首页 > 最新文献

Experimental Biology and Medicine最新文献

英文 中文
Enhancing pharmacogenomic data accessibility and drug safety with large language models: a case study with Llama3.1. 利用大型语言模型增强药物基因组学数据可及性和药物安全性:以Llama3.1为例
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-12-03 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10393
Dan Li, Leihong Wu, Ying-Chi Lin, Ho-Yin Huang, Ebony Cotton, Qi Liu, Ru Chen, Ruihao Huang, Yifan Zhang, Joshua Xu

Pharmacogenomics (PGx) holds the promise of personalizing medical treatments based on individual genetic profiles, thereby enhancing drug efficacy and safety. However, the current landscape of PGx research is hindered by fragmented data sources, time-consuming manual data extraction processes, and the need for comprehensive and up-to-date information. This study aims to address these challenges by evaluating the ability of Large Language Models (LLMs), specifically Llama3.1-70B, to automate and improve the accuracy of PGx information extraction from the FDA Table of Pharmacogenomic Biomarkers in Drug Labeling (FDA PGx Biomarker table), which is well-structured with drug names, biomarkers, therapeutic area, and related labeling texts. Our primary goal was to test the feasibility of LLMs in streamlining PGx data extraction, as an alternative to traditional, labor-intensive approaches. Llama3.1-70B achieved 91.4% accuracy in identifying drug-biomarker pairs from single labeling texts and 82% from mixed texts, with over 85% consistency in aligning extracted PGx categories from FDA PGx Biomarker table and relevant scientific abstracts, demonstrating its effectiveness for PGx data extraction. By integrating data from diverse sources, including scientific abstracts, this approach can support pharmacologists, regulatory bodies, and healthcare researchers in updating PGx resources more efficiently, making critical information more accessible for applications in personalized medicine. In addition, this approach shows potential of discovering novel PGx information, particularly of underrepresented minority ethnic groups. This study highlights the ability of LLMs to enhance the efficiency and completeness of PGx research, thus laying a foundation for advancements in personalized medicine by ensuring that drug therapies are tailored to the genetic profiles of diverse populations.

药物基因组学(PGx)有望基于个体基因图谱实现个性化医疗,从而提高药物的有效性和安全性。然而,目前PGx研究的现状受到分散的数据源、耗时的人工数据提取过程以及对全面和最新信息的需求的阻碍。本研究旨在通过评估大型语言模型(LLMs),特别是Llama3.1-70B,自动化和提高从FDA药物标记药物基因组学生物标志物表(FDA PGx生物标志物表)中提取PGx信息的准确性来解决这些挑战,该表结构良好,包含药物名称,生物标志物,治疗领域和相关标记文本。我们的主要目标是测试llm在简化PGx数据提取方面的可行性,作为传统的劳动密集型方法的替代方案。Llama3.1-70B从单一标记文本中识别药物生物标志物对的准确率为91.4%,从混合文本中识别药物生物标志物对的准确率为82%,从FDA PGx生物标志物表和相关科学摘要中提取PGx类别的一致性超过85%,证明了其PGx数据提取的有效性。通过集成来自不同来源的数据,包括科学摘要,该方法可以支持药理学家、监管机构和医疗保健研究人员更有效地更新PGx资源,使个性化医疗应用程序更容易访问关键信息。此外,这种方法显示了发现新的PGx信息的潜力,特别是在代表性不足的少数民族群体中。这项研究突出了llm提高PGx研究效率和完整性的能力,从而为个性化医疗的进步奠定了基础,确保药物治疗适合不同人群的遗传图谱。
{"title":"Enhancing pharmacogenomic data accessibility and drug safety with large language models: a case study with Llama3.1.","authors":"Dan Li, Leihong Wu, Ying-Chi Lin, Ho-Yin Huang, Ebony Cotton, Qi Liu, Ru Chen, Ruihao Huang, Yifan Zhang, Joshua Xu","doi":"10.3389/ebm.2024.10393","DOIUrl":"10.3389/ebm.2024.10393","url":null,"abstract":"<p><p>Pharmacogenomics (PGx) holds the promise of personalizing medical treatments based on individual genetic profiles, thereby enhancing drug efficacy and safety. However, the current landscape of PGx research is hindered by fragmented data sources, time-consuming manual data extraction processes, and the need for comprehensive and up-to-date information. This study aims to address these challenges by evaluating the ability of Large Language Models (LLMs), specifically Llama3.1-70B, to automate and improve the accuracy of PGx information extraction from the FDA Table of Pharmacogenomic Biomarkers in Drug Labeling (FDA PGx Biomarker table), which is well-structured with drug names, biomarkers, therapeutic area, and related labeling texts. Our primary goal was to test the feasibility of LLMs in streamlining PGx data extraction, as an alternative to traditional, labor-intensive approaches. Llama3.1-70B achieved 91.4% accuracy in identifying drug-biomarker pairs from single labeling texts and 82% from mixed texts, with over 85% consistency in aligning extracted PGx categories from FDA PGx Biomarker table and relevant scientific abstracts, demonstrating its effectiveness for PGx data extraction. By integrating data from diverse sources, including scientific abstracts, this approach can support pharmacologists, regulatory bodies, and healthcare researchers in updating PGx resources more efficiently, making critical information more accessible for applications in personalized medicine. In addition, this approach shows potential of discovering novel PGx information, particularly of underrepresented minority ethnic groups. This study highlights the ability of LLMs to enhance the efficiency and completeness of PGx research, thus laying a foundation for advancements in personalized medicine by ensuring that drug therapies are tailored to the genetic profiles of diverse populations.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10393"},"PeriodicalIF":2.8,"publicationDate":"2024-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11650518/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142846286","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrating artificial intelligence in strabismus management: current research landscape and future directions. 将人工智能融入斜视管理:研究现状与未来方向。
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-25 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10320
Dawen Wu, Xi Huang, Liang Chen, Peixian Hou, Longqian Liu, Guoyuan Yang

