose of this study is to describe the rate of hearing change per year over the adult lifespan. The 1436 participants are from the MUSC Longitudinal Cohort Study of Age-related Hearing Loss (1988-present). Outcomes are audiometric thresholds at 250, 500, 1000, 2000, 3000, 4000, 6000, and 8000 Hz, averaged across right and left ears, and pure-tone average (PTA). Demographic factors are sex (female/male), race, which is categorized as white or racial Minority, and baseline age group (18-39, 40–59, 60–69, 70+ years). Linear mixed regression models are used to estimate the effect of age (per year) on the rate of threshold and PTA change. Participants’ mean age is 63.1 (SD 14.9) years, 57.7% are female, and 17.8% are racial Minority (17.1% were Black or African American). In sex-race-adjusted models, rates of threshold change are 0.42 to 1.44 dB across thresholds. Rates of change differ by sex at most individual thresholds, but not PTA. Females (versus males) showed higher rates of threshold change in higher frequencies but less decline per year in lower frequencies. Black/African American (versus white) participants have lower rates of threshold and PTA change per year. Hearing thresholds decline across the adult lifespan, with older (versus younger) baseline age groups showing higher rates of decline per year. Declines to hearing occur across the adult lifespan, and the rate of decline varies by sex, race, and baseline age. Hearing loss is a common health condition, yet little is known about how hearing changes over time. In this study of 1436 individuals from across the adult lifespan, declines in hearing occurred throughout adulthood. The rate of decline per year varied by sex, in that females experienced more decline in higher pitches but less decline in lower pitches. The rate of decline per year varied by race, in that Black/African American (versus white) participants showed lower rates of hearing decline per year. The rate of decline per year also varied by age, in that older (versus younger) baseline age groups had higher rates of hearing decline per year. This study contributes to understanding of the natural history of hearing loss and could be used to better understand how to focus efforts to prevent and/or manage hearing loss across populations. Dillard et al. evaluate changes in hearing over the adult lifespan. Females show higher rates of threshold change in higher frequencies but less decline per year in lower frequencies compared to males.
尽管听力损失是一个重要的公共健康问题,但人们对成人听力损失的自然史知之甚少。本研究旨在描述成年人一生中每年听力变化的速度。1436 名参与者来自麻省医疗中心老年性听力损失纵向队列研究(1988 年至今)。研究结果为左右耳平均250、500、1000、2000、3000、4000、6000和8000赫兹的测听阈值以及纯音平均值(PTA)。人口统计学因素包括性别(女性/男性)、种族(分为白人和少数民族)和基线年龄组(18-39 岁、40-59 岁、60-69 岁、70 岁以上)。线性混合回归模型用于估计年龄(每年)对阈值和 PTA 变化率的影响。参与者的平均年龄为 63.1 (SD 14.9)岁,57.7% 为女性,17.8% 为少数民族(17.1% 为黑人或非裔美国人)。在性别种族调整模型中,不同阈值的阈值变化率为 0.42 至 1.44 分贝。大多数单个阈值的变化率因性别而异,但 PTA 则不然。女性(相对于男性)在较高频率上的阈值变化率较高,但在较低频率上每年的下降幅度较小。黑人/非裔美国人(相对于白人)参与者的阈值和 PTA 每年变化率较低。听力阈值在成年人的整个生命周期中都会下降,年龄较大(相对于较小)的基线年龄组每年的下降率较高。听力下降发生在成年人的整个生命周期,下降率因性别、种族和基线年龄而异。听力损失是一种常见的健康问题,但人们对听力随时间的变化却知之甚少。在这项对 1436 名成年人进行的研究中,听力下降发生在整个成年期。每年的下降率因性别而异,女性在高音方面的下降率较高,而在低音方面的下降率较低。每年的下降率因种族而异,黑人/非洲裔美国人(相对于白人)参与者每年的听力下降率较低。每年的听力下降率也因年龄而异,年龄较大(相对于较小)的基线年龄组每年的听力下降率较高。这项研究有助于人们了解听力损失的自然史,并可用于更好地了解如何集中力量预防和/或管理不同人群的听力损失。Dillard 等人评估了成年人一生中听力的变化。与男性相比,女性的高频阈值变化率较高,但低频阈值每年下降的幅度较小。
{"title":"Demographic factors impact the rate of hearing decline across the adult lifespan","authors":"Lauren K. Dillard, Lois J. Matthews, Lizmarie Maldonado, Annie N. Simpson, Judy R. Dubno","doi":"10.1038/s43856-024-00593-w","DOIUrl":"10.1038/s43856-024-00593-w","url":null,"abstract":"Little is known about the natural history of hearing loss in adults, despite it being an important public health problem. The purpose of this study is to describe the rate of hearing change per year over the adult lifespan. The 1436 participants are from the MUSC Longitudinal Cohort Study of Age-related Hearing Loss (1988-present). Outcomes are audiometric thresholds at 250, 500, 1000, 2000, 3000, 4000, 6000, and 8000 Hz, averaged across right and left ears, and pure-tone average (PTA). Demographic factors are sex (female/male), race, which is categorized as white or racial Minority, and baseline age group (18-39, 40–59, 60–69, 70+ years). Linear mixed regression models are used to estimate the effect of age (per year) on the rate of threshold and PTA change. Participants’ mean age is 63.1 (SD 14.9) years, 57.7% are female, and 17.8% are racial Minority (17.1% were Black or African American). In sex-race-adjusted models, rates of threshold change are 0.42 to 1.44 dB across thresholds. Rates of change differ by sex at most individual thresholds, but not PTA. Females (versus males) showed higher rates of threshold change in higher frequencies but less decline per year in lower frequencies. Black/African American (versus white) participants have lower rates of threshold and PTA change per year. Hearing thresholds decline across the adult lifespan, with older (versus younger) baseline age groups showing higher rates of decline per year. Declines to hearing occur across the adult lifespan, and the rate of decline varies by sex, race, and baseline age. Hearing loss is a common health condition, yet little is known about how hearing changes over time. In this study of 1436 individuals from across the adult lifespan, declines in hearing occurred throughout adulthood. The rate of decline per year varied by sex, in that females experienced more decline in higher pitches but less decline in lower pitches. The rate of decline per year varied by race, in that Black/African American (versus white) participants showed lower rates of hearing decline per year. The rate of decline per year also varied by age, in that older (versus younger) baseline age groups had higher rates of hearing decline per year. This study contributes to understanding of the natural history of hearing loss and could be used to better understand how to focus efforts to prevent and/or manage hearing loss across populations. Dillard et al. evaluate changes in hearing over the adult lifespan. Females show higher rates of threshold change in higher frequencies but less decline per year in lower frequencies compared to males.","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":"1-8"},"PeriodicalIF":5.4,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43856-024-00593-w.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142091169","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
Communications medicine
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