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Organ transplantation in Africa: Confronting socioeconomic, cultural, and infrastructural hurdles 非洲的器官移植:面对社会经济、文化和基础设施障碍
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-04-28 DOI: 10.1016/j.retram.2025.103516
David B. Olawade , Aderonke Odetayo , Sheila Marinze , Eghosasere Egbon , Viviane Chinwah

Background

Organ transplantation is a critical procedure offering life-saving treatment for patients with end-stage organ failure. In Africa, however, the accessibility and development of organ transplantation are severely hampered by numerous barriers. Socioeconomic disparities, inadequate healthcare infrastructure, legal and ethical gaps, cultural resistance, and the dual burden of infectious and non-communicable diseases are among the significant challenges faced. This review aims to comprehensively explore these barriers and propose actionable strategies to address them.

Method

A narrative review was conducted by searching electronic databases, including PubMed, Google Scholar, Scopus, and JSTOR. The review prioritized studies addressing the challenges of organ transplantation in Africa, focusing on socioeconomic factors, healthcare infrastructure, cultural beliefs, legal frameworks, and the impact of infectious and non-communicable diseases. Studies offering solutions tailored to the African context were also included.

Results

The review identified several key obstacles, including high costs of transplantation, a limited number of transplant centers, and a critical shortage of skilled healthcare professionals. Cultural beliefs and widespread misconceptions impede organ donation acceptance. Additionally, infectious and non-communicable diseases complicate the transplantation process and outcomes. Weak legal frameworks exacerbate the risks of organ trafficking and unethical practices, while low public awareness further undermines efforts to enhance organ donation rates.

Conclusion

Addressing these multifaceted challenges necessitates a comprehensive approach. Strengthening healthcare infrastructure, enhancing capacity-building programs, developing robust legal and ethical frameworks, and implementing targeted public education campaigns are critical for improving organ transplantation in Africa.
器官移植是终末期器官衰竭患者救命治疗的重要手段。然而,在非洲,器官移植的可及性和发展受到许多障碍的严重阻碍。社会经济差距、保健基础设施不足、法律和道德差距、文化阻力以及传染病和非传染性疾病的双重负担是面临的重大挑战。本综述旨在全面探讨这些障碍,并提出解决这些障碍的可行策略。方法通过检索PubMed、谷歌Scholar、Scopus、JSTOR等电子数据库进行综述。审查将解决非洲器官移植挑战的研究列为优先事项,重点是社会经济因素、保健基础设施、文化信仰、法律框架以及传染病和非传染性疾病的影响。提供适合非洲情况的解决办法的研究也列入其中。结果该综述确定了几个主要障碍,包括移植费用高、移植中心数量有限以及熟练的医疗保健专业人员严重短缺。文化信仰和普遍的误解阻碍了器官捐赠的接受。此外,传染病和非传染性疾病使移植过程和结果复杂化。薄弱的法律框架加剧了器官贩运和不道德做法的风险,而公众意识低下进一步破坏了提高器官捐献率的努力。应对这些多方面的挑战需要采取综合措施。加强医疗基础设施、加强能力建设项目、制定健全的法律和道德框架以及实施有针对性的公共教育运动,对于改善非洲的器官移植至关重要。
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引用次数: 0
A novel complex mutation in the exon 9 of CALR gene: p.E381fs*52 (gagg_CCTCTTTGCCTC) CALR基因外显子9复杂突变p.E381fs*52 (gagg_CCTCTTTGCCTC)
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-04-15 DOI: 10.1016/j.retram.2025.103514
Alessandro Laganà, Claudia Ielo, Sonia Buffolino, Attilio Di Lascio, Luisa Bizzoni, Emilia Scalzulli, Ida Carmosino, Maria Laura Bisegna, Daniela Diverio, Massimo Breccia
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引用次数: 0
Therapeutic promise of CRISPR-Cas9 gene editing in sickle cell disease and β-thalassemia: A current review CRISPR-Cas9基因编辑在镰状细胞病和β-地中海贫血中的治疗前景:最新综述
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-04-12 DOI: 10.1016/j.retram.2025.103513
Hassan H. Almasoudi