Advancements in artificial intelligence (AI) are transforming strabismus management through improved screening, diagnosis, and surgical planning. Deep learning has notably enhanced diagnostic accuracy and optimized surgical outcomes. Despite these advancements, challenges such as the underrepresentation of diverse strabismus types and reliance on single-source data remain prevalent. Emphasizing the need for inclusive AI systems, future research should focus on expanding AI capabilities with large model technologies, integrating multimodal data to bridge existing gaps, and developing integrated management platforms to better accommodate diverse patient demographics and clinical scenarios.

人工智能(AI)的进步正在通过改进筛查、诊断和手术计划来改变斜视的管理。深度学习显著提高了诊断准确性,优化了手术结果。尽管取得了这些进步,但各种斜视类型的代表性不足和对单一来源数据的依赖等挑战仍然普遍存在。强调对包容性人工智能系统的需求,未来的研究应侧重于通过大型模型技术扩展人工智能能力,整合多模式数据以弥合现有差距,以及开发综合管理平台以更好地适应不同的患者人口统计和临床情况。
{"title":"Integrating artificial intelligence in strabismus management: current research landscape and future directions.","authors":"Dawen Wu, Xi Huang, Liang Chen, Peixian Hou, Longqian Liu, Guoyuan Yang","doi":"10.3389/ebm.2024.10320","DOIUrl":"10.3389/ebm.2024.10320","url":null,"abstract":"<p><p>Advancements in artificial intelligence (AI) are transforming strabismus management through improved screening, diagnosis, and surgical planning. Deep learning has notably enhanced diagnostic accuracy and optimized surgical outcomes. Despite these advancements, challenges such as the underrepresentation of diverse strabismus types and reliance on single-source data remain prevalent. Emphasizing the need for inclusive AI systems, future research should focus on expanding AI capabilities with large model technologies, integrating multimodal data to bridge existing gaps, and developing integrated management platforms to better accommodate diverse patient demographics and clinical scenarios.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10320"},"PeriodicalIF":2.8,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11625544/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142800117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of immunity-related gene SNPs with Alzheimer's disease. 免疫相关基因snp与阿尔茨海默病的关联
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-22 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10303
Nisrine Bissar, Rayan Kassir, Ali Salami, Said El Shamieh

Alzheimer's disease (AD) is a prevalent neurodegenerative disorder characterized by progressive cognitive decline. Genetic factors have been implicated in disease susceptibility as its etiology remains multifactorial. The CD33 and the HLA-DRB1 genes, involved in immune responses, have emerged as potential candidates influencing AD risk. In this study, 644 Lebanese individuals, including 127 AD patients and 250 controls, were genotyped, by KASP assay, for six SNPs selected from the largest GWAS study in 2021. Logistic regression analysis assessed the association between SNP genotypes and AD risk, adjusting for potential confounders. Among the six SNPs analyzed, rs1846190G>A in HLA-DRB1 and rs1354106T>G in CD33 showed significant associations with AD risk in the Lebanese population (p < 0.05). Carriers of the AG and AA genotypes of rs1846190 in HLA-DRB1 exhibited a protective effect against AD (AG: OR = 0.042, p = 0.026; AA: OR = 0.052, p = 0.031). The GT genotype of rs1354106T>G in CD33 was also associated with reduced risk (OR = 0.173, p = 0.005). Following Bonferroni correction, a significant correlation of rs1354106T > G with AD risk was established. Our results might highlight the complex interplay between genetic and immunological factors contributing to the development of the disease.

阿尔茨海默病(AD)是一种常见的神经退行性疾病,其特征是进行性认知能力下降。遗传因素与疾病易感性有关,因为其病因仍然是多因素的。参与免疫反应的CD33和HLA-DRB1基因已成为影响AD风险的潜在候选基因。在这项研究中,644名黎巴嫩人,包括127名AD患者和250名对照者,通过KASP法对从2021年最大的GWAS研究中选择的6个snp进行了基因分型。Logistic回归分析评估了SNP基因型与AD风险之间的关系,调整了潜在的混杂因素。在分析的6个snp中,HLA-DRB1中的rs1846190G>A和CD33中的rs1354106T>G与黎巴嫩人群AD风险显著相关(p < 0.05)。HLA-DRB1中rs1846190的AG和AA基因型携带者对AD有保护作用(AG: OR = 0.042, p = 0.026;AA: OR = 0.052, p = 0.031)。CD33中rs1354106T>G的GT基因型也与风险降低相关(OR = 0.173, p = 0.005)。经Bonferroni校正,证实rs1354106T > G与AD风险显著相关。我们的结果可能会突出遗传和免疫因素之间复杂的相互作用,促进疾病的发展。
{"title":"Association of immunity-related gene SNPs with Alzheimer's disease.","authors":"Nisrine Bissar, Rayan Kassir, Ali Salami, Said El Shamieh","doi":"10.3389/ebm.2024.10303","DOIUrl":"10.3389/ebm.2024.10303","url":null,"abstract":"<p><p>Alzheimer's disease (AD) is a prevalent neurodegenerative disorder characterized by progressive cognitive decline. Genetic factors have been implicated in disease susceptibility as its etiology remains multifactorial. The <i>CD33</i> and the <i>HLA-DRB1</i> genes, involved in immune responses, have emerged as potential candidates influencing AD risk. In this study, 644 Lebanese individuals, including 127 AD patients and 250 controls, were genotyped, by KASP assay, for six SNPs selected from the largest GWAS study in 2021. Logistic regression analysis assessed the association between SNP genotypes and AD risk, adjusting for potential confounders. Among the six SNPs analyzed, rs1846190G>A in <i>HLA-DRB1</i> and rs1354106T>G in <i>CD33</i> showed significant associations with AD risk in the Lebanese population (<i>p</i> < 0.05). Carriers of the AG and AA genotypes of rs1846190 in <i>HLA-DRB1</i> exhibited a protective effect against AD (AG: OR = 0.042, p = 0.026; AA: OR = 0.052, p = 0.031). The GT genotype of rs1354106T>G in <i>CD33</i> was also associated with reduced risk (OR = 0.173, p = 0.005). Following Bonferroni correction, a significant correlation of rs1354106T > G with AD risk was established. Our results might highlight the complex interplay between genetic and immunological factors contributing to the development of the disease.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10303"},"PeriodicalIF":2.8,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11620869/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142800116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Engineering ADSCs by manipulating YAP for lymphedema treatment in a mouse tail model. 通过操纵YAP在小鼠尾部模型中进行淋巴水肿治疗来工程ADSCs。
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-20 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10295
Liru Hu, Nian Zhang, Chengzhi Zhao, Jian Pan

