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HRfunc: a tool for modeling hemodynamic response variability in fNIRS. HRfunc:模拟近红外光谱血流动力学反应变异性的工具。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2025-11-20 DOI: 10.1117/1.NPh.13.S1.S17801
Denny Schaedig, Megan Schumer, Bedilia Mata-Centeno, Luca Pollonini, Koraly Pérez-Edgar, Nadine Melhem, Susan B Perlman

Significance: Neural activation in functional near-infrared spectroscopy (fNIRS) signals is inherently convolved with, and temporally blurred by, a hemodynamic response function (HRF). Accurately modeling HRF variability during deconvolution improves neural activity recovery.

Aim: We present the Python-based HRfunc tool for estimating local HRF distributions and neural activity from fNIRS through deconvolution. HRFs are stored within a tree and a hash table hybrid data structure for efficient spatial and contextual identification of relevant HRFs.

Approach: To test the HRfunc tool, we conducted two analyses with hemoglobin and estimated neural activity, a general linear model (GLM) analysis on a single subject, child executive function task ( n = 79 ), and a neural synchrony analysis assessing wavelet coherence between child-parent dyads (92 dyads).

Results: Estimated HRFs contained a generally canonical shape. Within estimated neural activity, kurtosis increased, skew remained stable, and signal-to-noise ratio decreased. Neural synchrony lateralization effects emerged, and consistent GLM outcomes were observed.

Conclusions: These results support the use of the HRfunc tool for estimating event-based HRFs and neural activity in fNIRS studies. Through collective sharing of HRFs, an HRF database will be established to provide access to estimated HRFs across brain regions, subject ages, and experimental contexts.

意义:功能性近红外光谱(fNIRS)信号中的神经激活固有地与血流动力学响应函数(HRF)卷积,并被其暂时模糊。准确地模拟反褶积过程中的HRF变异性可以改善神经活动的恢复。目的:我们提出了基于python的hrfunction工具,通过反卷积来估计局部HRF分布和神经活动。hrf存储在树和哈希表混合数据结构中,以便有效地识别相关hrf的空间和上下文。方法:为了测试hrfunction工具,我们对血红蛋白和估计的神经活动进行了两项分析,对单个受试者进行了一般线性模型(GLM)分析,儿童执行功能任务(n = 79),以及评估亲子二代之间小波一致性的神经同步分析(92对)。结果:估计hrf包含一个典型的形状。在估计的神经活动范围内,峰度增加,偏度保持稳定,信噪比下降。神经同步侧化效应出现,并观察到一致的GLM结果。结论:这些结果支持在近红外光谱研究中使用hrfunction工具来估计基于事件的hrf和神经活动。通过对HRF的集体共享,将建立一个HRF数据库,以提供跨脑区、受试者年龄和实验背景的估计HRF。
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引用次数: 0
Tonotopic organization in the basal region of the ventromedial nucleus of the thalamus revealed by fiber photometry recording. 纤维光度法记录丘脑腹内侧核基底区的张力异位组织。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2026-01-29 DOI: 10.1117/1.NPh.13.1.015008
Mahiber Polat, Jie Tao, Yiheng Chen, Sunny C Li, Zhikai Zhao, Xiaowei Chen

Significance: Although the transmission of auditory information in the brain has been extensively studied, the mechanism underlying fine auditory discrimination remains incompletely understood. The basal region of the ventromedial nucleus of the thalamus (bVM) has recently been found to convey frequency-specific auditory information to the primary auditory cortex (A1). Inhibition of the bVM significantly impairs fine auditory discrimination in mice. These findings indicate that the bVM plays an important role in frequency information processing. However, direct functional evidence for tonotopic organization within the bVM is still lacking.

Aim: We aimed to investigate whether bVM neurons exhibit a spatially ordered frequency preference, using a simple yet efficient in vivo functional mapping strategy.

