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Representative scale-invariant characteristics of male and female brains in magnetic resonance images 磁共振图像中男性和女性大脑的代表性尺度不变特征
Q4 Neuroscience Pub Date : 2025-09-01 Epub Date: 2025-06-11 DOI: 10.1016/j.ynirp.2025.100267
Matthew Toews , Talía Vázquez Romaguera , William Wells III , Nikos Makris
This paper investigates the link between sex and the human brain from anatomical MRI data, where a primary confound is the size difference between male and female groups. Anatomy is characterized by the 3D scale-invariant feature transform (SIFT), where features are salient image regions that are automatically identified and normalized according local size or scale. Experiments use T1-w MRI data of 422 healthy unrelated subjects from the Human Connectome Project (HCP) dataset (211 males, 211 females, 22–36 years of age). We found that brain sex may be predicted via image-to-image feature matching with 91.9% accuracy, that classification is driven largely by weakly-informative features distributed throughout the brain and shared by unique subsets of subjects, and that a pair of features identified in the right and left thalamic regions of 97% of subjects predicts sex with 74% accuracy. Misclassified subjects exhibit features typical of the opposite sex in one or both hemispheres.
这篇论文从解剖学MRI数据调查了性别和人类大脑之间的联系,其中一个主要的混淆是男性和女性群体之间的大小差异。解剖学的特征是三维尺度不变特征变换(SIFT),其中特征是根据局部大小或尺度自动识别和归一化的显著图像区域。实验使用来自人类连接组计划(HCP)数据集的422名健康无关联受试者(男211名,女211名,22-36岁)的T1-w MRI数据。我们发现,通过图像到图像的特征匹配可以预测大脑性别,准确率为91.9%,分类主要是由分布在整个大脑中的弱信息特征驱动的,这些特征由独特的受试者子集共享,在97%的受试者的左右丘脑区域识别的一对特征预测性别的准确率为74%。被错误分类的对象在一个或两个脑半球表现出异性的典型特征。
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引用次数: 0
Motor and default mode network states of rest in frontal lobe epilepsy 额叶癫痫的静止运动和默认模式网络状态
Q4 Neuroscience Pub Date : 2025-09-01 Epub Date: 2025-06-28 DOI: 10.1016/j.ynirp.2025.100278
Tahereh Rashnavadi , Raphael F. Casseb , Kristine E. Woodward , Paolo Federico , Bradley Goodyear
Frontal lobe epilepsy (FLE), marked by recurrent seizures arising from the frontal lobes, can significantly impair cognitive and motor function, reducing quality of life. Recent studies suggest that epilepsies can involve functional networks throughout the brain that can be identified using resting-state functional magnetic resonance imaging (fMRI). In this study, we aimed to determine whether FLE is associated with a distinct functional network brain states. Using dynamic functional connectivity analysis in combination with k-means clustering, we investigated dynamic connectivity patterns of the somatomotor network (SMN) and default mode network (DMN) of ten right-hemisphere and six left-hemisphere FLE patients, as well as nine healthy controls. We found two distinct states of rest for both the SMN and DMN: a high connectivity state and a lower, more variable connectivity state that was often specific to individual patients. Both FLE groups showed reduced overall connectivity compared to controls, with the greatest differences emerging during the low connectivity state. Right FLE patients and controls exhibited relatively uniform reductions, whereas left FLE patients showed spatially specific disruptions, including reduced lateral-to-medial SMN connectivity and decreased connectivity in posterior and left-lateralized DMN regions. Our findings suggest that dynamic connectivity analysis can uncover the temporal complexity and patient-specific nature of brain network disruption in FLE, supporting the development of personalized diagnostic and treatment strategies. Further research with larger cohorts is necessary to validate these results and explore additional factors affecting brain functional connectivity.