Secondary lymphedema is a chronic disease associated with deformity of limbs and dysfunction; however, conventional therapies are not curative. Adipose-derived stem cells (ADSCs) based therapy is a promising way, but a single transplantation of ADSCs has limited efficacy. In this study, ADSCs were engineered in vitro and then transplanted into the site of lymphedema. Yes-associated protein (YAP), a crucial regulator of Hippo pathway, plays an important role in regulating stem cell functions. We examined the YAP expression in a mouse tail lymphedema model, and found that transplanted ADSCs exhibited high expression level of YAP and a large number of YAP positive cells existed in lymphedema environment. In vitro, the downregulation of YAP in ADSCs resulted in higher expression levels of genes related to lymphangiogenesis such as Lyve-1, VEGFR-3 and Prox-1. In vivo, YAP-engineered ADSCs generated abundant VEGFR-3-positive lymphatic vessels and significantly improved subcutaneous fibrosis. These results indicated that the transplantation of pre-engineered ADSCs by manipulating YAP is a promising strategy for lymphatic reconstruction.

继发性淋巴水肿是一种与肢体畸形和功能障碍相关的慢性疾病;然而,传统疗法并不能治愈。基于脂肪源性干细胞(ADSCs)的治疗是一种很有前途的方法,但单一的ADSCs移植效果有限。在本研究中,我们在体外对ADSCs进行工程化,然后将其移植到淋巴水肿部位。Yes-associated protein (YAP)是Hippo通路的重要调控因子,在干细胞功能调控中起重要作用。我们检测了YAP在小鼠尾部淋巴水肿模型中的表达,发现移植的ADSCs中YAP表达水平较高,淋巴水肿环境中存在大量YAP阳性细胞。体外,在ADSCs中下调YAP导致淋巴管生成相关基因Lyve-1、VEGFR-3和Prox-1的表达水平升高。在体内,yap工程的ADSCs产生了丰富的vegfr -3阳性淋巴管,并显著改善了皮下纤维化。这些结果表明,通过操纵YAP移植预先设计的ADSCs是一种很有前途的淋巴重建策略。
{"title":"Engineering ADSCs by manipulating YAP for lymphedema treatment in a mouse tail model.","authors":"Liru Hu, Nian Zhang, Chengzhi Zhao, Jian Pan","doi":"10.3389/ebm.2024.10295","DOIUrl":"10.3389/ebm.2024.10295","url":null,"abstract":"<p><p>Secondary lymphedema is a chronic disease associated with deformity of limbs and dysfunction; however, conventional therapies are not curative. Adipose-derived stem cells (ADSCs) based therapy is a promising way, but a single transplantation of ADSCs has limited efficacy. In this study, ADSCs were engineered <i>in vitro</i> and then transplanted into the site of lymphedema. Yes-associated protein (YAP), a crucial regulator of Hippo pathway, plays an important role in regulating stem cell functions. We examined the YAP expression in a mouse tail lymphedema model, and found that transplanted ADSCs exhibited high expression level of YAP and a large number of YAP positive cells existed in lymphedema environment. <i>In vitro</i>, the downregulation of YAP in ADSCs resulted in higher expression levels of genes related to lymphangiogenesis such as Lyve-1, VEGFR-3 and Prox-1. <i>In vivo</i>, YAP-engineered ADSCs generated abundant VEGFR-3-positive lymphatic vessels and significantly improved subcutaneous fibrosis. These results indicated that the transplantation of pre-engineered ADSCs by manipulating YAP is a promising strategy for lymphatic reconstruction.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10295"},"PeriodicalIF":2.8,"publicationDate":"2024-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11614642/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142779655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predicting severe COVID-19 using readily available admission indicators: SpO2/FiO2 ratio, comorbidity index, and gender. 使用现成的入院指标预测重症COVID-19: SpO2/FiO2比率、合并症指数和性别。
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-20 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10193
Luan D Vu, Rebecca C Christofferson, Hollis R O'Neal, Diana Hamer, Anh T Q Phan, Katie M Vance, E A Turner, Avinash Kumar, Ibrahim Musa Yola, Natalie Lim, Beverly Ogden, Stephania A Cormier

