Regional coherence changes in the early stages of Alzheimer's disease: a combined structural and resting-state functional MRI study

Recent functional imaging studies have indicated that the pathophysiology of Alzheimer's disease (AD) can be associated with the changes in spontaneous low-frequency (<0.08 Hz) blood oxygenation level-dependent fluctuations (LFBF) measured during a resting state. The purpose of this study was to examine regional LFBF coherence patterns in early AD and the impact of regional brain atrophy on the functional results. Both structural MRI and resting-state functional MRI scans were collected from 14 AD subjects and 14 age-matched normal controls. We found significant regional coherence decreases in the posterior cingulate cortex/precuneus (PCC/PCu) in the AD patients when compared with the normal controls. Moreover, the decrease in the PCC/PCu coherence was correlated with the disease progression measured by the Mini-Mental State Exam scores. The changes in LFBF in the PCC/PCu may be related to the resting hypometabolism in this region commonly detected in previous positron emission tomography studies of early AD. When the regional PCC/PCu atrophy was controlled, these results still remained significant but with a decrease in the statistical power, suggesting that the LFBF results are at least partly explained by the regional atrophy. In addition, we also found increased LFBF coherence in the bilateral cuneus, right lingual gyrus and left fusiform gyrus in the AD patients. These regions are consistent with previous findings of AD-related increased activation during cognitive tasks explained in terms of a compensatory-recruitment hypothesis. Finally, our study indicated that regional brain atrophy could be an important consideration in functional imaging studies of neurodegenerative diseases.     

The representation of social interaction in episodic memory: a functional MRI study

The representation of social interaction in episodic memory is a critical factor for the successful navigation of social relationships. In general, it is important to separate episodic memory during social interaction from episodic memory during the self-generation of action events. Different cortical representations have been associated with social interaction vs. self-generated episodic memory. Here we clarified the cortical representation of the effect of context (social vs. solitary) on episodic memory by comparing it with the generation effect (self vs. other) on episodic memory. Each participant learned words while engaged in a sentence generation and a reading task, and subsequently each participant was scanned with functional magnetic resonance imaging (fMRI) while they performed a recognition task using the words that had been learned. The experiment was comprised of four conditions and we looked at two situations that involved a social context and non-social (solitary) context task. In the learning session before entering the MRI, two participants collaborated in a social context either generating (social-contextual self-generation condition: SS) or reading (social-contextual other-generation condition: SO) a sequence of sentences alternately to construct a meaningful story narrative. In the non-social context, the participants generated (non-social-contextual self-generation condition: NS) or read (non-social-contextual other-generation condition: NO) a sequence of sentences individually. The stimuli for the recognition session consisted of learned words and novel words. Activation for social context retrieval was identified in the right medial prefrontal cortex (mPFC), and activation for self-generated retrieval was identified in the left mPFC and the left middle cingulate cortex. These results indicate that dissociable regions within the medial prefrontal cortices contribute to the processes involved in the representation of social interaction, including social context and self-generation in the retrieval of episodic memory.     

创伤后应激障碍的记忆损害与脑结构MRI特点探讨

目的探讨创伤后应激障碍的记忆损害与脑结构MRI特点,为提高此类患者临床诊断与治疗效果提供可靠依据。材料与方法选取研究组（患者）和对照组（健康志愿者）各16例,进行记忆功能评估,所有受检者均行MRI检查,记录两组的记忆功能评估结果、MRI检查结果,进行统计学分析。结果研究组创伤后应激障碍患者理解记忆、延迟理解记忆、视觉再生、延迟视觉再生评分均显著低于对照组（P〈0．05）,两组对比结果具有统计学意义;研究组患者经MRI检查可知,其脑部额叶与颞叶脑区灰质体积显著小于对照组。结论可根据创伤后应激障碍表现为记忆损害患者脑部额叶与颞叶脑区灰质体积显著小于健康人群这一显著特点,对发生严重创伤后应激障碍患者进行脑部MRI检查,从而准确判断其是否出现记忆障碍,并判断其临床治疗效果。     

Memory impairment and awareness of memory deficits in early-stage Alzheimer's disease