额叶癫痫(FLE),其特征是由额叶引起的反复发作,可严重损害认知和运动功能,降低生活质量。最近的研究表明,癫痫可能涉及整个大脑的功能网络,可以使用静息状态功能磁共振成像(fMRI)来识别。在这项研究中,我们旨在确定FLE是否与不同的功能网络脑状态相关。采用动态功能连接分析与k-means聚类相结合的方法,研究了10例右半球和6例左半球FLE患者以及9例健康对照者的躯体运动网络(SMN)和默认模式网络(DMN)的动态连接模式。我们发现SMN和DMN都有两种不同的休息状态:高连接状态和低连接状态,更可变的连接状态通常是针对个体患者的。与对照组相比,两个FLE组的整体连通性都有所降低,在低连通性状态下出现最大差异。右侧FLE患者和对照组表现出相对均匀的减少,而左侧FLE患者表现出空间特异性的破坏,包括侧侧到内侧SMN连通性减少,后部和左侧DMN区域的连通性减少。我们的研究结果表明,动态连接分析可以揭示FLE中大脑网络中断的时间复杂性和患者特异性,从而支持个性化诊断和治疗策略的发展。进一步的研究需要更大的队列来验证这些结果,并探索影响大脑功能连接的其他因素。
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引用次数: 0
The effects of protocol factors and participant characteristics on functional near-infrared spectroscopy data quality after stroke 方案因素和参与者特征对脑卒中后功能近红外光谱数据质量的影响
Q4 Neuroscience Pub Date : 2025-09-01 Epub Date: 2025-06-25 DOI: 10.1016/j.ynirp.2025.100276
Erin L. Meier , Lisa D. Bunker , Hana Kim , Alexandra Zezinka Durfee , Victoria Tilton-Bolowsky , Voss Neal , Argye E. Hillis
Functional Near-Infrared Spectroscopy (fNIRS) is an emerging neurotechnology that has several advantages over fMRI, but questions remain about factors that affect data quality and activity in stroke survivors. We examined the effect of protocol factors (Aim 1) and participant characteristics (Aim 2) on raw fNIRS signal quality and tested associations between quality control metrics and brain activity and connectivity (Aim 3) in a sample of 107 individuals with a history of left or right hemisphere stroke. Participants completed tasks that varied by cognitive and motor speech demands (from low to high): Resting State, Discourse Comprehension, and Picture Naming. Scalp-coupling indices, peak spectral power values, and number of bad channels from each task were extracted from the Quality Testing of Near Infrared Scans (QT-NIRS) toolbox (Montero-Hernandez and Pollonini, 2020) and used to index raw data quality. Data quality did not vary by session location or protocol experience, but all data quality metrics from Picture Naming were significantly lower than those from the other tasks. fNIRS signals were generally worse for Black women compared to Black men and White individuals regardless of gender. No significant associations between the raw fNIRS signal quality and Resting State functional connectivity were found. However, relative changes in Picture Naming hemoglobin concentrations were associated with scalp-coupling indices for certain channels. These results highlight the need for careful data preprocessing of already collected data and a systematic approach in future studies to mitigate inherent biases of optical instruments, thereby enhancing the inclusion of underrepresented groups in neuroscience research.