Approach: To characterize the response properties of bVM neurons projecting to A1, we combined Cre-dependent retrograde viral labeling with fiber photometry in awake mice. Using a "one recording site per animal" strategy, we systematically recorded from 26 distinct locations and successfully reconstructed the tonotopic map of the bVM.

Results: We identified a mediolateral tonotopic gradient within the bVM, with best frequencies progressing from low in medial regions to high in lateral regions.

Conclusions: Our findings provide direct functional evidence of tonotopic organization within the bVM, supporting its role as an auditory relay and its contribution to fine auditory discrimination.

意义:虽然听觉信息在大脑中的传递已被广泛研究,但精细听觉辨别的机制尚不完全清楚。最近发现丘脑腹内侧核基底区(bVM)向初级听觉皮层(A1)传递频率特异性听觉信息。抑制bVM显著损害小鼠精细听觉辨别。这些结果表明bVM在频率信息处理中起着重要的作用。然而,在bVM内的tonotopic组织的直接功能证据仍然缺乏。目的:我们的目的是研究bVM神经元是否表现出空间有序的频率偏好,使用一个简单而有效的体内功能映射策略。方法:为了表征bVM神经元向A1投射的反应特性,我们在清醒小鼠中结合了cre依赖性逆行病毒标记和纤维光度法。采用“每只动物一个记录点”的策略,我们系统地记录了26个不同的位置,并成功地重建了bVM的tonotopic图。结果:我们确定了bVM内的中外侧张力梯度,最佳频率从内侧区域的低到外侧区域的高。结论:我们的研究结果提供了bVM内同种异位组织的直接功能证据,支持其作为听觉中继的作用及其对精细听觉辨别的贡献。
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引用次数: 0
How to design real-world functional near-infrared spectroscopy studies: a primer. 如何设计真实世界的功能近红外光谱研究:入门。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2025-11-14 DOI: 10.1117/1.NPh.13.S1.S10701
Isla L Jones, Chiara Bulgarelli, Sara De Felice, Paola Pinti, Antonia F de C Hamilton

Significance: Functional near-infrared spectroscopy (fNIRS) is a unique neuroimaging methodology with high portability and tolerance of motion, making it well-suited to research in dynamic real-world environments. However, it is crucial to carefully design fNIRS paradigms to suit the unique requirements of real-world research settings. We outline key design principles and considerations for fNIRS studies.

Aim: In this paper, we address the lack of guidance on experimental design for fNIRS, which in our growing field can help to educate new fNIRS researchers and improve the quality and applicability of fNIRS research across various settings.

Approach: Here, we provide a primer for how to design fNIRS studies and overcome challenges in fNIRS experimental design, with a focus on naturalistic real-world research, which has gathered increased research interest in recent years.

Conclusions: We conclude by outlining seven key design principles researchers can use to guide experimental design for fNIRS research.

意义:功能性近红外光谱(fNIRS)是一种独特的神经成像方法,具有高便携性和运动容忍度,非常适合在动态现实环境中进行研究。然而,仔细设计fNIRS范例以适应现实世界研究环境的独特要求至关重要。我们概述了fNIRS研究的关键设计原则和考虑因素。目的:在本文中,我们解决了fNIRS实验设计缺乏指导的问题,这有助于培养新的fNIRS研究人员,提高fNIRS研究在各种环境下的质量和适用性。方法:本文介绍了如何设计近红外光谱研究和克服近红外光谱实验设计中的挑战,重点介绍了近年来研究兴趣日益增加的自然现实世界的研究。结论:我们总结了研究人员可以用来指导近红外光谱研究实验设计的七个关键设计原则。
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引用次数: 0
Emerging panorama of functional near-infrared spectroscopy in Latin America. 拉丁美洲功能近红外光谱的新兴全景。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2025-09-12 DOI: 10.1117/1.NPh.13.S1.S13002
Edgar Guevara, Rickson C Mesquita, Felipe Orihuela-Espina

Neurophotonics Associate Editors Edgar Guevara and Rickson C. Mesquita, along with Felipe Orihuela-Espina, share their perceptions of the evolution of functional near-infrared spectroscopy in Latin America based on a retrospective literature review and the narratives of three other scientists from the region.

