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Development of next-generation reference interval models to establish reference intervals based on medical data: current status, algorithms and future consideration. 开发下一代参考区间模型,根据医疗数据建立参考区间:现状、算法和未来考虑。
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-06-01 Epub Date: 2023-12-26 DOI: 10.1080/10408363.2023.2291379
Chaochao Ma, Zheng Yu, Ling Qiu
<p><p>Evidence derived from laboratory medicine plays a pivotal role in the diagnosis, treatment monitoring, and prognosis of various diseases. Reference intervals (RIs) are indispensable tools for assessing test results. The accuracy of clinical decision-making relies directly on the appropriateness of RIs. With the increase in real-world studies and advances in computational power, there has been increased interest in establishing RIs using big data. This approach has demonstrated cost-effectiveness and applicability across diverse scenarios, thereby enhancing the overall suitability of the RI to a certain extent. However, challenges persist when tests results are influenced by age and sex. Reliance on a single RI or a grouping of RIs based on age and sex can lead to erroneous interpretation of results with significant implications for clinical decision-making. To address this issue, the development of next generation of reference interval models has arisen at an historic moment. Such models establish a curve relationship to derive continuously changing reference intervals for test results across different age and sex categories. By automatically selecting appropriate RIs based on the age and sex of patients during result interpretation, this approach facilitates clinical decision-making and enhances disease diagnosis/treatment as well as health management practices. Development of next-generation reference interval models use direct or indirect sampling techniques to select reference individuals and then employed curve fitting methods such as splines, polynomial regression and others to establish continuous models. In light of these studies, several observations can be made: Firstly, to date, limited interest has been shown in developing next-generation reference interval models, with only a few models currently available. Secondly, there are a wide range of methods and algorithms for constructing such models, and their diversity may lead to confusion. Thirdly, the process of constructing next-generation reference interval models can be complex, particularly when employing indirect sampling techniques. At present, normative documents pertaining to the development of next-generation reference interval models are lacking. In summary, this review aims to provide an overview of the current state of development of next-generation reference interval models by defining them, highlighting inherent advantages, and addressing existing challenges. It also describes the process, advanced algorithms for model building, the tools required and the diagnosis and validation of models. Additionally, a discussion on the prospects of utilizing big data for developing next-generation reference interval models is presented. The ultimate objective is to equip clinical laboratories with the theoretical framework and practical tools necessary for developing and optimizing next-generation reference interval models to establish next-generation reference intervals while