In addition to their memory impairment, individuals with Alzheimer's disease (AD) often suffer from deficits in self-awareness. Awareness of memory deficits or metamemory is a multifaceted function, comprising on-line self-monitoring, generalized self-beliefs of memory efficacy, and generalized knowledge about memory functions. Awareness of memory problems in early-stage AD is a matter of clinical importance from a humanistic point of view, because higher levels of awareness may be associated with better future outcomes. Current methods of measuring awareness tend to fall into two categories, i.e., to introduce a questionnaire assessing patient/caregiver discrepancies; or to ask a patient to prospectively predict or retrospectively postdict their own memory performances. Characteristics of each measure as well as relationship between the two measures were discussed. For the performance prediction/postdiction paradigm, we used recognition memory of auditory verbal learning tests and awareness of memory deficits were examined in 24 individuals with early-stage AD. In addition to their significantly impaired recognition memory, individuals with AD displayed underawareness of memory deficits even at this early stage. They retrospectively overestimated memory performance after actual performance, but appeared to benefit from feedback and displayed intact on-line awareness of memory dysfunction, leading to normal prediction of the second session. However, individuals with AD again failed to retrospectively incorporate incidents of memory failure into generalized self-belief systems. Brain/behavior correlational analyses suggest that the prefrontal cortex and posterior dorsomedial regions including the precuneus may be involved in self-awareness.     

Fractional Gaussian noise, functional MRI and Alzheimer's disease

Fractional Gaussian noise (fGn) provides a parsimonious model for stationary increments of a self-similar process parameterised by the Hurst exponent, H, and variance, sigma2. Fractional Gaussian noise with H < 0.5 demonstrates negatively autocorrelated or antipersistent behaviour; fGn with H > 0.5 demonstrates 1/f, long memory or persistent behaviour; and the special case of fGn with H = 0.5 corresponds to classical Gaussian white noise. We comparatively evaluate four possible estimators of fGn parameters, one method implemented in the time domain and three in the wavelet domain. We show that a wavelet-based maximum likelihood (ML) estimator yields the most efficient estimates of H and sigma2 in simulated fGn with 0 < H < 1. Applying this estimator to fMRI data acquired in the "resting" state from healthy young and older volunteers, we show empirically that fGn provides an accommodating model for diverse species of fMRI noise, assuming adequate preprocessing to correct effects of head movement, and that voxels with H > 0.5 tend to be concentrated in cortex whereas voxels with H < 0.5 are more frequently located in ventricles and sulcal CSF. The wavelet-ML estimator can be generalised to estimate the parameter vector beta for general linear modelling (GLM) of a physiological response to experimental stimulation and we demonstrate nominal type I error control in multiple testing of beta, divided by its standard error, in simulated and biological data under the null hypothesis beta = 0. We illustrate these methods principally by showing that there are significant differences between patients with early Alzheimer's disease (AD) and age-matched comparison subjects in the persistence of fGn in the medial and lateral temporal lobes, insula, dorsal cingulate/medial premotor cortex, and left pre- and postcentral gyrus: patients with AD had greater persistence of resting fMRI noise (larger H) in these regions. Comparable abnormalities in the AD patients were also identified by a permutation test of local differences in the first-order autoregression AR(1) coefficient, which was significantly more positive in patients. However, we found that the Hurst exponent provided a more sensitive metric than the AR(1) coefficient to detect these differences, perhaps because neurophysiological changes in early AD are naturally better described in terms of abnormal salience of long memory dynamics than a change in the strength of association between immediately consecutive time points. We conclude that parsimonious mapping of fMRI noise properties in terms of fGn parameters efficiently estimated in the wavelet domain is feasible and can enhance insight into the pathophysiology of Alzheimer's disease.     

Neural basis of temporal context memory: a functional MRI study

Temporal context information is crucial to understanding human episodic memory. Human lesion and neuroimaging data indicate that prefrontal regions are important for retrieving temporal context memory, although the exact nature of their involvement is still unclear. We employed functional magnetic resonance imaging (fMRI) to elucidate the neural basis of two kinds of temporal context memory: the temporal order of items between lists and within a list. On the day of the fMRI experiment, subjects memorized a list of 30 pictures in the morning and another list of 30 pictures in the afternoon. During the scanning session, the subjects performed three tasks. In a between-lists task, they were asked to judge the temporal order between two items that had been presented in different lists. In a within-list task, they were asked to judge the temporal order between two items that had been presented in a single list. We found bilateral prefrontal activities during these two temporal context memory tasks compared with a simple item-recognition task. Furthermore, in direct comparison between these two tasks, we found differential prefrontal activities. Thus, right prefrontal activity was associated with temporal order judgment of items between lists, whereas left prefrontal activity was related to temporal order judgment of items within a list. These results indicate that retrieval processes of two kinds of temporal context memory are supported by different, but overlapping, sets of cerebral regions. We speculate that this reflects different cognitive processes for retrieving temporal context memory between separate episodes and within a single episode.     

