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Patterning of the antero-ventral mammalian brain: Lessons from holoprosencephaly comparative biology in man and mouse. 哺乳动物前-腹侧脑的模式:来自人和小鼠前脑畸形比较生物学的教训。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-07-01 Epub Date: 2022-02-08 DOI: 10.1002/wsbm.1552
Kristen S Barratt, Kyle A Drover, Zoe M Thomas, Ruth M Arkell

Adult form and function are dependent upon the activity of specialized signaling centers that act early in development at the embryonic midline. These centers instruct the surrounding cells to adopt a positional fate and to form the patterned structures of the phylotypic embryo. Abnormalities in these processes have devastating consequences for the individual, as exemplified by holoprosencephaly in which anterior midline development fails, leading to structural defects of the brain and/or face. In the 25 years since the first association between human holoprosencephaly and the sonic hedgehog gene, a combination of human and animal genetic studies have enhanced our understanding of the genetic and embryonic causation of this congenital defect. Comparative biology has extended the holoprosencephaly network via the inclusion of gene mutations from multiple signaling pathways known to be required for anterior midline formation. It has also clarified aspects of holoprosencephaly causation, showing that it arises when a deleterious variant is present within a permissive genome, and that environmental factors, as well as embryonic stochasticity, influence the phenotypic outcome of the variant. More than two decades of research can now be distilled into a framework of embryonic and genetic causation. This framework means we are poised to move beyond our current understanding of variants in signaling pathway molecules. The challenges now at the forefront of holoprosencephaly research include deciphering how the mutation of genes involved in basic cell processes can also cause holoprosencephaly, determining the important constituents of the holoprosencephaly permissive genome, and identifying environmental compounds that promote holoprosencephaly. This article is categorized under: Congenital Diseases > Stem Cells and Development Congenital Diseases > Genetics/Genomics/Epigenetics Congenital Diseases > Molecular and Cellular Physiology Congenital Diseases > Environmental Factors.

成体的形态和功能依赖于在胚胎中线发育早期起作用的特殊信号中心的活动。这些中心指示周围的细胞采用位置命运,形成系统型胚胎的模式结构。这些过程的异常会对个体造成毁灭性的后果,如前脑前脑畸形,前脑中线发育失败,导致大脑和/或面部的结构缺陷。自人类前脑畸形与超音刺猬基因首次关联以来的25年里,人类和动物遗传学研究的结合增强了我们对这种先天性缺陷的遗传和胚胎病因的理解。比较生物学通过将前脑中线形成所需的多种信号通路中的基因突变纳入其中,扩展了前脑无裂畸形网络。该研究还澄清了前脑畸形成因的各个方面,表明当有害变异存在于允许的基因组中时,环境因素以及胚胎随机性会影响变异的表型结果。二十多年来的研究现在可以提炼成一个胚胎和遗传因果关系的框架。这个框架意味着我们准备超越我们目前对信号通路分子变异的理解。目前,前脑畸形研究的前沿挑战包括:破译参与基本细胞过程的基因突变如何导致前脑畸形,确定前脑畸形允许基因组的重要成分,以及识别促进前脑畸形的环境化合物。本文分类如下:先天性疾病>干细胞与发育先天性疾病>遗传学/基因组学/表观遗传学先天性疾病>分子与细胞生理学先天性疾病>环境因素。
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引用次数: 3
The role of gut microbiota in infectious diseases. 肠道菌群在感染性疾病中的作用。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-07-01 Epub Date: 2022-01-02 DOI: 10.1002/wsbm.1551
Yongjie Cai, Lingming Chen, Sien Zhang, Lingchan Zeng, Gucheng Zeng

The intestine, the largest immune organ in the human body, harbors approximately 1013 microorganisms, including bacteria, fungi, viruses, and other unknown microbes. The intestine is a most important crosstalk anatomic structure between the first (the host) and second (the microorganisms) genomes. The imbalance of the intestinal microecology, especially dysbiosis of the composition, structure, and function of gut microbiota, is linked to human diseases. In this review, we investigated the roles and underlying mechanisms of gut microecology in the development, progression, and prognosis of infectious diseases. Furthermore, we discussed potential new strategies of prevention and treatment for infectious diseases based on manipulating the composition, structure, and function of intestinal microorganisms in the future. This article is categorized under: Infectious Diseases > Molecular and Cellular Physiology.