The focus of this study was to identify risk factors for severe and critical COVID-19, evaluate local respiratory immune responses to SARS-CoV-2 infection, and develop a prognostic tool for COVID-19 severity using accessible early indicators. Using nasopharyngeal swab samples from hospitalized patients with COVID-19 of varying severity during the first wave of the pandemic from March to May 2020 in Louisiana, we evaluated the association between COVID-19 severity and viral load, respiratory immune mediators, and demographic/clinical factors. We found that the SpO2/FiO2 ratio at triage, total comorbidity burden (represented by Charlson Comorbidity Index), and gender were significantly associated with COVID-19 severity. Using these early significant indicators, we developed a prognostic tool for COVID-19 severity that is simple and convenient. Additionally, our study demonstrated that elevated levels of respiratory immune mediators, including IL-10, IL-6, MCP-1, and MCP-3, were significantly associated with COVID-19 severity. We also found that viral load at the time of admission was associated with disease severity. Our findings highlight the feasibility and importance of evaluating the humoral component of local mucosal immune responses and viral load at the infected site using convenient nasopharyngeal swab samples, which could be an effective method to understand the relationship between viral infection and immune responses at the early stages of infection. Our proposed prognostic tool has the potential to be useful for COVID-19 management in clinical settings, as it utilizes accessible and easy-to-collect variables at the time of admission.

本研究的重点是确定重症和危重型COVID-19的危险因素,评估局部呼吸道对SARS-CoV-2感染的免疫反应,并利用可获得的早期指标开发COVID-19严重程度的预后工具。利用2020年3月至5月路易斯安那州第一波大流行期间不同严重程度的COVID-19住院患者的鼻咽拭子样本,我们评估了COVID-19严重程度与病毒载量、呼吸免疫介质和人口统计学/临床因素之间的关系。我们发现分诊时SpO2/FiO2比率、总合并症负担(由Charlson合并症指数表示)和性别与COVID-19严重程度显著相关。利用这些早期重要指标,我们开发了一种简单方便的COVID-19严重程度预测工具。此外,我们的研究表明,呼吸免疫介质(包括IL-10、IL-6、MCP-1和MCP-3)水平升高与COVID-19严重程度显著相关。我们还发现入院时的病毒载量与疾病严重程度相关。我们的研究结果强调了利用方便的鼻咽拭子样本评估感染部位局部粘膜免疫反应的体液成分和病毒载量的可行性和重要性,这可能是了解感染早期病毒感染与免疫反应之间关系的有效方法。我们提出的预后工具可能对临床环境中的COVID-19管理有用,因为它在入院时使用了可获取且易于收集的变量。
{"title":"Predicting severe COVID-19 using readily available admission indicators: SpO2/FiO2 ratio, comorbidity index, and gender.","authors":"Luan D Vu, Rebecca C Christofferson, Hollis R O'Neal, Diana Hamer, Anh T Q Phan, Katie M Vance, E A Turner, Avinash Kumar, Ibrahim Musa Yola, Natalie Lim, Beverly Ogden, Stephania A Cormier","doi":"10.3389/ebm.2024.10193","DOIUrl":"10.3389/ebm.2024.10193","url":null,"abstract":"<p><p>The focus of this study was to identify risk factors for severe and critical COVID-19, evaluate local respiratory immune responses to SARS-CoV-2 infection, and develop a prognostic tool for COVID-19 severity using accessible early indicators. Using nasopharyngeal swab samples from hospitalized patients with COVID-19 of varying severity during the first wave of the pandemic from March to May 2020 in Louisiana, we evaluated the association between COVID-19 severity and viral load, respiratory immune mediators, and demographic/clinical factors. We found that the SpO<sub>2</sub>/FiO<sub>2</sub> ratio at triage, total comorbidity burden (represented by Charlson Comorbidity Index), and gender were significantly associated with COVID-19 severity. Using these early significant indicators, we developed a prognostic tool for COVID-19 severity that is simple and convenient. Additionally, our study demonstrated that elevated levels of respiratory immune mediators, including IL-10, IL-6, MCP-1, and MCP-3, were significantly associated with COVID-19 severity. We also found that viral load at the time of admission was associated with disease severity. Our findings highlight the feasibility and importance of evaluating the humoral component of local mucosal immune responses and viral load at the infected site using convenient nasopharyngeal swab samples, which could be an effective method to understand the relationship between viral infection and immune responses at the early stages of infection. Our proposed prognostic tool has the potential to be useful for COVID-19 management in clinical settings, as it utilizes accessible and easy-to-collect variables at the time of admission.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10193"},"PeriodicalIF":2.8,"publicationDate":"2024-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11614601/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142779664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Neuroinflammation underlies the development of social stress induced cognitive deficit in male sickle cell mice. 神经炎症是雄性镰状细胞小鼠社会压力诱导的认知缺陷发展的基础。
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-11-19 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10361
S'Dravious A DeVeaux, Sofiya Vyshnya, Katherine Propsom, Oluwabukola T Gbotosho, Asem S Singh, Robert Z Horning, Mihika Sharma, Anil G Jegga, Liang Niu, Edward A Botchwey, Hyacinth I Hyacinth