Sickle cell disease (SCD and β-thalassemia (BT) affects millions of people worldwide. In addition, around 500,000 infants are born with SCD and 60,000 people are diagnosed with BT every year. Mutations in the hemoglobin subunit beta (HBB) gene are responsible for causing both BT and SCD. Indeed, the diversity of potential mutations in the HBB gene elucidates the diversity in clinical severity observed in individuals with BT and related morbidities. On the other hand, SCD takes place because of the alteration in a single amino acid at position 6 in the beta-globin chain, where a base substitution occurs from glutamic acid to valine, which eventually results in abnormal sickle hemoglobin. Conventional therapies for BT and SCD including pharmaceutical drugs and blood transfusion might temporarily improve the clinical severity of these diseases, however these therapies cannot cure the diseases. CRISPR-Cas9 (CC9) is revolutionizing genome engineering, offering promising therapeutic avenues for genetic diseases. Therefore, CC9-mediated gene therapy provides great hope in the treatment of both BT and SCD. CC9-mediated gene therapy has already demonstrated its effectiveness in correcting both SCD and BT-causing mutations. Moreover, CC9-mediated gene editing was found to be effective in reactivating the expression of hemoglobin F (HbF) and regulating LRF and BCL11A. A number of clinical trials with CC9 gene-edited therapies are being carried out to elucidate their potential in treating BT and SCD. Genetics and pathophysiological mechanisms of SCD and BT, the mechanism of CC9-mediated gene editing, and common delivery methods of the CC9 system have been discussed in this review. Moreover, an in-depth discussion on applications and the current status of CC9-mediated gene editing in SCD and BT along with current challenges and future perspectives have been provided.
镰状细胞病(SCD)和β-地中海贫血(BT)影响着全世界数百万人。此外,每年约有50万婴儿出生时患有SCD, 6万人被诊断患有BT。血红蛋白亚单位β (HBB)基因的突变是导致BT和SCD的原因。事实上,HBB基因潜在突变的多样性阐明了在BT患者和相关疾病中观察到的临床严重程度的多样性。另一方面,SCD的发生是由于-珠蛋白链中6号位置的单个氨基酸发生改变,在那里,从谷氨酸到缬氨酸发生碱基取代,最终导致镰状血红蛋白异常。BT和SCD的常规治疗方法包括药物和输血可能暂时改善这些疾病的临床严重程度,但这些治疗方法不能治愈这些疾病。CRISPR-Cas9 (CC9)正在彻底改变基因组工程,为遗传性疾病的治疗提供了有希望的途径。因此,cc9介导的基因治疗为BT和SCD的治疗提供了很大的希望。cc9介导的基因治疗已经证明了其在纠正SCD和bt引起的突变方面的有效性。此外,cc9介导的基因编辑被发现可以有效地重新激活血红蛋白F (HbF)的表达并调节LRF和BCL11A。一些CC9基因编辑疗法的临床试验正在进行,以阐明它们在治疗BT和SCD方面的潜力。本文就SCD和BT的遗传和病理生理机制、CC9介导的基因编辑机制以及CC9系统的常见传递方式进行了综述。深入讨论了cc9介导的基因编辑在SCD和BT中的应用和现状,以及当前面临的挑战和未来的展望。
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引用次数: 0
Perspectives on the use and availability of chimeric antigen receptor T cells (CAR-T) and cell therapies: A worldwide cross-sectional survey by the worldwide network for blood and marrow transplantation (WBMT) 嵌合抗原受体T细胞(CAR-T)和细胞疗法的使用和可用性:由全球血液和骨髓移植网络(WBMT)进行的全球横断面调查
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-04-01 DOI: 10.1016/j.retram.2025.103515
Eddie HP Tan , Mahmoud Aljurf , Fazal Hussain , Christian Chabannon , Nina Worel , Daniel Weisdorf , Ibrahim Yakoub-Agha , Sebastian Galeano , Fermin Sanchez-Guijo , Laurent Garderet , Yoshiko Atsuta , Annalisa Ruggeri , Nada Hamad , Sharukh Hashmi , Cristobal Frutos , Yoshihisa Kodera , Adriana Seber , Carmem Bonfim , Dietger Niederwieser , Damiano Rondelli , Mickey BC Koh
Chimeric antigen receptor T cell therapy (CAR-T) cells represent a new generation of autologous, allogeneic and personalised cell-based therapies that have revolutionised the treatment of B cell haematological malignancies. Despite their significant effectiveness in treating challenging relapsed and refractory diseases, access to this cutting-edge treatment remains a critical issue globally, even in high income countries. To gain insights into these challenges, the Worldwide Network for Blood & Marrow Transplantation (WBMT) initiated a survey focused on the state of CAR-T and cellular therapy availability worldwide. The survey aimed to identify the accessibility, manufacturing capabilities, apheresis, accreditation, reimbursement, presence of regulatory frameworks and legal oversight of these cell-based therapies.