实验室医学证据在各种疾病的诊断、治疗监测和预后方面发挥着举足轻重的作用。参考区间(RIs)是评估检验结果不可或缺的工具。临床决策的准确性直接依赖于参考区间的适当性。随着真实世界研究的增加和计算能力的进步,人们对利用大数据建立参考区间的兴趣日益浓厚。这种方法已证明具有成本效益并适用于各种不同的情况,从而在一定程度上提高了 RI 的整体适宜性。然而,当测试结果受年龄和性别影响时,挑战依然存在。依赖单一的 RI 或根据年龄和性别对 RI 进行分组可能会导致对结果的错误解释,从而对临床决策产生重大影响。为解决这一问题,下一代参考区间模型的开发应运而生。此类模型建立了一种曲线关系,可为不同年龄和性别类别的检测结果推导出不断变化的参考区间。通过在结果解释过程中根据患者的年龄和性别自动选择适当的参考区间,这种方法有助于临床决策,并能加强疾病诊断/治疗以及健康管理实践。下一代参考区间模型的开发使用直接或间接采样技术来选择参考个体,然后采用曲线拟合方法(如样条曲线、多项式回归等)来建立连续模型。根据这些研究,可以提出几点看法:首先,迄今为止,人们对开发下一代参考区间模型的兴趣有限,目前只有少数几个模型可用。其次,构建此类模型的方法和算法多种多样,其多样性可能会导致混淆。第三,构建下一代参考区间模型的过程可能很复杂,尤其是在采用间接采样技术时。目前,还缺乏有关下一代参考区间模型开发的规范性文件。总之,本综述旨在通过定义下一代参考区间模型、强调其固有优势和应对现有挑战,概述下一代参考区间模型的开发现状。它还介绍了建立模型的过程、先进算法、所需工具以及模型的诊断和验证。此外,还讨论了利用大数据开发新一代参考区间模型的前景。最终目的是为临床实验室提供开发和优化下一代参考区间模型所需的理论框架和实用工具,以建立下一代参考区间,同时加强对医疗数据资源的利用,促进精准医疗的发展。
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引用次数: 0
Unlocking the link between haptoglobin polymorphism and noninfectious human diseases: insights and implications. 解锁接触珠蛋白多态性与非传染性人类疾病之间的联系:见解和意义。
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-06-01 Epub Date: 2023-11-27 DOI: 10.1080/10408363.2023.2285929
Joris R Delanghe, Charlotte Delrue, Reinhart Speeckaert, Marijn M Speeckaert

Haptoglobin (Hp) is a polymorphic protein that was initially described as a hemoglobin (Hb)-binding protein. The major functions of Hp are to scavenge Hb, prevent iron loss, and prevent heme-based oxidation. Hp regulates angiogenesis, nitric oxide homeostasis, immune responses, and prostaglandin synthesis. Genetic polymorphisms in the Hp gene give rise to different phenotypes, including Hp 1-1, Hp 2-1, and Hp 2-2. Extensive research has been conducted to investigate the association between Hp polymorphisms and several medical conditions including cardiovascular disease, inflammatory bowel disease, cancer, transplantation, and hemoglobinopathies. Generally, the Hp 2-2 phenotype is associated with increased disease risk and poor outcomes. Over the years, the Hp 2 allele has spread under genetic pressures. Individuals with the Hp 2-2 phenotype generally exhibit lower levels of CD163 expression in macrophages. The decreased expression of CD163 may be associated with the poor antioxidant capacity in the serum of subjects carrying the Hp 2-2 phenotype. However, the Hp 1-1 phenotype may confer protection in some cases. The Hp1 allele has strong antioxidant, anti-inflammatory, and immunomodulatory properties. It is important to note that the benefits of the Hp1 allele may vary depending on genetic and environmental factors as well as the specific disease or condition under consideration. Therefore, the Hp1 allele may not necessarily confer advantages in all situations, and its effects may be context-dependent. This review highlights the current understanding of the role of Hp polymorphisms in cardiovascular disease, inflammatory bowel disease, cancer, transplantation, hemoglobinopathies, and polyuria.

触珠蛋白(Hp)是一种多态蛋白,最初被描述为血红蛋白(Hb)结合蛋白。血红蛋白的主要功能是清除血红蛋白,防止铁流失,防止血红素氧化。Hp调节血管生成、一氧化氮稳态、免疫反应和前列腺素合成。Hp基因的遗传多态性导致不同的表型,包括Hp 1-1、Hp 2-1和Hp 2-2。已经开展了广泛的研究来调查Hp多态性与包括心血管疾病、炎症性肠病、癌症、移植和血红蛋白病在内的几种疾病之间的关系。一般来说,Hp 2-2表型与疾病风险增加和预后不良相关。多年来,hp2等位基因在遗传压力下传播。具有Hp 2-2表型的个体在巨噬细胞中通常表现出较低水平的CD163表达。CD163表达的降低可能与携带Hp 2-2表型的受试者血清中抗氧化能力差有关。然而,在某些情况下,Hp -1表现型可能具有保护作用。Hp1等位基因具有很强的抗氧化、抗炎和免疫调节特性。值得注意的是,Hp1等位基因的益处可能因遗传和环境因素以及所考虑的特定疾病或病症而异。因此,Hp1等位基因不一定在所有情况下都具有优势,其影响可能与环境有关。这篇综述强调了目前对Hp多态性在心血管疾病、炎症性肠病、癌症、移植、血红蛋白病和多尿症中的作用的理解。
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引用次数: 0
Therapeutic biomarkers in metastatic castration-resistant prostate cancer: does the state matter? 转移性去势抵抗性前列腺癌症的治疗生物标志物:状态重要吗?