《神经光子学》副主编Edgar Guevara和Rickson C. Mesquita以及Felipe Orihuela-Espina基于文献回顾和该地区其他三位科学家的叙述,分享了他们对拉丁美洲功能近红外光谱演变的看法。
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引用次数: 0
Quantifying photothrombotic ischemic volume in the intact brain using light sheet microscopy. 用薄层显微镜定量完整脑的光血栓性缺血体积。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2026-02-03 DOI: 10.1117/1.NPh.13.1.015009
Jessika Royea, Catherine Albert, Valerie Daignault, Patrick Chary, Ismaël Bachand, Jean-François Bouchard, Gergely Silasi, Matthieu P Vanni

Traditional methods for assessing photothrombotic stroke rely on in vivo imaging techniques or ex vivo histological analyses. Unlike in vivo modalities such as magnetic resonance imaging (MRI), light sheet fluorescence microscopy (LSFM) provides cellular-level high-resolution imaging without motion artifacts and can capture fine-scale morphological features of infarcts. In addition, compared with conventional histology, LSFM preserves organ integrity as the entire brain is imaged without the need for serial sectioning, thereby enabling accurate volumetric reconstruction of ischemic lesions. Here, we introduce an in-depth semi-automated method for reliable quantification of stroke volume using LSFM in optically cleared whole mouse brains following photothrombotic stroke. We demonstrate that the infarct can be delineated via endogenous autofluorescence, providing a reproducible and robust method for ischemic volume assessment. Our data show that LSFM-based stroke volume measurements are strongly correlated with in vivo laser speckle contrast imaging, in vivo MRI, and cresyl violet histology measures of stroke volume. Moreover, we show that the ischemic core remains autofluorescent regardless of the tissue preparation method, supporting the applicability of LSFM for both freshly processed and long-term stored samples. Overall, our findings validate LSFM as a reliable, versatile, and powerful alternative method for stroke volume quantification, offering significant advantages for experimental stroke research.

评估光血栓性中风的传统方法依赖于体内成像技术或体外组织学分析。与磁共振成像(MRI)等体内模式不同,光片荧光显微镜(LSFM)提供细胞水平的高分辨率成像,没有运动伪影,可以捕获梗死的精细形态学特征。此外,与传统组织学相比,LSFM保留了器官的完整性,因为整个大脑成像不需要连续切片,从而能够准确地重建缺血性病变的体积。在这里,我们介绍了一种深入的半自动方法,用于在光血栓性中风后用光清除的整个小鼠大脑中使用LSFM可靠地定量脑卒中体积。我们证明梗死可以通过内源性自身荧光来描绘,为缺血体积评估提供了一种可重复和可靠的方法。我们的数据表明,基于lsfm的脑卒中容积测量与体内激光散斑对比成像、体内MRI和甲酚紫组织学测量的脑卒中容积密切相关。此外,我们发现,无论组织制备方法如何,缺血核心都能保持自身荧光,这支持了LSFM对新鲜加工和长期储存样本的适用性。总的来说,我们的研究结果验证了LSFM是一种可靠的、通用的、强大的中风体积量化方法,为中风实验研究提供了显著的优势。
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引用次数: 0
Developing an inclusive approach to fNIRS research in women of color. 为有色人种女性的近红外光谱研究制定包容性方法。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2025-09-11 DOI: 10.1117/1.NPh.13.S1.S13003
Stacey L Gorniak, Luca Pollonini

Significance: Acknowledgement of a lack of inclusivity in human subjects-focused wearable neuroimaging research has emerged in recent years due to a number of common practices. Women of color are most negatively impacted by this systemic exclusion in wearable neuroimaging research, specifically with respect to functional near-infrared spectroscopy (fNIRS) research.

Aim: We aim to demonstrate the effectiveness of holistic and inclusive practices in the recruitment and retention of women of color in an fNIRS research study.