肠道是人体最大的免疫器官,大约有1013种微生物,包括细菌、真菌、病毒和其他未知微生物。肠道是第一基因组(宿主)和第二基因组(微生物)之间最重要的串扰解剖结构。肠道微生态的失衡,特别是肠道菌群组成、结构和功能的失调,与人类疾病有关。在这篇综述中,我们探讨了肠道微生态在感染性疾病的发生、发展和预后中的作用和潜在机制。此外,我们还讨论了未来基于控制肠道微生物的组成、结构和功能的预防和治疗传染病的潜在新策略。本文分类为:感染性疾病>分子与细胞生理学。
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引用次数: 3
Leptomeningeal anastomoses: Mechanisms of pial collateral remodeling in ischemic stroke. 脑脊膜吻合术:缺血性脑卒中时枕侧支重构的机制。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-07-01 Epub Date: 2022-02-03 DOI: 10.1002/wsbm.1553
Alexandra M Kaloss, Michelle H Theus

Arterial collateralization, as determined by leptomeningeal anastomoses or pial collateral vessels, is a well-established vital player in cerebral blood flow restoration and neurological recovery from ischemic stroke. A secondary network of cerebral collateral circulation apart from the Circle of Willis, exist as remnants of arteriole development that connect the distal arteries in the pia mater. Recent interest lies in understanding the cellular and molecular adaptations that control the growth and remodeling, or arteriogenesis, of these pre-existing collateral vessels. New findings from both animal models and human studies of ischemic stroke suggest a multi-factorial and complex, temporospatial interplay of endothelium, immune and vessel-associated cell interactions may work in concert to facilitate or thwart arteriogenesis. These valuable reports may provide critical insight into potential predictors of the pial collateral response in patients with large vessel occlusion and may aid in therapeutics to enhance collateral function and improve recovery from stroke. This article is categorized under: Neurological Diseases > Molecular and Cellular Physiology.