The survey included questions on demographics, the respondent's centre, CAR-T availability, details about haematopoietic stem cell transplant programs, supply and indications for CAR-T, quality assurance, and information about other cell and gene therapy products beside CAR-T. Conducted online over three months in 2023, the survey garnered 181 complete responses from various geographical regions, from North America, Asia, Europe, South and Central America, Australia and New Zealand, and Africa.
Our findings suggested a promising level of awareness and interest in CAR-T therapy globally, even in lower-income regions. However, survey respondents cited cost as the primary barrier to access, alongside infrastructure and governmental support issues. The survey also highlighted the varying reimbursement strategies across regions, with costs in Europe and North America being relatively similar while Asia showed more variability. There was also variability in the regulatory and accreditation frameworks associated with delivery of these novel therapies
As CAR-T therapy continues to grow, innovative solutions such as global partnerships, in-house production, and the establishment of cellular therapy centres in developing countries are essential. Addressing the challenges of access requires a comprehensive approach that combines efforts to lower costs, enhance healthcare infrastructure, and foster international collaborations, ensuring that CAR-T therapy becomes available to all who need it.
嵌合抗原受体T细胞疗法(CAR-T)细胞代表了新一代的自体、异体和个性化细胞疗法,彻底改变了B细胞血液病恶性肿瘤的治疗。尽管它们在治疗具有挑战性的复发和难治性疾病方面具有显著效果,但在全球范围内,即使在高收入国家,获得这种尖端治疗仍然是一个关键问题。为了深入了解这些挑战,全球血液网络;骨髓移植(WBMT)发起了一项调查,重点关注CAR-T和细胞治疗在全球范围内的可用性。该调查旨在确定这些细胞疗法的可及性、制造能力、分离、认证、报销、存在的监管框架和法律监督。调查的问题包括人口统计、被调查者的中心、CAR-T的可用性、关于造血干细胞移植项目的细节、CAR-T的供应和适应症、质量保证,以及关于CAR-T以外的其他细胞和基因治疗产品的信息。该调查于2023年进行了为期三个月的在线调查,收到了来自北美、亚洲、欧洲、南美和中美洲、澳大利亚和新西兰以及非洲等不同地理区域的181份完整回复。我们的研究结果表明,在全球范围内,甚至在低收入地区,对CAR-T疗法的认识和兴趣都很有希望。然而,受访者认为,除了基础设施和政府支持问题外,成本是接入互联网的主要障碍。调查还强调了不同地区的报销策略,欧洲和北美的成本相对相似,而亚洲则表现出更大的差异。随着CAR-T疗法的持续发展,全球合作、内部生产和在发展中国家建立细胞治疗中心等创新解决方案至关重要。应对获得治疗的挑战,需要采取综合办法,努力降低成本、加强医疗基础设施和促进国际合作,确保所有有需要的人都能获得CAR-T疗法。
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引用次数: 0
Acute-onset chronic inflammatory demyelinating polyneuropathy in a 23-year-old male exacerbated by an asymptomatic COVID-19 infection 一名23岁男性因无症状COVID-19感染而加重的急性发作慢性炎症性脱髓鞘多神经病变
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-03-31 DOI: 10.1016/j.retram.2025.103511
Sawsan Ismail , Aiman Abo Al shamat , Ali Ghalion , Hanafi Alyman Hannouf , Tamim Alsuliman , Kanaan Al-Tameemi
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引用次数: 0
Immune cell dysfunction: A critical player in development of diabetes complications 免疫细胞功能障碍:糖尿病并发症发生的关键因素
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-03-29 DOI: 10.1016/j.retram.2025.103510
Mohamed J. Saadh , Omer Qutaiba B. Allela , Radhwan Abdul Kareem , Ashishkumar Kyada , H. Malathi , Deepak Nathiya , Deepak Bhanot , Hayder Naji Sameer , Atheer Khdyair Hamad , Zainab H. Athab , Mohaned Adil
Diabetes mellitus, a global health challenge, influences millions worldwide by leading to severe complications and premature death. A key factor in its pathogenesis is immune cell dysfunction, which aggravates both type 1 and type 2 diabetes. The important role that immune cell dysregulation plays in the emergence of diabetes complications is investigated in this research. It highlights the manner in which diabetes compromises the immune system's adaptive as well as innate responses. Key defects in innate immunity include impaired pathogen recognition, and dysfunctional behavior of macrophages, neutrophils, and natural killer (NK) cells. Additionally, the complement system is dysregulated, and cytokine production is altered, affecting overall immune signaling. The study investigates the dysfunction of several T and B cell subsets, such as CD4+ T cells, CD8+ T cells, regulatory T cells, and B cells, in relation to adaptive immunity. These dysfunctions collectively contribute to chronic inflammation, reduced pathogen clearance, and increased susceptibility to infections, ultimately exacerbating diabetes complications. Developing targeted therapies to reduce diabetes complications and enhance patient outcomes requires an understanding of these mechanisms.