功能近红外光谱(fNIRS)是一种新兴的神经技术,与功能磁共振成像相比有许多优势,但影响中风幸存者数据质量和活动的因素仍然存在问题。我们研究了方案因素(Aim 1)和参与者特征(Aim 2)对原始fNIRS信号质量的影响,并测试了质量控制指标与大脑活动和连通性(Aim 3)之间的关联,样本包括107名有左半球或右半球卒中史的个体。参与者完成了由认知和运动语言需求(从低到高)不同的任务:静息状态、话语理解和图片命名。从近红外扫描质量测试(QT-NIRS)工具箱(Montero-Hernandez and Pollonini, 2020)中提取每个任务的头皮耦合指数、峰值光谱功率值和坏通道数量,并用于索引原始数据质量。数据质量不会因会话位置或协议经验而变化,但是来自图片命名的所有数据质量指标明显低于来自其他任务的数据质量指标。与黑人男性和白人相比,黑人女性的近红外光谱信号普遍较差,无论性别如何。未发现原始fNIRS信号质量与静息状态功能连接之间存在显著关联。然而,图像命名血红蛋白浓度的相对变化与某些通道的头皮偶联指数有关。这些结果强调了在未来的研究中需要对已经收集的数据进行仔细的数据预处理,并采用系统的方法来减轻光学仪器的固有偏差,从而增强神经科学研究中代表性不足群体的纳入。
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引用次数: 0
Teaching-induced changes in neural networks: Toward a model of the creative universe 神经网络的教学诱导变化:创造宇宙的模型
Q4 Neuroscience Pub Date : 2025-09-01 Epub Date: 2025-08-01 DOI: 10.1016/j.ynirp.2025.100280
Camilo J. Cela-Conde , Sara Lumbreras , Sandra Pusil , Brenda Chino , José M. Caamaño , Laura Gismera , Fernando Maestú , Luis Rojas-Marcos
According to the standard definition, a creative act requires originality and effectiveness. Creativity is widely considered an exclusively human characteristic, linked to the activity of brain networks such as the Default Mode Network (DMN), the Fronto-Parietal Network (FPN), and, to a lesser extent, the Salience Network (SN). A significant body of literature explores the viability of teaching creativity, often reporting positive results. However, little attention has been paid to the neural network modifications induced by creativity training.
This study investigates changes of creativity-related brain networks over time in the resting state (participants without specific cognitive activities). The stages considered were before and after a learning process focused on visual aesthetic creation tasks (Gabarron Method). High-density electroencephalography (EEG) was used to record brain activity. 51 female volunteers participated in the research.
The results show a significant increase in the activation of the DMN and FPN, with a more limited effect in the SN. The DMN and FPN are neural networks commonly activated during artistic creation and aesthetic perception tasks. This finding supports the existence of what could be called a 'creative universe,' encompassing capacities such as creation, perception, and divergent thinking.
根据标准定义,创造性行为需要原创性和有效性。创造力被广泛认为是人类独有的特征,与大脑网络的活动有关,如默认模式网络(DMN)、额顶叶网络(FPN),以及在较小程度上与突出网络(SN)有关。大量文献探讨了教学创造力的可行性,通常报告了积极的结果。然而,创造力训练对神经网络的影响却很少受到关注。这项研究调查了在静息状态下(没有特定认知活动的参与者)与创造力相关的大脑网络随时间的变化。所考虑的阶段是专注于视觉审美创造任务的学习过程之前和之后(Gabarron方法)。采用高密度脑电图(EEG)记录脑活动。51名女性志愿者参加了这项研究。结果表明,DMN和FPN的激活显著增加,SN的作用更有限。DMN和FPN是在艺术创作和审美感知任务中经常被激活的神经网络。这一发现支持了所谓的“创造性宇宙”的存在,包括创造、感知和发散思维等能力。
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引用次数: 0
Exploring the neural basis of reaction time variability in ADHD: The importance of examining data at the trial level 探索多动症反应时间变异的神经基础:检查试验水平数据的重要性
Q4 Neuroscience Pub Date : 2025-06-01 Epub Date: 2025-04-14 DOI: 10.1016/j.ynirp.2025.100263
Leanne Tamm , Jonathan A. Dudley , Sarah L. Karalunas , John O. Simon , Thomas C. Maloney , Gowtham Atluri , Jeffery N. Epstein
Patients with ADHD evidence elevated reaction time variability (RTV) due to periodic long reaction times (RTs). Even though reaction time variability (RTV) reflects intraindividual differences in RT across time, prior research exploring the neural basis of RTV in ADHD has primarily examined associations between neural activation and summary RTV outcomes (e.g., standard deviation of reaction time, tau). Here, we explore group differences in the neural basis of RTV by examining association between trial-level RTs and fMRI BOLD activation obtained during a Stop Signal Task in a large (n = 5719) sample of 9- to 10-year-old children participating in the Adolescent Brain Cognitive Development (ABCD) study. Children with ADHD demonstrated greater RTV than those without ADHD. ADHD-related group differences were not observed between fMRI BOLD activation and summary RTV outcomes. At the trial level, longer RTs were associated with increased BOLD activation in salience/ventral attention and executive control networks and decreased BOLD activation in the default mode network, consistent with time-on-task effects (i.e., stimulus processing time) in which long RTs require maintaining task-positive activation and DMN suppression for more time than short RTs. Moreover, children with ADHD showed weaker associations between long RTs and BOLD activation in these regions than children without ADHD supporting models that point to dysregulated competition between the DMN and executive network as mechanism of cognitive impairment in ADHD.