Approach: The development of inclusive approaches involves consideration of study design elements, study participant recruitment and retention, pre-fNIRS session assessment considerations, and adjustments to data collection practices during fNIRS assessment. Approaches taken in each of these study stages are described.

Results: All participants remained enrolled and participated in the study through the online survey (S0), first in-person session (S1), and second in-person (fNIRS) session (S2), leading to a study retention rate of 100%.

Conclusions: The inclusion of four key recommendations in addition to prior recommendations can help reduce exclusionary practices in human subjects-focused fNIRS research, particularly in recruiting and retaining women of color. Improvement of this approach is expected through iterative modifications and the inclusion of additional holistic practices.

意义:近年来,由于一些常见的做法,人们认识到以人类受试者为中心的可穿戴神经成像研究缺乏包容性。有色人种女性在可穿戴神经成像研究中受到这种系统性排斥的负面影响最大,特别是在功能性近红外光谱(fNIRS)研究中。目的:我们的目标是在一项fNIRS研究中证明在招聘和保留有色人种女性方面整体和包容性实践的有效性。方法:包容性方法的发展包括考虑研究设计元素、研究参与者的招募和保留、fNIRS前阶段评估考虑以及fNIRS评估期间数据收集实践的调整。描述了在每个研究阶段采取的方法。结果:所有参与者通过在线调查(S0)、第一次面对面(S1)和第二次面对面(fNIRS)会话(S2)保持注册并参与研究,导致研究保留率为100%。结论:除了先前的建议外,纳入四个关键建议有助于减少以人类受试者为中心的近红外光谱研究中的排斥行为,特别是在招募和留住有色人种女性方面。期望通过迭代修改和包含额外的整体实践来改进这种方法。
{"title":"Developing an inclusive approach to fNIRS research in women of color.","authors":"Stacey L Gorniak, Luca Pollonini","doi":"10.1117/1.NPh.13.S1.S13003","DOIUrl":"10.1117/1.NPh.13.S1.S13003","url":null,"abstract":"<p><strong>Significance: </strong>Acknowledgement of a lack of inclusivity in human subjects-focused wearable neuroimaging research has emerged in recent years due to a number of common practices. Women of color are most negatively impacted by this systemic exclusion in wearable neuroimaging research, specifically with respect to functional near-infrared spectroscopy (fNIRS) research.</p><p><strong>Aim: </strong>We aim to demonstrate the effectiveness of holistic and inclusive practices in the recruitment and retention of women of color in an fNIRS research study.</p><p><strong>Approach: </strong>The development of inclusive approaches involves consideration of study design elements, study participant recruitment and retention, pre-fNIRS session assessment considerations, and adjustments to data collection practices during fNIRS assessment. Approaches taken in each of these study stages are described.</p><p><strong>Results: </strong>All participants remained enrolled and participated in the study through the online survey (S0), first in-person session (S1), and second in-person (fNIRS) session (S2), leading to a study retention rate of 100%.</p><p><strong>Conclusions: </strong>The inclusion of four key recommendations in addition to prior recommendations can help reduce exclusionary practices in human subjects-focused fNIRS research, particularly in recruiting and retaining women of color. Improvement of this approach is expected through iterative modifications and the inclusion of additional holistic practices.</p>","PeriodicalId":54335,"journal":{"name":"Neurophotonics","volume":"13 Suppl 1","pages":"S13003"},"PeriodicalIF":3.8,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12425162/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145066349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Linking brain activation to clinical outcomes: an fNIRS study in cochlear implant users and normal hearing individuals. 将脑活动与临床结果联系起来:在人工耳蜗使用者和正常听力个体中进行的fNIRS研究。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2025-09-11 DOI: 10.1117/1.NPh.13.S1.S13004
András Bálint, Wilhelm Wimmer, Christian Rummel, Marco Caversaccio, Stefan Weder

Significance: Cochlear implants (CIs) are a proven intervention for severe hearing loss; however, outcomes vary widely among CI recipients. Emerging evidence suggests that cortical adaptation to the electric hearing provided by CIs play a crucial role.