糖尿病是一项全球性的健康挑战,通过导致严重并发症和过早死亡,影响着全世界数百万人。其发病机制的一个关键因素是免疫细胞功能障碍,它加重了1型和2型糖尿病。本研究探讨了免疫细胞失调在糖尿病并发症发生中的重要作用。它强调了糖尿病损害免疫系统适应性和先天反应的方式。先天免疫的关键缺陷包括病原体识别受损,巨噬细胞、中性粒细胞和自然杀伤细胞(NK)行为失调。此外,补体系统失调,细胞因子产生改变,影响整体免疫信号。该研究探讨了几种T细胞和B细胞亚群的功能障碍,如CD4+ T细胞、CD8+ T细胞、调节性T细胞和B细胞与适应性免疫的关系。这些功能障碍共同导致慢性炎症,减少病原体清除,增加对感染的易感性,最终加剧糖尿病并发症。开发靶向治疗以减少糖尿病并发症和提高患者预后需要了解这些机制。
{"title":"Immune cell dysfunction: A critical player in development of diabetes complications","authors":"Mohamed J. Saadh ,&nbsp;Omer Qutaiba B. Allela ,&nbsp;Radhwan Abdul Kareem ,&nbsp;Ashishkumar Kyada ,&nbsp;H. Malathi ,&nbsp;Deepak Nathiya ,&nbsp;Deepak Bhanot ,&nbsp;Hayder Naji Sameer ,&nbsp;Atheer Khdyair Hamad ,&nbsp;Zainab H. Athab ,&nbsp;Mohaned Adil","doi":"10.1016/j.retram.2025.103510","DOIUrl":"10.1016/j.retram.2025.103510","url":null,"abstract":"<div><div>Diabetes mellitus, a global health challenge, influences millions worldwide by leading to severe complications and premature death. A key factor in its pathogenesis is immune cell dysfunction, which aggravates both type 1 and type 2 diabetes. The important role that immune cell dysregulation plays in the emergence of diabetes complications is investigated in this research. It highlights the manner in which diabetes compromises the immune system's adaptive as well as innate responses. Key defects in innate immunity include impaired pathogen recognition, and dysfunctional behavior of macrophages, neutrophils, and natural killer (NK) cells. Additionally, the complement system is dysregulated, and cytokine production is altered, affecting overall immune signaling. The study investigates the dysfunction of several T and B cell subsets, such as CD4+ T cells, CD8+ T cells, regulatory T cells, and B cells, in relation to adaptive immunity. These dysfunctions collectively contribute to chronic inflammation, reduced pathogen clearance, and increased susceptibility to infections, ultimately exacerbating diabetes complications. Developing targeted therapies to reduce diabetes complications and enhance patient outcomes requires an understanding of these mechanisms.</div></div>","PeriodicalId":54260,"journal":{"name":"Current Research in Translational Medicine","volume":"73 3","pages":"Article 103510"},"PeriodicalIF":3.2,"publicationDate":"2025-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143918500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The vaso-occlusive pain crisis in sickle cell patients: A focus on pathogenesis 镰状细胞病患者的血管闭塞性疼痛危机:发病机制的焦点
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-03-29 DOI: 10.1016/j.retram.2025.103512
Fatemeh Javaherforoosh Zadeh , Azadeh Fateh , Hamed Saffari , Mohammadtaghi Khodadadi , Mohammadamin Eslami Samarian , Nasim Nikoubakht , Fatemeh Dadgar , Vahid Goodarzi
Vaso-occlusive pain crisis (VOC) is recognized as a prominent complication of sickle cell disease, accompanied by debilitating pain and serious consequences for patients, making it the primary cause of visits to hospital emergency departments. In the etiology of VOC, the intricate interaction of endothelial cells, hypoxia, inflammation, and the coagulation system is pivotal. Hemoglobin S polymerization under hypoxic conditions leads to the formation of rigid and adhesive red blood cells that interact with vascular endothelial cells and other blood cells, causing occlusion and subsequent inflammation. Hemolysis of red blood cells results in anemia and heightened inflammation, whereas oxidative stress and involvement of the coagulation system further complicate matters. In this review, we strive to examine the pathophysiology of VOC from these mentioned aspects by consolidating findings from various studies, as a comprehensive understanding of the causes of VOC is essential for the development of targeted therapeutic interventions and the prevention and management of pain, ultimately improving the quality of life for patients.