ADHD患者的反应时间变异性(RTV)由于周期性的长反应时间(RTs)而升高。尽管反应时间变异性(RTV)反映了个体间随时间的差异,但先前探索ADHD中RTV的神经基础的研究主要检查了神经激活与RTV结果之间的关联(例如,反应时间的标准差,tau)。在本研究中,我们通过对参与青少年大脑认知发展(ABCD)研究的9- 10岁儿童的大样本(n = 5719)中停止信号任务中获得的试验水平RTs与fMRI BOLD激活之间的关联,探讨了RTV神经基础的组间差异。患有多动症的儿童比没有多动症的儿童表现出更高的RTV。adhd相关组在fMRI BOLD激活和RTV总合结果之间没有观察到差异。在试验水平上,较长的RTs与显著性/腹侧注意和执行控制网络的BOLD激活增加有关,而默认模式网络的BOLD激活减少,这与时间-任务效应(即刺激处理时间)相一致,即较长的RTs比较短的RTs需要维持任务积极激活和DMN抑制的时间更长。此外,与非ADHD儿童相比,ADHD儿童在这些区域的长RTs和BOLD激活之间的关联较弱,这支持了DMN和执行网络之间竞争失调是ADHD认知障碍机制的模型。
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引用次数: 0
Brain MRI before and at term equivalent age predicts motor and cognitive outcomes in very preterm infants 足月前和足月时的脑MRI预测极早产儿的运动和认知结果
Q4 Neuroscience Pub Date : 2025-06-01 Epub Date: 2025-04-19 DOI: 10.1016/j.ynirp.2025.100262
Alex M. Pagnozzi , Kerstin Pannek , Roslyn N. Boyd , Liza van Eijk , Joanne M. George , Samudragupta Bora , DanaKai Bradford , Michael Fahey , Michael Ditchfield , Atul Malhotra , Paul B. Colditz , Jurgen Fripp
Brain Magnetic Resonance Imaging (MRI) of high-risk infants in the neonatal period (from 26 weeks postmenstrual age to Term Equivalent Age (TEA)) is increasingly being used for the detection of brain injuries, and the early prognostication of adverse outcomes such as Cerebral Palsy (CP). While most imaging is performed around TEA in clinical practice for infants born preterm (<37 weeks of gestation), this would often require families to return to hospital for imaging. In this work, we extract structural biomarkers from MRI acquired both before and at TEA in a cohort of very preterm infants from the PPREMO and PREBO studies (n = 100), to determine if either time-point, or both combined, are predictive of both Bayley Scales of Infant and Toddler Development – Third Edition (Bayley-III) and the Neuro-sensory Motor Developmental Assessment (NSMDA) at 2 years. Using multivariable regression, moderately strong and statistically significant associations were found between brain structure on both early and TEA MRIs with 2-year outcomes (r = 0.39–0.55 for early MRI, r = 0.37–0.49 for Term MRI, r = 0.37–0.56 for early and TEA MRI combined). Importantly, brain biomarkers associated with early childhood outcomes from MRIs were identified, including white and grey matter volumes, deep grey matter and cerebellar volumes, and gyrification and surface area across the whole cortex. Early MRI showed the best prognostic accuracy along with combining timepoints, indicating the potential clinical benefit of Early MRI in predicting adverse outcomes.