Cognitive deficit is a debilitating complication of sickle cell disease (SCD), with a multifactorial etiopathogenesis. Here we show that neuroinflammation and dysregulation in lipidomics and transcriptomics profiles are major underlying mechanisms of social stress-induced cognitive deficit in SCD. Male Townes sickle cell (SS) mice and controls (AA) were exposed to social stress using the repeat social defeat (RSD) paradigm concurrently with or without treatment with minocycline. Mice were tested for cognitive deficit using novel object recognition and fear conditioning tests. SS mice exposed to RSD without treatment had worse performance on cognitive tests compared to SS mice exposed to RSD with treatment or to AA controls, irrespective of their RSD or treatment disposition. Additionally, compared to SS mice exposed to RSD with treatment, SS mice exposed to RSD without treatment had significantly more cellular evidence of neuroinflammation coupled with a significant shift in the differentiation of neural progenitor cells towards astrogliogenesis. Additionally, brain tissue from SS mice exposed to RSD was significantly enriched for genes associated with blood-brain barrier dysfunction, neuron excitotoxicity, inflammation, and significant dysregulation in sphingolipids important to neuronal cell processes. We demonstrate in this study that social stress induces cognitive deficit in SS mice, concurrently with neuroinflammation and lipid dysregulation.

认知缺陷是镰状细胞病(SCD)的一种衰弱性并发症,具有多因素发病机制。在这里,我们发现神经炎症和脂质组学和转录组学的失调是SCD中社会压力诱导的认知缺陷的主要潜在机制。雄性Townes镰状细胞(SS)小鼠和对照组(AA)同时或不同时接受米诺环素治疗,使用重复社会失败(RSD)范式暴露于社会压力。小鼠的认知缺陷测试使用新的物体识别和恐惧条件反射测试。无论其RSD或治疗倾向如何,未接受RSD治疗的SS小鼠在认知测试中的表现比接受RSD治疗或AA对照的SS小鼠更差。此外,与接受RSD治疗的SS小鼠相比,未接受RSD治疗的SS小鼠明显有更多的神经炎症细胞证据,同时神经祖细胞向星形胶质细胞形成的分化显著转变。此外,暴露于RSD的SS小鼠脑组织中,与血脑屏障功能障碍、神经元兴奋性毒性、炎症和对神经元细胞过程重要的鞘脂显著失调相关的基因显著富集。我们在这项研究中证明,社会压力诱导SS小鼠认知缺陷,同时伴有神经炎症和脂质失调。
{"title":"Neuroinflammation underlies the development of social stress induced cognitive deficit in male sickle cell mice.","authors":"S'Dravious A DeVeaux, Sofiya Vyshnya, Katherine Propsom, Oluwabukola T Gbotosho, Asem S Singh, Robert Z Horning, Mihika Sharma, Anil G Jegga, Liang Niu, Edward A Botchwey, Hyacinth I Hyacinth","doi":"10.3389/ebm.2024.10361","DOIUrl":"10.3389/ebm.2024.10361","url":null,"abstract":"<p><p>Cognitive deficit is a debilitating complication of sickle cell disease (SCD), with a multifactorial etiopathogenesis. Here we show that neuroinflammation and dysregulation in lipidomics and transcriptomics profiles are major underlying mechanisms of social stress-induced cognitive deficit in SCD. Male Townes sickle cell (SS) mice and controls (AA) were exposed to social stress using the repeat social defeat (RSD) paradigm concurrently with or without treatment with minocycline. Mice were tested for cognitive deficit using novel object recognition and fear conditioning tests. SS mice exposed to RSD without treatment had worse performance on cognitive tests compared to SS mice exposed to RSD with treatment or to AA controls, irrespective of their RSD or treatment disposition. Additionally, compared to SS mice exposed to RSD with treatment, SS mice exposed to RSD without treatment had significantly more cellular evidence of neuroinflammation coupled with a significant shift in the differentiation of neural progenitor cells towards astrogliogenesis. Additionally, brain tissue from SS mice exposed to RSD was significantly enriched for genes associated with blood-brain barrier dysfunction, neuron excitotoxicity, inflammation, and significant dysregulation in sphingolipids important to neuronal cell processes. We demonstrate in this study that social stress induces cognitive deficit in SS mice, concurrently with neuroinflammation and lipid dysregulation.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10361"},"PeriodicalIF":2.8,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11612828/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142767650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
STEMIN and YAP5SA, the future of heart repair? STEMIN 和 YAP5SA,心脏修复的未来?
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-10-31 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10246
Nada Bejar, Siyu Xiao, Dinakar Iyer, Azeez Muili, Adeniyi Adeleye, Bradley K McConnell, Robert J Schwartz

This review outlines some of the many approaches taken over a decade or more to repair damaged hearts. We showcase the recent breakthroughs in organ regeneration elicited by reprogramming factors OCT3/4, SOX2, KLF4, and C-MYC (OKSM). Transient OKSM transgene expression rejuvenated senescent organs in mice. OKSM transgenes also caused murine heart cell regeneration. A triplet alanine mutation of the N-terminus of Serum Response Factor's MADS box SRF153(A3), termed STEMIN, and the YAP mutant, YAP5SA synergized and activated OKSM and NANOG in adult rat cardiac myocytes; thus, causing rapid nuclear proliferation and blocked myocyte differentiation. In addition, ATAC seq showed induced expression of growth factor genes FGFs, BMPs, Notchs, IGFs, JAK, STATs and non-canonical Wnts. Injected STEMIN and YAP5SA synthetic modifying mRNA (mmRNA) into infarcted adult mouse hearts, brought damaged hearts back to near normal contractility without severe fibrosis. Thus, STEMIN and YAP5SA mmRNA may exert additional regenerative potential than OKSM alone for treating heart diseases.

