Connectivity

连通性
  • 文章类型: Journal Article
    难治性抑郁症是严重抑郁症的一种严重形式,深部脑刺激目前是一种研究性治疗方法。刺激的治疗效果可以通过刺激区域和其他大脑区域之间的功能和结构连接来解释。或者与抑郁症相关的网络。在这个纵向,回顾性研究,我们中心的4例女性难治性抑郁症患者被植入伏隔核区进行刺激.我们分析了刺激区域的结构和功能连通性:通过概率纤维束成像研究了结构连通性;通过结合患者特定的刺激体积和规范的功能连接体来估计功能连通性。然后将这些结构和功能连接谱与四个临床结果评分相关。在1年的随访中,缓解率为66%。在缓解期最长的患者中,我们观察到与Brodmann25区的结构连接一致。功能连接分析导致患者特定的R图,描述与该患者症状改善显着相关的大脑区域。尤其是前额叶皮层.但是连通性分析在不同患者中混合,要求在更大的队列和更长的时间段内进行确认。
    Treatment-resistant depression is a severe form of major depressive disorder and deep brain stimulation is currently an investigational treatment. The stimulation\'s therapeutic effect may be explained through the functional and structural connectivities between the stimulated area and other brain regions, or to depression-associated networks. In this longitudinal, retrospective study, four female patients with treatment-resistant depression were implanted for stimulation in the nucleus accumbens area at our center. We analyzed the structural and functional connectivity of the stimulation area: the structural connectivity was investigated with probabilistic tractography; the functional connectivity was estimated by combining patient-specific stimulation volumes and a normative functional connectome. These structural and functional connectivity profiles were then related to four clinical outcome scores. At 1-year follow-up, the remission rate was 66%. We observed a consistent structural connectivity to Brodmann area 25 in the patient with the longest remission phase. The functional connectivity analysis resulted in patient-specific R-maps describing brain areas significantly correlated with symptom improvement in this patient, notably the prefrontal cortex. But the connectivity analysis was mixed across patients, calling for confirmation in a larger cohort and over longer time periods.
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  • 文章类型: Case Reports
    带状疱疹后神经痛(PHN)发展的确切机制尚不清楚。这项研究的目的是评估急性带状疱疹(HZ)患者的神经影像学病例系列中的纵向功能连接(FC)变化。病例:本研究包括5例有HZ症状的患者。在登记和3个月时进行功能磁共振成像以确定FC变化。五个病人中,三个开发PHN。在PHN科目中,左额上回(SFG)和右额下回(IFG)的FC被激活。已知左SFG有助于更高的认知功能和工作记忆。正确的IFG与疼痛处理和对疼痛的同情有关。结论:虽然只有少数患者参加了这项研究,PHN可能会受到疼痛本身的影响,以及疼痛记忆和心理方面,如对疼痛的同情。
    The exact mechanism involved in the development of postherpetic neuralgia (PHN) is not yet known. The objective of this study was to evaluate longitudinal functional connectivity (FC) changes in the neuroimaging case series of patients with acute herpes zoster (HZ). Cases: This study included five patients who had symptoms of HZ. Functional magnetic resonance imaging was conducted at enrollment and 3 months to determine FC changes. Of the five patients, three developed PHN. In the PHN subjects, the FC of the left superior frontal gyrus (SFG) and the right inferior frontal gyrus (IFG) were activated. The left SFG is known to contribute to higher cognitive functions and working memory. The right IFG is associated with pain processing and empathy for pain. Conclusions: Although only a few patients were enrolled in this study, the PHN could be affected by pain itself, as well as pain memory and psychological aspects such as empathy for pain.