血管闭塞性疼痛危像(VOC)被认为是镰状细胞病的一个重要并发症,伴随着使患者衰弱的疼痛和严重后果,使其成为医院急诊科就诊的主要原因。在VOC的病因学中,内皮细胞、缺氧、炎症和凝血系统的复杂相互作用是关键。缺氧条件下的血红蛋白S聚合导致形成刚性和黏附的红细胞,与血管内皮细胞和其他血细胞相互作用,引起闭塞和随后的炎症。红细胞溶血导致贫血和炎症加剧,而氧化应激和凝血系统的参与使问题进一步复杂化。在这篇综述中,我们通过整合各种研究结果,努力从上述方面检查VOC的病理生理,因为全面了解VOC的原因对于制定有针对性的治疗干预措施和预防和管理疼痛至关重要,最终提高患者的生活质量。
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引用次数: 0
Pneumonia definition in allogeneic hematopoietic cell transplant recipients: Update and challenges in 2024. Recommendations from the EBMT Infectious Diseases Working Party and Practice Harmonization and Guidelines committee 同种异体造血细胞移植受者的肺炎定义:2024年的更新和挑战。EBMT传染病工作组和实践协调与指南委员会的建议
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-03-20 DOI: 10.1016/j.retram.2025.103509
Dionysios Neofytos , Paul E. Verweij , Dina Averbuch , Malgorzata Mikulska , Jan Styczynski , José Luis Piñana , Simone Cesaro , Isabel Sanchez-Ortega , Raffaella Greco , Francesco Onida , Ibrahim Yakoub-Agha , Per Ljungman , Camara Rafael de la , Anne Bergeron
To optimize and homogenize data on infectious diseases complications, the Infectious Diseases Working Party of the European Society for Blood and Marrow Transplantation (IDWP EBMT) participated in the 2023 EBMT international workshop focusing on the standardization of the definition of specific infections, including respiratory infections [1]. This is pertinent considering that a new software for data collection, including data on post-transplant infectious disease complications, was launched in 2023 and which will remain the main tool for future epidemiological studies. In this report, we briefly discuss our proposals for pneumonia definition, predominately focusing on bacterial and fungal pneumonias. We specifically address definitions of pneumonia diagnosis, infection onset date, resolution, recurrence, and breakthrough infection, and the challenges we encountered as a group to accurately define pneumonia in hematopoietic cell transplant (HCT) recipients (Table 1). Infections with community acquired respiratory viruses and adenovirus are discussed in a separate report [1]. Definitions on CMV pneumonia have been previously described and recently updated and hence not discussed in this paper [2,3].