本综述概述了十多年来修复受损心脏的多种方法。我们展示了重编程因子OCT3/4、SOX2、KLF4和C-MYC(OKSM)最近在器官再生方面取得的突破。瞬时 OKSM 转基因表达使小鼠衰老的器官重新焕发活力。OKSM 转基因还能使小鼠心脏细胞再生。血清反应因子 MADS 框 SRF153(A3) N 端的三重丙氨酸突变(称为 STEMIN)和 YAP 突变体 YAP5SA 能协同激活成年大鼠心肌细胞中的 OKSM 和 NANOG,从而导致核快速增殖并阻止心肌细胞分化。此外,ATAC seq 显示诱导了生长因子基因 FGFs、BMPs、Notchs、IGFs、JAK、STATs 和非经典 Wnts 的表达。将 STEMIN 和 YAP5SA 合成修饰 mRNA(mmRNA)注射到梗塞的成年小鼠心脏中,可使受损心脏恢复到接近正常的收缩能力,且不会出现严重的纤维化。因此,在治疗心脏疾病方面,STEMIN 和 YAP5SA mmRNA 可能比单独使用 OKSM 发挥更大的再生潜力。
{"title":"STEMIN and YAP5SA, the future of heart repair?","authors":"Nada Bejar, Siyu Xiao, Dinakar Iyer, Azeez Muili, Adeniyi Adeleye, Bradley K McConnell, Robert J Schwartz","doi":"10.3389/ebm.2024.10246","DOIUrl":"10.3389/ebm.2024.10246","url":null,"abstract":"<p><p>This review outlines some of the many approaches taken over a decade or more to repair damaged hearts. We showcase the recent breakthroughs in organ regeneration elicited by reprogramming factors OCT3/4, SOX2, KLF4, and C-MYC (OKSM). Transient OKSM transgene expression rejuvenated senescent organs in mice. OKSM transgenes also caused murine heart cell regeneration. A triplet alanine mutation of the N-terminus of Serum Response Factor's MADS box SRF153(A3), termed STEMIN, and the YAP mutant, YAP5SA synergized and activated OKSM and NANOG in adult rat cardiac myocytes; thus, causing rapid nuclear proliferation and blocked myocyte differentiation. In addition, ATAC seq showed induced expression of growth factor genes <i>FGFs</i>, <i>BMPs</i>, <i>Notchs</i>, <i>IGFs, JAK, STATs</i> and non-canonical <i>Wnts.</i> Injected STEMIN and YAP5SA synthetic modifying mRNA (mmRNA) into infarcted adult mouse hearts, brought damaged hearts back to near normal contractility without severe fibrosis. Thus, STEMIN and YAP5SA mmRNA may exert additional regenerative potential than OKSM alone for treating heart diseases.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10246"},"PeriodicalIF":2.8,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11560420/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142617714","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fructose metabolism is unregulated in cancers and placentae. 癌症和胎盘中的果糖代谢不受调控。
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-10-28 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10200
Fuller W Bazer, Guoyao Wu, Gregory A Johnson

Fructose and lactate are present in high concentrations in uterine luminal fluid, fetal fluids and fetal blood of ungulates and cetaceans, but their roles have been ignored and they have been considered waste products of pregnancy. This review provides evidence for key roles of both fructose and lactate in support of key metabolic pathways required for growth and development of fetal-placental tissues, implantation and placentation. The uterus and placenta of ungulates convert glucose to fructose via the polyol pathway. Fructose is sequestered within the uterus and cannot be transported back into the maternal circulation. Fructose is phosphorylated by ketohexokinase to fructose-1-PO4 (F1P) by that is metabolized via the fructolysis pathway to yield dihydoxyacetone phosphate and glyceraldehyde-3-PO4 that are downstream of phosphofructokinase. Thus, there is no inhibition of the fructolysis pathway by low pH, citrate or ATP which allows F1P to continuously generate substrates for the pentose cycle, hexosamine biosynthesis pathway, one-carbon metabolism and tricarboxylic acid cycle, as well as lactate. Lactate sustains the activity of hypoxia-inducible factor alpha and its downstream targets such as vascular endothelial growth factor to increase utero-placental blood flow critical to growth and development of the fetal-placental tissues and a successful outcome of pregnancy. Pregnancy has been referred to as a controlled cancer and this review addresses similarities regarding metabolic aspects of tumors and the placenta.