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-05-01 Epub Date: 2023-10-26 DOI: 10.1080/10408363.2023.2266482
Peter H J Slootbeek, Sofie H Tolmeijer, Niven Mehra, Jack A Schalken
<p><p>The treatment of metastatic castration-resistant prostate cancer (mCRPC) has been fundamentally transformed by our greater understanding of its complex biological mechanisms and its entrance into the era of precision oncology. A broad aim is to use the extreme heterogeneity of mCRPC by matching already approved or new targeted therapies to the correct tumor genotype. To achieve this, tumor DNA must be obtained, sequenced, and correctly interpreted, with individual aberrations explored for their druggability, taking into account the hierarchy of driving molecular pathways. Although tumor tissue sequencing is the gold standard, tumor tissue can be challenging to obtain, and a biopsy from one metastatic site or primary tumor may not provide an accurate representation of the current genetic underpinning. Sequencing of circulating tumor DNA (ctDNA) might catalyze precision oncology in mCRPC, as it enables real-time observation of genomic changes in tumors and allows for monitoring of treatment response and identification of resistance mechanisms. Moreover, ctDNA can be used to identify mutations that may not be detected in solitary metastatic lesions and can provide a more in-depth understanding of inter- and intra-tumor heterogeneity. Finally, ctDNA abundance can serve as a prognostic biomarker in patients with mCRPC.The androgen receptor (AR)-axis is a well-established therapeutical target for prostate cancer, and through ctDNA sequencing, insights have been obtained in (temporal) resistance mechanisms that develop through castration resistance. New third-generation AR-axis inhibitors are being developed to overcome some of these resistance mechanisms. The druggability of defects in the DNA damage repair machinery has impacted the treatment landscape of mCRPC in recent years. For patients with deleterious gene aberrations in genes linked to homologous recombination, particularly <i>BRCA1</i> or <i>BRCA2</i>, PARP inhibitors have shown efficacy compared to the standard of care armamentarium, but platinum-based chemotherapy may be equally effective. A hierarchy exists in genes associated with homologous recombination, where, besides the canonical genes in this pathway, not every other gene aberration predicts the same likelihood of response. Moreover, evidence is emerging on cross-resistance between therapies such as PARP inhibitors, platinum-based chemotherapy and even radioligand therapy that target this genotype. Mismatch repair-deficient patients can experience a beneficial response to immune checkpoint inhibitors. Activation of other cellular signaling pathways such as PI3K, cell cycle, and MAPK have shown limited success with monotherapy, but there is potential in co-targeting these pathways with combination therapy, either already witnessed or anticipated. This review outlines precision medicine in mCRPC, zooming in on the role of ctDNA, to identify genomic biomarkers that may be used to tailor molecularly targeted therapies. The most com