新生儿期高危婴儿(经后26周至足月年龄(TEA))的脑磁共振成像(MRI)越来越多地被用于脑损伤的检测和不良后果的早期预测,如脑瘫(CP)。虽然在临床实践中,大多数影像学检查是在TEA前后对早产婴儿(妊娠37周)进行的,但这通常需要家庭返回医院进行影像学检查。在这项工作中,我们从PPREMO和PREBO研究的极早产儿队列(n = 100)中提取了在TEA前和TEA时获得的MRI结构生物标志物,以确定任何一个时间点,或两者结合,是否可以预测2岁时的Bayley婴幼儿发育量表-第三版(Bayley- iii)和神经感觉运动发育评估(NSMDA)。通过多变量回归,发现早期和TEA MRI的脑结构与2年预后之间存在中等强且有统计学意义的关联(早期MRI r = 0.39-0.55, Term MRI r = 0.37-0.49,早期和TEA MRI合并r = 0.37-0.56)。重要的是,从mri中确定了与早期儿童结果相关的大脑生物标志物,包括白质和灰质体积、深灰质和小脑体积,以及整个皮层的回转和表面积。早期MRI在联合时间点上显示出最好的预后准确性,这表明早期MRI在预测不良结局方面具有潜在的临床益处。
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引用次数: 0
Functional redundancy of the posterior hippocampi is selectively disrupted in non-demented older adults with β-amyloid deposition 非痴呆老年人海马后部功能冗余选择性破坏β-淀粉样蛋白沉积
Q4 Neuroscience Pub Date : 2025-06-01 Epub Date: 2025-03-23 DOI: 10.1016/j.ynirp.2025.100255
Jenna K. Blujus , Michael W. Cole , Elena K. Festa , Stephen L. Buka , Stephen P. Salloway , William C. Heindel , Hwamee Oh , the Alzheimer's Disease Neuroimaging Initiative
Several neural mechanisms underlying resilience to Alzheimer's disease (AD) have been proposed, including redundant neural connections between the posterior hippocampi and all other brain regions, and global functional connectivity of the left frontal cortex (LFC). Here, we investigated if functional redundancy of the hippocampus (HC) and LFC underscores neural resilience in the presence of early AD pathologies. From the ADNI database, cognitively normal older adults (CN) (N = 220; 36 % Aβ+) and patients with Mild Cognitive Impairment (MCI) (N = 143; 51 % Aβ+) were utilized. Functional redundancy was calculated from resting state fMRI data using a graph theoretical approach by summing the direct and indirect paths (path lengths = 1–4) between each region of interest and its 263 functional connections. Posterior HC, but not anterior HC or LFC, redundancy was significantly lower in Aβ+ than Aβ-groups, regardless of diagnosis. Posterior HC redundancy related to higher education and better episodic memory, but it did not moderate the Aβ-cognition relationships across the diagnostic groups. Together, these findings suggest that posterior HC redundancy captures network disruption that parallels selective vulnerability to Aβ deposition. Further, our findings indicate that functional redundancy may underscore a network metric different from global functional connectivity of the LFC.