轻度认知障碍及轻度阿尔茨海默病的MRI研究进展

阿尔茨海默病(Alzheimer′s disease,AD)是老年人最常见的一种神经变性疾病,主要发生于老年期及老年前期,以进行性痴呆为主要特征,主要损害记忆和认知等脑高级功能。根据临床病程可将AD分为4个阶段。①临床前期(Ⅰ     

Abnormal insula functional network is associated with episodic memory decline in amnestic mild cognitive impairment

Abnormalities of functional connectivity in the default mode network (DMN) recently have been reported in patients with amnestic mild cognitive impairment (aMCI), Alzheimer's disease (AD) or other psychiatric diseases. As such, these abnormalities may be epiphenomena instead of playing a causal role in AD progression. To date, few studies have investigated specific brain networks, which extend beyond the DMN involved in the early AD stages, especially in aMCI. The insula is one site affected by early pathological changes in AD and is a crucial hub of the human brain networks. Currently, we explored the contribution of the insula networks to cognitive performance in aMCI patients. Thirty aMCI and 26 cognitively normal (CN) subjects participated in this study. Intrinsic connectivity of the insula networks was measured, using the resting-state functional connectivity fMRI approach. We examined the differential connectivity of insula networks between groups, and the neural correlation between the altered insula networks connectivity and the cognitive performance in aMCI patients and CN subjects, respectively. Insula subregional volumes were also investigated. AMCI subjects, when compared to CN subjects, showed significantly reduced right posterior insula volumes, cognitive deficits and disrupted intrinsic connectivity of the insula networks. Specifically, decreased intrinsic connectivity was primarily located in the frontal-parietal network and the cingulo-opercular network, including the anterior prefrontal cortex (aPFC), anterior cingulate cortex, operculum, inferior parietal cortex and precuneus. Increased intrinsic connectivity was primarily situated in the visual-auditory pathway, which included the posterior superior temporal gyrus and middle occipital gyrus. Conjunction analysis was performed; and significantly decreased intrinsic connectivity in the overlapping regions of the anterior and posterior insula networks, including the bilateral aPFC, left dorsolateral prefrontal cortex, dorsomedial prefrontal cortex, and anterior temporal pole was found. Furthermore, the disrupted intrinsic connectivity was associated with episodic memory (EM) deficits in the aMCI patients and not in the CN subjects. These findings demonstrated that the functional integration of the insula networks plays an important role in the EM process. They provided new insight into the neural mechanism underlying the memory deficits in aMCI patients.     

Hemispheric asymmetries in language-related pathways: a combined functional MRI and tractography study

Functional lateralization is a feature of human brain function, most apparent in the typical left-hemisphere specialization for language. A number of anatomical and imaging studies have examined whether structural asymmetries underlie this functional lateralization. We combined functional MRI (fMRI) and diffusion-weighted imaging (DWI) with tractography to study 10 healthy right-handed subjects. Three language fMRI paradigms were used to define language-related regions in inferior frontal and superior temporal regions. A probabilistic tractography technique was then employed to delineate the connections of these functionally defined regions. We demonstrated consistent connections between Broca's and Wernicke's areas along the superior longitudinal fasciculus bilaterally but more extensive fronto-temporal connectivity on the left than the right. Both tract volumes and mean fractional anisotropy (FA) were significantly greater on the left than the right. We also demonstrated a correlation between measures of structure and function, with subjects with more lateralized fMRI activation having a more highly lateralized mean FA of their connections. These structural asymmetries are in keeping with the lateralization of language function and indicate the major structural connections underlying this function.     

G-CSF rescues the memory impairment of animal models of Alzheimer's disease

Most of the current clinical treatments for Alzheimer's disease (AD) are largely symptomatic and can have serious side effects. We have tested the feasibility of using the granulocyte colony-stimulating factor (G-CSF), which is known to mobilize hematopoietic stem cells (HSCs) from the bone marrow into the peripheral blood, as a therapeutic agent for AD. Subcutaneous administration of G-CSF into two different beta-amyloid (Abeta)-induced AD mouse models substantially rescued their cognitive/memory functions. The rescue was accompanied by the accumulation of 5-bromo-2'deoxyuridine-positive HSCs, as well as local neurogenesis surrounding the Abeta aggregates. Furthermore, the level of acetylcholine in the brains of Tg2576 mice was considerably enhanced upon G-CSF treatment. We suggest that G-CSF, a drug already extensively used for treating chemotherapy-induced neutropenia, should be pursued as a novel, noninvasive therapeutic agent for the treatment of AD.     