动脉侧支是由脑膜侧支血管或脑脊膜侧支血管吻合决定的,在缺血性脑卒中后脑血流恢复和神经系统恢复中发挥着重要作用。除威利斯圈外,脑侧支循环的次级网络作为连接脑膜远端动脉的小动脉发育的残余物存在。最近的兴趣在于了解控制这些预先存在的侧支血管的生长和重塑或动脉发生的细胞和分子适应。动物模型和人类缺血性中风研究的新发现表明,内皮、免疫和血管相关细胞相互作用的多因素和复杂的时空相互作用可能协同促进或阻碍动脉发生。这些有价值的报告可能为大血管闭塞患者的枢轴侧支反应的潜在预测因素提供重要的见解,并可能有助于提高侧枝功能和改善卒中恢复的治疗方法。本文分类为:神经系统疾病>分子与细胞生理学。
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引用次数: 5
Transition to extrauterine life and the modeling of perinatal asphyxia in rats. 大鼠向宫外生活的过渡和围产期窒息的建模。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-06-16 DOI: 10.1002/wsbm.1568
M. Ortiz, F. Loidl, Pablo Vázquez-Borsetti
Generation of murine models for the study of birth-related pathologies has proven to be a complex and controversial problem. Differences in the relative timing of developmental events of both species have led some researchers to suggest that the rat is born comparatively less developed than the human. The solution proposed to this problem would consist in the delay of the experiments of perinatal asphyxia (PA), usually up to 7-10 days, allowing developmental levels to "equalize" with the human at birth. This solution generates a new set of problems. The developmental milestones in both species follow a divergent temporal pattern. Increasing the age of the rat not only can improve resemblance with humans but also will make the model miss a crucial set of milestones related to birth. During this process, there are specific mechanisms to protect the fetus from neuronal damage, especially those caused by asphyxia. These factors are not present in models where the asphyxia is delayed. In these models, there will be more false positives and more damage that would not be present in humans exposed to PA. This article is categorized under: Cancer > Stem Cells and Development Congenital Diseases > Environmental Factors Neurological Diseases > Environmental Factors.
用于研究出生相关病理的小鼠模型的生成已被证明是一个复杂且有争议的问题。两个物种发育事件相对时间的差异导致一些研究人员认为,大鼠出生时的发育程度相对低于人类。对这个问题提出的解决方案是推迟围产期窒息(PA)的实验,通常推迟7-10 天,使发育水平与出生时的人类“持平”。这个解决方案产生了一组新的问题。两个物种的发育里程碑遵循不同的时间模式。增加大鼠的年龄不仅可以改善与人类的相似性,而且会使模型错过与出生相关的一系列关键里程碑。在这个过程中,有特定的机制可以保护胎儿免受神经元损伤,尤其是窒息引起的神经元损伤。这些因素在窒息延迟的模型中并不存在。在这些模型中,暴露于PA的人类将出现更多的假阳性和更多的损伤。本文分类为:癌症>干细胞和发育先天性疾病>环境因素神经疾病>环境因子。
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引用次数: 1
Energy metabolism in mammalian sperm motility. 哺乳动物精子运动中的能量代谢。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-06-09 DOI: 10.1002/wsbm.1569
A. Amaral
Mammalian sperm, the only cells that achieve their purpose outside their organism of origin, have to swim vigorously within the female reproductive tract to reach an oocyte. Flagellar dyneins drive sperm motility, which accounts for the consumption of high amounts of ATP. The two main ATP-producing metabolic pathways are compartmentalized in sperm: oxidative phosphorylation in the midpiece and glycolysis in the principal piece. The relative preponderance of these pathways has been discussed for decades (the so-called sperm energy debate). The debate has been muddled by species-specific variances and by technical constraints. But recent findings suggest that sperm from most mammalian species employ a versatile metabolic strategy to maintain motility according to the physiological environment. Different metabolic pathways likely coordinate by using exogenous and/or endogenous substrates in order to produce ATP efficiently. Defects in any of these pathways (glycolysis, mitochondrial oxidative phosphorylation, Krebs cycle, fatty acids oxidation, and ketone bodies oxidation, among others) may disturb sperm motility and be at the origin of male infertility. Understanding sperm bioenergetics is thus crucial for building new diagnostic tools, and for the development of treatments for patients presenting with low sperm motility. Some of these patients may benefit from personalized metabolic supplementations and dietary interventions. This article is categorized under: Reproductive System Diseases > Molecular and Cellular Physiology.
哺乳动物精子是唯一在其起源生物体外达到其目的的细胞,必须在雌性生殖道内剧烈游动才能到达卵母细胞。鞭毛动力蛋白驱动精子运动,这是消耗大量ATP的原因。精子中产生ATP的两种主要代谢途径是分区的:中段的氧化磷酸化和主要部分的糖酵解。这些途径的相对优势已经讨论了几十年(所谓的精子能量辩论)。由于物种差异和技术限制,这场争论一直被搅乱。但最近的研究结果表明,大多数哺乳动物的精子根据生理环境采用多种代谢策略来保持活力。不同的代谢途径可能通过使用外源和/或内源性底物来协调,以便有效地产生ATP。这些途径中的任何一种(糖酵解、线粒体氧化磷酸化、克雷布斯循环、脂肪酸氧化和酮体氧化等)的缺陷都可能干扰精子运动,是男性不育的根源。因此,了解精子生物能量学对于构建新的诊断工具和开发精子活力低下患者的治疗方法至关重要。其中一些患者可能受益于个性化的代谢补充和饮食干预。本文分类在:生殖系统疾病>分子和细胞生理学。
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引用次数: 17
From infection to repair: Understanding the workings of our innate immune cells. 从感染到修复:了解我们先天免疫细胞的工作原理。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-06-08 DOI: 10.1002/wsbm.1567
Martin Mawhinney, Amelia Kulle, Ajitha Thanabalasuriar