转移性去势耐受性癌症(mCRPC)的治疗已从根本上改变,因为我们对其复杂的生物学机制有了更深入的了解,并进入了精确肿瘤学时代。一个广泛的目标是通过将已经批准或新的靶向疗法与正确的肿瘤基因型相匹配来利用mCRPC的极端异质性。为了实现这一点,必须获得、测序和正确解释肿瘤DNA,并考虑到驱动分子途径的层次结构,探索其可药用性的个体畸变。尽管肿瘤组织测序是金标准,但肿瘤组织的获取可能具有挑战性,并且来自一个转移部位或原发性肿瘤的活检可能无法准确表示当前的遗传基础。循环肿瘤DNA(ctDNA)的测序可能催化mCRPC中的精确肿瘤学,因为它能够实时观察肿瘤的基因组变化,并能够监测治疗反应和鉴定耐药性机制。此外,ctDNA可以用于识别在孤立转移性病变中可能检测不到的突变,并可以更深入地了解肿瘤间和肿瘤内的异质性。最后,ctDNA丰度可以作为mCRPC患者的预后生物标志物。雄激素受体(AR)轴是前列腺癌症公认的治疗靶点,通过ctDNA测序,已经深入了解了通过去势抵抗发展的(时间)抵抗机制。新的第三代AR轴抑制剂正在开发中,以克服其中一些耐药性机制。近年来,DNA损伤修复机器中缺陷的可药用性影响了mCRPC的治疗前景。对于与同源重组相关的基因中存在有害基因畸变的患者,特别是BRCA1或BRCA2,PARP抑制剂与标准护理药物相比显示出疗效,但基于铂的化疗可能同样有效。在与同源重组相关的基因中存在一个层次,除了该途径中的典型基因外,并不是每一个其他基因畸变都预测相同的反应可能性。此外,有证据表明PARP抑制剂、基于铂的化疗甚至针对该基因型的放射性配体治疗等疗法之间存在交叉耐药性。错配修复缺陷患者可以体验到对免疫检查点抑制剂的有益反应。PI3K、细胞周期和MAPK等其他细胞信号通路的激活在单药治疗中显示出有限的成功,但与联合治疗共同靶向这些通路的潜力是存在的,无论是已经见证的还是预期的。这篇综述概述了mCRPC中的精准医学,重点介绍了ctDNA的作用,以确定可用于定制分子靶向治疗的基因组生物标志物。讨论了最常见的药物途径和与这些途径相匹配的治疗结果。
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引用次数: 0
Analytical performance specifications and quality assurance of point-of-care testing in primary healthcare. 初级保健中护理点检测的分析性能规范和质量保证。
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-05-01 Epub Date: 2023-10-01 DOI: 10.1080/10408363.2023.2262029
Anne Stavelin, Sverre Sandberg

Point-of-care testing (POCT) is the fastest-growing segment of laboratory medicine. This review focuses on the essential aspects of setting analytical performance specifications (APS) and performing quality assurance for POCT in primary healthcare. In-vitro diagnostic medical devices for POCT are typically small and easy to operate. Users often have little to no laboratory experience and may not necessarily see the value of conducting quality assurance on their devices. Therefore, training, guidance, and motivation should be integral parts of the total quality management system, as they are vital for managing errors and ensuring reliable results. It is common to believe that the analytical quality of POCT should be comparable to that of laboratory testing, and as a result, APS should be the same. This paper challenges this concept. The APS for POCT can often be less stringent compared to those used in a central laboratory because the requester is closer to both the analytical and clinical situation. Point-of-care instruments should be selected based on clinical needs, the required analytical quality and user-friendliness in the intended usage setting.Quality assurance should include both internal quality control (IQC) and external quality assessment (EQA). It is recommended that IQC protocols should be dependent on the complexity of the POCT device. A scoring system to determine how frequent IQC should be analyzed in primary healthcare on different types of POCT devices has been suggested. The main challenge in EQA for POCT involves using suitable control materials that reflect instrument performance on patient samples. Obtaining commutable control materials for POCT is difficult since the matrix often is whole blood. An essential aspect of EQA for POCT is that feedback reports should be easily interpretable. Users should receive advice from the EQA organizer regarding the root causes of deviating results. Quality assurance for POCT is not an easy task and presents numerous challenges. However, there is evidence that quality assurance improves the quality of POCT measurements and, consequently, can enhance patient outcomes.