轻度认知功能障碍脑结构与功能MRI研究进展

轻度认知功能障碍（MCI）患者被认为是阿尔茨海默病的高危人群,并且在MCI阶段进行干预治疗,有利于延缓病情进展甚至逆转认知功能破坏,故对于MCI的研究,具有重要的临床意义。MRI技术包含多个序列成像,可从不同角度发现MCI的大脑结构和功能异常,有利于早期诊断、预测病情进展情况和揭示病理机制,促进MCI和阿尔茨海默病的防治。本文主要对于近些年来结构磁共振成像、功能磁共振成像、扩散张量成像、动脉自旋标记和质子磁共振波谱分析在MCI的诊断、分类、预测病情方面的研究现状进行了论述,希望为今后的临床诊疗及科研提供借鉴。     

Delayed verbal memory retrieval: a functional MRI study in epileptic patients with structural lesions of the left medial temporal lobe.

In a previous functional magnetic resonance imaging (fMRI) study, we suggested that in left medial temporal lobe epilepsy (LTLE) poor verbal episodic memory performances were sustained by abnormal neocortical and mesiotemporal activations. In the present study, we attempted to examine the evolution of these abnormal neocortical and mesiotemporal activations over 24 h. We thus observed the fMRI brain regions activated during the 24-h-delayed retrieval of a word list in the same sample of healthy control subjects and LTLE patients. In control subjects, a similar left occipitotemporofrontal network was activated during both immediate and 24-h-delayed retrieval conditions. In addition, the 24-h-delayed retrieval also activated a larger parietal region and the right hippocampus. This distributed neocortical and mesiotemporal network was very poorly activated during the 24-h-delayed retrieval in LTLE patients, suggesting the inability to reactivate areas that are keys to retrieving stored information.     

Changes in brain activation associated with use of a memory strategy: a functional MRI study

It has been confirmed that some kinds of what are called memory strategies dramatically improve the performance of memory recall. However, there has been no direct research to examine changes in brain activity associated with the use of the method of loci within individuals. In the present study, using fMRI, we compared brain activations before and after instruction in the method of loci during both the encoding and recall phases. The resulting behavioral data showed that the use of the method of loci significantly increased scores for memory recall. The imaging data showed that encoding after instruction in the method of loci, relative to encoding before it, was associated with signal increases in the right inferior frontal gyrus, bilateral middle frontal gyrus, left fusiform gyrus, and bilateral lingual gyrus/posterior cingulate gyrus. Comparison of recall after instruction in the method of loci with that before it showed significant activation in the left parahippocampal gyrus/retrosplenial cortex/cingulate gyrus/lingual gyrus, left precuneus, left fusiform gyrus, and right lingual gyrus/cingulate gyrus. The present study demonstrated the changes in brain activation pattern associated with the use of the method of loci; left fusiform and lingual activity was associated with both the encoding and recall phases, bilateral prefrontal activity with the encoding phase, and activity of the posterior part of the parahippocampal gyrus, retrosplenial cortex, and precuneus with the recall phase. These findings suggest that brain networks mediating episodic encoding and retrieval vary with how individuals encode the same stimuli.     

Feeling-of-knowing in episodic memory: an event-related fMRI study

An individual may fail to recall an item from memory but still feel that it would be recognized on a later test, a retrieval state termed the "feeling-of-knowing" (FOK). In this study we used event-related fMRI and the FOK to examine both encoding- and retrieval-related factors that are associated with different levels of recall performance: successful retrieval of a previously studied item, retrieval failure accompanied by the FOK, and retrieval failure without any FOK. The results revealed one predominant pattern of retrieval-related activation: an intermediate level of activation for FOK-less than that associated with successful recall and greater than that associated with unsuccessful recall (frontal and left parietal cortices). Two further patterns were also observed: greater activation for both successful recall and FOK than for unsuccessful recall (left midlateral prefrontal cortex) and greater activation for successful recall than for both FOK and unsuccessful recall (left MTL). Analysis of encoding trials conditional upon subsequent retrieval success revealed a pattern of activation that appeared to predict subsequent recall, but which further analysis indicated to be a better predictor of subsequent recognition. These results provide evidence that the phenomenology of graded recall is represented neurally in frontal and parietal cortices, but that activation at encoding may not precipitate the different levels of recall experience.     