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  • 文章类型: Case Reports
    广场恐惧症是一种视觉前庭空间障碍,可能涉及前庭网络功能障碍,包括岛叶和边缘皮层.我们试图研究在手术切除位于右顶叶的高级别神经胶质瘤后出现广场恐惧症的个体中这种疾病的神经相关性,通过评估手术前后前庭网络的连通性。该患者接受了位于右脑上回的神经胶质瘤的手术切除。切除还对上顶叶和下顶叶的部分感兴趣。手术前和术后5个月和7个月通过磁共振成像评估结构和功能连通性。连通性分析集中于包括与前庭皮质相关的142个感兴趣的球形区域(4毫米半径)的网络:左侧77个,右侧65个(不包括病变区域)。计算了每对区域的扩散加权结构数据的迹线图以及功能静息状态数据的时间序列之间的相关性,以构建加权连接矩阵。图论被用来评估手术后网络测量的变化,比如力量,聚类系数,本地效率。手术后的结构连接体显示出保留的腹上回(PFcm)和右颞中回(37dl)的高阶视觉运动区域的强度降低,边缘几个区域的聚类系数和局部效率的降低,岛叶皮层,顶叶和额叶皮质,指示前庭网络的一般断开。功能连通性分析表明,连通性指标都有所下降,主要在高阶视觉区域和顶叶皮层,以及连通性指标的增加,主要是在precuneus,顶叶和额叶,边缘,和岛状皮层。前庭网络的这种手术后重组与视觉前庭空间信息的改变处理兼容,产生广场恐惧症症状.具体来说,前岛和扣带皮质的聚集系数和局部效率的术后功能增加可能表明这些区域在前庭网络中的作用更为主要。这可以预测恐惧症的恐惧和避免行为。
    Agoraphobia is a visuo-vestibular-spatial disorder that may involve dysfunction of the vestibular network, which includes the insular and limbic cortex. We sought to study the neural correlates of this disorder in an individual who developed agoraphobia after surgical removal of a high-grade glioma located in the right parietal lobe, by assessing pre- and post-surgery connectivities in the vestibular network. The patient underwent surgical resection of the glioma located within the right supramarginal gyrus. The resection interested also portions of the superior and inferior parietal lobe. Structural and functional connectivities were assessed through magnetic resonance imaging before and 5 and 7 months after surgery. Connectivity analyses focused on a network comprising 142 spherical regions of interest (4 mm radius) associated with the vestibular cortex: 77 in the left and 65 in the right hemisphere (excluding lesioned regions). Tractography for diffusion-weighted structural data and correlation between time series for functional resting-state data were calculated for each pair of regions in order to build weighted connectivity matrices. Graph theory was applied to assess post-surgery changes in network measures, such as strength, clustering coefficient, and local efficiency. Structural connectomes after surgery showed a decrease of strength in the preserved ventral portion of the supramarginal gyrus (PFcm) and in a high order visual motion area in the right middle temporal gyrus (37dl), and decrease of the clustering coefficient and of the local efficiency in several areas of the limbic, insular cortex, parietal and frontal cortex, indicating general disconnection of the vestibular network. Functional connectivity analysis showed both a decrease in connectivity metrics, mainly in high-order visual areas and in the parietal cortex, and an increase in connectivity metrics, mainly in the precuneus, parietal and frontal opercula, limbic, and insular cortex. This post-surgery reorganization of the vestibular network is compatible with altered processing of visuo-vestibular-spatial information, yielding agoraphobia symptoms. Specifically, post-surgical functional increases of clustering coefficient and local efficiency in the anterior insula and in the cingulate cortex might indicate a more predominant role of these areas within the vestibular network, which could be predictive of the fear and avoiding behavior characterizing agoraphobia.
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  • 文章类型: Case Reports
    与核医学系统的连通性研究在文献中很少。由于PET的时间分辨率低,尤其是SPECT成像,他们主要采用PET成像和组水平分析。我们目前的研究使用动态SPECT成像分析了个体水平的连通性,由360°CZT相机提供的改进的时间分辨率性能实现了这一点。我们介绍了一名80岁的男性,该男性因认知障碍而接受脑灌注SPECT成像,并使用360°CZT相机进行了动态SPECT采集(15帧×3s的时间采样,10帧×15秒,14帧×30秒),随后是15m的常规静态采集。通过种子相关性分析评估了功能SPECT连通性(fSPECT),并确定了5个众所周知的静息状态网络:执行,默认模式,感觉运动,显著性,和视觉网络。该病例报告支持fSPECT成像识别众所周知的静息状态网络的可行性。由于360°CZT相机的新颖特性,并为使用脑灌注SPECT成像开发更专用的功能连通性研究开辟了道路。
    Connectivity studies with nuclear medicine systems are scarce in literature. They mainly employ PET imaging and group level analyses due to the low temporal resolution of PET and especially SPECT imaging. Our current study analyses connectivity at an individual level using dynamic SPECT imaging, which has been enabled by the improved temporal resolution performances provided by the 360°CZT cameras. We present the case of an 80-year-old man referred for brain perfusion SPECT imaging for cognitive disorders for whom a dynamic SPECT acquisition was performed utilizing a 360°CZT camera (temporal sampling of 15 frames × 3 s, 10 frames × 15 s, 14 frames × 30 s), followed by a conventional static acquisition of 15 m. Functional SPECT connectivity (fSPECT) was assessed through a seed correlation analysis and 5 well-known resting-state networks were identified: the executive, the default mode, the sensory motor, the salience, and the visual networks. This case report supports the feasibility of fSPECT imaging to identify well known resting-state networks, thanks to the novel properties of a 360°CZT camera, and opens the way to the development of more dedicated functional connectivity studies using brain perfusion SPECT imaging.