为了优化和统一传染病并发症的数据,欧洲血液和骨髓移植学会(IDWP EBMT)传染病工作组参加了2023年EBMT国际研讨会,重点是标准化特定感染的定义,包括呼吸道感染[1]。考虑到用于收集数据(包括移植后传染病并发症数据)的新软件于2023年启动,这将是相关的,该软件仍将是未来流行病学研究的主要工具。在本报告中,我们简要讨论了我们对肺炎定义的建议,主要集中在细菌性和真菌性肺炎上。我们特别讨论了肺炎诊断、感染发病日期、消退、复发和突破性感染的定义,以及我们作为一个小组在准确定义造血细胞移植(HCT)受者肺炎时遇到的挑战(表1)。社区获得性呼吸道病毒和腺病毒感染在另一份报告bbb中进行了讨论。CMV肺炎的定义此前已有描述,最近也有更新,因此本文未讨论[2,3]。
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引用次数: 0
A complex clinical presentation of ultra-high risk acute promyelocytic leukemia: A case report and insights on management 超高危险急性早幼粒细胞白血病的复杂临床表现:一例报告及治疗见解
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-03-18 DOI: 10.1016/j.retram.2025.103506
Lucrezia De Marchi , Giovangiacinto Paterno , Kristian Taka , Laura Giannì , Giulia Colafranceschi , Tiziana Ottone , Manuela Rizzo , Mariadomenica Divona , Raffaele Palmieri , Francesco Buccisano , Luca Maurillo , Maria Ilaria Del Principe , Maria Teresa Voso , Carmelo Gurnari , Adriano Venditti
{"title":"A complex clinical presentation of ultra-high risk acute promyelocytic leukemia: A case report and insights on management","authors":"Lucrezia De Marchi ,&nbsp;Giovangiacinto Paterno ,&nbsp;Kristian Taka ,&nbsp;Laura Giannì ,&nbsp;Giulia Colafranceschi ,&nbsp;Tiziana Ottone ,&nbsp;Manuela Rizzo ,&nbsp;Mariadomenica Divona ,&nbsp;Raffaele Palmieri ,&nbsp;Francesco Buccisano ,&nbsp;Luca Maurillo ,&nbsp;Maria Ilaria Del Principe ,&nbsp;Maria Teresa Voso ,&nbsp;Carmelo Gurnari ,&nbsp;Adriano Venditti","doi":"10.1016/j.retram.2025.103506","DOIUrl":"10.1016/j.retram.2025.103506","url":null,"abstract":"","PeriodicalId":54260,"journal":{"name":"Current Research in Translational Medicine","volume":"73 3","pages":"Article 103506"},"PeriodicalIF":3.2,"publicationDate":"2025-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143642346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using machine learning to predict Hemophilia A severity 利用机器学习预测血友病A的严重程度
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-03-17 DOI: 10.1016/j.retram.2025.103508
Daniel de Almeida Duque , Débora Dummer Meira , Lorena Souza Castro Altoé , Matheus Correia Casotti , Tiago José da Silva Lopes , Iuri Drumond Louro , Flávio Miguel Varejão
Hemophilia A is a rare genetic condition that predominantly affects men and is characterized by a deficiency in Factor VIII clotting (FVIII). This research focuses on the development of a classification model to predict the severity of Hemophilia A, using data from point mutations in the FVIII protein. The study employs a variety of classification models, including RandomForest, XGBoost, and LightGBM, and performs a robust analysis of the data to select the most relevant features. The final model achieved an accuracy of 65.5 %, demonstrating significant performance against a simple gaussian naive bayes model that achieves 51.1 % of accuracy. Although the model cannot yet replace the FVIII measurement test in the blood for diagnostic purposes, the results represent a significant advance in Hemophilia A research. This work provides data analysis that deepens the understanding of the characteristics of the FVIII protein and contributes to the development of models capable of classifying the severity of this condition into its three possible classes: mild, moderate, or severe.
A型血友病是一种罕见的遗传病,主要影响男性,其特征是缺乏凝血因子VIII (FVIII)。本研究的重点是利用FVIII蛋白的点突变数据,建立一种预测a型血友病严重程度的分类模型。该研究采用了多种分类模型,包括RandomForest、XGBoost和LightGBM,并对数据进行了稳健分析,以选择最相关的特征。最终模型的准确率达到了65.5%,与达到51.1%准确率的简单高斯朴素贝叶斯模型相比,表现出了显著的性能。虽然该模型还不能取代血液中的FVIII测量测试用于诊断目的,但其结果代表了血友病a研究的重大进展。这项工作提供了数据分析,加深了对FVIII蛋白特征的理解,并有助于建立能够将这种疾病的严重程度分为轻度、中度或重度三种可能类别的模型。
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引用次数: 0
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Current Research in Translational Medicine
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