In a world filled with microbes, some posing a threat to our body, our immune system is key to living a healthy life. The innate immune system is made of various cell types that act to guard our bodies. Unlike the adaptive immune system that has a specific response, our innate immune system encompasses cells that elicit unspecific immune responses, triggered whenever the right signals are detected. Our understanding of immunity started with the concept of our immune system only responding to "nonself" like the pathogens that invade our body. However, over the past few decades, we have learned that the immune system is more than an on/off switch that recognizes nonself. The innate immune system regularly patrols our bodies for pathogens and tissue damage. Our innate immune system not only seeks to resolve infection but also repair tissue injury, through phagocytosing debris and initiating the release of growth factors. Recently, we are starting to see that it is not just recognizing danger, our innate immune system plays a crucial role in repair. Innate immune cells phenotypically change during repair. In the context of severe injury or trauma, our innate immune system is modified quite drastically to help repair, resulting in reduced infection control. Moreover, these changes in immune cell function can be modified by sex as a biological variable. From past to present, in this overview, we provide a summary of the innate immune cells and pathways in infection and tissue repair. This article is categorized under: Immune System Diseases > Molecular and Cellular Physiology.
在一个充满微生物的世界里,有些微生物对我们的身体构成威胁,我们的免疫系统是健康生活的关键。先天免疫系统是由各种类型的细胞组成的,它们起着保护我们身体的作用。与具有特定反应的适应性免疫系统不同,我们的先天免疫系统包含引发非特异性免疫反应的细胞,只要检测到正确的信号,就会触发这些反应。我们对免疫的理解始于我们的免疫系统只对入侵我们身体的病原体等“非自我”做出反应的概念。然而,在过去的几十年里,我们已经了解到免疫系统不仅仅是一个识别非自我的开关。先天免疫系统定期巡逻我们的身体,寻找病原体和组织损伤。我们的先天免疫系统不仅寻求解决感染,还通过吞噬碎片和启动生长因子的释放来修复组织损伤。最近,我们开始看到,这不仅仅是识别危险,我们的先天免疫系统在修复中发挥着至关重要的作用。先天免疫细胞在修复过程中发生表型变化。在严重损伤或创伤的情况下,我们的先天免疫系统会发生很大的变化,以帮助修复,从而降低感染控制。此外,免疫细胞功能的这些变化可以通过性别作为一个生物学变量来改变。从过去到现在,在这篇综述中,我们总结了先天免疫细胞以及感染和组织修复的途径。本文分类在:免疫系统疾病>分子和细胞生理学。
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引用次数: 1
Understanding astrocyte differentiation: Clinical relevance, technical challenges, and new opportunities in the omics era 了解星形胶质细胞分化:临床相关性、技术挑战和组学时代的新机遇
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-05-12 DOI: 10.1002/wsbm.1557
M. Lattke, F. Guillemot
Abstract Astrocytes are a major type of glial cells that have essential functions in development and homeostasis of the central nervous system (CNS). Immature astrocytes in the developing CNS support neuronal maturation and possess neural‐stem‐cell‐like properties. Mature astrocytes partially lose these functions but gain new functions essential for adult CNS homeostasis. In pathological conditions, astrocytes become “reactive”, which disrupts their mature homeostatic functions and reactivates some immature astrocyte‐like properties, suggesting a partial reversal of astrocyte maturation. The loss of homeostatic astrocyte functions contributes to the pathogenesis of various neurological conditions, and therefore activating maturation‐promoting mechanisms may be a promising therapeutic strategy to restore homeostasis. Manipulating the mechanisms underlying astrocyte maturation might also allow to facilitate CNS regeneration by enhancing developmental functions of adult astrocytes. However, such therapeutic strategies are still some distance away because of our limited understanding of astrocyte differentiation and maturation, due to biological and technical challenges, including the high degree of similarity of astrocytes with neural stem cells and the shortcomings of astrocyte markers. Current advances in systems biology have a huge potential to overcome these challenges. Recent transcriptomic analyses have already revealed new astrocyte markers and new regulators of astrocyte differentiation. However, the epigenomic changes that presumably occur during astrocyte differentiation remain an important, largely unexplored area for future research. Emerging technologies such as CRISPR/Cas9‐based functional screens will further improve our understanding of the mechanisms underlying astrocyte differentiation. This may open up new clinical approaches to restore homeostasis in neurological disorders and/or promote CNS regeneration. This article is categorized under: Neurological Diseases > Genetics/Genomics/Epigenetics Neurological Diseases > Stem Cells and Development Neurological Diseases > Molecular and Cellular Physiology
摘要星形胶质细胞是一种主要类型的神经胶质细胞,在中枢神经系统(CNS)的发育和稳态中具有重要功能。发育中的中枢神经系统中的未成熟星形胶质细胞支持神经元成熟,并具有神经干细胞样特性。成熟的星形胶质细胞部分失去这些功能,但获得了对成人中枢神经系统稳态至关重要的新功能。在病理条件下,星形胶质细胞变得“反应性”,破坏其成熟的稳态功能,并重新激活一些未成熟的星形胶质细胞样特性,这表明星形胶质细胞成熟的部分逆转。稳态星形胶质细胞功能的丧失有助于各种神经疾病的发病机制,因此激活成熟促进机制可能是恢复稳态的一种有前途的治疗策略。操纵星形胶质细胞成熟的机制也可能通过增强成年星形胶质细胞的发育功能来促进中枢神经系统再生。然而,由于生物学和技术挑战,包括星形胶质细胞与神经干细胞的高度相似性以及星形胶质细胞标记物的缺点,我们对星形胶质细胞分化和成熟的了解有限,因此这种治疗策略还有一段距离。当前系统生物学的进步具有克服这些挑战的巨大潜力。最近的转录组学分析已经揭示了新的星形胶质细胞标志物和星形胶质细胞分化的新调节因子。然而,星形胶质细胞分化过程中可能发生的表观基因组变化仍然是未来研究的一个重要领域,在很大程度上尚未探索。基于CRISPR/Cas9的功能筛选等新兴技术将进一步提高我们对星形胶质细胞分化机制的理解。这可能为恢复神经系统疾病的稳态和/或促进中枢神经系统再生开辟新的临床途径。本文分类如下:神经疾病>遗传学/基因组学/表观遗传学神经疾病>干细胞与发育神经疾病>分子和细胞生理学
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引用次数: 5
Complement and microglia dependent synapse elimination in brain development. 大脑发育中补体和小胶质细胞依赖的突触消除。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-05-01 DOI: 10.1002/wsbm.1545
Breeanne M Soteros, Gek Ming Sia