护理点检测(POCT)是实验室医学发展最快的领域。这篇综述的重点是在初级保健中制定分析性能规范(APS)和执行POCT质量保证的基本方面。用于POCT的体外诊断医疗设备通常很小并且易于操作。用户通常几乎没有实验室经验,也不一定看到对其设备进行质量保证的价值。因此,培训、指导和激励应该是全面质量管理体系的组成部分,因为它们对于管理错误和确保可靠的结果至关重要。人们普遍认为,POCT的分析质量应与实验室测试的分析质量相当,因此,APS应相同。本文对这一概念提出了挑战。与中央实验室使用的APS相比,POCT的APS通常不那么严格,因为请求者更接近分析和临床情况。应根据临床需求、所需的分析质量和预期使用环境中的用户友好性来选择护理点仪器。质量保证应包括内部质量控制(IQC)和外部质量评估(EQA)。建议IQC协议应取决于POCT设备的复杂性。有人提出了一种评分系统,以确定在不同类型的POCT设备上的初级医疗保健中应分析IQC的频率。POCT在EQA中的主要挑战涉及使用合适的对照材料,以反映患者样本的仪器性能。获得用于POCT的可换向控制材料是困难的,因为基质通常是全血。POCT EQA的一个重要方面是反馈报告应该易于解释。用户应收到EQA组织者关于偏离结果的根本原因的建议。POCT的质量保证不是一项容易的任务,它带来了许多挑战。然而,有证据表明,质量保证可以提高POCT测量的质量,从而提高患者的预后。
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引用次数: 0
Artificial intelligence in serum protein electrophoresis: history, state of the art, and perspective. 血清蛋白电泳中的人工智能:历史、技术现状和展望。
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-05-01 Epub Date: 2023-11-01 DOI: 10.1080/10408363.2023.2274325
He He, Lingfeng Wang, Xia Wang, Mei Zhang

Serum protein electrophoresis (SPEP) is a valuable laboratory test that separates proteins from the blood based on their electrical charge and size. The test can detect and analyze various protein abnormalities, and the interpretation of graphic SPEP features plays a crucial role in the diagnosis and monitoring of conditions, such as myeloma. Furthermore, the advancement of artificial intelligence (AI) technology presents an opportunity to enhance the organization and optimization of analytical procedures by streamlining the process and reducing the potential for human error in SPEP analysis, thereby making the process more efficient and reliable. For instance, AI can assist in the identification of protein peaks, the calculation of their relative proportions, and the detection of abnormalities or inconsistencies. This review explores the characteristics and limitations of AI in SPEP, and the role of standardization in improving its clinical utility. It also offers guidance on the rational ordering and interpreting of SPEP results in conjunction with AI. Such integration can effectively reduce the time and resources required for manual analysis while improving the accuracy and consistency of the results.

血清蛋白电泳(SPEP)是一种有价值的实验室测试,可以根据蛋白质的电荷和大小从血液中分离蛋白质。该测试可以检测和分析各种蛋白质异常,SPEP图形特征的解释在骨髓瘤等疾病的诊断和监测中发挥着至关重要的作用。此外,人工智能(AI)技术的进步提供了一个机会,通过简化流程和减少SPEP分析中人为错误的可能性,来加强分析程序的组织和优化,从而使流程更加高效和可靠。例如,人工智能可以帮助识别蛋白质峰,计算其相对比例,以及检测异常或不一致。这篇综述探讨了人工智能在SPEP中的特点和局限性,以及标准化在提高其临床实用性方面的作用。它还为结合人工智能对SPEP结果进行合理排序和解释提供了指导。这种集成可以有效地减少手动分析所需的时间和资源,同时提高结果的准确性和一致性。
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引用次数: 0
Omics-based novel strategies in the diagnosis of endometriosis. 基于组学的子宫内膜异位症诊断新策略。
IF 6.6 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-05-01 Epub Date: 2023-10-25 DOI: 10.1080/10408363.2023.2270736
Mohammad Samare-Najaf, Seyed Ali Razavinasab, Ali Samareh, Navid Jamali