果糖和乳酸盐在有蹄类和鲸类动物的子宫腔液、胎儿体液和胎儿血液中含量很高,但它们的作用一直被忽视,并被认为是妊娠的废物。本综述提供了果糖和乳酸盐在支持胎儿-胎盘组织生长发育、植入和胎盘所需的关键代谢途径中发挥关键作用的证据。蹄类动物的子宫和胎盘通过多元醇途径将葡萄糖转化为果糖。果糖被螯合在子宫内,无法运回母体血液循环。果糖通过酮异激酶磷酸化为果糖-1-PO4(F1P),再通过果糖分解途径代谢,生成磷酸二氢氧丙酮和甘油醛-3-PO4,它们是磷酸果糖激酶的下游产物。因此,果糖分解途径不会受到低 pH 值、柠檬酸盐或 ATP 的抑制,这使得 F1P 能够持续为戊糖循环、己胺生物合成途径、一碳代谢和三羧酸循环生成底物以及乳酸盐。乳酸可维持缺氧诱导因子α及其下游靶标(如血管内皮生长因子)的活性,从而增加子宫-胎盘血流量,这对胎儿-胎盘组织的生长发育和成功妊娠至关重要。妊娠被称为可控癌症,本综述将讨论肿瘤和胎盘代谢方面的相似之处。
{"title":"Fructose metabolism is unregulated in cancers and placentae.","authors":"Fuller W Bazer, Guoyao Wu, Gregory A Johnson","doi":"10.3389/ebm.2024.10200","DOIUrl":"https://doi.org/10.3389/ebm.2024.10200","url":null,"abstract":"<p><p>Fructose and lactate are present in high concentrations in uterine luminal fluid, fetal fluids and fetal blood of ungulates and cetaceans, but their roles have been ignored and they have been considered waste products of pregnancy. This review provides evidence for key roles of both fructose and lactate in support of key metabolic pathways required for growth and development of fetal-placental tissues, implantation and placentation. The uterus and placenta of ungulates convert glucose to fructose via the polyol pathway. Fructose is sequestered within the uterus and cannot be transported back into the maternal circulation. Fructose is phosphorylated by ketohexokinase to fructose-1-PO4 (F1P) by that is metabolized via the fructolysis pathway to yield dihydoxyacetone phosphate and glyceraldehyde-3-PO4 that are downstream of phosphofructokinase. Thus, there is no inhibition of the fructolysis pathway by low pH, citrate or ATP which allows F1P to continuously generate substrates for the pentose cycle, hexosamine biosynthesis pathway, one-carbon metabolism and tricarboxylic acid cycle, as well as lactate. Lactate sustains the activity of hypoxia-inducible factor alpha and its downstream targets such as vascular endothelial growth factor to increase utero-placental blood flow critical to growth and development of the fetal-placental tissues and a successful outcome of pregnancy. Pregnancy has been referred to as a controlled cancer and this review addresses similarities regarding metabolic aspects of tumors and the placenta.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10200"},"PeriodicalIF":2.8,"publicationDate":"2024-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11550943/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142617703","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Subunit-specific mechanisms of isoflurane-induced acute tonic inhibition in dentate gyrus granule neuron. 异氟烷诱导齿状回颗粒神经元急性强直性抑制的亚单位特异性机制
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-10-28 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10171
Zhiqiang Yu, Xiaodan Chen, Zheng Liu, Ran Ding, Jin Xu

Prolonged exposure to volatile anesthetics may raise the risk of developing cognitive impairment by acting on gamma-a Aminobutyric acid A receptors (GABAAR). The dentate gyrus plays an important role in the hippocampus and has a high potential for neural plasticity. However, it is unknown whether prolonged anesthesia induces a change in acute phasic or tonic inhibition in dentate gyrus granule cells (DGGCs) by acting on GABAAR. In order to verify the effects of volatile anesthetics on the current in DGGCs, a whole-cell patch was applied to record acute brain slices, and this study indicated that 4 h but not 2 h of isoflurane (ISO) exposure induced significantly larger tonic currents in DGGCs other than hippocampal CA1 pyramidal and thalamic relay neurons. Furthermore, this study demonstrated that the increased tonic current in DGGCs was dependent on the δ subunit-containing GABAARs by using transgenic δ subunit knockout mice. In conclusion, the δ subunit specific GABAAR is the key element that increased acute tonic inhibition in DGGCs of mice after prolonged ISO exposure, which may be one of the mechanisms of ISO neurotoxicity to the developing brain.

长期接触挥发性麻醉剂可能会通过作用于γ-a氨基丁酸A受体(GABAAR)而增加认知障碍的发病风险。齿状回在海马中扮演着重要角色,具有很高的神经可塑性。然而,长期麻醉是否会通过作用于 GABAAR 而诱导齿状回颗粒细胞(DGGCs)的急性阶段性或强直性抑制发生变化,目前尚不清楚。为了验证挥发性麻醉剂对DGGCs电流的影响,研究人员使用全细胞贴片记录急性脑切片,结果表明,异氟醚(ISO)暴露4小时而非2小时可诱导海马CA1锥体和丘脑中继神经元以外的DGGCs产生明显较大的强直电流。此外,本研究还利用转基因δ亚基敲除小鼠证明,DGGCs 强直电流的增加依赖于含δ亚基的 GABAARs。总之,δ亚基特异性 GABAAR 是长时间暴露于 ISO 后增加小鼠 DGGCs 急性强直抑制的关键因素,这可能是 ISO 对发育中大脑神经毒性的机制之一。
{"title":"Subunit-specific mechanisms of isoflurane-induced acute tonic inhibition in dentate gyrus granule neuron.","authors":"Zhiqiang Yu, Xiaodan Chen, Zheng Liu, Ran Ding, Jin Xu","doi":"10.3389/ebm.2024.10171","DOIUrl":"https://doi.org/10.3389/ebm.2024.10171","url":null,"abstract":"<p><p>Prolonged exposure to volatile anesthetics may raise the risk of developing cognitive impairment by acting on gamma-a Aminobutyric acid A receptors (GABAAR). The dentate gyrus plays an important role in the hippocampus and has a high potential for neural plasticity. However, it is unknown whether prolonged anesthesia induces a change in acute phasic or tonic inhibition in dentate gyrus granule cells (DGGCs) by acting on GABAAR. In order to verify the effects of volatile anesthetics on the current in DGGCs, a whole-cell patch was applied to record acute brain slices, and this study indicated that 4 h but not 2 h of isoflurane (ISO) exposure induced significantly larger tonic currents in DGGCs other than hippocampal CA1 pyramidal and thalamic relay neurons. Furthermore, this study demonstrated that the increased tonic current in DGGCs was dependent on the δ subunit-containing GABAARs by using transgenic δ subunit knockout mice. In conclusion, the δ subunit specific GABAAR is the key element that increased acute tonic inhibition in DGGCs of mice after prolonged ISO exposure, which may be one of the mechanisms of ISO neurotoxicity to the developing brain.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10171"},"PeriodicalIF":2.8,"publicationDate":"2024-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11550974/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142617735","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantitative characterization of retinal features in translated OCTA. 翻译 OCTA 中视网膜特征的定量表征。
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-10-23 eCollection Date: 2024-01-01 DOI: 10.3389/ebm.2024.10333
Rashadul Hasan Badhon, Atalie Carina Thompson, Jennifer I Lim, Theodore Leng, Minhaj Nur Alam