Synapse elimination, also known as synaptic pruning, is a critical step in the maturation of neural circuits during brain development. Mounting evidence indicates that the complement cascade of the innate immune system plays an important role in synapse elimination. Studies indicate that excess synapses during development are opsonized by complement proteins and subsequently phagocytosed by microglia which expresses complement receptors. The process is regulated by diverse molecular signals, including complement inhibitors that affect the activation of complement, as well as signals that affect microglial recruitment and activation. These signals may promote or inhibit the removal of specific sets of synapses during development. The complement-microglia system has also been implicated in the pathogenesis of several developmental brain disorders, suggesting that the dysregulation of mechanisms of synapse pruning may underlie the specific circuitry defects in these diseases. Here, we review the latest evidence on the molecular and cellular mechanisms of complement-dependent and microglia-dependent synapse elimination during brain development, and highlight the potential of this system as a therapeutic target for developmental brain disorders. This article is categorized under: Neurological Diseases > Molecular and Cellular Physiology Neurological Diseases > Stem Cells and Development Immune System Diseases > Molecular and Cellular Physiology.

突触消除,也被称为突触修剪,是大脑发育过程中神经回路成熟的关键步骤。越来越多的证据表明,先天免疫系统的补体级联在突触消除中起重要作用。研究表明,发育过程中过量的突触被补体蛋白活化,随后被表达补体受体的小胶质细胞吞噬。这一过程受到多种分子信号的调控,包括影响补体激活的补体抑制剂,以及影响小胶质细胞募集和激活的信号。这些信号可能促进或抑制发育过程中特定突触的移除。补体-小胶质细胞系统也与几种发育性脑疾病的发病机制有关,这表明突触修剪机制的失调可能是这些疾病中特定回路缺陷的基础。在这里,我们回顾了补体依赖性和小胶质细胞依赖性突触消除在大脑发育过程中的分子和细胞机制的最新证据,并强调了该系统作为发展性脑疾病治疗靶点的潜力。本文分类如下:神经系统疾病>分子与细胞生理学>干细胞与发育免疫系统疾病>分子与细胞生理学。
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引用次数: 8
Modeling cholesterol metabolism and atherosclerosis. 模拟胆固醇代谢和动脉粥样硬化。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-05-01 Epub Date: 2021-12-20 DOI: 10.1002/wsbm.1546
Mark Tomás Mc Auley

Atherosclerotic cardiovascular disease (ASCVD) is the leading cause of morbidity and mortality among Western populations. Many risk factors have been identified for ASCVD; however, elevated low-density lipoprotein cholesterol (LDL-C) remains the gold standard. Cholesterol metabolism at the cellular and whole-body level is maintained by an array of interacting components. These regulatory mechanisms have complex behavior. Likewise, the mechanisms which underpin atherogenesis are nontrivial and multifaceted. To help overcome the challenge of investigating these processes mathematical modeling, which is a core constituent of the systems biology paradigm has played a pivotal role in deciphering their dynamics. In so doing models have revealed new insights about the key drivers of ASCVD. The aim of this review is fourfold; to provide an overview of cholesterol metabolism and atherosclerosis, to briefly introduce mathematical approaches used in this field, to critically discuss models of cholesterol metabolism and atherosclerosis, and to highlight areas where mathematical modeling could help to investigate in the future. This article is categorized under: Cardiovascular Diseases > Computational Models.