Endometriosis, an enigmatic and chronic disorder, is considered a debilitating condition despite being benign. Globally, this gynecologic disorder affects up to 10% of females of reproductive age, impacting almost 190 million individuals. A variety of genetic and environmental factors are involved in endometriosis development, hence the pathophysiology and etiology of endometriosis remain unclear. The uncertainty of the etiology of the disease and its complexity along with nonspecific symptoms have led to misdiagnosis or lack of diagnosis of affected people. Biopsy and laparoscopy are referred to as the gold standard for endometriosis diagnosis. However, the invasiveness of the procedure, the unnecessary operation in disease-free women, and the dependence of the reliability of diagnosis on experience in this area are considered the most significant limitations. Therefore, continuous studies have attempted to offer a noninvasive and reliable approach. The recent advances in modern technologies have led to the generation of large-scale biological data sets, known as -omics data, resulting in the proceeding of the -omics century in biomedical sciences. Thereby, the present study critically reviews novel and noninvasive biomarkers that are based on -omics approaches from 2020 onward. The findings reveal that biomarkers identified based on genomics, epigenomics, transcriptomics, proteomics, and metabolomics are potentially able to diagnose endometriosis, predict prognosis, and stage patients, and potentially, in the near future, a multi-panel of these biomarkers will generate clinical benefits.

子宫内膜异位症是一种神秘的慢性疾病,尽管是良性的,但被认为是一种使人衰弱的疾病。在全球范围内,这种妇科疾病影响了高达10%的育龄女性,影响了近1.9亿人。子宫内膜异位症的发生与多种遗传和环境因素有关,因此子宫内膜异位的病理生理学和病因尚不清楚。该疾病病因的不确定性及其复杂性以及非特异性症状导致了对患者的误诊或缺乏诊断。活检和腹腔镜检查被认为是子宫内膜异位症诊断的金标准。然而,手术的侵入性、无病女性不必要的手术以及诊断的可靠性对该领域经验的依赖性被认为是最显著的局限性。因此,不断的研究试图提供一种无创和可靠的方法。现代技术的最新进展导致了大规模生物数据集的产生,称为组学数据,从而推动了生物医学的组学世纪。因此,本研究批判性地回顾了2020年以后基于组学方法的新的非侵入性生物标志物。研究结果表明,基于基因组学、表观基因组学、转录组学、蛋白质组学和代谢组学鉴定的生物标志物有可能诊断子宫内膜异位症、预测预后和分期患者,并且在不久的将来,这些生物标志物的多组将产生临床益处。
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引用次数: 0
Current iron therapy in the light of regulation, intestinal microbiome, and toxicity: are we prescribing too much iron? 从调节、肠道微生物组和毒性角度看当前的铁疗法:我们是否开出了过多的铁?
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-04-12 DOI: 10.1080/10408363.2024.2331477
Anaëlle L. Dentand, Morton G. Schubert, Pierre-Alexandre Krayenbuehl
Iron deficiency is a widespread global health concern with varying prevalence rates across different regions. In developing countries, scarcity of food and chronic infections contribute to iron def...
缺铁是全球普遍关注的健康问题,不同地区的发病率各不相同。在发展中国家,食物匮乏和慢性感染导致铁缺乏症。
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引用次数: 0
The European Organisation of External Quality Assurance Providers in Laboratory Medicine (EQALM) Statement: guidelines for publishing about interlaboratory comparison studies (PubILC) 欧洲实验室医学外部质量保证提供者组织(EQALM)声明:实验室间比对研究(PubILC)发布指南
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-04-04 DOI: 10.1080/10408363.2024.2335202
Christoph Buchta, Gro Gidske, Gitte M. Henriksen, Tony Badrick, on behalf of the European Organisation of External Quality Assurance Providers in Laboratory Medicine (EQALM)
Data and results from interlaboratory comparison (ILC) studies, external quality assessment (EQA) and proficiency testing (PT) activities are important and valuable contributions both to the furthe...