已经提出了几种潜在的阿尔茨海默病(AD)恢复力的神经机制,包括海马体后部和所有其他大脑区域之间的冗余神经连接,以及左额叶皮质(LFC)的全球功能连接。在这里,我们研究了海马体(HC)和LFC的功能冗余是否强调了早期AD病理存在的神经弹性。从ADNI数据库中,认知正常老年人(CN) (N = 220;36% Aβ+)和轻度认知障碍(MCI)患者(N = 143;51% Aβ+)。通过将每个感兴趣的区域与其263个功能连接之间的直接和间接路径(路径长度= 1-4)相加,使用图理论方法从静息状态fMRI数据中计算功能冗余。无论诊断如何,Aβ+组的后HC,而不是前HC或LFC,冗余度显著低于Aβ-组。后验HC冗余与高等教育和更好的情景记忆有关,但它没有调节诊断组之间的a β-认知关系。总之,这些发现表明,后缘HC冗余捕获了与Aβ沉积选择性易感性相似的网络破坏。此外,我们的研究结果表明,功能冗余可能强调不同于LFC的全局功能连接的网络度量。
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引用次数: 0
Non-invasive brain stimulation reorganises effective connectivity during a working memory task in individuals with Neurofibromatosis Type 1 非侵入性脑刺激重组1型神经纤维瘤病患者工作记忆任务期间的有效连接
Q4 Neuroscience Pub Date : 2025-06-01 Epub Date: 2025-03-29 DOI: 10.1016/j.ynirp.2025.100258
Marta Czime Litwińczuk , Shruti Garg , Stephen R. Williams , Jonathan Green , Caroline Lea-Carnall , Nelson J. Trujillo-Barreto

Introduction

In a previous study, we examined the effect of atDCS on working memory task performance and modulation of the inhibitory neurotransmitter, gamma-aminobutyric acid (GABA), in the dorsolateral prefrontal cortex (dlPFC). The present study investigates whether tDCS modulates effective connectivity during the task, specifically assessing whether tDCS alters interactions between neuronal populations.

Methods

Eighteen adolescents with Neurofibromatosis Type 1 (NF1) completed a single-blind sham-controlled cross-over randomised tDCS trial (with the anode at F3 and cathode at Cz). Dynamic causal modelling was used to estimate the effective connectivity between regions that showed working memory effects from the fMRI. Group-level inferences for between sessions (pre- and post-stimulation) and stimulation type (tDCS and sham) effects were carried out using the parametric empirical Bayes approach. A correlation analysis was performed to relate the estimated effective connectivity parameters of left dlPFC pre-tDCS and post-tDCS to the concentration of GABA measured via magnetic resonance spectroscopy (MRS-GABA). Next, correlation analysis was repeated using all working memory performance and all pre-tDCS and post-tDCS connectivity parameters.

Results

It was found that tDCS decreased average excitatory connectivity from dlPFC to left superior frontal gyrus and increased average excitatory connectivity to left globus pallidus. Further, reduced average intrinsic (inhibitory) connectivity of left dlPFC was associated with lower MRS-GABA. However, none of the connectivity parameters of dlPFC showed any association with performance on a working memory task.

Conclusions

These findings suggest that tDCS reorganised connectivity from frontal to fronto-striatal connectivity. As tDCS-related changes were not specific to the effect of working memory, they may have impacted general cognitive control processes. In addition, by reducing MRS-GABA, tDCS might make dlPFC more sensitive and responsive to external stimulation, such as performance of cognitive tasks.
在之前的一项研究中,我们研究了atDCS对工作记忆任务表现的影响以及背外侧前额皮质(dlPFC)中抑制性神经递质γ -氨基丁酸(GABA)的调节。本研究调查了tDCS是否在任务过程中调节有效的连接,特别是评估tDCS是否改变神经元群体之间的相互作用。方法18例青少年1型神经纤维瘤病(NF1)患者完成了单盲假对照交叉随机tDCS试验(阳极F3,阴极Cz)。动态因果模型用于估计从功能磁共振成像中显示工作记忆效应的区域之间的有效连通性。使用参数经验贝叶斯方法对会话之间(刺激前和刺激后)和刺激类型(tDCS和假性)效应进行组水平推断。通过磁共振波谱法(MRS-GABA)测定的GABA浓度与tdcs前后左dlPFC有效连接参数的相关性分析。接下来,使用所有工作记忆性能和所有tdcs前和tdcs后连接参数重复相关分析。结果tDCS降低了左额上回的平均兴奋性连通性,增加了左苍白球的平均兴奋性连通性。此外,左侧dlPFC平均内在(抑制性)连通性的降低与MRS-GABA的降低有关。然而,dlPFC的连接参数都没有显示出与工作记忆任务的表现有任何关联。结论tDCS重组了从额叶到额纹状体的连接。由于tdcs相关的变化并不特定于工作记忆的影响,它们可能影响了一般的认知控制过程。此外,通过减少MRS-GABA, tDCS可能使dlPFC对外部刺激更加敏感和反应,例如认知任务的表现。
