Ronghua Ling, Yinghui Yang, Ling Wei, Chengcheng Fan
{"title":"AD连续体功能连通性与淀粉样蛋白积累的关系","authors":"Ronghua Ling, Yinghui Yang, Ling Wei, Chengcheng Fan","doi":"10.1109/CISP-BMEI53629.2021.9624445","DOIUrl":null,"url":null,"abstract":"Alzheimer's disease (AD) is characterized by the pathology's amyloid-beta and tau, as the common form of neurodegenerative dementia. There has great challenge for the understanding of AD functional and metabolic pathological changes. In this study, we aimed to study the relationship between functional connectivity and amyloid metabolic activity in the whole AD continuum. The functional magnetic resonance imaging (fMRI) and amyloid positron emission tomography (PET) imaging data were collected from the ADNI database, including 43 normal controls (NCs), 37 patients with mild cognitive impairment (MCI), and 32 patients with AD. We calculated the functional and amyloid metabolic connectivity for each subject and group. To assess the relationship between the functional connectivity of specific region and amyloid regions, we used the general linear model (GLM) model to measure the association between region-to-region functional connectivity and amyloid PET metabolic connectivity, controlled with other variances (sex, age, education level). The results showed that the average amyloid uptake of AD patients was highest ($1.62\\pm 0.22,\\ \\mathrm{P} < 0.001$) rather than other groups (MCI: $1.41\\pm 0.18$ and NC: $1.13+0.21$). The functional connectivity of default mode network showed that there was significant connectivity difference ($\\mathrm{P} < 0.001$), and the functional strength was decrease with disease severity. There was significant positive correlation between functional connectivity and amyloid metabolic connectivity in both NC group ($\\mathrm{r}=0.31,\\ \\mathrm{P} < 0.001$), MCI group ($\\mathrm{r}=0.42, \\mathrm{P} < 0.001$), and AD group ($\\mathrm{r}=0.47,\\ \\mathrm{P} < 0.001$). This study showed that the higher amyloid metabolic connectivity in AD continuum maybe related with a higher AD-related functional connectivity strength, which may indicate the co-pathology of functional activity and amyloid accumulation might be caused using similar mechanisms.","PeriodicalId":131256,"journal":{"name":"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The Relationship Between Funcation Connectivity and Amyloid Accumulation in AD Continuum\",\"authors\":\"Ronghua Ling, Yinghui Yang, Ling Wei, Chengcheng Fan\",\"doi\":\"10.1109/CISP-BMEI53629.2021.9624445\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Alzheimer's disease (AD) is characterized by the pathology's amyloid-beta and tau, as the common form of neurodegenerative dementia. There has great challenge for the understanding of AD functional and metabolic pathological changes. In this study, we aimed to study the relationship between functional connectivity and amyloid metabolic activity in the whole AD continuum. The functional magnetic resonance imaging (fMRI) and amyloid positron emission tomography (PET) imaging data were collected from the ADNI database, including 43 normal controls (NCs), 37 patients with mild cognitive impairment (MCI), and 32 patients with AD. We calculated the functional and amyloid metabolic connectivity for each subject and group. To assess the relationship between the functional connectivity of specific region and amyloid regions, we used the general linear model (GLM) model to measure the association between region-to-region functional connectivity and amyloid PET metabolic connectivity, controlled with other variances (sex, age, education level). The results showed that the average amyloid uptake of AD patients was highest ($1.62\\\\pm 0.22,\\\\ \\\\mathrm{P} < 0.001$) rather than other groups (MCI: $1.41\\\\pm 0.18$ and NC: $1.13+0.21$). The functional connectivity of default mode network showed that there was significant connectivity difference ($\\\\mathrm{P} < 0.001$), and the functional strength was decrease with disease severity. There was significant positive correlation between functional connectivity and amyloid metabolic connectivity in both NC group ($\\\\mathrm{r}=0.31,\\\\ \\\\mathrm{P} < 0.001$), MCI group ($\\\\mathrm{r}=0.42, \\\\mathrm{P} < 0.001$), and AD group ($\\\\mathrm{r}=0.47,\\\\ \\\\mathrm{P} < 0.001$). This study showed that the higher amyloid metabolic connectivity in AD continuum maybe related with a higher AD-related functional connectivity strength, which may indicate the co-pathology of functional activity and amyloid accumulation might be caused using similar mechanisms.\",\"PeriodicalId\":131256,\"journal\":{\"name\":\"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)\",\"volume\":\"26 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CISP-BMEI53629.2021.9624445\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CISP-BMEI53629.2021.9624445","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The Relationship Between Funcation Connectivity and Amyloid Accumulation in AD Continuum
Alzheimer's disease (AD) is characterized by the pathology's amyloid-beta and tau, as the common form of neurodegenerative dementia. There has great challenge for the understanding of AD functional and metabolic pathological changes. In this study, we aimed to study the relationship between functional connectivity and amyloid metabolic activity in the whole AD continuum. The functional magnetic resonance imaging (fMRI) and amyloid positron emission tomography (PET) imaging data were collected from the ADNI database, including 43 normal controls (NCs), 37 patients with mild cognitive impairment (MCI), and 32 patients with AD. We calculated the functional and amyloid metabolic connectivity for each subject and group. To assess the relationship between the functional connectivity of specific region and amyloid regions, we used the general linear model (GLM) model to measure the association between region-to-region functional connectivity and amyloid PET metabolic connectivity, controlled with other variances (sex, age, education level). The results showed that the average amyloid uptake of AD patients was highest ($1.62\pm 0.22,\ \mathrm{P} < 0.001$) rather than other groups (MCI: $1.41\pm 0.18$ and NC: $1.13+0.21$). The functional connectivity of default mode network showed that there was significant connectivity difference ($\mathrm{P} < 0.001$), and the functional strength was decrease with disease severity. There was significant positive correlation between functional connectivity and amyloid metabolic connectivity in both NC group ($\mathrm{r}=0.31,\ \mathrm{P} < 0.001$), MCI group ($\mathrm{r}=0.42, \mathrm{P} < 0.001$), and AD group ($\mathrm{r}=0.47,\ \mathrm{P} < 0.001$). This study showed that the higher amyloid metabolic connectivity in AD continuum maybe related with a higher AD-related functional connectivity strength, which may indicate the co-pathology of functional activity and amyloid accumulation might be caused using similar mechanisms.