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  • 文章类型: Journal Article
    香港是一个紧凑的城市,活动和旅行强度高。在过去的几十年里,安装了许多人行桥和地下通道,以减少城市道路上的行人与车辆冲突。然而,很少研究行人网络配置对行人撞车的影响。在香港,许多人行桥和地下通道连接到主要的交通枢纽和商业建筑开发项目,并成为大型高架和地下通道系统的一部分。表征这种复杂的行人网络具有挑战性。在这项研究中,应用三维数字地图来估计行人网络的连通性和可达性,从宏观层面衡量行人网络特征与行人安全的关系。因此,研究了行人天桥和地下通道对行人安全的影响。例如,综合建筑环境,行人网络,交通,事故数据汇总到379个网格(0.5公里×0.5公里)。然后,多变量泊松对数正态回归方法应用于对致命和严重伤害(FSI)和轻伤行人碰撞进行建模,未观察到的异质性的影响,空间相关性,并考虑了碰撞计数之间的相关性。结果表明,人口密度,交通量,徒步旅行,人行道密度,节点密度,每个人行道段的顶点数,巴士站,地铁出口,住宅区,商业区,政府和公用事业区域与行人撞车呈正相关。相比之下,平均坡度,行人天桥的可及性,地下通道的可及性,每个路段的十字路口数量与行人撞车事故呈负相关。换句话说,当行人天桥和地下通道更容易进入时,行人安全会得到改善。研究结果对行人网络的设计和规划具有重要意义,以提高步行性并提高行人安全性。
    Hong Kong is a compact city with high activity and travel intensity. In the past decades, many footbridges and underpasses were installed to reduce the pedestrian-vehicle conflicts on urban roads. However, it is rare that the effects of configuration of pedestrian network on pedestrian crashes are investigated. In Hong Kong, many footbridges and underpasses are connected to major transport hubs and commercial building development and become parts of giant elevated and underground walkway systems. It is challenging to characterize such a complicated pedestrian network. In this study, a three-dimensional digital map is applied to estimate the connectivity and accessibility of pedestrian network, and measure the relationship between pedestrian network characteristics and pedestrian safety at the macroscopic level. Hence, the effects of footbridge and underpass on pedestrian safety are examined. For example, comprehensive built environment, pedestrian network, traffic, and crash data are aggregated to 379 grids (0.5 km × 0.5 km). Then, multivariate Poisson lognormal regression approach is applied to model fatal and severe injury (FSI) and slight injury pedestrian crashes, with which the effects of unobserved heterogeneity, spatial correlation, and correlation between crash counts are accounted. Results indicate that population density, traffic volume, walking trip, footpath density, node density, number of vertices per footpath segment, bus stop, metro exit, residential area, commercial area, and government and utility area are positively associated with pedestrian crashes. In contrast, average gradient, accessibility of footbridge, accessibility of underpass, and number of crossings per road segment are negatively associated with pedestrian crashes. In other word, pedestrian safety would be improved when footbridge and underpass are more accessible. Findings have implications for the design and planning of pedestrian network to promote walkability and improve pedestrian safety.