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引用次数: 0
A case report of reversible ischemic MRI changes and discussion of possible link to kratom use 可逆性缺血性MRI改变1例报告及与kratom使用可能相关的讨论
Q4 Neuroscience Pub Date : 2025-06-01 Epub Date: 2025-04-17 DOI: 10.1016/j.ynirp.2025.100261
Danah Bakir, Christian Konopka, Sindhu Pisati, Syed Shah, Shashi Maryala, Andre Catalano, Faisal Ibrahim, Hesham Allam
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引用次数: 0
Deep learning identification of reward-related neural substrates of preadolescent irritability: A novel 3D CNN application for fMRI 深度学习识别青春期前易怒的奖励相关神经基质:一种新的3D CNN应用于fMRI
Q4 Neuroscience Pub Date : 2025-06-01 Epub Date: 2025-04-14 DOI: 10.1016/j.ynirp.2025.100259
Johanna C. Walker , Conner Swineford , Krupali R. Patel , Lea R. Dougherty , Jillian Lee Wiggins
The recent emergence of deep learning methods, particularly convolutional neural networks (CNNs), applied to fMRI data presents a promising avenue in psychiatry research, offering advantages over traditional analyses by requiring minimal assumptions and enabling detection of higher-level patterns and intricate, nonlinear relationships within inherently complex fMRI data. Irritability, defined as a lowered threshold for angry responses to blocked rewards, is a promising neurodevelopmental marker for mental health risk due to its robust, transdiagnostic predictive power in youth. In this study, data from the Adolescent Brain and Cognitive Development (ABCD) baseline sample (N = 6065) were utilized for a novel application of a 3D CNN to whole-brain fMRI data acquired during the reward anticipation period of the monetary incentive delay task to predict parent-reported youth irritability severity, measured dimensionally. Regression activation mapping (RAM) was employed to extract feature maps of brain regions most predictive of irritability severity from the model. The model demonstrated satisfactory accuracy, with a mean squared error (MSE) of 1.82, and predicted irritability severity scores with a mean absolute error (MAE) of 0.48 ± 1.54 SD from the true scores. Notably, feature maps revealed bilateral representation of key regions implicated in emotional response and reward processing, including the caudate nucleus, amygdala, parahippocampal gyrus, and hippocampus. This study underscores the potential for 3D CNNs to predict significant, dimensional clinical outcomes such as irritability severity using fMRI data.
最近出现的深度学习方法,特别是卷积神经网络(cnn),应用于fMRI数据,为精神病学研究提供了一条有前途的途径,通过要求最小的假设和能够在固有复杂的fMRI数据中检测更高层次的模式和复杂的非线性关系,提供了优于传统分析的优势。易怒被定义为对被阻断的奖励做出愤怒反应的较低阈值,由于其在青少年中具有强大的跨诊断预测能力,因此是一种很有前途的心理健康风险神经发育标志物。在这项研究中,来自青少年大脑和认知发展(ABCD)基线样本(N = 6065)的数据被用于3D CNN对在金钱激励延迟任务的奖励预期期间获得的全脑功能磁共振成像数据的新颖应用,以预测父母报告的青少年暴躁程度,测量维度。采用回归激活映射(RAM)从模型中提取最能预测烦躁程度的脑区特征图。该模型显示出令人满意的准确性,均方误差(MSE)为1.82,预测易怒严重程度评分的平均绝对误差(MAE)为0.48±1.54 SD。值得注意的是,特征图揭示了涉及情绪反应和奖励处理的关键区域的双侧表征,包括尾状核、杏仁核、海马旁回和海马体。这项研究强调了3D cnn预测重要的临床结果的潜力,如使用功能磁共振成像数据预测易怒严重程度。
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引用次数: 0
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