Investigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling MRI and graph theoretical analysis
Abstract Background Breast neoplasms are the most common cancer among women in Taiwan. Cognitive deficits are common complications of breast cancer survivors treated with chemotherapy. The most frequently observed disorders involve executive function and memory impairment. With improvements in tumor...
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doaj-e1b1fb43690e480caf0cd11c2ac972592020-11-25T01:21:26ZengBMCBMC Cancer1471-24072018-12-0118111210.1186/s12885-018-5113-zInvestigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling MRI and graph theoretical analysisTsung-Yuan Li0Vincent Chin-Hung Chen1Dah-Cherng Yeh2Shu-Ling Huang3Cheng-Nan Chen4Jyh-Wen Chai5Clayton Chi-Chang Chen6Jun-Cheng Weng7Department of Radiology, Taichung Veterans General HospitalSchool of Medicine, Chang Gung UniversityBreast Medical Center, Cheng Ching Hospital Chung Kang BranchDepartment of Psychology, Chung Shan Medical UniversityDepartment of Radiology, Taichung Veterans General HospitalDepartment of Radiology, Taichung Veterans General HospitalDepartment of Radiology, Taichung Veterans General HospitalDepartment of Psychiatry, Chang Gung Memorial HospitalAbstract Background Breast neoplasms are the most common cancer among women in Taiwan. Cognitive deficits are common complications of breast cancer survivors treated with chemotherapy. The most frequently observed disorders involve executive function and memory impairment. With improvements in tumor intervention and the consequent increase in the number of cancer survivors, the quality of life of patients has become an important issue. We are interested in the early effects of chemotherapy on the brain structures of patients. In addition, generalized q-sampling imaging (GQI), a wide range of q-space datasets for a more accurate and sophisticated diffusion MR approach, was first used in this topic. Methods As diffusion tensor imaging (DTI) is associated with restrictions in the resolution of crossing fibers, we attempted to use GQI, which can overcome these difficulties and is advantageous over DTI for tractography of the crossing fibers. This cross-sectional study included two groups: breast cancer survivors who had completed their chemotherapy (n = 19) and healthy controls (n = 20). All participants underwent diffusion MRI exams and neuropsychological assessments. We included four parts in our image analysis, i.e., voxel-based statistical analysis, multiple regression analysis, graph theoretical analysis and network-based statistical analysis. Results The results from the voxel-based statistical analysis showed significantly lower GFA and NQA values in the breast cancer group than those in the control group. We found significant positive correlations between the FACT-Cog and GQI indices. In the graph theoretical analysis, the breast cancer group demonstrated significantly longer characteristic path length. Adjuvant chemotherapy affected the integrity of white matter and resulted in poor cognitive performance, as indicated by the correlations between the neuropsychological assessment scales and the GQI indices. In addition, it was found that the characteristic path lengths in the breast cancer group increased, indicating that the brain network integration became worse. Conclusions Our study demonstrated alterations in structural brain networks and associated neuropsychological deficits among breast cancer survivors.http://link.springer.com/article/10.1186/s12885-018-5113-zBreast cancerChemotherapyGeneralized q-sampling imagingVoxel-based statistical analysisMultiple regression analysisGraph theoretical analysis |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tsung-Yuan Li Vincent Chin-Hung Chen Dah-Cherng Yeh Shu-Ling Huang Cheng-Nan Chen Jyh-Wen Chai Clayton Chi-Chang Chen Jun-Cheng Weng |
spellingShingle |
Tsung-Yuan Li Vincent Chin-Hung Chen Dah-Cherng Yeh Shu-Ling Huang Cheng-Nan Chen Jyh-Wen Chai Clayton Chi-Chang Chen Jun-Cheng Weng Investigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling MRI and graph theoretical analysis BMC Cancer Breast cancer Chemotherapy Generalized q-sampling imaging Voxel-based statistical analysis Multiple regression analysis Graph theoretical analysis |
author_facet |
Tsung-Yuan Li Vincent Chin-Hung Chen Dah-Cherng Yeh Shu-Ling Huang Cheng-Nan Chen Jyh-Wen Chai Clayton Chi-Chang Chen Jun-Cheng Weng |
author_sort |
Tsung-Yuan Li |
title |
Investigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling MRI and graph theoretical analysis |
title_short |
Investigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling MRI and graph theoretical analysis |
title_full |
Investigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling MRI and graph theoretical analysis |
title_fullStr |
Investigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling MRI and graph theoretical analysis |
title_full_unstemmed |
Investigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling MRI and graph theoretical analysis |
title_sort |
investigation of chemotherapy-induced brain structural alterations in breast cancer patients with generalized q-sampling mri and graph theoretical analysis |
publisher |
BMC |
series |
BMC Cancer |
issn |
1471-2407 |
publishDate |
2018-12-01 |
description |
Abstract Background Breast neoplasms are the most common cancer among women in Taiwan. Cognitive deficits are common complications of breast cancer survivors treated with chemotherapy. The most frequently observed disorders involve executive function and memory impairment. With improvements in tumor intervention and the consequent increase in the number of cancer survivors, the quality of life of patients has become an important issue. We are interested in the early effects of chemotherapy on the brain structures of patients. In addition, generalized q-sampling imaging (GQI), a wide range of q-space datasets for a more accurate and sophisticated diffusion MR approach, was first used in this topic. Methods As diffusion tensor imaging (DTI) is associated with restrictions in the resolution of crossing fibers, we attempted to use GQI, which can overcome these difficulties and is advantageous over DTI for tractography of the crossing fibers. This cross-sectional study included two groups: breast cancer survivors who had completed their chemotherapy (n = 19) and healthy controls (n = 20). All participants underwent diffusion MRI exams and neuropsychological assessments. We included four parts in our image analysis, i.e., voxel-based statistical analysis, multiple regression analysis, graph theoretical analysis and network-based statistical analysis. Results The results from the voxel-based statistical analysis showed significantly lower GFA and NQA values in the breast cancer group than those in the control group. We found significant positive correlations between the FACT-Cog and GQI indices. In the graph theoretical analysis, the breast cancer group demonstrated significantly longer characteristic path length. Adjuvant chemotherapy affected the integrity of white matter and resulted in poor cognitive performance, as indicated by the correlations between the neuropsychological assessment scales and the GQI indices. In addition, it was found that the characteristic path lengths in the breast cancer group increased, indicating that the brain network integration became worse. Conclusions Our study demonstrated alterations in structural brain networks and associated neuropsychological deficits among breast cancer survivors. |
topic |
Breast cancer Chemotherapy Generalized q-sampling imaging Voxel-based statistical analysis Multiple regression analysis Graph theoretical analysis |
url |
http://link.springer.com/article/10.1186/s12885-018-5113-z |
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