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  • 文章类型: Journal Article
    尽管人口大幅下降,而且欧盟有针对性地制定了旨在保护安圭拉鳗鱼的法规,很少有人关注他们在最东端的地位。这项研究应用了大规模的综合监测来揭示塞浦路斯内陆淡水中当今鳗鱼的分布。这些都受到来自供水需求和大坝建设的不断增加的压力,在整个地中海都可以看到。我们对水样进行了环境DNA元编码,以确定A.anguilla在主要淡水流域的分布。此外,我们将其与10年的电捕/网捕数据一起呈现。还部署了避难所陷阱,以确定玻璃鳗鱼招募的时间。这些输出一起使用,除了对整个鱼类群落的了解和连接障碍,提供鳗鱼保护和政策见解。这项研究证实了A.anguilla在塞浦路斯内陆淡水中的存在,招聘发生在3月份。鳗鱼的分布限制在低海拔地区,与离海岸的距离和连接障碍呈负相关。许多连接障碍被确定,尽管在大坝上游的两个水库中发现了鳗鱼。整个鱼类群落因淡水栖息地类型而异。鳗鱼在塞浦路斯比以前想象的要广泛得多,但主要限于低地间歇性系统。这些发现为重新考虑鳗鱼管理计划的要求提供了依据。2020年收集的基于环境DNA的数据表明,“当前”鳗鱼分布代表了10年的调查趋势。这表明内陆淡水可能在A.anguilla的最东部范围内充当未实现的避难所。地中海淡水的保护工作应侧重于改善连通性,因此使鳗鱼能够进入内陆常年避难所。因此,减轻气候变化和越来越多的支离破碎的人为间歇性河流系统的影响。
    Despite significant population declines and targeted European Union regulations aimed at Anguilla anguilla conservation, little attention has been given to their status at their easternmost range. This study applies wide-scale integrated monitoring to uncover the present-day eel distribution in Cyprus\' inland freshwaters. These are subject to increasing pressures from water supply requirements and dam construction, as seen throughout the Mediterranean. We applied environmental DNA metabarcoding of water samples to determine A. anguilla distribution in key freshwater catchments. In addition, we present this alongside 10 years of electrofishing/netting data. Refuge traps were also deployed to establish the timing of glass eel recruitment. These outputs are used together, alongside knowledge of the overall fish community and barriers to connectivity, to provide eel conservation and policy insights. This study confirm the presence of A. anguilla in Cyprus\' inland freshwaters, with recruitment occurring in March. Eel distribution is restricted to lower elevation areas, and is negatively associated with distance from coast and barriers to connectivity. Many barriers to connectivity are identified, though eels were detected in two reservoirs upstream of dams. The overall fish community varies between freshwater habitat types. Eels are much more widespread in Cyprus than previously thought, yet mostly restricted to lowland intermittent systems. These findings make a case to reconsider the requirement for eel management plans. Environmental DNA-based data collected in 2020 indicate that \"present-day\" eel distribution is representative of 10-year survey trends. Suggesting that inland freshwaters may act as an unrealized refuge at A. anguilla\'s easternmost range. Conservation efforts in Mediterranean freshwaters should focus on improving connectivity, therefore enabling eels to access inland perennial refugia. Thus, mitigating the impact of climate change and the growing number of fragmented artificially intermittent river systems.
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  • 文章类型: Journal Article
    The rapid development of economy and society leads to the rapid expansion of cities, resulting in the atrophy of urban ecological space and the decline of ecological function, as well as a serious threat to urban ecological security. It is of great significance for the sustainable development of a city to systematically analyze the structure of urban ecological space and put forward targeted protection and optimization measures. Taking Changzhou City as the research area and considering the natural ecological function and social service function of urban ecological space, we constructed two ecological networks, the \"source-corridor\" ecological network based on natural ecology and the \"supply-demand\" ecological network based on human ecology. For the \"source-corridor\" ecological network, quantitative analysis was mainly carried out from the importance of nodes, network connectivity and stability. For the \"supply-demand\" ecological network, quantitative analysis was mainly carried out from the importance of nodes, supply-demand equilibrium and stability. The results showed that the levels of connectivity and stability of the \"source-corridor\" ecological network in the main urban area of Changzhou were not high, the stability level of the \"supply-demand\" ecological network was general, and there was spatial mismatch between service supply and demands. From the perspective of connectivity and stability improvement, an optimization scheme of \"source-corridor\" ecological network with 12 additional source nodes and 57 corridors was proposed. From the perspective of supply-demand balance and stability improvement, an optimization scheme of \"supply-demand\" ecological network with 22 new supply nodes was proposed. Compared with the original \"source-corridor\" ecological network, the connectivity level of the optimized network was improved by 10%, and the network stability was improved by 0.05. Compared with the initial \"supply-demand\" ecological network, the service level of the optimized network was improved by 4%, and the network stability was improved by 0.10. Finally, we integrated the two ecological networks, and formulated the implementation plan of protection and management for both the current protected patches and the new ecological nodes.