Face-name memory in Alzheimer's disease

Alzheimer's disease (AD) affects face-name memory, the ability to recognize faces and recall names. Remembering face and name requires a sophisticated cognitive process because of the complexity and similarity among faces and also because of their arbitrary association with names. Assessments of face-name memory can measure episodic and semantic memory performance and are useful for early detection of AD. Improving face-name memory is possible through cognitive interventions targeted to promote procedural memory, which is often preserved until the late stage of AD. This article describes a conceptual model, assessment tools, and strategies for improving face-name memory in persons with AD.     

阿尔茨海默病转基因小鼠早期记忆功能障碍与氧化应激损伤关系的实验研究

Objective To investigate the spatial learning and memory ability,the changes of indicators of oxidative stress,and their relationship in transgenic APP/PS1 mouse model of Alzheimer's disease(APP/PS1 mice). Methods The spatial learning and memory ability were assessed by Morris water maze test,and the activity or content of SOD, GSH-PX, MDA, and protein carbonyl in brain tissues were measured by ELISA in the APP/PS1 and wild type (WT) mice. Furthermore, the relationship between the learning and memory performances and the indicators of oxidative stress was examined. Results No significant difference in the spatial learning was observed between the APP/PS1 and WT mice (P ＜0. 05). The spatial memory which was measured as the percentage of time traveling in the targeted quadrant to the total traveling time was significantlydeclined in the APP/PS1 mice(29. 02 ± 4. 27) % as compared with the WT mice(47. 39 ± 6. 01) %(t =0. 000 ,P ＜0. 05). The percentage of length of traveling in the targeted quadrant to the total length traveled was significantly lower in the APP/PS1 mice(28. 85 ±3.77)% compared with the WT mice(46. 70 ±5.60)% (t =0. 000,P ＜0. 05). These findings indicated that the spatial learning and memory ability of APP/PS1 mice was significantly decreased compared to WT mice. There was no significant difference in activity or content of SOD,GSH-PX,and MDA in brain tissues between the APP/PS1 and WT mice (P ＜ 0. 05), while the content of protein carbonyl was significantly elevated in the APP/PS1 mice (2. 67 ±0. 19) than in the WT mice (2. 38 ±0. 15)(t = 0. 008, P ＜ 0. 05). Correlation analysis revealed that the elevated protein carbonyl was negatively correlated with the percentage of length traveled in the targeted quadrant(r = - 0. 639, P ＜ 0. 05) and the percentage of time traveled in the targeted quadrant(r = - 0. 636 ,P ＜ 0. 05). Conclusion The spatial memory impairment was negatively correlated with the elevated protein carbonyl in the APP/PS1 mice, suggesting that protein carbonylation caused by oxidative stress might play an important role in the development of memory impairment in the early stage of Alzheimer's disease.     

基于个体特异性功能连接的阿尔茨海默病早期识别研究

目的 基于静息态功能磁共振成像(resting state functional magnetic resonance imaging,rs-fMRI)探索个体特异性功能连接对阿尔茨海默病(Alzheimer's disease,AD)及轻度认知障碍(mild cognitive impairment,MCI)患者、稳...     

Structural and functional biomarkers of prodromal Alzheimer's disease: a high-dimensional pattern classification study

This work builds upon previous studies that reported high sensitivity and specificity in classifying individuals with mild cognitive impairment (MCI), which is often a prodromal phase of Alzheimer's disease (AD), via pattern classification of MRI scans. The current study integrates MRI and PET (15)O water scans from 30 participants in the Baltimore Longitudinal Study of Aging, and tests the hypothesis that joint evaluation of structure and function can yield higher classification accuracy than either alone. Classification rates of up to 100% accuracy were achieved via leave-one-out cross-validation, whereas conservative estimates of generalization performance in new scans, evaluated via bagging cross-validation, yielded an area under the receiver operating characteristic (ROC) curve equal to 0.978 (97.8%), indicating excellent diagnostic accuracy. Spatial maps of regions determined to contribute the most to the classification implicated many temporal, prefrontal, orbitofrontal, and parietal regions. Detecting complex patterns of brain abnormality in early stages of cognitive impairment has pivotal importance for the detection and management of AD.     