动脉粥样硬化性心血管疾病(ASCVD)是西方人群发病率和死亡率的主要原因。许多ASCVD的危险因素已被确定;然而,低密度脂蛋白胆固醇(LDL-C)升高仍然是金标准。细胞和全身水平的胆固醇代谢是由一系列相互作用的成分维持的。这些调节机制具有复杂的行为。同样,支持动脉粥样硬化形成的机制是重要的和多方面的。为了帮助克服研究这些过程的挑战,数学建模是系统生物学范式的核心组成部分,在破译它们的动力学方面发挥了关键作用。在此过程中,模型揭示了关于ASCVD关键驱动因素的新见解。本综述的目的有四个方面;概述胆固醇代谢和动脉粥样硬化,简要介绍该领域使用的数学方法,批判性地讨论胆固醇代谢和动脉粥样硬化模型,并强调数学建模可以帮助未来研究的领域。本文分类为:心血管疾病>计算模型。
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引用次数: 7
Explainable deep learning in healthcare: A methodological survey from an attribution view. 医疗保健中可解释的深度学习:归因视角下的方法学调查。
IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2022-05-01 Epub Date: 2022-01-17 DOI: 10.1002/wsbm.1548
Di Jin, Elena Sergeeva, Wei-Hung Weng, Geeticka Chauhan, Peter Szolovits

The increasing availability of large collections of electronic health record (EHR) data and unprecedented technical advances in deep learning (DL) have sparked a surge of research interest in developing DL based clinical decision support systems for diagnosis, prognosis, and treatment. Despite the recognition of the value of deep learning in healthcare, impediments to further adoption in real healthcare settings remain due to the black-box nature of DL. Therefore, there is an emerging need for interpretable DL, which allows end users to evaluate the model decision making to know whether to accept or reject predictions and recommendations before an action is taken. In this review, we focus on the interpretability of the DL models in healthcare. We start by introducing the methods for interpretability in depth and comprehensively as a methodological reference for future researchers or clinical practitioners in this field. Besides the methods' details, we also include a discussion of advantages and disadvantages of these methods and which scenarios each of them is suitable for, so that interested readers can know how to compare and choose among them for use. Moreover, we discuss how these methods, originally developed for solving general-domain problems, have been adapted and applied to healthcare problems and how they can help physicians better understand these data-driven technologies. Overall, we hope this survey can help researchers and practitioners in both artificial intelligence and clinical fields understand what methods we have for enhancing the interpretability of their DL models and choose the optimal one accordingly. This article is categorized under: Cancer > Computational Models.

电子健康记录(EHR)数据的大量收集和深度学习(DL)前所未有的技术进步,引发了开发基于深度学习的诊断、预后和治疗临床决策支持系统的研究兴趣激增。尽管人们认识到深度学习在医疗保健中的价值,但由于深度学习的黑箱性质,在实际医疗保健环境中进一步采用深度学习仍然存在障碍。因此,出现了对可解释深度学习的需求,它允许最终用户评估模型决策制定,以便在采取行动之前了解是否接受或拒绝预测和建议。在这篇综述中,我们关注的是医疗保健中深度学习模型的可解释性。首先,我们将深入全面地介绍可解释性的研究方法,为未来的研究人员或临床实践者提供方法上的参考。除了这些方法的细节外,我们还讨论了这些方法的优缺点以及每种方法适合哪些场景,以便有兴趣的读者了解如何比较和选择使用它们。此外,我们还讨论了这些最初为解决一般领域问题而开发的方法如何被适应并应用于医疗保健问题,以及它们如何帮助医生更好地理解这些数据驱动的技术。总的来说,我们希望这项调查可以帮助人工智能和临床领域的研究人员和从业者了解我们有哪些方法可以提高他们的深度学习模型的可解释性,并相应地选择最佳的方法。本文分类如下:癌症>计算模型。
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引用次数: 17
期刊
WIREs Mechanisms of Disease
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