    经济社会的高速发展带来城市的快速扩张,造成城市生态空间的萎缩和生态功能的下降,城市生态安全受到严重威胁。系统研究城市生态空间结构,提出针对性保护和优化措施,对于城市的可持续发展具有重大意义。本研究以常州市为研究区,考虑城市生态空间的自然生态功能和社会服务功能两方面,构建基于自然生态的“源地-廊道”与基于人文生态的“供给-需求”两类生态网络,对于源地廊道生态网络,主要从节点重要性、网络连通性与稳定性进行定量分析,对于供给需求生态网络,主要从节点重要性、供需均衡与稳定性进行定量分析。结果表明: 常州市主城区源地廊道生态网络的连通性与稳定性水平不高,供给需求生态网络的稳定性水平一般且存在服务供给与需求的空间错位。从连通性与稳定性提升角度,提出新增12个源地节点与57条廊道的源地廊道生态网络优化方案;从供需均衡与稳定性提升角度,提出新增22个供给节点的供给需求生态网络优化方案。对比初始源地廊道生态网络,优化网络连通性水平提升10%,稳定性提升0.05;对比初始供给需求生态网络,优化网络的服务水平提升4%,网络稳定性提升0.10。最后,综合两类生态网络,分别针对现状保护斑块与新增节点两类对象,提出了保护与管理实施方案。.
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  • 文章类型: Journal Article
    城市化导致土地利用变化和绿地碎片化,影响自然栖息地及其连通性。科学预测和分析未来土地利用变化对绿地连通性的影响,是规划和评价城市可持续发展的有效工具,特别是快速发展地区的生态保护。在这项研究中,提出了一种综合方法,采用CA-Markov方法,将形态空间格局分析(MSPA)与图论分析相结合,从结构和功能连通性两个方面共同评价不同城市发展情景下土地利用变化对生境连通性指数的影响。以中国快速发展的南京为研究区,预测了2030年四种情景下的土地利用变化,并对连通性指数进行了分析。结果表明,只有在生态用地保护情景下,但从结构连通性分析来看,城市扩张仍然带来了较强的屏障效应。在功能连接层面,我们确定了具有不同扩散距离的物种的重要连接斑块和未来变化趋势。此外,我们确定了关键的连接补丁(即,垫脚石)和变化,并建议优先保护这些补丁。该方法可以应用于其他快速发展的城市,结论可作为城市绿地和土地利用规划的空间显式工具。
    Urbanization leads to land use change and fragmentation of green patches, affecting natural habitats and their connectivity. Scientific prediction and analysis of the impact of future land use change on green space connectivity are an effective tool for planning and evaluating urban sustainable development, especially for ecological protection in rapidly developing areas. In this study, an integrated method is proposed that uses the CA-Markov method and combines a morphological spatial pattern analysis (MSPA) with a graph theory analysis to jointly evaluate the impact of land use change on the habitat connectivity index under different urban development scenarios from two aspects of structural and functional connectivity. Using China\'s rapidly developing Nanjing as the study area, the land use changes under four scenarios in 2030 are forecast, and the connectivity index is analyzed. The results showed that only under the ecological land protection scenario will forest and grassland increase, but the strong barrier effect is still brought about by urban expansion from the analysis of the structural connectivity. At the level of functional connectivity, we identified the important connecting patches and future change trends of species with different diffusion distances. In addition, we identified the key connecting patches (i.e., stepping stones) and changes and suggested giving priority to the protection of these patches. This method can be applied to other rapidly developing cities, and the conclusions can be used as a spatial explicit tool for urban green space and land use planning.