阿尔茨海默病转基因小鼠早期记忆功能障碍与氧化应激损伤关系的实验研究

目的 观察转APP/PS1基因阿尔茨海默病(AD)小鼠(APP/PS1小鼠)早期空间学习记忆功能及相关氧化应激反应指标的变化,并探讨它们之间的相关性.方法 应用Morris水迷宫评定APP/PS1小鼠及相应野生型(WT)小鼠的空间学习记忆功能,采用ELISA方法检测脑组织中超氧化物歧化酶(SOD)、谷胱甘肽过氧化物酶(GSH-PX)活性以及丙二醛(MDA)和蛋白质羰基的含量,并进行相关性分析.结果 2组小鼠的空间学习能力无明显差异(P＞0.05),而APP/PS1小鼠在目标象限(定位航行实验中平台所置第二象限)中航行时间占总时间的百分比(29.02±4.27)%较WT小鼠(47.39±6.01)%显著下降(t=0.000,P＜0.05),APP/PS1小鼠在目标象限中航行路程占总路程的百分比(28.85±3.77)%较WT小鼠(46.70±5.60)%也显著下降(t=0.000,P＜0.05),提示APP/PS1小鼠的空间记忆功能较WT小鼠显著下降.2组小鼠脑组织中的MDA含量、SOD和GSH-PX活性均无明显差异(P均＞0.05),而APP/PS1小鼠脑组织中的蛋白质羰基含量(2.67±0.19)较WT小鼠(2.38±0.15)显著增加(t=0.0088,P＜0.05).相关性分析表明:APP/PS1小鼠蛋白质羰基含量与目标象限航行时间百分比呈显著负性相关(r=-0.639,P＜0.05),APP/PS1小鼠蛋白质羰基含量与目标象限航行路程百分比呈显著负性相关(r=-0.636,P＜0.05).结论 APP/PS1小鼠早期空间记忆功能损害与脑组织中的蛋白质羰基含量升高呈负性相关,提示氧化应激导致的蛋白质羰基化在AD早期记忆损害发病过程中具有重要作用.

Abstract：

Objective To investigate the spatial learning and memory ability,the changes of indicators of oxidative stress,and their relationship in transgenic APP/PS1 mouse model of Alzheimer's disease(APP/PS1 mice). Methods The spatial learning and memory ability were assessed by Morris water maze test,and the activity or content of SOD, GSH-PX, MDA, and protein carbonyl in brain tissues were measured by ELISA in the APP/PS1 and wild type (WT) mice. Furthermore, the relationship between the learning and memory performances and the indicators of oxidative stress was examined. Results No significant difference in the spatial learning was observed between the APP/PS1 and WT mice (P ＜0. 05). The spatial memory which was measured as the percentage of time traveling in the targeted quadrant to the total traveling time was significantlydeclined in the APP/PS1 mice(29. 02 ± 4. 27) % as compared with the WT mice(47. 39 ± 6. 01) %(t =0. 000 ,P ＜0. 05). The percentage of length of traveling in the targeted quadrant to the total length traveled was significantly lower in the APP/PS1 mice(28. 85 ±3.77)% compared with the WT mice(46. 70 ±5.60)% (t =0. 000,P ＜0. 05). These findings indicated that the spatial learning and memory ability of APP/PS1 mice was significantly decreased compared to WT mice. There was no significant difference in activity or content of SOD,GSH-PX,and MDA in brain tissues between the APP/PS1 and WT mice (P ＜ 0. 05), while the content of protein carbonyl was significantly elevated in the APP/PS1 mice (2. 67 ±0. 19) than in the WT mice (2. 38 ±0. 15)(t = 0. 008, P ＜ 0. 05). Correlation analysis revealed that the elevated protein carbonyl was negatively correlated with the percentage of length traveled in the targeted quadrant(r = - 0. 639, P ＜ 0. 05) and the percentage of time traveled in the targeted quadrant(r = - 0. 636 ,P ＜ 0. 05). Conclusion The spatial memory impairment was negatively correlated with the elevated protein carbonyl in the APP/PS1 mice, suggesting that protein carbonylation caused by oxidative stress might play an important role in the development of memory impairment in the early stage of Alzheimer's disease.