Aim: We investigate cortical brain activation differences in CI users, comparing individuals with good speech understanding (good performers, GP) to those with poor outcomes (poor performers, PP) alongside a control group with normal hearing (NH).

Approach: We recruited 46 CI users and 26 NH participants to perform a clinically adapted audiovisual speech comprehension task while we measured their brain activity using functional near-infrared spectroscopy (fNIRS). We corroborated our findings with objective and behavioral data.

Results: Our findings showed distinct brain activation patterns associated with speech understanding. GP showed comparable brain activation patterns to NH in audio-only conditions, indicative of successful hearing rehabilitation. Further, both GP and PP participants showed an adaptive mechanism during visual speech processing. However, compared with GP, PP relied heavily on visual cues and showed altered neural resource allocation during audio-only conditions, potentially limiting their overall rehabilitation success.

Conclusions: fNIRS revealed significant differences in brain activation between GP and PP, highlighting the role of cortical factors in CI rehabilitation. Understanding these neural mechanisms has the potential to lead to better patient counseling, optimized postoperative management, and personalized therapeutic strategies to improve outcomes for CI users.

意义:人工耳蜗(CIs)是重度听力损失的有效干预手段;然而,CI接受者的结果差异很大。新出现的证据表明,大脑皮层对由CIs提供的电听觉的适应起着至关重要的作用。目的:我们研究脑皮层激活在CI使用者中的差异,将言语理解良好的个体(表现良好的,GP)与结果不佳的个体(表现不佳的,PP)以及听力正常的对照组(NH)进行比较。方法:我们招募了46名CI使用者和26名NH参与者来执行临床适应的视听语音理解任务,同时我们使用功能近红外光谱(fNIRS)测量他们的大脑活动。我们用客观和行为数据证实了我们的发现。结果:我们的发现显示了与语言理解相关的不同的大脑激活模式。在纯音频条件下,GP显示出与NH相似的大脑激活模式,表明听力康复成功。此外,GP和PP参与者在视觉语音加工过程中均表现出自适应机制。然而,与GP相比,PP严重依赖视觉线索,并且在只有音频的条件下显示出神经资源分配的改变,这可能限制了他们的整体康复成功。结论:fNIRS显示GP和PP在脑激活方面存在显著差异,突出了皮质因子在CI康复中的作用。了解这些神经机制有可能带来更好的患者咨询,优化术后管理和个性化治疗策略,以改善CI使用者的预后。
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引用次数: 0
Desensitization of opsin responses during all-optical interrogation depends on imaging parameters. 在全光讯问视蛋白反应的脱敏取决于成像参数。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2026-01-24 DOI: 10.1117/1.NPh.13.1.015007
Blake Russell, Robert M Lees, Armin Lak, Adam M Packer

Significance: The combination of two-photon calcium imaging and targeted two-photon optogenetic stimulation, termed all-optical interrogation, provides spatial and temporal precision when recording and manipulating neural circuit activity in vivo. All-optical experiments often use red-shifted opsins in combination with green fluorescent reporters of neuronal activity. However, their excitation spectra still partially overlap, meaning that the imaging laser can excite the opsin. Although some care has been taken in the past to understand the effects of this spectral overlap; further work is required to understand its impact on the findings of all-optical studies.

Aim: We aimed to investigate whether two-photon imaging of the green fluorescent calcium reporter GCaMP6s at 920 nm increase the rate of response desensitization in neurons targeted for two-photon stimulation at 1035 nm expressing the red-shifted opsin C1V1.

Approach: We systematically varied either the inter-stimulus interval or the duration of two-photon calcium imaging during targeted two-photon optogenetic stimulation of mouse layer 2/3 barrel cortex or visual cortex neurons.