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  • 文章类型: Journal Article
    脑深部电刺激(DBS)是医学难治性帕金森病最先进治疗的一部分,特发性震颤或原发性肌张力障碍。然而,有多种运动障碍在静态脑损伤后出现,并且通常难以治疗。以霍姆斯震颤(HT)为例,我们讨论了目前可用的治疗方法的有效性,使用马尔可夫链方法进行模拟,提出采用迭代参数优化的DBS有望比基于药物序贯试验的方法更有效。因为,在HT的DBS研究中,丘脑是经常选择的目标,使用先前HT中病变连通性映射研究的数据,我们将丘脑和非丘脑目标的连通性与HT网络的代理进行了比较,并在HT中发现丘脑DBS靶标的连通性明显更高。因此,通过功能连通性分析提供的对大脑网络的理解可以为适当的手术靶向个体患者提供明智的框架。基于这些发现,我们认为,至少在不常见的运动障碍患者中考虑手术选择是道德上的当务之急,同时提供有关预期有效性和风险的一致信息,即使在手术风险厌恶的情况下。基于n-of-1DBS试验的方法可能最终显着改善结果,同时告知HT和其他致残和罕见运动障碍的最佳治疗目标和参数设置。
    Deep brain stimulation (DBS) is part of state-of-the-art treatment for medically refractory Parkinson\'s disease, essential tremor or primary dystonia. However, there are multiple movement disorders that present after a static brain lesion and that are frequently refractory to medical treatment. Using Holmes tremor (HT) as an example, we discuss the effectiveness of currently available treatments and, performing simulations using a Markov Chain approach, propose that DBS with iterative parameter optimization is expected to be more effective than an approach based on sequential trials of pharmacological agents. Since, in DBS studies for HT, the thalamus is a frequently chosen target, using data from previous studies of lesion connectivity mapping in HT, we compared the connectivity of thalamic and non-thalamic targets with a proxy of the HT network, and found a significantly higher connectivity of thalamic DBS targets in HT. The understanding of brain networks provided by analysis of functional connectivity may thus provide an informed framework for proper surgical targeting of individual patients. Based on these findings, we argue that there is an ethical imperative to at least consider surgical options in patients with uncommon movement disorders, while simultaneously providing consistent information regarding the expected effectiveness and risks, even in a scenario of surgical-risk aversion. An approach based on n-of-1 DBS trials may ultimately significantly improve outcomes while informing on optimal therapeutic targets and parameter settings for HT and other disabling and rare movement disorders.
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  • 文章类型: Journal Article
    栖息地恢复从业者面临的风险之一是目标物种是否会使用包括在恢复规划中的栖息地,或者,相反,被排除在恢复计划之外的栖息地是否会使目标物种受益。为了提供一种代表不同风险承受能力的定量决策方法,我们使用多个概率决策阈值(PDT)来预测三种无水鱼(Oncorhynchusspp.)在华盛顿西南部的一个分水岭,美国。对于每个物种,我们将预测的发生范围与用于恢复计划的分布进行了比较,并量化了人为障碍阻塞的栖息地数量。Coho鲑鱼(O.kisutch)具有最广泛的预测发生范围(3061.6-6357.9公里;0.75-0.25PDT),其次是钢头鳟鱼(O.mykiss;1828.8-2836.8公里)和鲑鱼(O.keta;1373.9-1629.1km)。对于每个物种,预测的发生范围与用于恢复计划的分布相似或更大,这表明目前的计划可能会排除有利于每个物种的栖息地。科霍鲑鱼的栖息地被人为障碍阻塞的比例最高,其次是硬头鳟鱼和鲑鱼,分别。在多个风险承受能力场景下对物种分布进行建模承认恢复计划中的不确定性,并允许从业者在考虑恢复位置时权衡生态效益和预算限制。为了有效地传达修复科学,以支持从业者的决策,我们开发了一个RShiny应用程序在线用户界面,网址为:https://shiny。wdfw-fish.美国/ChehalisRiverBasinSalmonidRangeOfocurrence/。
    One of the risks faced by habitat restoration practitioners is whether habitats included in restoration planning will be used by the target species or, conversely, whether habitats excluded from restoration planning would have benefited the target species. With the goal of providing a quantitative decision-making approach that represented varying levels of risk tolerance, we used multiple probability decision thresholds (PDT) to predict the range of occurrence for three anadromous fishes (Oncorhynchus spp.) in a watershed in southwestern Washington, USA. For each species, we compared the predicted range of occurrence to the distribution used for restoration planning and quantified the amount of habitat blocked by anthropogenic barriers. Coho salmon (O. kisutch) had the broadest predicted range of occurrence (3061.6-6357.9 km; 0.75-0.25 PDT), followed by steelhead trout (O. mykiss; 1828.8-2836.8 km) and chum salmon (O. keta; 1373.9-1629.1 km). For each species, the predicted range of occurrence was similar or greater than the distribution used for restoration planning, suggesting that the current plan may exclude habitats that would benefit each species. Coho salmon had the greatest percentage of habitat blocked by anthropogenic barriers, followed by steelhead trout and chum salmon, respectively. Modeling species distributions at multiple risk-tolerance scenarios acknowledges uncertainty in restoration planning and allows practitioners to weigh the ecological benefits and budgetary constraints when considering locations for restoration. To effectively communicate restoration science to support practitioners in decision-making, we developed an R Shiny application online user interface available at: https://shiny.wdfw-fish.us/ChehalisRiverBasinSalmonidRangeOfOccurence/.
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