实验室间比对(ILC)研究、外部质量评估(EQA)和能力验证(PT)活动的数据和结果对于进一步提高实验室的能力和质量都具有重要而宝贵的贡献。
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引用次数: 0
Implementation of pharmacogenomics testing for precision medicine. 精准医学药物基因组学测试的实施。
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-03-01 Epub Date: 2023-09-30 DOI: 10.1080/10408363.2023.2255279
Anastasia L Gant Kanegusuku, Clarence W Chan, Peter H O'Donnell, Kiang-Teck J Yeo

Great strides have been made in the past decade to lower barriers to clinical pharmacogenomics implementation. Nevertheless, PGx consultation prior to prescribing therapeutics is not yet mainstream. This review addresses the current climate surrounding PGx implementation, focusing primarily on strategies for implementation at academic institutions, particularly at The University of Chicago, and provides an up-to-date guide of resources supporting the development of PGx programs. Remaining challenges and recent strategies for overcoming these challenges to implementation are discussed.

在过去的十年里,在降低临床药物基因组学实施的障碍方面取得了长足的进步。尽管如此,在开具治疗处方之前进行PGx咨询还不是主流。这篇综述探讨了当前围绕PGx实施的气候,主要关注学术机构,特别是芝加哥大学的实施策略,并提供了支持PGx项目开发的最新资源指南。讨论了剩余的挑战以及克服这些执行挑战的最新战略。
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引用次数: 0
Emerging applications of machine learning in genomic medicine and healthcare. 机器学习在基因组医学和医疗保健中的新兴应用。
IF 1 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-03-01 Epub Date: 2023-10-10 DOI: 10.1080/10408363.2023.2259466
Narjice Chafai, Luigi Bonizzi, Sara Botti, Bouabid Badaoui

The integration of artificial intelligence technologies has propelled the progress of clinical and genomic medicine in recent years. The significant increase in computing power has facilitated the ability of artificial intelligence models to analyze and extract features from extensive medical data and images, thereby contributing to the advancement of intelligent diagnostic tools. Artificial intelligence (AI) models have been utilized in the field of personalized medicine to integrate clinical data and genomic information of patients. This integration allows for the identification of customized treatment recommendations, ultimately leading to enhanced patient outcomes. Notwithstanding the notable advancements, the application of artificial intelligence (AI) in the field of medicine is impeded by various obstacles such as the limited availability of clinical and genomic data, the diversity of datasets, ethical implications, and the inconclusive interpretation of AI models' results. In this review, a comprehensive evaluation of multiple machine learning algorithms utilized in the fields of clinical and genomic medicine is conducted. Furthermore, we present an overview of the implementation of artificial intelligence (AI) in the fields of clinical medicine, drug discovery, and genomic medicine. Finally, a number of constraints pertaining to the implementation of artificial intelligence within the healthcare industry are examined.

近年来,人工智能技术的融合推动了临床和基因组医学的进步。计算能力的显著提高促进了人工智能模型从大量医学数据和图像中分析和提取特征的能力,从而有助于智能诊断工具的进步。人工智能(AI)模型已被用于个性化医学领域,以整合患者的临床数据和基因组信息。这种集成可以确定定制的治疗建议,最终提高患者的治疗效果。尽管取得了显著进展,但人工智能在医学领域的应用仍受到各种障碍的阻碍,如临床和基因组数据的有限可用性、数据集的多样性、伦理影响以及对人工智能模型结果的不确定解释。在这篇综述中,对临床和基因组医学领域中使用的多种机器学习算法进行了全面评估。此外,我们还概述了人工智能在临床医学、药物发现和基因组医学领域的应用。最后,研究了在医疗保健行业中实施人工智能的一些限制因素。
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引用次数: 0
期刊
Critical reviews in clinical laboratory sciences
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