Results: We found that two-photon imaging at 920 nm decreases trial-by-trial photostimulation responses in targeted C1V1-expressing neurons-an effect that is exacerbated at shorter inter-stimulus intervals. This is consistent with the imaging laser increasing the rate of opsin desensitization. Reduced photostimulation responses are not limited to targeted cells and are found across the field of view. Such network effects are less pronounced at shorter imaging doses.

Conclusions: Our results provide methodological optimizations that enable trial-by-trial decreases in photostimulation response to be mitigated in all-optical experiments. This will reduce an external source of trial-by-trial variability in future all-optical experiments.

意义:双光子钙成像和靶向双光子光遗传刺激的结合,被称为全光审讯,在记录和操纵体内神经回路活动时提供了空间和时间精度。全光学实验经常使用红移视蛋白与神经元活动的绿色荧光报告相结合。然而,它们的激发光谱仍然部分重叠,这意味着成像激光可以激发视蛋白。尽管过去已经采取了一些措施来了解这种光谱重叠的影响;需要进一步的工作来了解它对全光学研究结果的影响。目的:我们旨在研究920 nm的双光子成像绿色荧光钙报告蛋白GCaMP6s是否会增加1035 nm双光子刺激下表达红移视蛋白C1V1的神经元的反应脱敏率。方法:系统地改变小鼠2/3层桶皮质或视觉皮质神经元双光子光遗传靶向刺激时双光子钙成像的间隔时间或持续时间。结果:我们发现920 nm的双光子成像降低了靶c1v1表达神经元的逐次光刺激反应,这种效应在较短的刺激间隔中加剧。这与成像激光增加视蛋白脱敏率是一致的。减少的光刺激反应不仅限于靶细胞,而且在整个视野中都可以发现。在较短的成像剂量下,这种网络效应不那么明显。结论:我们的研究结果提供了方法优化,使得在全光学实验中,光刺激反应的逐次减少得以缓解。这将在未来的全光学实验中减少一次又一次试验可变性的外部来源。
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引用次数: 0
DL-QC-fNIRS: a deep learning tool for automated quality control in functional near-infrared spectroscopy signals. DL-QC-fNIRS:用于功能近红外光谱信号自动质量控制的深度学习工具。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2025-12-29 DOI: 10.1117/1.NPh.13.1.015001
Sabino Guglielmini, Zhuofei Chen, Martin Wolf

Significance: In functional near-infrared spectroscopy (fNIRS) research, ensuring signal quality is a critical preprocessing step. However, traditional index-based metrics such as the coefficient of variation (CV) and scalp coupling index (SCI) rely on arbitrary thresholds and often misclassify channels.

Aim: We present DL-QC-fNIRS, a deep learning framework for the automated, channel-wise assessment of signal quality.

Approach: Our method involves generating continuous wavelet transform scalograms of oxyhemoglobin signals and employing subject-specific cardiac frequency extraction to improve physiological specificity. These inputs are then classified using convolutional neural networks (CNNs). We benchmarked four CNN architectures (GoogLeNet, ResNet-50, SqueezeNet, and EfficientNet-B0) on two independent datasets and one combined heterogeneous dataset.

Results: GoogLeNet achieved the highest accuracy ( > 93 % ) on the combined dataset, demonstrating strong sensitivity and specificity across test sets. Compared with CV and SCI, DL-QC-fNIRS yielded markedly higher F1-scores and a more favorable balance between sensitivity and specificity.

Conclusions: DL-QC-fNIRS is provided as an open-source MATLAB-based graphical interface, enabling accessible and standardized integration into fNIRS workflows. These findings highlight DL-QC-fNIRS as a scalable, expert-level tool for improving the reliability and reproducibility of optical neuroimaging data.