This study explores the feasibility of quantitative Optical Coherence Tomography Angiography (OCTA) features translated from OCT using generative machine learning (ML) for characterizing vascular changes in retina. A generative adversarial network framework was employed alongside a 2D vascular segmentation and a 2D OCTA image translation model, trained on the OCT-500 public dataset and validated with data from the University of Illinois at Chicago (UIC) retina clinic. Datasets are categorized by scanning range (Field of view) and disease status. Validation involved quality and quantitative metrics, comparing translated OCTA (TR-OCTA) with ground truth OCTAs (GT-OCTA) to assess the feasibility for objective disease diagnosis. In our study, TR-OCTAs showed high image quality in both 3 and 6 mm datasets (high-resolution and contrast quality, moderate structural similarity compared to GT-OCTAs). Vascular features like tortuosity and vessel perimeter index exhibits more consistent trends compared to density features which are affected by local vascular distortions. For the validation dataset (UIC), the metrics show similar trend with a slightly decreased performance since the model training was blind on UIC data, to evaluate inference performance. Overall, this study presents a promising solution to the limitations of OCTA adoption in clinical practice by using vascular features from TR-OCTA for disease detection. By making detailed vascular imaging more widely accessible and reducing reliance on expensive OCTA equipment, this research has the potential to significantly enhance the diagnostic process for retinal diseases.

本研究探讨了利用生成式机器学习(ML)从 OCT 翻译出定量光学相干断层扫描血管造影(OCTA)特征的可行性,以确定视网膜血管变化的特征。生成式对抗网络框架与二维血管分割和二维 OCTA 图像转换模型一起使用,在 OCT-500 公共数据集上进行训练,并通过伊利诺伊大学芝加哥分校(UIC)视网膜诊所的数据进行验证。数据集按扫描范围(视场)和疾病状态分类。验证涉及质量和定量指标,将翻译后的 OCTA(TR-OCTA)与地面真实 OCTA(GT-OCTA)进行比较,以评估客观疾病诊断的可行性。在我们的研究中,TR-OCTA 在 3 毫米和 6 毫米数据集中均显示出较高的图像质量(高分辨率和对比度质量,与 GT-OCTA 相比结构相似度适中)。与受局部血管扭曲影响的密度特征相比,迂曲度和血管周长指数等血管特征表现出更一致的趋势。对于验证数据集(UIC),由于在 UIC 数据上进行了盲法模型训练以评估推理性能,因此这些指标显示出类似的趋势,但性能略有下降。总之,这项研究提出了一个很有前景的解决方案,即利用 TR-OCTA 的血管特征进行疾病检测,从而解决临床实践中采用 OCTA 的局限性。通过让更多人能够获得详细的血管成像,减少对昂贵的 OCTA 设备的依赖,这项研究有望显著提高视网膜疾病的诊断过程。
{"title":"Quantitative characterization of retinal features in translated OCTA.","authors":"Rashadul Hasan Badhon, Atalie Carina Thompson, Jennifer I Lim, Theodore Leng, Minhaj Nur Alam","doi":"10.3389/ebm.2024.10333","DOIUrl":"10.3389/ebm.2024.10333","url":null,"abstract":"<p><p>This study explores the feasibility of quantitative Optical Coherence Tomography Angiography (OCTA) features translated from OCT using generative machine learning (ML) for characterizing vascular changes in retina. A generative adversarial network framework was employed alongside a 2D vascular segmentation and a 2D OCTA image translation model, trained on the OCT-500 public dataset and validated with data from the University of Illinois at Chicago (UIC) retina clinic. Datasets are categorized by scanning range (Field of view) and disease status. Validation involved quality and quantitative metrics, comparing translated OCTA (TR-OCTA) with ground truth OCTAs (GT-OCTA) to assess the feasibility for objective disease diagnosis. In our study, TR-OCTAs showed high image quality in both 3 and 6 mm datasets (high-resolution and contrast quality, moderate structural similarity compared to GT-OCTAs). Vascular features like tortuosity and vessel perimeter index exhibits more consistent trends compared to density features which are affected by local vascular distortions. For the validation dataset (UIC), the metrics show similar trend with a slightly decreased performance since the model training was blind on UIC data, to evaluate inference performance. Overall, this study presents a promising solution to the limitations of OCTA adoption in clinical practice by using vascular features from TR-OCTA for disease detection. By making detailed vascular imaging more widely accessible and reducing reliance on expensive OCTA equipment, this research has the potential to significantly enhance the diagnostic process for retinal diseases.</p>","PeriodicalId":12163,"journal":{"name":"Experimental Biology and Medicine","volume":"249 ","pages":"10333"},"PeriodicalIF":2.8,"publicationDate":"2024-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11537946/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142589519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","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
Experimental Biology and 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