意义:在功能近红外光谱(fNIRS)研究中,保证信号质量是关键的预处理步骤。然而,传统的基于指数的指标,如变异系数(CV)和头皮耦合指数(SCI),依赖于任意阈值,经常对通道进行错误分类。目的:我们提出DL-QC-fNIRS,这是一种深度学习框架,用于信号质量的自动、通道级评估。方法:我们的方法包括生成连续的血红蛋白信号小波变换尺度图,并采用受试者特异性心脏频率提取来提高生理特异性。然后使用卷积神经网络(cnn)对这些输入进行分类。我们在两个独立的数据集和一个组合的异构数据集上对四种CNN架构(GoogLeNet、ResNet-50、SqueezeNet和EfficientNet-B0)进行了基准测试。结果:GoogLeNet在组合数据集上获得了最高的准确率(bb0.93 %),显示出跨测试集的强灵敏度和特异性。与CV和SCI相比,DL-QC-fNIRS的f1评分明显更高,并且在敏感性和特异性之间取得了更好的平衡。结论:DL-QC-fNIRS是一个开源的基于matlab的图形界面,可以访问和标准化地集成到fNIRS工作流程中。这些发现强调DL-QC-fNIRS是一种可扩展的专家级工具,可提高光学神经成像数据的可靠性和可重复性。
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引用次数: 0
Depth-sensitive assessment of cerebral blood flow and low-frequency oscillations after traumatic brain injury in mice using time-domain diffuse correlation spectroscopy. 应用时域漫射相关光谱对小鼠创伤性脑损伤后脑血流和低频振荡的深度敏感评估。
IF 3.8 2区 医学 Q1 NEUROSCIENCES Pub Date : 2026-01-01 Epub Date: 2026-01-09 DOI: 10.1117/1.NPh.13.1.015003
Sahar Sabaghian, Chien-Sing Poon, Dharminder S Langri, Timothy M Rambo, Aaron J Miller, Brandon Foreman, Ulas Sunar

Traumatic brain injury (TBI) can lead to long-lasting impairments in cerebral perfusion, making early detection of microvascular changes critical for guiding clinical interventions. We employed time-domain diffuse correlation spectroscopy (TD-DCS) at 1064 nm to noninvasively quantify depth-resolved cerebral blood flow (CBF) and low-frequency oscillations (LFOs) in a mouse model of closed-head injury. By analyzing earlier photon arrivals (with greater superficial weighting) and later photon arrivals (with enhanced sensitivity to deeper tissue), we identified a significant drop in CBF shortly after injury, with partial recovery observed at 2 h post-trauma. Power spectral analysis of the blood flow index (BFI, a diffusion coefficient proportional to CBF) revealed significant alterations in LFO bands, particularly in slow-5 (0.01 to 0.027 Hz) and slow-3 (0.073 to 0.198 Hz) ranges. These differences, assessed using a paired Wilcoxon rank-sum test ( p < 0.05 ), were more pronounced than BFI alterations alone, indicating that LFOs may serve as sensitive biomarkers of neurovascular disruption. Our findings demonstrate the feasibility of TD-DCS for relative depth-sensitive monitoring of cerebral hemodynamics and oscillatory dynamics after TBI and highlight its potential utility in translational neurotrauma research.

创伤性脑损伤(TBI)可导致脑灌注的长期损伤,因此早期发现微血管变化对指导临床干预至关重要。我们采用1064 nm时域漫射相关光谱(TD-DCS)无创量化闭合性头部损伤小鼠模型的深度分辨脑血流量(CBF)和低频振荡(LFOs)。通过分析较早到达的光子(表面权重较大)和较晚到达的光子(对深层组织的敏感性增强),我们发现损伤后不久CBF显著下降,在创伤后2小时观察到部分恢复。血流指数(BFI,一种与CBF成正比的扩散系数)的功率谱分析显示,LFO波段发生了显著变化,特别是在慢-5(0.01至0.027 Hz)和慢-3(0.073至0.198 Hz)范围。使用配对Wilcoxon秩和检验评估这些差异(p 0.05),比单独的BFI改变更明显,表明lfo可能是神经血管破坏的敏感生物标志物。我们的研究结果证明了TD-DCS在TBI后相对深度敏感监测脑血流动力学和振荡动力学的可行性,并强调了其在转化性神经损伤研究中的潜在应用。
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引用次数: 0
期刊
Neurophotonics
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